conversations
list |
|---|
[
{
"role": "message-agent",
"value": "Thought: I need to select only 4 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"60653\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-07-13 16:15:40.000000+00:00\", \"2022-10-25 12:37:41.000000+00:00\"], \"session_ids\": [\"6ae2a872-5805-4909-aa13-46769a0e6c4f\", \"6117431c-cffd-428c-b494-b55473e539f8\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 1.587}}, {\"92211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-26 20:42:29.000000+00:00\", \"2022-01-06 08:54:49.000000+00:00\", \"2021-06-23 14:35:01.000000+00:00\", \"2019-10-18 20:23:31.000000+00:00\", \"2020-03-14 18:47:13.000000+00:00\", \"2022-08-01 21:52:13.000000+00:00\", \"2022-02-04 02:31:41.000000+00:00\"], \"session_ids\": [\"df71a563-18db-43f4-8952-f7ac9840643b\", \"94e31c95-80a9-4629-bfc9-0407bf8675f0\", \"187b0235-62ce-4dc3-a0df-582e546e7859\", \"dd73aa50-4e7a-44c4-98e4-bbf12858e65d\", \"2a4e4aaa-a54a-4407-826d-d867744611d0\", \"5e19f400-a865-4b25-8638-a8c5f0f62a6c\", \"7e595d8b-279c-4693-96e3-80ba9433a9a9\"], \"total_duration\": 4488.0, \"total_sessions\": 7, \"mean_week_duration\": 30.74}}, {\"3030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-21 13:06:09.000000+00:00\", \"2021-06-03 22:40:06.000000+00:00\", \"2019-08-14 22:53:10.000000+00:00\", \"2019-08-20 10:36:18.000000+00:00\", \"2020-08-30 07:00:18.000000+00:00\"], \"session_ids\": [\"75fafe6f-11a3-44eb-a587-d56e296817a9\", \"bc37df96-e32c-485d-ba8d-f80ea1339d89\", \"54310a49-f0c6-41e9-b086-6cf139d526c9\", \"82f73075-4934-4884-942c-0d63e9919874\", \"b2c4a821-56fd-4190-8946-f042c08cb41b\"], \"total_duration\": 1206.0, \"total_sessions\": 5, \"mean_week_duration\": 9.805}}, {\"32268\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-19 07:08:36.000000+00:00\", \"2019-06-01 04:36:03.000000+00:00\", \"2022-08-05 12:18:05.000000+00:00\", \"2023-05-28 13:00:54.000000+00:00\", \"2023-04-29 18:47:26.000000+00:00\", \"2021-01-16 01:58:53.000000+00:00\", \"2022-08-23 08:20:28.000000+00:00\", \"2020-05-05 18:07:25.000000+00:00\", \"2019-12-31 04:41:58.000000+00:00\"], \"session_ids\": [\"68e68e7d-3f82-4409-a7b8-dcc5db0a69a1\", \"0f5e61d0-e9cb-472f-a953-1a90a0fb7285\", \"674db5d7-82b9-4cdc-b8f4-308514626f08\", \"ea6e2624-ac76-481a-afb8-359fce2b6ad2\", \"b6794ab1-c919-4c05-a526-daec3d9f61a9\", \"02c2300e-8b0b-46b8-8331-e860fc2ddbf7\", \"20183ca7-550a-41bd-9ffe-5af4a2e829fd\", \"df46616e-428c-4a6a-a78c-f548751d0100\", \"0def8754-1431-468c-bac9-52fc44aafebf\"], \"total_duration\": 25870.0, \"total_sessions\": 9, \"mean_week_duration\": 123.78}}]\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[{\"60653\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-07-13 16:15:40.000000+00:00\", \"2022-10-25 12:37:41.000000+00:00\"], \"session_ids\": [\"6ae2a872-5805-4909-aa13-46769a0e6c4f\", \"6117431c-cffd-428c-b494-b55473e539f8\"], \"total_duration\": 273.0, \"total_sessions\": 2, \"mean_week_duration\": 1.587}}, {\"92211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-26 20:42:29.000000+00:00\", \"2022-01-06 08:54:49.000000+00:00\", \"2021-06-23 14:35:01.000000+00:00\", \"2019-10-18 20:23:31.000000+00:00\", \"2020-03-14 18:47:13.000000+00:00\", \"2022-08-01 21:52:13.000000+00:00\", \"2022-02-04 02:31:41.000000+00:00\"], \"session_ids\": [\"df71a563-18db-43f4-8952-f7ac9840643b\", \"94e31c95-80a9-4629-bfc9-0407bf8675f0\", \"187b0235-62ce-4dc3-a0df-582e546e7859\", \"dd73aa50-4e7a-44c4-98e4-bbf12858e65d\", \"2a4e4aaa-a54a-4407-826d-d867744611d0\", \"5e19f400-a865-4b25-8638-a8c5f0f62a6c\", \"7e595d8b-279c-4693-96e3-80ba9433a9a9\"], \"total_duration\": 4488.0, \"total_sessions\": 7, \"mean_week_duration\": 30.74}}, {\"3030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-21 13:06:09.000000+00:00\", \"2021-06-03 22:40:06.000000+00:00\", \"2019-08-14 22:53:10.000000+00:00\", \"2019-08-20 10:36:18.000000+00:00\", \"2020-08-30 07:00:18.000000+00:00\"], \"session_ids\": [\"75fafe6f-11a3-44eb-a587-d56e296817a9\", \"bc37df96-e32c-485d-ba8d-f80ea1339d89\", \"54310a49-f0c6-41e9-b086-6cf139d526c9\", \"82f73075-4934-4884-942c-0d63e9919874\", \"b2c4a821-56fd-4190-8946-f042c08cb41b\"], \"total_duration\": 1206.0, \"total_sessions\": 5, \"mean_week_duration\": 9.805}}, {\"32268\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-19 07:08:36.000000+00:00\", \"2019-06-01 04:36:03.000000+00:00\", \"2022-08-05 12:18:05.000000+00:00\", \"2023-05-28 13:00:54.000000+00:00\", \"2023-04-29 18:47:26.000000+00:00\", \"2021-01-16 01:58:53.000000+00:00\", \"2022-08-23 08:20:28.000000+00:00\", \"2020-05-05 18:07:25.000000+00:00\", \"2019-12-31 04:41:58.000000+00:00\"], \"session_ids\": [\"68e68e7d-3f82-4409-a7b8-dcc5db0a69a1\", \"0f5e61d0-e9cb-472f-a953-1a90a0fb7285\", \"674db5d7-82b9-4cdc-b8f4-308514626f08\", \"ea6e2624-ac76-481a-afb8-359fce2b6ad2\", \"b6794ab1-c919-4c05-a526-daec3d9f61a9\", \"02c2300e-8b0b-46b8-8331-e860fc2ddbf7\", \"20183ca7-550a-41bd-9ffe-5af4a2e829fd\", \"df46616e-428c-4a6a-a78c-f548751d0100\", \"0def8754-1431-468c-bac9-52fc44aafebf\"], \"total_duration\": 25870.0, \"total_sessions\": 9, \"mean_week_duration\": 123.78}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Show 2 users to me who have quantity of sessions strictly bigger than 2 and strictly smaller than 10 additionaly carry out sorting by town naming from the smallest value to the largest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"56559\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-02-06 21:53:57.000000+00:00\", \"2022-03-20 07:58:43.000000+00:00\"], \"session_ids\": [\"e3a176b8-3cfd-47f3-99ad-04ffb494c519\", \"add9ea6b-8ae9-45d5-b332-a7ef95961a1f\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.288}, \"47567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-02 07:15:10.000000+00:00\", \"2020-07-03 06:21:18.000000+00:00\", \"2021-08-11 12:40:27.000000+00:00\", \"2022-06-27 09:06:53.000000+00:00\"], \"session_ids\": [\"b81baf71-cb45-4cb8-b2f5-39b0285f0b67\", \"fd886aff-2f13-4396-8226-7bd4d8adc90f\", \"1a4dc517-dcf2-42e0-b0af-cd6f65063ad5\", \"d29b1219-f7b5-44ed-990a-e928619e987d\"], \"total_duration\": 2152.0, \"total_sessions\": 4, \"mean_week_duration\": 20.692}, \"12343\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-26 09:57:22.000000+00:00\", \"2023-01-05 10:11:59.000000+00:00\", \"2022-08-27 09:58:57.000000+00:00\", \"2021-05-13 09:16:05.000000+00:00\"], \"session_ids\": [\"1ac4a4d3-b1f3-4216-be24-5705d907df3c\", \"56bd4920-d422-49ca-ab42-3bcf3f657d68\", \"4decb041-a00c-48c9-8e46-ba0ed40fd501\", \"a46a69f3-8d8e-459c-9684-fa40782d6231\"], \"total_duration\": 460.0, \"total_sessions\": 4, \"mean_week_duration\": 4.299}, \"46750\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-09 15:29:18.000000+00:00\", \"2023-04-19 13:25:41.000000+00:00\"], \"session_ids\": [\"48970468-4c77-49f4-8423-1574981d288b\", \"8f74044c-d906-47d1-b416-4534abc92ff7\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 2.864}, \"69484\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-09 16:06:36.000000+00:00\", \"2021-06-20 07:45:51.000000+00:00\"], \"session_ids\": [\"d164fbb6-8d1a-42de-82e8-480a2b01c5cb\", \"188b4bcd-930a-4fa2-8ac9-ac0b0bebd9dd\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 1.047}, \"62473\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-04-06 13:56:04.000000+00:00\", \"2022-04-14 02:46:13.000000+00:00\", \"2021-04-22 23:16:11.000000+00:00\", \"2022-03-27 11:30:08.000000+00:00\", \"2022-11-16 14:10:05.000000+00:00\", \"2019-03-12 11:10:58.000000+00:00\", \"2020-02-09 23:37:09.000000+00:00\"], \"session_ids\": [\"c6bf392a-d07f-4a90-ae2b-035b86845392\", \"9ac3b7ac-0eac-492d-afb8-8c36ea972d6c\", \"03ef8b02-4602-4da3-9ae2-3d75c00aed34\", \"e8939ef0-4428-4734-9b69-f902596c3ba2\", \"ac949a62-b371-400c-a6df-024c2ff34207\", \"23d49b8c-ce5c-44e5-b77c-afd9a2b555e0\", \"d04a1c98-c289-4d9c-a108-d8ad38701985\"], \"total_duration\": 159.0, \"total_sessions\": 7, \"mean_week_duration\": 0.824}, \"82746\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-04-17 14:48:22.000000+00:00\", \"2022-07-26 12:37:15.000000+00:00\"], \"session_ids\": [\"881626ff-4dcf-45b9-87dc-2a5538501d7a\", \"450534a1-6ad4-4c66-bcb7-7ce8fa44387e\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 2.737}, \"32738\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-06-09 16:05:30.000000+00:00\", \"2022-02-20 06:27:12.000000+00:00\"], \"session_ids\": [\"6b04cbb5-13a3-4259-8f9f-7369b489e8b7\", \"74a05b83-6714-4e33-8dfc-4d6de8aa2458\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 2.943}, \"77499\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-01-09 22:23:33.000000+00:00\", \"2021-04-02 21:39:08.000000+00:00\"], \"session_ids\": [\"22aed4a0-3739-4990-ad27-67f7efb9616e\", \"dcedac4d-df7d-4003-b456-eef292b0eb7f\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.659}, \"82079\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-04-19 02:01:03.000000+00:00\", \"2022-12-12 05:02:56.000000+00:00\", \"2020-12-11 14:43:13.000000+00:00\"], \"session_ids\": [\"1ba6bfee-8d98-4a84-8c6b-1cc233a053e3\", \"a84edbd6-35de-4e59-9477-5e769c024241\", \"ea4aec03-3e9a-4438-a9dc-db42a1c32146\"], \"total_duration\": 336.0, \"total_sessions\": 3, \"mean_week_duration\": 2.732}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_sessions are greater than 2 and are less than 10"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[2, 10]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"47567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-02 07:15:10.000000+00:00\", \"2020-07-03 06:21:18.000000+00:00\", \"2021-08-11 12:40:27.000000+00:00\", \"2022-06-27 09:06:53.000000+00:00\"], \"session_ids\": [\"b81baf71-cb45-4cb8-b2f5-39b0285f0b67\", \"fd886aff-2f13-4396-8226-7bd4d8adc90f\", \"1a4dc517-dcf2-42e0-b0af-cd6f65063ad5\", \"d29b1219-f7b5-44ed-990a-e928619e987d\"], \"total_duration\": 2152.0, \"total_sessions\": 4, \"mean_week_duration\": 20.692}, \"12343\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-26 09:57:22.000000+00:00\", \"2023-01-05 10:11:59.000000+00:00\", \"2022-08-27 09:58:57.000000+00:00\", \"2021-05-13 09:16:05.000000+00:00\"], \"session_ids\": [\"1ac4a4d3-b1f3-4216-be24-5705d907df3c\", \"56bd4920-d422-49ca-ab42-3bcf3f657d68\", \"4decb041-a00c-48c9-8e46-ba0ed40fd501\", \"a46a69f3-8d8e-459c-9684-fa40782d6231\"], \"total_duration\": 460.0, \"total_sessions\": 4, \"mean_week_duration\": 4.299}, \"62473\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-04-06 13:56:04.000000+00:00\", \"2022-04-14 02:46:13.000000+00:00\", \"2021-04-22 23:16:11.000000+00:00\", \"2022-03-27 11:30:08.000000+00:00\", \"2022-11-16 14:10:05.000000+00:00\", \"2019-03-12 11:10:58.000000+00:00\", \"2020-02-09 23:37:09.000000+00:00\"], \"session_ids\": [\"c6bf392a-d07f-4a90-ae2b-035b86845392\", \"9ac3b7ac-0eac-492d-afb8-8c36ea972d6c\", \"03ef8b02-4602-4da3-9ae2-3d75c00aed34\", \"e8939ef0-4428-4734-9b69-f902596c3ba2\", \"ac949a62-b371-400c-a6df-024c2ff34207\", \"23d49b8c-ce5c-44e5-b77c-afd9a2b555e0\", \"d04a1c98-c289-4d9c-a108-d8ad38701985\"], \"total_duration\": 159.0, \"total_sessions\": 7, \"mean_week_duration\": 0.824}, \"82079\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-04-19 02:01:03.000000+00:00\", \"2022-12-12 05:02:56.000000+00:00\", \"2020-12-11 14:43:13.000000+00:00\"], \"session_ids\": [\"1ba6bfee-8d98-4a84-8c6b-1cc233a053e3\", \"a84edbd6-35de-4e59-9477-5e769c024241\", \"ea4aec03-3e9a-4438-a9dc-db42a1c32146\"], \"total_duration\": 336.0, \"total_sessions\": 3, \"mean_week_duration\": 2.732}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by city_name attribute ascendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"82079\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-04-19 02:01:03.000000+00:00\", \"2022-12-12 05:02:56.000000+00:00\", \"2020-12-11 14:43:13.000000+00:00\"], \"session_ids\": [\"1ba6bfee-8d98-4a84-8c6b-1cc233a053e3\", \"a84edbd6-35de-4e59-9477-5e769c024241\", \"ea4aec03-3e9a-4438-a9dc-db42a1c32146\"], \"total_duration\": 336.0, \"total_sessions\": 3, \"mean_week_duration\": 2.732}}, {\"47567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-02 07:15:10.000000+00:00\", \"2020-07-03 06:21:18.000000+00:00\", \"2021-08-11 12:40:27.000000+00:00\", \"2022-06-27 09:06:53.000000+00:00\"], \"session_ids\": [\"b81baf71-cb45-4cb8-b2f5-39b0285f0b67\", \"fd886aff-2f13-4396-8226-7bd4d8adc90f\", \"1a4dc517-dcf2-42e0-b0af-cd6f65063ad5\", \"d29b1219-f7b5-44ed-990a-e928619e987d\"], \"total_duration\": 2152.0, \"total_sessions\": 4, \"mean_week_duration\": 20.692}}, {\"12343\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-26 09:57:22.000000+00:00\", \"2023-01-05 10:11:59.000000+00:00\", \"2022-08-27 09:58:57.000000+00:00\", \"2021-05-13 09:16:05.000000+00:00\"], \"session_ids\": [\"1ac4a4d3-b1f3-4216-be24-5705d907df3c\", \"56bd4920-d422-49ca-ab42-3bcf3f657d68\", \"4decb041-a00c-48c9-8e46-ba0ed40fd501\", \"a46a69f3-8d8e-459c-9684-fa40782d6231\"], \"total_duration\": 460.0, \"total_sessions\": 4, \"mean_week_duration\": 4.299}}, {\"62473\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-04-06 13:56:04.000000+00:00\", \"2022-04-14 02:46:13.000000+00:00\", \"2021-04-22 23:16:11.000000+00:00\", \"2022-03-27 11:30:08.000000+00:00\", \"2022-11-16 14:10:05.000000+00:00\", \"2019-03-12 11:10:58.000000+00:00\", \"2020-02-09 23:37:09.000000+00:00\"], \"session_ids\": [\"c6bf392a-d07f-4a90-ae2b-035b86845392\", \"9ac3b7ac-0eac-492d-afb8-8c36ea972d6c\", \"03ef8b02-4602-4da3-9ae2-3d75c00aed34\", \"e8939ef0-4428-4734-9b69-f902596c3ba2\", \"ac949a62-b371-400c-a6df-024c2ff34207\", \"23d49b8c-ce5c-44e5-b77c-afd9a2b555e0\", \"d04a1c98-c289-4d9c-a108-d8ad38701985\"], \"total_duration\": 159.0, \"total_sessions\": 7, \"mean_week_duration\": 0.824}}]\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[{\"82079\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-04-19 02:01:03.000000+00:00\", \"2022-12-12 05:02:56.000000+00:00\", \"2020-12-11 14:43:13.000000+00:00\"], \"session_ids\": [\"1ba6bfee-8d98-4a84-8c6b-1cc233a053e3\", \"a84edbd6-35de-4e59-9477-5e769c024241\", \"ea4aec03-3e9a-4438-a9dc-db42a1c32146\"], \"total_duration\": 336.0, \"total_sessions\": 3, \"mean_week_duration\": 2.732}}, {\"47567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-02 07:15:10.000000+00:00\", \"2020-07-03 06:21:18.000000+00:00\", \"2021-08-11 12:40:27.000000+00:00\", \"2022-06-27 09:06:53.000000+00:00\"], \"session_ids\": [\"b81baf71-cb45-4cb8-b2f5-39b0285f0b67\", \"fd886aff-2f13-4396-8226-7bd4d8adc90f\", \"1a4dc517-dcf2-42e0-b0af-cd6f65063ad5\", \"d29b1219-f7b5-44ed-990a-e928619e987d\"], \"total_duration\": 2152.0, \"total_sessions\": 4, \"mean_week_duration\": 20.692}}]\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[{\"82079\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-04-19 02:01:03.000000+00:00\", \"2022-12-12 05:02:56.000000+00:00\", \"2020-12-11 14:43:13.000000+00:00\"], \"session_ids\": [\"1ba6bfee-8d98-4a84-8c6b-1cc233a053e3\", \"a84edbd6-35de-4e59-9477-5e769c024241\", \"ea4aec03-3e9a-4438-a9dc-db42a1c32146\"], \"total_duration\": 336.0, \"total_sessions\": 3, \"mean_week_duration\": 2.732}}, {\"47567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-02 07:15:10.000000+00:00\", \"2020-07-03 06:21:18.000000+00:00\", \"2021-08-11 12:40:27.000000+00:00\", \"2022-06-27 09:06:53.000000+00:00\"], \"session_ids\": [\"b81baf71-cb45-4cb8-b2f5-39b0285f0b67\", \"fd886aff-2f13-4396-8226-7bd4d8adc90f\", \"1a4dc517-dcf2-42e0-b0af-cd6f65063ad5\", \"d29b1219-f7b5-44ed-990a-e928619e987d\"], \"total_duration\": 2152.0, \"total_sessions\": 4, \"mean_week_duration\": 20.692}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm eager to find out about 5 users who hold the bottom position in mean of duration of sessions per week + sort by total sessions from the smallest to the largest in addition keep only 4 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"78028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-02-18 05:46:52.000000+00:00\", \"2021-08-11 17:16:21.000000+00:00\", \"2022-07-17 16:22:34.000000+00:00\"], \"session_ids\": [\"e8a932d2-7385-4534-bffe-c54f6c3ddd31\", \"3342b8d4-d795-4f39-a968-1aea50e9e1d7\", \"729ce139-7e4b-4fb0-9969-283ab2e1f758\"], \"total_duration\": 972.0, \"total_sessions\": 3, \"mean_week_duration\": 7.714}, \"57035\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-01-22 23:17:32.000000+00:00\", \"2021-09-09 07:33:20.000000+00:00\", \"2020-08-04 15:08:20.000000+00:00\", \"2023-03-22 22:29:30.000000+00:00\", \"2023-01-26 23:41:57.000000+00:00\", \"2022-06-17 17:29:14.000000+00:00\", \"2021-07-07 00:47:56.000000+00:00\", \"2021-11-08 20:23:24.000000+00:00\"], \"session_ids\": [\"7a17dbd4-7301-4118-abc5-cc5a7761979d\", \"d5e0cae8-57ae-41c4-ae7a-48027342aada\", \"6c33e7a7-f8d7-4b89-9036-a7b8b9cea2ee\", \"753eea7b-34ad-4af0-87ce-78a45d714df0\", \"4b2ad862-ae2d-46e6-a16c-6ef53cb51347\", \"a2390037-3027-4752-8d7a-df910e03f607\", \"3c7c8540-c40f-4a68-93f8-5e7201972e0c\", \"0fd99fbe-a825-4330-a8a2-5a83c920eadf\"], \"total_duration\": 2152.0, \"total_sessions\": 8, \"mean_week_duration\": 15.594}, \"61385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-20 14:02:49.000000+00:00\", \"2022-08-15 15:05:54.000000+00:00\"], \"session_ids\": [\"6d8d8a7a-ddc6-467c-bf0c-b28062352bbe\", \"17bfaa27-656a-4c7f-8a9a-f7ee84c90afb\"], \"total_duration\": 444.0, \"total_sessions\": 2, \"mean_week_duration\": 2.758}, \"15305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-02-22 08:10:51.000000+00:00\", \"2019-06-17 06:19:24.000000+00:00\", \"2022-05-24 21:43:02.000000+00:00\"], \"session_ids\": [\"bc9e3f2a-4cd2-44a4-87dc-1a8d679fc28a\", \"065fbfff-e366-4a8d-aa2e-e4e4cb3b1606\", \"370674f9-0b46-426d-83f7-f66a4845dd08\"], \"total_duration\": 244.0, \"total_sessions\": 3, \"mean_week_duration\": 1.264}, \"72343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-07 22:59:47.000000+00:00\", \"2019-05-11 19:00:03.000000+00:00\"], \"session_ids\": [\"7185b9a0-6cf8-43c3-9288-0463b274b457\", \"bb5bd554-5ba9-4b8d-8fa9-9eb754a3119f\"], \"total_duration\": 341.0, \"total_sessions\": 2, \"mean_week_duration\": 2.186}, \"2590\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-12-29 12:55:48.000000+00:00\", \"2020-04-05 12:16:39.000000+00:00\", \"2020-11-12 03:49:51.000000+00:00\", \"2022-11-19 11:01:38.000000+00:00\"], \"session_ids\": [\"d2cf0d20-fdbe-43c7-9b79-776e10d09def\", \"c114546f-7a86-4cbb-87dd-b92f3f087d24\", \"6f64a7e4-7596-4a0e-be5b-6b008057d01f\", \"a441ac37-e708-49d1-be4b-a90040216ade\"], \"total_duration\": 164.0, \"total_sessions\": 4, \"mean_week_duration\": 1.197}, \"88496\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-07 17:04:18.000000+00:00\", \"2021-11-27 15:07:36.000000+00:00\", \"2019-07-17 06:35:43.000000+00:00\", \"2020-08-24 01:17:44.000000+00:00\", \"2020-07-21 18:49:00.000000+00:00\", \"2021-08-21 09:47:20.000000+00:00\", \"2023-02-28 01:14:52.000000+00:00\", \"2022-02-08 10:33:16.000000+00:00\", \"2023-04-13 18:43:43.000000+00:00\"], \"session_ids\": [\"576a8603-0b32-4729-abb2-e95e16b7983b\", \"dbc1b150-d8af-4f3d-aa7c-30e41bd1ac11\", \"964272ea-647f-4bdd-ba99-ff39b1208625\", \"7df63bad-aee5-4f34-a47d-9800bca4813e\", \"380438b3-292e-41fb-bad1-3ca400f73e99\", \"646ad549-5ad3-4b68-8cb9-a501684f7e33\", \"9d77de42-faff-459f-8f45-5ba62cb3211e\", \"86301f77-767f-4fd6-9b48-295dd10388cc\", \"4cad9154-5e16-45a2-9097-32fd7d2bbe2e\"], \"total_duration\": 7508.0, \"total_sessions\": 9, \"mean_week_duration\": 38.306}, \"91240\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-05-28 10:47:11.000000+00:00\", \"2021-08-01 08:22:46.000000+00:00\", \"2019-10-28 10:26:38.000000+00:00\"], \"session_ids\": [\"7b8a4a3a-b9a9-4009-a5fa-94e1988d0c88\", \"142a2490-bcc9-4e92-a924-ab047e35e21f\", \"70cd9bb0-ce3e-4342-98e8-ba56597e3eb3\"], \"total_duration\": 684.0, \"total_sessions\": 3, \"mean_week_duration\": 6.0}, \"49550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-30 21:59:16.000000+00:00\", \"2019-04-07 07:57:21.000000+00:00\"], \"session_ids\": [\"865bbc8a-d569-4c50-9f38-afc1a395752e\", \"eb597982-cc4d-4ce5-811f-ccfec46d03ba\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 2.611}, \"17422\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-01 02:13:47.000000+00:00\", \"2019-12-25 17:06:19.000000+00:00\", \"2022-11-22 19:04:13.000000+00:00\", \"2020-01-01 18:49:45.000000+00:00\", \"2020-02-28 01:53:11.000000+00:00\", \"2021-10-04 14:17:02.000000+00:00\", \"2023-05-20 02:50:24.000000+00:00\", \"2020-08-26 01:24:00.000000+00:00\"], \"session_ids\": [\"21b7f1a8-f438-4cd8-88c5-ac04c2f67c11\", \"c6507a70-3f27-40d4-a159-022f305350b4\", \"baea8f32-b593-441b-a549-bfd30dc194ce\", \"dfde8088-ccce-4202-b23c-762c6ff09bf5\", \"45029be3-2a98-440a-9488-337b41d0a9d6\", \"169da494-d39c-4a41-8776-598c4b009550\", \"6a79060e-3d88-4e78-9059-ab5a9a141330\", \"368735de-d5dd-45d9-aa1f-2f46f8fbac76\"], \"total_duration\": 3877.0, \"total_sessions\": 8, \"mean_week_duration\": 17.543}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the lowest 5 mean_week_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 5}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"2590\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-12-29 12:55:48.000000+00:00\", \"2020-04-05 12:16:39.000000+00:00\", \"2020-11-12 03:49:51.000000+00:00\", \"2022-11-19 11:01:38.000000+00:00\"], \"session_ids\": [\"d2cf0d20-fdbe-43c7-9b79-776e10d09def\", \"c114546f-7a86-4cbb-87dd-b92f3f087d24\", \"6f64a7e4-7596-4a0e-be5b-6b008057d01f\", \"a441ac37-e708-49d1-be4b-a90040216ade\"], \"total_duration\": 164.0, \"total_sessions\": 4, \"mean_week_duration\": 1.197}}, {\"15305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-02-22 08:10:51.000000+00:00\", \"2019-06-17 06:19:24.000000+00:00\", \"2022-05-24 21:43:02.000000+00:00\"], \"session_ids\": [\"bc9e3f2a-4cd2-44a4-87dc-1a8d679fc28a\", \"065fbfff-e366-4a8d-aa2e-e4e4cb3b1606\", \"370674f9-0b46-426d-83f7-f66a4845dd08\"], \"total_duration\": 244.0, \"total_sessions\": 3, \"mean_week_duration\": 1.264}}, {\"72343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-07 22:59:47.000000+00:00\", \"2019-05-11 19:00:03.000000+00:00\"], \"session_ids\": [\"7185b9a0-6cf8-43c3-9288-0463b274b457\", \"bb5bd554-5ba9-4b8d-8fa9-9eb754a3119f\"], \"total_duration\": 341.0, \"total_sessions\": 2, \"mean_week_duration\": 2.186}}, {\"49550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-30 21:59:16.000000+00:00\", \"2019-04-07 07:57:21.000000+00:00\"], \"session_ids\": [\"865bbc8a-d569-4c50-9f38-afc1a395752e\", \"eb597982-cc4d-4ce5-811f-ccfec46d03ba\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 2.611}}, {\"61385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-20 14:02:49.000000+00:00\", \"2022-08-15 15:05:54.000000+00:00\"], \"session_ids\": [\"6d8d8a7a-ddc6-467c-bf0c-b28062352bbe\", \"17bfaa27-656a-4c7f-8a9a-f7ee84c90afb\"], \"total_duration\": 444.0, \"total_sessions\": 2, \"mean_week_duration\": 2.758}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_sessions attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"72343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-07 22:59:47.000000+00:00\", \"2019-05-11 19:00:03.000000+00:00\"], \"session_ids\": [\"7185b9a0-6cf8-43c3-9288-0463b274b457\", \"bb5bd554-5ba9-4b8d-8fa9-9eb754a3119f\"], \"total_duration\": 341.0, \"total_sessions\": 2, \"mean_week_duration\": 2.186}}, {\"49550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-30 21:59:16.000000+00:00\", \"2019-04-07 07:57:21.000000+00:00\"], \"session_ids\": [\"865bbc8a-d569-4c50-9f38-afc1a395752e\", \"eb597982-cc4d-4ce5-811f-ccfec46d03ba\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 2.611}}, {\"61385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-20 14:02:49.000000+00:00\", \"2022-08-15 15:05:54.000000+00:00\"], \"session_ids\": [\"6d8d8a7a-ddc6-467c-bf0c-b28062352bbe\", \"17bfaa27-656a-4c7f-8a9a-f7ee84c90afb\"], \"total_duration\": 444.0, \"total_sessions\": 2, \"mean_week_duration\": 2.758}}, {\"15305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-02-22 08:10:51.000000+00:00\", \"2019-06-17 06:19:24.000000+00:00\", \"2022-05-24 21:43:02.000000+00:00\"], \"session_ids\": [\"bc9e3f2a-4cd2-44a4-87dc-1a8d679fc28a\", \"065fbfff-e366-4a8d-aa2e-e4e4cb3b1606\", \"370674f9-0b46-426d-83f7-f66a4845dd08\"], \"total_duration\": 244.0, \"total_sessions\": 3, \"mean_week_duration\": 1.264}}, {\"2590\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-12-29 12:55:48.000000+00:00\", \"2020-04-05 12:16:39.000000+00:00\", \"2020-11-12 03:49:51.000000+00:00\", \"2022-11-19 11:01:38.000000+00:00\"], \"session_ids\": [\"d2cf0d20-fdbe-43c7-9b79-776e10d09def\", \"c114546f-7a86-4cbb-87dd-b92f3f087d24\", \"6f64a7e4-7596-4a0e-be5b-6b008057d01f\", \"a441ac37-e708-49d1-be4b-a90040216ade\"], \"total_duration\": 164.0, \"total_sessions\": 4, \"mean_week_duration\": 1.197}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 4 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"72343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-07 22:59:47.000000+00:00\", \"2019-05-11 19:00:03.000000+00:00\"], \"session_ids\": [\"7185b9a0-6cf8-43c3-9288-0463b274b457\", \"bb5bd554-5ba9-4b8d-8fa9-9eb754a3119f\"], \"total_duration\": 341.0, \"total_sessions\": 2, \"mean_week_duration\": 2.186}}, {\"49550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-30 21:59:16.000000+00:00\", \"2019-04-07 07:57:21.000000+00:00\"], \"session_ids\": [\"865bbc8a-d569-4c50-9f38-afc1a395752e\", \"eb597982-cc4d-4ce5-811f-ccfec46d03ba\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 2.611}}, {\"61385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-20 14:02:49.000000+00:00\", \"2022-08-15 15:05:54.000000+00:00\"], \"session_ids\": [\"6d8d8a7a-ddc6-467c-bf0c-b28062352bbe\", \"17bfaa27-656a-4c7f-8a9a-f7ee84c90afb\"], \"total_duration\": 444.0, \"total_sessions\": 2, \"mean_week_duration\": 2.758}}, {\"15305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-02-22 08:10:51.000000+00:00\", \"2019-06-17 06:19:24.000000+00:00\", \"2022-05-24 21:43:02.000000+00:00\"], \"session_ids\": [\"bc9e3f2a-4cd2-44a4-87dc-1a8d679fc28a\", \"065fbfff-e366-4a8d-aa2e-e4e4cb3b1606\", \"370674f9-0b46-426d-83f7-f66a4845dd08\"], \"total_duration\": 244.0, \"total_sessions\": 3, \"mean_week_duration\": 1.264}}]\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[{\"72343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-07 22:59:47.000000+00:00\", \"2019-05-11 19:00:03.000000+00:00\"], \"session_ids\": [\"7185b9a0-6cf8-43c3-9288-0463b274b457\", \"bb5bd554-5ba9-4b8d-8fa9-9eb754a3119f\"], \"total_duration\": 341.0, \"total_sessions\": 2, \"mean_week_duration\": 2.186}}, {\"49550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-30 21:59:16.000000+00:00\", \"2019-04-07 07:57:21.000000+00:00\"], \"session_ids\": [\"865bbc8a-d569-4c50-9f38-afc1a395752e\", \"eb597982-cc4d-4ce5-811f-ccfec46d03ba\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 2.611}}, {\"61385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-20 14:02:49.000000+00:00\", \"2022-08-15 15:05:54.000000+00:00\"], \"session_ids\": [\"6d8d8a7a-ddc6-467c-bf0c-b28062352bbe\", \"17bfaa27-656a-4c7f-8a9a-f7ee84c90afb\"], \"total_duration\": 444.0, \"total_sessions\": 2, \"mean_week_duration\": 2.758}}, {\"15305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-02-22 08:10:51.000000+00:00\", \"2019-06-17 06:19:24.000000+00:00\", \"2022-05-24 21:43:02.000000+00:00\"], \"session_ids\": [\"bc9e3f2a-4cd2-44a4-87dc-1a8d679fc28a\", \"065fbfff-e366-4a8d-aa2e-e4e4cb3b1606\", \"370674f9-0b46-426d-83f7-f66a4845dd08\"], \"total_duration\": 244.0, \"total_sessions\": 3, \"mean_week_duration\": 1.264}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'd like to be informed about 8 users I can't find living in city Kingston also implement sorting by duration summation in desc order plus get rid of all records, except 2."
}
] |
[
{
"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{\"62847\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-09-17 08:01:27.000000+00:00\", \"2021-07-30 17:31:25.000000+00:00\", \"2020-06-20 01:39:48.000000+00:00\", \"2021-12-30 22:50:52.000000+00:00\"], \"session_ids\": [\"d9ed988f-2195-40a1-8812-bafee590af04\", \"c6307134-b3a5-4046-8d61-09a20cd6c0d9\", \"a449475f-5859-41d6-ac12-04a917e699e2\", \"fb02678d-f2a0-457b-a439-5487da50d16d\"], \"total_duration\": 454.0, \"total_sessions\": 4, \"mean_week_duration\": 3.783}, \"96140\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-09 15:30:53.000000+00:00\", \"2020-05-08 06:42:32.000000+00:00\"], \"session_ids\": [\"33e2a932-bd95-44f4-817f-6c42e1c1fbae\", \"b4e07c2c-b710-45c3-8691-b6ccf6a25bf2\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.477}, \"71819\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2023-06-01 11:17:49.000000+00:00\", \"2020-12-17 09:10:47.000000+00:00\", \"2021-09-13 09:41:03.000000+00:00\", \"2021-06-11 04:16:30.000000+00:00\"], \"session_ids\": [\"d9565449-efe9-4c67-afe1-61d2c9933f0d\", \"0bf53932-4e9e-405c-9daa-4b7beea2c5ee\", \"48128a08-8e42-4856-b242-93132fdfb354\", \"d2344a89-3dd4-4f94-9436-9023840e3671\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.336}, \"89287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-05 02:40:54.000000+00:00\", \"2022-07-31 13:43:52.000000+00:00\", \"2019-05-27 10:32:27.000000+00:00\"], \"session_ids\": [\"47e1864d-85df-4d89-b77c-d8041ee4ce2d\", \"9b3c8309-a45b-4c40-ab9c-1489eaf47bc3\", \"08ae3464-8081-4e0a-b4ee-14b8256985d4\"], \"total_duration\": 728.0, \"total_sessions\": 3, \"mean_week_duration\": 4.386}, \"16317\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-05-16 04:29:02.000000+00:00\", \"2022-05-05 02:44:12.000000+00:00\"], \"session_ids\": [\"5afa86f6-3714-4901-9777-a9e9d5146086\", \"1e628810-3a0e-41c1-89d6-7e13532ea34c\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 89.0}, \"10136\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-04-28 16:57:49.000000+00:00\", \"2022-04-23 01:29:36.000000+00:00\"], \"session_ids\": [\"49248529-4642-4a05-ae86-02f5ad30e01c\", \"1766322b-12fc-4224-b7a6-ab4811f98457\"], \"total_duration\": 372.0, \"total_sessions\": 2, \"mean_week_duration\": 7.019}, \"53216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2023-05-28 02:18:31.000000+00:00\", \"2021-10-20 14:00:37.000000+00:00\"], \"session_ids\": [\"32a93047-3659-4978-b8a8-abaacd3efa8a\", \"57c90ac3-a7b3-45bf-a7e5-1b5b8413d787\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.679}, \"41031\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-05 10:03:13.000000+00:00\", \"2022-07-09 09:11:59.000000+00:00\", \"2022-10-09 08:03:23.000000+00:00\", \"2022-08-03 15:51:24.000000+00:00\", \"2021-10-16 02:05:45.000000+00:00\", \"2020-05-11 10:01:49.000000+00:00\"], \"session_ids\": [\"fee7860a-cee4-43e1-be91-550e5ac011c9\", \"ada30de6-9196-42f7-8352-ea141e4128c7\", \"3738ec8c-a47c-4326-ba67-ad1845cc810e\", \"1926c3f0-a376-4bce-b01c-5945e8473169\", \"87f77090-3fe6-4490-bb54-bdd894c33a89\", \"70f09001-dd0d-4c8f-8a2d-5701db6108ef\"], \"total_duration\": 211.0, \"total_sessions\": 6, \"mean_week_duration\": 1.234}, \"13332\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-19 10:48:37.000000+00:00\", \"2023-03-26 07:56:03.000000+00:00\", \"2020-03-28 05:30:14.000000+00:00\", \"2022-05-08 02:48:45.000000+00:00\", \"2021-07-12 14:44:16.000000+00:00\"], \"session_ids\": [\"7dbacd30-39ea-470c-86b0-a8394d76a8fe\", \"bb234072-12f8-4385-a8ac-c9fc286f343b\", \"725d6566-68be-4c5b-8431-b5cf1726a398\", \"685563fc-e4b0-4acd-a7c7-b714702636a7\", \"97f6fd59-6720-4d3e-9d67-b856c61f7ec7\"], \"total_duration\": 119.0, \"total_sessions\": 5, \"mean_week_duration\": 0.604}, \"37263\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-08-19 12:19:58.000000+00:00\", \"2019-08-28 17:53:19.000000+00:00\"], \"session_ids\": [\"353ec41c-e460-433d-9988-0d12b499816f\", \"f888f0f8-dcef-4be4-84bc-b8c15ca023df\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.388}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name is not Kingston"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Kingston\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"62847\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-09-17 08:01:27.000000+00:00\", \"2021-07-30 17:31:25.000000+00:00\", \"2020-06-20 01:39:48.000000+00:00\", \"2021-12-30 22:50:52.000000+00:00\"], \"session_ids\": [\"d9ed988f-2195-40a1-8812-bafee590af04\", \"c6307134-b3a5-4046-8d61-09a20cd6c0d9\", \"a449475f-5859-41d6-ac12-04a917e699e2\", \"fb02678d-f2a0-457b-a439-5487da50d16d\"], \"total_duration\": 454.0, \"total_sessions\": 4, \"mean_week_duration\": 3.783}, \"96140\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-09 15:30:53.000000+00:00\", \"2020-05-08 06:42:32.000000+00:00\"], \"session_ids\": [\"33e2a932-bd95-44f4-817f-6c42e1c1fbae\", \"b4e07c2c-b710-45c3-8691-b6ccf6a25bf2\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.477}, \"71819\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2023-06-01 11:17:49.000000+00:00\", \"2020-12-17 09:10:47.000000+00:00\", \"2021-09-13 09:41:03.000000+00:00\", \"2021-06-11 04:16:30.000000+00:00\"], \"session_ids\": [\"d9565449-efe9-4c67-afe1-61d2c9933f0d\", \"0bf53932-4e9e-405c-9daa-4b7beea2c5ee\", \"48128a08-8e42-4856-b242-93132fdfb354\", \"d2344a89-3dd4-4f94-9436-9023840e3671\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.336}, \"89287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-05 02:40:54.000000+00:00\", \"2022-07-31 13:43:52.000000+00:00\", \"2019-05-27 10:32:27.000000+00:00\"], \"session_ids\": [\"47e1864d-85df-4d89-b77c-d8041ee4ce2d\", \"9b3c8309-a45b-4c40-ab9c-1489eaf47bc3\", \"08ae3464-8081-4e0a-b4ee-14b8256985d4\"], \"total_duration\": 728.0, \"total_sessions\": 3, \"mean_week_duration\": 4.386}, \"16317\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-05-16 04:29:02.000000+00:00\", \"2022-05-05 02:44:12.000000+00:00\"], \"session_ids\": [\"5afa86f6-3714-4901-9777-a9e9d5146086\", \"1e628810-3a0e-41c1-89d6-7e13532ea34c\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 89.0}, \"10136\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-04-28 16:57:49.000000+00:00\", \"2022-04-23 01:29:36.000000+00:00\"], \"session_ids\": [\"49248529-4642-4a05-ae86-02f5ad30e01c\", \"1766322b-12fc-4224-b7a6-ab4811f98457\"], \"total_duration\": 372.0, \"total_sessions\": 2, \"mean_week_duration\": 7.019}, \"53216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2023-05-28 02:18:31.000000+00:00\", \"2021-10-20 14:00:37.000000+00:00\"], \"session_ids\": [\"32a93047-3659-4978-b8a8-abaacd3efa8a\", \"57c90ac3-a7b3-45bf-a7e5-1b5b8413d787\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.679}, \"41031\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-05 10:03:13.000000+00:00\", \"2022-07-09 09:11:59.000000+00:00\", \"2022-10-09 08:03:23.000000+00:00\", \"2022-08-03 15:51:24.000000+00:00\", \"2021-10-16 02:05:45.000000+00:00\", \"2020-05-11 10:01:49.000000+00:00\"], \"session_ids\": [\"fee7860a-cee4-43e1-be91-550e5ac011c9\", \"ada30de6-9196-42f7-8352-ea141e4128c7\", \"3738ec8c-a47c-4326-ba67-ad1845cc810e\", \"1926c3f0-a376-4bce-b01c-5945e8473169\", \"87f77090-3fe6-4490-bb54-bdd894c33a89\", \"70f09001-dd0d-4c8f-8a2d-5701db6108ef\"], \"total_duration\": 211.0, \"total_sessions\": 6, \"mean_week_duration\": 1.234}, \"13332\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-19 10:48:37.000000+00:00\", \"2023-03-26 07:56:03.000000+00:00\", \"2020-03-28 05:30:14.000000+00:00\", \"2022-05-08 02:48:45.000000+00:00\", \"2021-07-12 14:44:16.000000+00:00\"], \"session_ids\": [\"7dbacd30-39ea-470c-86b0-a8394d76a8fe\", \"bb234072-12f8-4385-a8ac-c9fc286f343b\", \"725d6566-68be-4c5b-8431-b5cf1726a398\", \"685563fc-e4b0-4acd-a7c7-b714702636a7\", \"97f6fd59-6720-4d3e-9d67-b856c61f7ec7\"], \"total_duration\": 119.0, \"total_sessions\": 5, \"mean_week_duration\": 0.604}, \"37263\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-08-19 12:19:58.000000+00:00\", \"2019-08-28 17:53:19.000000+00:00\"], \"session_ids\": [\"353ec41c-e460-433d-9988-0d12b499816f\", \"f888f0f8-dcef-4be4-84bc-b8c15ca023df\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.388}}\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[{\"89287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-05 02:40:54.000000+00:00\", \"2022-07-31 13:43:52.000000+00:00\", \"2019-05-27 10:32:27.000000+00:00\"], \"session_ids\": [\"47e1864d-85df-4d89-b77c-d8041ee4ce2d\", \"9b3c8309-a45b-4c40-ab9c-1489eaf47bc3\", \"08ae3464-8081-4e0a-b4ee-14b8256985d4\"], \"total_duration\": 728.0, \"total_sessions\": 3, \"mean_week_duration\": 4.386}}, {\"62847\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-09-17 08:01:27.000000+00:00\", \"2021-07-30 17:31:25.000000+00:00\", \"2020-06-20 01:39:48.000000+00:00\", \"2021-12-30 22:50:52.000000+00:00\"], \"session_ids\": [\"d9ed988f-2195-40a1-8812-bafee590af04\", \"c6307134-b3a5-4046-8d61-09a20cd6c0d9\", \"a449475f-5859-41d6-ac12-04a917e699e2\", \"fb02678d-f2a0-457b-a439-5487da50d16d\"], \"total_duration\": 454.0, \"total_sessions\": 4, \"mean_week_duration\": 3.783}}, {\"10136\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-04-28 16:57:49.000000+00:00\", \"2022-04-23 01:29:36.000000+00:00\"], \"session_ids\": [\"49248529-4642-4a05-ae86-02f5ad30e01c\", \"1766322b-12fc-4224-b7a6-ab4811f98457\"], \"total_duration\": 372.0, \"total_sessions\": 2, \"mean_week_duration\": 7.019}}, {\"41031\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-05 10:03:13.000000+00:00\", \"2022-07-09 09:11:59.000000+00:00\", \"2022-10-09 08:03:23.000000+00:00\", \"2022-08-03 15:51:24.000000+00:00\", \"2021-10-16 02:05:45.000000+00:00\", \"2020-05-11 10:01:49.000000+00:00\"], \"session_ids\": [\"fee7860a-cee4-43e1-be91-550e5ac011c9\", \"ada30de6-9196-42f7-8352-ea141e4128c7\", \"3738ec8c-a47c-4326-ba67-ad1845cc810e\", \"1926c3f0-a376-4bce-b01c-5945e8473169\", \"87f77090-3fe6-4490-bb54-bdd894c33a89\", \"70f09001-dd0d-4c8f-8a2d-5701db6108ef\"], \"total_duration\": 211.0, \"total_sessions\": 6, \"mean_week_duration\": 1.234}}, {\"16317\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-05-16 04:29:02.000000+00:00\", \"2022-05-05 02:44:12.000000+00:00\"], \"session_ids\": [\"5afa86f6-3714-4901-9777-a9e9d5146086\", \"1e628810-3a0e-41c1-89d6-7e13532ea34c\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 89.0}}, {\"13332\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-19 10:48:37.000000+00:00\", \"2023-03-26 07:56:03.000000+00:00\", \"2020-03-28 05:30:14.000000+00:00\", \"2022-05-08 02:48:45.000000+00:00\", \"2021-07-12 14:44:16.000000+00:00\"], \"session_ids\": [\"7dbacd30-39ea-470c-86b0-a8394d76a8fe\", \"bb234072-12f8-4385-a8ac-c9fc286f343b\", \"725d6566-68be-4c5b-8431-b5cf1726a398\", \"685563fc-e4b0-4acd-a7c7-b714702636a7\", \"97f6fd59-6720-4d3e-9d67-b856c61f7ec7\"], \"total_duration\": 119.0, \"total_sessions\": 5, \"mean_week_duration\": 0.604}}, {\"53216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2023-05-28 02:18:31.000000+00:00\", \"2021-10-20 14:00:37.000000+00:00\"], \"session_ids\": [\"32a93047-3659-4978-b8a8-abaacd3efa8a\", \"57c90ac3-a7b3-45bf-a7e5-1b5b8413d787\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.679}}, {\"96140\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-09 15:30:53.000000+00:00\", \"2020-05-08 06:42:32.000000+00:00\"], \"session_ids\": [\"33e2a932-bd95-44f4-817f-6c42e1c1fbae\", \"b4e07c2c-b710-45c3-8691-b6ccf6a25bf2\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.477}}, {\"71819\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2023-06-01 11:17:49.000000+00:00\", \"2020-12-17 09:10:47.000000+00:00\", \"2021-09-13 09:41:03.000000+00:00\", \"2021-06-11 04:16:30.000000+00:00\"], \"session_ids\": [\"d9565449-efe9-4c67-afe1-61d2c9933f0d\", \"0bf53932-4e9e-405c-9daa-4b7beea2c5ee\", \"48128a08-8e42-4856-b242-93132fdfb354\", \"d2344a89-3dd4-4f94-9436-9023840e3671\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.336}}, {\"37263\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-08-19 12:19:58.000000+00:00\", \"2019-08-28 17:53:19.000000+00:00\"], \"session_ids\": [\"353ec41c-e460-433d-9988-0d12b499816f\", \"f888f0f8-dcef-4be4-84bc-b8c15ca023df\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.388}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 2 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"89287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-05 02:40:54.000000+00:00\", \"2022-07-31 13:43:52.000000+00:00\", \"2019-05-27 10:32:27.000000+00:00\"], \"session_ids\": [\"47e1864d-85df-4d89-b77c-d8041ee4ce2d\", \"9b3c8309-a45b-4c40-ab9c-1489eaf47bc3\", \"08ae3464-8081-4e0a-b4ee-14b8256985d4\"], \"total_duration\": 728.0, \"total_sessions\": 3, \"mean_week_duration\": 4.386}}, {\"62847\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-09-17 08:01:27.000000+00:00\", \"2021-07-30 17:31:25.000000+00:00\", \"2020-06-20 01:39:48.000000+00:00\", \"2021-12-30 22:50:52.000000+00:00\"], \"session_ids\": [\"d9ed988f-2195-40a1-8812-bafee590af04\", \"c6307134-b3a5-4046-8d61-09a20cd6c0d9\", \"a449475f-5859-41d6-ac12-04a917e699e2\", \"fb02678d-f2a0-457b-a439-5487da50d16d\"], \"total_duration\": 454.0, \"total_sessions\": 4, \"mean_week_duration\": 3.783}}]\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[{\"89287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-05 02:40:54.000000+00:00\", \"2022-07-31 13:43:52.000000+00:00\", \"2019-05-27 10:32:27.000000+00:00\"], \"session_ids\": [\"47e1864d-85df-4d89-b77c-d8041ee4ce2d\", \"9b3c8309-a45b-4c40-ab9c-1489eaf47bc3\", \"08ae3464-8081-4e0a-b4ee-14b8256985d4\"], \"total_duration\": 728.0, \"total_sessions\": 3, \"mean_week_duration\": 4.386}}, {\"62847\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-09-17 08:01:27.000000+00:00\", \"2021-07-30 17:31:25.000000+00:00\", \"2020-06-20 01:39:48.000000+00:00\", \"2021-12-30 22:50:52.000000+00:00\"], \"session_ids\": [\"d9ed988f-2195-40a1-8812-bafee590af04\", \"c6307134-b3a5-4046-8d61-09a20cd6c0d9\", \"a449475f-5859-41d6-ac12-04a917e699e2\", \"fb02678d-f2a0-457b-a439-5487da50d16d\"], \"total_duration\": 454.0, \"total_sessions\": 4, \"mean_week_duration\": 3.783}}]\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 7 users whose app usage time per week is strictly less than 5 and greater than 33 as well as apply sorting by total duration amount from the largest value to the smallest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"53436\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-11 05:17:31.000000+00:00\", \"2020-03-09 22:53:53.000000+00:00\"], \"session_ids\": [\"acaea1fb-dfe0-4fce-b098-cbb863d7649b\", \"acb3dd95-7731-427c-ba19-e6d1a5e08be9\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 8.225}, \"32812\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-11 23:56:58.000000+00:00\", \"2019-06-16 15:48:34.000000+00:00\", \"2021-03-13 12:02:11.000000+00:00\"], \"session_ids\": [\"a3019828-394f-48ab-a28e-90c08a47730a\", \"f74670e3-8aae-45ba-8f1d-defc89c1a3ff\", \"666506f2-bc0e-452f-8c10-ef342f3a2363\"], \"total_duration\": 89.0, \"total_sessions\": 3, \"mean_week_duration\": 0.978}, \"8028\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-29 20:45:55.000000+00:00\", \"2023-02-25 06:13:37.000000+00:00\"], \"session_ids\": [\"0b9ae66f-3cac-49e6-ac95-25b6ab1d117b\", \"1e217a45-711a-488e-9c82-cc125ad04323\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 0.885}, \"41912\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-06-24 07:55:08.000000+00:00\", \"2019-12-11 00:47:13.000000+00:00\", \"2023-05-02 08:03:39.000000+00:00\", \"2022-07-06 15:37:20.000000+00:00\", \"2019-02-06 02:37:16.000000+00:00\"], \"session_ids\": [\"b68307f7-e7ff-4f03-8fdc-dacd3ec282f6\", \"ea2a4813-4b34-49e0-a60d-acb55f5b1c16\", \"2191d435-758f-4cd5-8c7b-0af34234953e\", \"2ac45f4d-da0f-403a-bc7f-24e760cfc8b7\", \"ef41c3e5-fdf2-457b-b620-e17be9c7d363\"], \"total_duration\": 183.0, \"total_sessions\": 5, \"mean_week_duration\": 0.828}, \"19623\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-15 19:16:21.000000+00:00\", \"2021-01-25 00:10:41.000000+00:00\"], \"session_ids\": [\"acdfa996-37ac-481c-b031-76b21dc3fb72\", \"d31126d8-16ae-49a8-b8a2-deccf9d11432\"], \"total_duration\": 334.0, \"total_sessions\": 2, \"mean_week_duration\": 15.905}, \"88463\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-08-21 16:18:58.000000+00:00\", \"2019-03-29 06:20:43.000000+00:00\", \"2019-06-06 10:19:01.000000+00:00\", \"2023-01-04 23:59:09.000000+00:00\"], \"session_ids\": [\"58b9d35e-cf46-435c-9b10-3547f912856d\", \"627fb3bc-8ddc-43ea-8644-ee937355ea81\", \"d210a545-aca0-4c52-ad5d-03df7488a3ca\", \"f13a350d-35ce-4f29-9955-8a952a51615d\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 0.787}, \"18795\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-11-16 14:16:07.000000+00:00\", \"2020-11-02 06:24:17.000000+00:00\", \"2022-01-09 00:54:51.000000+00:00\", \"2020-06-02 07:38:35.000000+00:00\", \"2022-09-29 16:12:44.000000+00:00\"], \"session_ids\": [\"da3fa591-bb16-45e8-838d-fc5f7689ce0b\", \"e28d459f-8873-469d-ae17-c260dbcc0160\", \"9fac1776-bfcc-4027-af60-9295353c48cf\", \"62ec81d9-d6c1-4400-922c-81397337f1ab\", \"12a85163-4752-4932-b9f3-9bbdea8d8867\"], \"total_duration\": 2387.0, \"total_sessions\": 5, \"mean_week_duration\": 15.913}, \"30493\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-07-22 20:51:26.000000+00:00\", \"2023-06-11 14:36:30.000000+00:00\"], \"session_ids\": [\"6df8ae42-8646-4355-bd2d-70888b0a1627\", \"5708c961-6924-4ee3-ba1b-b688907ac2a2\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 2.737}, \"66873\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-14 07:58:29.000000+00:00\", \"2021-02-21 02:22:52.000000+00:00\", \"2022-07-16 08:49:18.000000+00:00\"], \"session_ids\": [\"40a5a10c-245e-4029-bbd0-49b6594ada4d\", \"76ce8751-210d-4955-af47-18f369101b16\", \"c8442342-c8cd-49a8-a649-75305249267e\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.184}, \"79006\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-14 03:54:42.000000+00:00\", \"2021-10-19 03:53:44.000000+00:00\"], \"session_ids\": [\"49e43ff0-1a21-483f-aa04-ad1a7c36e378\", \"551c8432-af0c-4d59-90ca-d088fa4efd0f\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.478}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are less than 5 and are equal or greater than 33"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[5, 33]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"32812\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-11 23:56:58.000000+00:00\", \"2019-06-16 15:48:34.000000+00:00\", \"2021-03-13 12:02:11.000000+00:00\"], \"session_ids\": [\"a3019828-394f-48ab-a28e-90c08a47730a\", \"f74670e3-8aae-45ba-8f1d-defc89c1a3ff\", \"666506f2-bc0e-452f-8c10-ef342f3a2363\"], \"total_duration\": 89.0, \"total_sessions\": 3, \"mean_week_duration\": 0.978}, \"8028\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-29 20:45:55.000000+00:00\", \"2023-02-25 06:13:37.000000+00:00\"], \"session_ids\": [\"0b9ae66f-3cac-49e6-ac95-25b6ab1d117b\", \"1e217a45-711a-488e-9c82-cc125ad04323\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 0.885}, \"41912\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-06-24 07:55:08.000000+00:00\", \"2019-12-11 00:47:13.000000+00:00\", \"2023-05-02 08:03:39.000000+00:00\", \"2022-07-06 15:37:20.000000+00:00\", \"2019-02-06 02:37:16.000000+00:00\"], \"session_ids\": [\"b68307f7-e7ff-4f03-8fdc-dacd3ec282f6\", \"ea2a4813-4b34-49e0-a60d-acb55f5b1c16\", \"2191d435-758f-4cd5-8c7b-0af34234953e\", \"2ac45f4d-da0f-403a-bc7f-24e760cfc8b7\", \"ef41c3e5-fdf2-457b-b620-e17be9c7d363\"], \"total_duration\": 183.0, \"total_sessions\": 5, \"mean_week_duration\": 0.828}, \"88463\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-08-21 16:18:58.000000+00:00\", \"2019-03-29 06:20:43.000000+00:00\", \"2019-06-06 10:19:01.000000+00:00\", \"2023-01-04 23:59:09.000000+00:00\"], \"session_ids\": [\"58b9d35e-cf46-435c-9b10-3547f912856d\", \"627fb3bc-8ddc-43ea-8644-ee937355ea81\", \"d210a545-aca0-4c52-ad5d-03df7488a3ca\", \"f13a350d-35ce-4f29-9955-8a952a51615d\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 0.787}, \"30493\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-07-22 20:51:26.000000+00:00\", \"2023-06-11 14:36:30.000000+00:00\"], \"session_ids\": [\"6df8ae42-8646-4355-bd2d-70888b0a1627\", \"5708c961-6924-4ee3-ba1b-b688907ac2a2\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 2.737}, \"66873\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-14 07:58:29.000000+00:00\", \"2021-02-21 02:22:52.000000+00:00\", \"2022-07-16 08:49:18.000000+00:00\"], \"session_ids\": [\"40a5a10c-245e-4029-bbd0-49b6594ada4d\", \"76ce8751-210d-4955-af47-18f369101b16\", \"c8442342-c8cd-49a8-a649-75305249267e\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.184}, \"79006\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-14 03:54:42.000000+00:00\", \"2021-10-19 03:53:44.000000+00:00\"], \"session_ids\": [\"49e43ff0-1a21-483f-aa04-ad1a7c36e378\", \"551c8432-af0c-4d59-90ca-d088fa4efd0f\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.478}}\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[{\"30493\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-07-22 20:51:26.000000+00:00\", \"2023-06-11 14:36:30.000000+00:00\"], \"session_ids\": [\"6df8ae42-8646-4355-bd2d-70888b0a1627\", \"5708c961-6924-4ee3-ba1b-b688907ac2a2\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 2.737}}, {\"41912\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-06-24 07:55:08.000000+00:00\", \"2019-12-11 00:47:13.000000+00:00\", \"2023-05-02 08:03:39.000000+00:00\", \"2022-07-06 15:37:20.000000+00:00\", \"2019-02-06 02:37:16.000000+00:00\"], \"session_ids\": [\"b68307f7-e7ff-4f03-8fdc-dacd3ec282f6\", \"ea2a4813-4b34-49e0-a60d-acb55f5b1c16\", \"2191d435-758f-4cd5-8c7b-0af34234953e\", \"2ac45f4d-da0f-403a-bc7f-24e760cfc8b7\", \"ef41c3e5-fdf2-457b-b620-e17be9c7d363\"], \"total_duration\": 183.0, \"total_sessions\": 5, \"mean_week_duration\": 0.828}}, {\"88463\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-08-21 16:18:58.000000+00:00\", \"2019-03-29 06:20:43.000000+00:00\", \"2019-06-06 10:19:01.000000+00:00\", \"2023-01-04 23:59:09.000000+00:00\"], \"session_ids\": [\"58b9d35e-cf46-435c-9b10-3547f912856d\", \"627fb3bc-8ddc-43ea-8644-ee937355ea81\", \"d210a545-aca0-4c52-ad5d-03df7488a3ca\", \"f13a350d-35ce-4f29-9955-8a952a51615d\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 0.787}}, {\"8028\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-29 20:45:55.000000+00:00\", \"2023-02-25 06:13:37.000000+00:00\"], \"session_ids\": [\"0b9ae66f-3cac-49e6-ac95-25b6ab1d117b\", \"1e217a45-711a-488e-9c82-cc125ad04323\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 0.885}}, {\"32812\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-11 23:56:58.000000+00:00\", \"2019-06-16 15:48:34.000000+00:00\", \"2021-03-13 12:02:11.000000+00:00\"], \"session_ids\": [\"a3019828-394f-48ab-a28e-90c08a47730a\", \"f74670e3-8aae-45ba-8f1d-defc89c1a3ff\", \"666506f2-bc0e-452f-8c10-ef342f3a2363\"], \"total_duration\": 89.0, \"total_sessions\": 3, \"mean_week_duration\": 0.978}}, {\"66873\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-14 07:58:29.000000+00:00\", \"2021-02-21 02:22:52.000000+00:00\", \"2022-07-16 08:49:18.000000+00:00\"], \"session_ids\": [\"40a5a10c-245e-4029-bbd0-49b6594ada4d\", \"76ce8751-210d-4955-af47-18f369101b16\", \"c8442342-c8cd-49a8-a649-75305249267e\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.184}}, {\"79006\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-14 03:54:42.000000+00:00\", \"2021-10-19 03:53:44.000000+00:00\"], \"session_ids\": [\"49e43ff0-1a21-483f-aa04-ad1a7c36e378\", \"551c8432-af0c-4d59-90ca-d088fa4efd0f\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.478}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 7 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"30493\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-07-22 20:51:26.000000+00:00\", \"2023-06-11 14:36:30.000000+00:00\"], \"session_ids\": [\"6df8ae42-8646-4355-bd2d-70888b0a1627\", \"5708c961-6924-4ee3-ba1b-b688907ac2a2\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 2.737}}, {\"41912\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-06-24 07:55:08.000000+00:00\", \"2019-12-11 00:47:13.000000+00:00\", \"2023-05-02 08:03:39.000000+00:00\", \"2022-07-06 15:37:20.000000+00:00\", \"2019-02-06 02:37:16.000000+00:00\"], \"session_ids\": [\"b68307f7-e7ff-4f03-8fdc-dacd3ec282f6\", \"ea2a4813-4b34-49e0-a60d-acb55f5b1c16\", \"2191d435-758f-4cd5-8c7b-0af34234953e\", \"2ac45f4d-da0f-403a-bc7f-24e760cfc8b7\", \"ef41c3e5-fdf2-457b-b620-e17be9c7d363\"], \"total_duration\": 183.0, \"total_sessions\": 5, \"mean_week_duration\": 0.828}}, {\"88463\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-08-21 16:18:58.000000+00:00\", \"2019-03-29 06:20:43.000000+00:00\", \"2019-06-06 10:19:01.000000+00:00\", \"2023-01-04 23:59:09.000000+00:00\"], \"session_ids\": [\"58b9d35e-cf46-435c-9b10-3547f912856d\", \"627fb3bc-8ddc-43ea-8644-ee937355ea81\", \"d210a545-aca0-4c52-ad5d-03df7488a3ca\", \"f13a350d-35ce-4f29-9955-8a952a51615d\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 0.787}}, {\"8028\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-29 20:45:55.000000+00:00\", \"2023-02-25 06:13:37.000000+00:00\"], \"session_ids\": [\"0b9ae66f-3cac-49e6-ac95-25b6ab1d117b\", \"1e217a45-711a-488e-9c82-cc125ad04323\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 0.885}}, {\"32812\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-11 23:56:58.000000+00:00\", \"2019-06-16 15:48:34.000000+00:00\", \"2021-03-13 12:02:11.000000+00:00\"], \"session_ids\": [\"a3019828-394f-48ab-a28e-90c08a47730a\", \"f74670e3-8aae-45ba-8f1d-defc89c1a3ff\", \"666506f2-bc0e-452f-8c10-ef342f3a2363\"], \"total_duration\": 89.0, \"total_sessions\": 3, \"mean_week_duration\": 0.978}}, {\"66873\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-14 07:58:29.000000+00:00\", \"2021-02-21 02:22:52.000000+00:00\", \"2022-07-16 08:49:18.000000+00:00\"], \"session_ids\": [\"40a5a10c-245e-4029-bbd0-49b6594ada4d\", \"76ce8751-210d-4955-af47-18f369101b16\", \"c8442342-c8cd-49a8-a649-75305249267e\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.184}}, {\"79006\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-14 03:54:42.000000+00:00\", \"2021-10-19 03:53:44.000000+00:00\"], \"session_ids\": [\"49e43ff0-1a21-483f-aa04-ad1a7c36e378\", \"551c8432-af0c-4d59-90ca-d088fa4efd0f\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.478}}]\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[{\"30493\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-07-22 20:51:26.000000+00:00\", \"2023-06-11 14:36:30.000000+00:00\"], \"session_ids\": [\"6df8ae42-8646-4355-bd2d-70888b0a1627\", \"5708c961-6924-4ee3-ba1b-b688907ac2a2\"], \"total_duration\": 271.0, \"total_sessions\": 2, \"mean_week_duration\": 2.737}}, {\"41912\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-06-24 07:55:08.000000+00:00\", \"2019-12-11 00:47:13.000000+00:00\", \"2023-05-02 08:03:39.000000+00:00\", \"2022-07-06 15:37:20.000000+00:00\", \"2019-02-06 02:37:16.000000+00:00\"], \"session_ids\": [\"b68307f7-e7ff-4f03-8fdc-dacd3ec282f6\", \"ea2a4813-4b34-49e0-a60d-acb55f5b1c16\", \"2191d435-758f-4cd5-8c7b-0af34234953e\", \"2ac45f4d-da0f-403a-bc7f-24e760cfc8b7\", \"ef41c3e5-fdf2-457b-b620-e17be9c7d363\"], \"total_duration\": 183.0, \"total_sessions\": 5, \"mean_week_duration\": 0.828}}, {\"88463\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-08-21 16:18:58.000000+00:00\", \"2019-03-29 06:20:43.000000+00:00\", \"2019-06-06 10:19:01.000000+00:00\", \"2023-01-04 23:59:09.000000+00:00\"], \"session_ids\": [\"58b9d35e-cf46-435c-9b10-3547f912856d\", \"627fb3bc-8ddc-43ea-8644-ee937355ea81\", \"d210a545-aca0-4c52-ad5d-03df7488a3ca\", \"f13a350d-35ce-4f29-9955-8a952a51615d\"], \"total_duration\": 155.0, \"total_sessions\": 4, \"mean_week_duration\": 0.787}}, {\"8028\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-29 20:45:55.000000+00:00\", \"2023-02-25 06:13:37.000000+00:00\"], \"session_ids\": [\"0b9ae66f-3cac-49e6-ac95-25b6ab1d117b\", \"1e217a45-711a-488e-9c82-cc125ad04323\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 0.885}}, {\"32812\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-11 23:56:58.000000+00:00\", \"2019-06-16 15:48:34.000000+00:00\", \"2021-03-13 12:02:11.000000+00:00\"], \"session_ids\": [\"a3019828-394f-48ab-a28e-90c08a47730a\", \"f74670e3-8aae-45ba-8f1d-defc89c1a3ff\", \"666506f2-bc0e-452f-8c10-ef342f3a2363\"], \"total_duration\": 89.0, \"total_sessions\": 3, \"mean_week_duration\": 0.978}}, {\"66873\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-14 07:58:29.000000+00:00\", \"2021-02-21 02:22:52.000000+00:00\", \"2022-07-16 08:49:18.000000+00:00\"], \"session_ids\": [\"40a5a10c-245e-4029-bbd0-49b6594ada4d\", \"76ce8751-210d-4955-af47-18f369101b16\", \"c8442342-c8cd-49a8-a649-75305249267e\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.184}}, {\"79006\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-14 03:54:42.000000+00:00\", \"2021-10-19 03:53:44.000000+00:00\"], \"session_ids\": [\"49e43ff0-1a21-483f-aa04-ad1a7c36e378\", \"551c8432-af0c-4d59-90ca-d088fa4efd0f\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.478}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm curious about users who are topmost users based on sum of duration and implement sorting by town_name ascending."
}
] |
[
{
"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{\"39502\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-11-05 04:03:12.000000+00:00\", \"2019-01-05 14:07:11.000000+00:00\"], \"session_ids\": [\"a271b3a9-0fd4-4b05-8537-2b14dc4cd8c8\", \"0abf4aa1-ae64-45f7-9fef-5f084b02b51e\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 2.125}, \"83908\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-06 18:32:22.000000+00:00\", \"2020-04-26 08:08:18.000000+00:00\", \"2022-08-02 19:48:51.000000+00:00\"], \"session_ids\": [\"a397bdb9-b943-4abd-9a32-57f811b529ea\", \"e3fc8edd-5c26-433d-b317-14482e0b01c7\", \"7d8dc4e0-8379-4651-a351-1866eb183d98\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.387}, \"90319\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-06-27 16:03:18.000000+00:00\", \"2020-09-29 22:45:22.000000+00:00\", \"2023-03-15 20:02:02.000000+00:00\"], \"session_ids\": [\"c4362b8c-ee0a-45c3-b6d7-a49ebe721398\", \"51e9da7e-efc2-4209-9bc8-2aa5a1867330\", \"717a1446-de21-4b08-9203-5214bf77ad9c\"], \"total_duration\": 96.0, \"total_sessions\": 3, \"mean_week_duration\": 0.495}, \"90842\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-10-16 22:33:43.000000+00:00\", \"2020-10-30 02:13:58.000000+00:00\", \"2021-07-29 05:25:26.000000+00:00\", \"2019-11-30 05:20:46.000000+00:00\", \"2022-07-04 19:20:20.000000+00:00\", \"2021-12-16 23:52:00.000000+00:00\", \"2022-08-19 11:15:13.000000+00:00\", \"2022-08-16 22:15:28.000000+00:00\", \"2022-05-21 11:04:43.000000+00:00\", \"2023-01-06 15:53:21.000000+00:00\"], \"session_ids\": [\"1b37bf5a-6a92-4a4b-a6f1-0b60025e7331\", \"a306b106-d7e8-4038-9b43-c9744838dba6\", \"7a410e4b-2dc8-4d90-a855-3ea4b80b4a13\", \"fd350054-582f-48a7-a787-232bf4ad74ad\", \"190c76e2-6f53-40be-bbf3-2d96933d2360\", \"92a9066d-a4bd-46d0-a178-3bd05a7740f1\", \"06edf2b6-c188-4395-bd8b-912e872eb334\", \"8d29344a-2112-4861-915c-eaa46926d284\", \"cf588313-5938-4bac-9f6b-b97862efe92b\", \"ee3a385e-feb7-462b-8c91-b9504db1989f\"], \"total_duration\": 34803.0, \"total_sessions\": 10, \"mean_week_duration\": 214.833}, \"43209\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-10-15 04:53:36.000000+00:00\", \"2021-10-19 02:27:22.000000+00:00\"], \"session_ids\": [\"e24d3032-5fb8-44cf-9db7-e4d2dffdccdd\", \"3e7ac4e8-fb94-41ff-a515-bf9599ffd856\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 3.019}, \"66431\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Cairo\", \"datetimes\": [\"2019-11-14 20:45:28.000000+00:00\", \"2021-04-27 21:15:38.000000+00:00\"], \"session_ids\": [\"57ab2da6-2625-45bf-b4be-e60d2771dee6\", \"0cc576f0-55a7-4a37-9f63-36e0ab4cac45\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.895}, \"46549\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-05-22 16:25:41.000000+00:00\", \"2019-08-06 21:57:08.000000+00:00\"], \"session_ids\": [\"bc25b3c5-1d26-49ea-8f55-d3a2daf4bdc8\", \"599619fe-8ea8-4291-89b1-4169573e87ca\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 17.0}, \"9459\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2023-06-21 23:38:26.000000+00:00\", \"2023-02-27 18:43:46.000000+00:00\"], \"session_ids\": [\"f694aa16-4957-46dd-ab28-8f06d4214bba\", \"958e20fe-2f50-467a-a031-671dac471ac7\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 14.588}, \"2126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-22 04:44:54.000000+00:00\", \"2022-10-06 18:55:23.000000+00:00\"], \"session_ids\": [\"54c5ba06-204b-4e23-84c4-351df1ba3aa2\", \"771ed17f-9294-4fd6-8159-ec1e11a74bfb\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 52.0}, \"50151\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-14 20:29:54.000000+00:00\", \"2023-03-03 06:09:34.000000+00:00\", \"2019-12-12 04:00:05.000000+00:00\", \"2019-12-25 20:36:06.000000+00:00\", \"2022-03-13 09:22:39.000000+00:00\", \"2023-06-29 06:07:07.000000+00:00\"], \"session_ids\": [\"073880fd-31a8-45ac-8dd9-c46d1587cf06\", \"6a5664ad-5b05-4806-9afc-e4b8bb48ef7d\", \"1a4c6767-e789-4525-a30c-47d9e57b0c63\", \"690b9536-2bc9-423e-81fb-5c015650fdf6\", \"c0df0bee-94d7-4488-b015-971b0527f7ec\", \"0efc14a8-edf1-4e30-affd-a0c9150ef66d\"], \"total_duration\": 1492.0, \"total_sessions\": 6, \"mean_week_duration\": 8.065}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the highest total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": -1}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"90842\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-10-16 22:33:43.000000+00:00\", \"2020-10-30 02:13:58.000000+00:00\", \"2021-07-29 05:25:26.000000+00:00\", \"2019-11-30 05:20:46.000000+00:00\", \"2022-07-04 19:20:20.000000+00:00\", \"2021-12-16 23:52:00.000000+00:00\", \"2022-08-19 11:15:13.000000+00:00\", \"2022-08-16 22:15:28.000000+00:00\", \"2022-05-21 11:04:43.000000+00:00\", \"2023-01-06 15:53:21.000000+00:00\"], \"session_ids\": [\"1b37bf5a-6a92-4a4b-a6f1-0b60025e7331\", \"a306b106-d7e8-4038-9b43-c9744838dba6\", \"7a410e4b-2dc8-4d90-a855-3ea4b80b4a13\", \"fd350054-582f-48a7-a787-232bf4ad74ad\", \"190c76e2-6f53-40be-bbf3-2d96933d2360\", \"92a9066d-a4bd-46d0-a178-3bd05a7740f1\", \"06edf2b6-c188-4395-bd8b-912e872eb334\", \"8d29344a-2112-4861-915c-eaa46926d284\", \"cf588313-5938-4bac-9f6b-b97862efe92b\", \"ee3a385e-feb7-462b-8c91-b9504db1989f\"], \"total_duration\": 34803.0, \"total_sessions\": 10, \"mean_week_duration\": 214.833}}, {\"50151\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-14 20:29:54.000000+00:00\", \"2023-03-03 06:09:34.000000+00:00\", \"2019-12-12 04:00:05.000000+00:00\", \"2019-12-25 20:36:06.000000+00:00\", \"2022-03-13 09:22:39.000000+00:00\", \"2023-06-29 06:07:07.000000+00:00\"], \"session_ids\": [\"073880fd-31a8-45ac-8dd9-c46d1587cf06\", \"6a5664ad-5b05-4806-9afc-e4b8bb48ef7d\", \"1a4c6767-e789-4525-a30c-47d9e57b0c63\", \"690b9536-2bc9-423e-81fb-5c015650fdf6\", \"c0df0bee-94d7-4488-b015-971b0527f7ec\", \"0efc14a8-edf1-4e30-affd-a0c9150ef66d\"], \"total_duration\": 1492.0, \"total_sessions\": 6, \"mean_week_duration\": 8.065}}, {\"9459\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2023-06-21 23:38:26.000000+00:00\", \"2023-02-27 18:43:46.000000+00:00\"], \"session_ids\": [\"f694aa16-4957-46dd-ab28-8f06d4214bba\", \"958e20fe-2f50-467a-a031-671dac471ac7\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 14.588}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to city_name attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"90842\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-10-16 22:33:43.000000+00:00\", \"2020-10-30 02:13:58.000000+00:00\", \"2021-07-29 05:25:26.000000+00:00\", \"2019-11-30 05:20:46.000000+00:00\", \"2022-07-04 19:20:20.000000+00:00\", \"2021-12-16 23:52:00.000000+00:00\", \"2022-08-19 11:15:13.000000+00:00\", \"2022-08-16 22:15:28.000000+00:00\", \"2022-05-21 11:04:43.000000+00:00\", \"2023-01-06 15:53:21.000000+00:00\"], \"session_ids\": [\"1b37bf5a-6a92-4a4b-a6f1-0b60025e7331\", \"a306b106-d7e8-4038-9b43-c9744838dba6\", \"7a410e4b-2dc8-4d90-a855-3ea4b80b4a13\", \"fd350054-582f-48a7-a787-232bf4ad74ad\", \"190c76e2-6f53-40be-bbf3-2d96933d2360\", \"92a9066d-a4bd-46d0-a178-3bd05a7740f1\", \"06edf2b6-c188-4395-bd8b-912e872eb334\", \"8d29344a-2112-4861-915c-eaa46926d284\", \"cf588313-5938-4bac-9f6b-b97862efe92b\", \"ee3a385e-feb7-462b-8c91-b9504db1989f\"], \"total_duration\": 34803.0, \"total_sessions\": 10, \"mean_week_duration\": 214.833}}, {\"9459\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2023-06-21 23:38:26.000000+00:00\", \"2023-02-27 18:43:46.000000+00:00\"], \"session_ids\": [\"f694aa16-4957-46dd-ab28-8f06d4214bba\", \"958e20fe-2f50-467a-a031-671dac471ac7\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 14.588}}, {\"50151\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-14 20:29:54.000000+00:00\", \"2023-03-03 06:09:34.000000+00:00\", \"2019-12-12 04:00:05.000000+00:00\", \"2019-12-25 20:36:06.000000+00:00\", \"2022-03-13 09:22:39.000000+00:00\", \"2023-06-29 06:07:07.000000+00:00\"], \"session_ids\": [\"073880fd-31a8-45ac-8dd9-c46d1587cf06\", \"6a5664ad-5b05-4806-9afc-e4b8bb48ef7d\", \"1a4c6767-e789-4525-a30c-47d9e57b0c63\", \"690b9536-2bc9-423e-81fb-5c015650fdf6\", \"c0df0bee-94d7-4488-b015-971b0527f7ec\", \"0efc14a8-edf1-4e30-affd-a0c9150ef66d\"], \"total_duration\": 1492.0, \"total_sessions\": 6, \"mean_week_duration\": 8.065}}]\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[{\"90842\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-10-16 22:33:43.000000+00:00\", \"2020-10-30 02:13:58.000000+00:00\", \"2021-07-29 05:25:26.000000+00:00\", \"2019-11-30 05:20:46.000000+00:00\", \"2022-07-04 19:20:20.000000+00:00\", \"2021-12-16 23:52:00.000000+00:00\", \"2022-08-19 11:15:13.000000+00:00\", \"2022-08-16 22:15:28.000000+00:00\", \"2022-05-21 11:04:43.000000+00:00\", \"2023-01-06 15:53:21.000000+00:00\"], \"session_ids\": [\"1b37bf5a-6a92-4a4b-a6f1-0b60025e7331\", \"a306b106-d7e8-4038-9b43-c9744838dba6\", \"7a410e4b-2dc8-4d90-a855-3ea4b80b4a13\", \"fd350054-582f-48a7-a787-232bf4ad74ad\", \"190c76e2-6f53-40be-bbf3-2d96933d2360\", \"92a9066d-a4bd-46d0-a178-3bd05a7740f1\", \"06edf2b6-c188-4395-bd8b-912e872eb334\", \"8d29344a-2112-4861-915c-eaa46926d284\", \"cf588313-5938-4bac-9f6b-b97862efe92b\", \"ee3a385e-feb7-462b-8c91-b9504db1989f\"], \"total_duration\": 34803.0, \"total_sessions\": 10, \"mean_week_duration\": 214.833}}, {\"9459\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2023-06-21 23:38:26.000000+00:00\", \"2023-02-27 18:43:46.000000+00:00\"], \"session_ids\": [\"f694aa16-4957-46dd-ab28-8f06d4214bba\", \"958e20fe-2f50-467a-a031-671dac471ac7\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 14.588}}, {\"50151\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-14 20:29:54.000000+00:00\", \"2023-03-03 06:09:34.000000+00:00\", \"2019-12-12 04:00:05.000000+00:00\", \"2019-12-25 20:36:06.000000+00:00\", \"2022-03-13 09:22:39.000000+00:00\", \"2023-06-29 06:07:07.000000+00:00\"], \"session_ids\": [\"073880fd-31a8-45ac-8dd9-c46d1587cf06\", \"6a5664ad-5b05-4806-9afc-e4b8bb48ef7d\", \"1a4c6767-e789-4525-a30c-47d9e57b0c63\", \"690b9536-2bc9-423e-81fb-5c015650fdf6\", \"c0df0bee-94d7-4488-b015-971b0527f7ec\", \"0efc14a8-edf1-4e30-affd-a0c9150ef66d\"], \"total_duration\": 1492.0, \"total_sessions\": 6, \"mean_week_duration\": 8.065}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me about the users with a quantity of sessions that is higher than 7 and lower than 4, exclusively 4 and in addition execute sorting by sessions summation in desc and in addition provide me only with 2 pieces of information."
}
] |
[
{
"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{\"72574\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-04-18 00:08:25.000000+00:00\", \"2021-06-10 17:55:27.000000+00:00\", \"2021-01-10 17:24:14.000000+00:00\", \"2020-11-17 09:30:58.000000+00:00\", \"2021-03-26 09:01:13.000000+00:00\"], \"session_ids\": [\"972018c0-b1ab-452a-9abc-fb5b5af01fb6\", \"c70bd4cd-d6d7-4056-9d76-f0cb407f6f79\", \"b0d58e9e-35b5-4526-b3da-41cee658c3b6\", \"ebc5b872-0019-4e97-b944-98b70207755f\", \"bd3abfe7-c279-4c67-9fc3-4a39a1a3596b\"], \"total_duration\": 198.0, \"total_sessions\": 5, \"mean_week_duration\": 2.676}, \"84941\": {\"keyflows\": {\"Sign In Flow\": 3, \"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\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-09-18 04:57:18.000000+00:00\", \"2020-03-12 05:23:48.000000+00:00\"], \"session_ids\": [\"55f4dc0d-a0ad-48bf-be72-9a2acabf5e8d\", \"161e630a-eeda-4d80-9b4f-c3527fcdf890\"], \"total_duration\": 232.0, \"total_sessions\": 2, \"mean_week_duration\": 8.923}, \"58718\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-23 10:40:52.000000+00:00\", \"2019-01-06 13:04:31.000000+00:00\", \"2022-06-09 01:15:17.000000+00:00\", \"2021-12-08 15:11:56.000000+00:00\", \"2023-03-22 10:21:35.000000+00:00\", \"2019-12-17 17:57:06.000000+00:00\"], \"session_ids\": [\"882124d0-d50e-41b9-8cbf-535d64bf2294\", \"c267e719-1571-4815-a52b-a618410d8e6f\", \"1e8e1d99-f970-471d-b267-976ab85218c2\", \"74e0bd3a-4f8a-44b8-ad4a-371f7092e2cb\", \"a4256ee7-7566-4bb6-9638-c8b3e48eff97\", \"4a2aed18-caa5-43bf-886d-2c6696af70c6\"], \"total_duration\": 518.0, \"total_sessions\": 6, \"mean_week_duration\": 2.262}, \"58045\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-12-07 03:42:02.000000+00:00\", \"2022-11-27 15:22:44.000000+00:00\"], \"session_ids\": [\"4002d9c3-08f8-47df-8429-e812a45fae94\", \"38def219-75fe-4351-a9b0-bce24926bc6b\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 2.136}, \"73974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-01-28 17:32:23.000000+00:00\", \"2023-01-19 00:54:53.000000+00:00\"], \"session_ids\": [\"5e7632ea-6f46-4e4f-a235-4f80812a5aa8\", \"44fb30bf-588c-4301-b5ba-b0652dcfa890\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}, \"34758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-23 14:35:05.000000+00:00\", \"2019-04-12 04:56:42.000000+00:00\", \"2020-07-19 15:38:56.000000+00:00\"], \"session_ids\": [\"490138c3-ebc0-423a-9938-4e6306680274\", \"eb2fb6cc-4b9e-4165-933b-d01916ce6234\", \"4e8f13e8-b9b7-42d4-a36c-4d3914567a96\"], \"total_duration\": 233.0, \"total_sessions\": 3, \"mean_week_duration\": 1.879}, \"95983\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-03 16:31:21.000000+00:00\", \"2019-07-25 19:15:12.000000+00:00\", \"2020-05-08 16:48:00.000000+00:00\"], \"session_ids\": [\"99496836-96d4-4526-a5b3-1021f0608382\", \"908103ef-cd5f-4f24-83fe-59a73fe9d871\", \"81d896ee-aa4a-486d-8ab5-1d7cd3466ca8\"], \"total_duration\": 263.0, \"total_sessions\": 3, \"mean_week_duration\": 4.534}, \"54391\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-14 06:11:23.000000+00:00\", \"2019-04-09 00:09:56.000000+00:00\"], \"session_ids\": [\"148f54e3-401d-4be9-9d08-ac6eb6db3c0a\", \"9ee4c6f2-3b66-4127-a614-72f13c08e068\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 59.25}, \"56360\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-19 00:34:34.000000+00:00\", \"2020-03-22 00:47:51.000000+00:00\"], \"session_ids\": [\"78117f2b-a9e9-4294-a01b-f38105dbbbe5\", \"672e4bea-a895-4373-a44a-258d768cb22f\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 2.991}, \"50747\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-04 09:19:53.000000+00:00\", \"2019-05-03 15:40:58.000000+00:00\", \"2020-02-03 20:38:37.000000+00:00\", \"2020-09-01 13:37:28.000000+00:00\"], \"session_ids\": [\"64136aee-6085-4fac-837d-508b27730a92\", \"84934c3f-5a7e-4ad5-ac48-da948cc5939d\", \"4bf37595-a8e8-4fd4-99a5-23b17faca610\", \"b5c126a6-ed7d-4c7f-a7f5-8100ee135975\"], \"total_duration\": 755.0, \"total_sessions\": 4, \"mean_week_duration\": 6.189}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are less than 4 and are equal or greater than 7"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 7]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"84941\": {\"keyflows\": {\"Sign In Flow\": 3, \"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\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-09-18 04:57:18.000000+00:00\", \"2020-03-12 05:23:48.000000+00:00\"], \"session_ids\": [\"55f4dc0d-a0ad-48bf-be72-9a2acabf5e8d\", \"161e630a-eeda-4d80-9b4f-c3527fcdf890\"], \"total_duration\": 232.0, \"total_sessions\": 2, \"mean_week_duration\": 8.923}, \"58045\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-12-07 03:42:02.000000+00:00\", \"2022-11-27 15:22:44.000000+00:00\"], \"session_ids\": [\"4002d9c3-08f8-47df-8429-e812a45fae94\", \"38def219-75fe-4351-a9b0-bce24926bc6b\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 2.136}, \"73974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-01-28 17:32:23.000000+00:00\", \"2023-01-19 00:54:53.000000+00:00\"], \"session_ids\": [\"5e7632ea-6f46-4e4f-a235-4f80812a5aa8\", \"44fb30bf-588c-4301-b5ba-b0652dcfa890\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}, \"34758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-23 14:35:05.000000+00:00\", \"2019-04-12 04:56:42.000000+00:00\", \"2020-07-19 15:38:56.000000+00:00\"], \"session_ids\": [\"490138c3-ebc0-423a-9938-4e6306680274\", \"eb2fb6cc-4b9e-4165-933b-d01916ce6234\", \"4e8f13e8-b9b7-42d4-a36c-4d3914567a96\"], \"total_duration\": 233.0, \"total_sessions\": 3, \"mean_week_duration\": 1.879}, \"95983\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-03 16:31:21.000000+00:00\", \"2019-07-25 19:15:12.000000+00:00\", \"2020-05-08 16:48:00.000000+00:00\"], \"session_ids\": [\"99496836-96d4-4526-a5b3-1021f0608382\", \"908103ef-cd5f-4f24-83fe-59a73fe9d871\", \"81d896ee-aa4a-486d-8ab5-1d7cd3466ca8\"], \"total_duration\": 263.0, \"total_sessions\": 3, \"mean_week_duration\": 4.534}, \"54391\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-14 06:11:23.000000+00:00\", \"2019-04-09 00:09:56.000000+00:00\"], \"session_ids\": [\"148f54e3-401d-4be9-9d08-ac6eb6db3c0a\", \"9ee4c6f2-3b66-4127-a614-72f13c08e068\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 59.25}, \"56360\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-19 00:34:34.000000+00:00\", \"2020-03-22 00:47:51.000000+00:00\"], \"session_ids\": [\"78117f2b-a9e9-4294-a01b-f38105dbbbe5\", \"672e4bea-a895-4373-a44a-258d768cb22f\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 2.991}}\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[{\"34758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-23 14:35:05.000000+00:00\", \"2019-04-12 04:56:42.000000+00:00\", \"2020-07-19 15:38:56.000000+00:00\"], \"session_ids\": [\"490138c3-ebc0-423a-9938-4e6306680274\", \"eb2fb6cc-4b9e-4165-933b-d01916ce6234\", \"4e8f13e8-b9b7-42d4-a36c-4d3914567a96\"], \"total_duration\": 233.0, \"total_sessions\": 3, \"mean_week_duration\": 1.879}}, {\"95983\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-03 16:31:21.000000+00:00\", \"2019-07-25 19:15:12.000000+00:00\", \"2020-05-08 16:48:00.000000+00:00\"], \"session_ids\": [\"99496836-96d4-4526-a5b3-1021f0608382\", \"908103ef-cd5f-4f24-83fe-59a73fe9d871\", \"81d896ee-aa4a-486d-8ab5-1d7cd3466ca8\"], \"total_duration\": 263.0, \"total_sessions\": 3, \"mean_week_duration\": 4.534}}, {\"84941\": {\"keyflows\": {\"Sign In Flow\": 3, \"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\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-09-18 04:57:18.000000+00:00\", \"2020-03-12 05:23:48.000000+00:00\"], \"session_ids\": [\"55f4dc0d-a0ad-48bf-be72-9a2acabf5e8d\", \"161e630a-eeda-4d80-9b4f-c3527fcdf890\"], \"total_duration\": 232.0, \"total_sessions\": 2, \"mean_week_duration\": 8.923}}, {\"58045\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-12-07 03:42:02.000000+00:00\", \"2022-11-27 15:22:44.000000+00:00\"], \"session_ids\": [\"4002d9c3-08f8-47df-8429-e812a45fae94\", \"38def219-75fe-4351-a9b0-bce24926bc6b\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 2.136}}, {\"73974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-01-28 17:32:23.000000+00:00\", \"2023-01-19 00:54:53.000000+00:00\"], \"session_ids\": [\"5e7632ea-6f46-4e4f-a235-4f80812a5aa8\", \"44fb30bf-588c-4301-b5ba-b0652dcfa890\"], \"total_duration\": 331.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}}, {\"54391\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-14 06:11:23.000000+00:00\", \"2019-04-09 00:09:56.000000+00:00\"], \"session_ids\": [\"148f54e3-401d-4be9-9d08-ac6eb6db3c0a\", \"9ee4c6f2-3b66-4127-a614-72f13c08e068\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 59.25}}, {\"56360\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-19 00:34:34.000000+00:00\", \"2020-03-22 00:47:51.000000+00:00\"], \"session_ids\": [\"78117f2b-a9e9-4294-a01b-f38105dbbbe5\", \"672e4bea-a895-4373-a44a-258d768cb22f\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 2.991}}]\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[{\"34758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-23 14:35:05.000000+00:00\", \"2019-04-12 04:56:42.000000+00:00\", \"2020-07-19 15:38:56.000000+00:00\"], \"session_ids\": [\"490138c3-ebc0-423a-9938-4e6306680274\", \"eb2fb6cc-4b9e-4165-933b-d01916ce6234\", \"4e8f13e8-b9b7-42d4-a36c-4d3914567a96\"], \"total_duration\": 233.0, \"total_sessions\": 3, \"mean_week_duration\": 1.879}}, {\"95983\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-03 16:31:21.000000+00:00\", \"2019-07-25 19:15:12.000000+00:00\", \"2020-05-08 16:48:00.000000+00:00\"], \"session_ids\": [\"99496836-96d4-4526-a5b3-1021f0608382\", \"908103ef-cd5f-4f24-83fe-59a73fe9d871\", \"81d896ee-aa4a-486d-8ab5-1d7cd3466ca8\"], \"total_duration\": 263.0, \"total_sessions\": 3, \"mean_week_duration\": 4.534}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to finish my work on that task and send the data to the requester."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"34758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-23 14:35:05.000000+00:00\", \"2019-04-12 04:56:42.000000+00:00\", \"2020-07-19 15:38:56.000000+00:00\"], \"session_ids\": [\"490138c3-ebc0-423a-9938-4e6306680274\", \"eb2fb6cc-4b9e-4165-933b-d01916ce6234\", \"4e8f13e8-b9b7-42d4-a36c-4d3914567a96\"], \"total_duration\": 233.0, \"total_sessions\": 3, \"mean_week_duration\": 1.879}}, {\"95983\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-03 16:31:21.000000+00:00\", \"2019-07-25 19:15:12.000000+00:00\", \"2020-05-08 16:48:00.000000+00:00\"], \"session_ids\": [\"99496836-96d4-4526-a5b3-1021f0608382\", \"908103ef-cd5f-4f24-83fe-59a73fe9d871\", \"81d896ee-aa4a-486d-8ab5-1d7cd3466ca8\"], \"total_duration\": 263.0, \"total_sessions\": 3, \"mean_week_duration\": 4.534}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide insights into 5 users who are lowest-tier of user rankings based on time spent on the site , moreover apply sorting by average of total time spent in the app per week from the smallest value to the largest value plus show 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{\"54728\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-11 04:23:59.000000+00:00\", \"2020-12-07 00:19:10.000000+00:00\"], \"session_ids\": [\"b7bb525f-2b8d-436e-804d-04dcf2df6571\", \"6aace87a-0402-4e1f-b179-4837682fdd63\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.443}, \"16081\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-17 16:37:24.000000+00:00\", \"2023-04-04 09:25:03.000000+00:00\"], \"session_ids\": [\"2aef07ac-3ea1-4391-b59e-e9b9579548da\", \"89fb952f-9d95-4b34-b791-fa9473c874c1\"], \"total_duration\": 464.0, \"total_sessions\": 2, \"mean_week_duration\": 2.762}, \"1744\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-08-09 01:46:17.000000+00:00\", \"2020-04-09 13:20:17.000000+00:00\"], \"session_ids\": [\"2e072f73-4f70-4f6e-8984-89255125a873\", \"732861b4-4e14-4107-a856-b75087d0c866\"], \"total_duration\": 408.0, \"total_sessions\": 2, \"mean_week_duration\": 5.829}, \"1027\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-30 02:53:48.000000+00:00\", \"2022-09-27 11:46:54.000000+00:00\"], \"session_ids\": [\"59a61936-0c54-4a6f-b772-6a752562983a\", \"ebc191ab-6812-445e-826c-4981723cff9a\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.08}, \"6634\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-16 13:07:24.000000+00:00\", \"2021-09-21 22:04:39.000000+00:00\", \"2023-03-21 13:49:30.000000+00:00\"], \"session_ids\": [\"d44c0388-a1a2-4899-bd25-2893d1eb2400\", \"710be3c7-6e71-4fce-b4ad-4b53c692b75e\", \"bde3b8c4-d991-48c2-901a-9505f7d7e5bd\"], \"total_duration\": 217.0, \"total_sessions\": 3, \"mean_week_duration\": 2.782}, \"14020\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-26 00:48:23.000000+00:00\", \"2021-12-19 11:04:13.000000+00:00\", \"2021-09-07 12:41:35.000000+00:00\", \"2023-04-03 10:40:42.000000+00:00\", \"2019-04-30 23:35:08.000000+00:00\", \"2020-09-09 23:03:36.000000+00:00\", \"2022-03-22 07:16:16.000000+00:00\", \"2021-09-15 14:19:21.000000+00:00\", \"2022-08-18 03:12:46.000000+00:00\", \"2021-08-20 17:26:47.000000+00:00\", \"2023-03-15 20:02:12.000000+00:00\"], \"session_ids\": [\"2481bd4e-fa0a-4d2f-9317-48cd981b2ec2\", \"18267e2b-de58-43ec-9d94-01b346313855\", \"c0c9cab1-62f8-4588-8708-146789525428\", \"8326c6b8-0af9-4597-a273-48c5274b8339\", \"9a4cb109-e206-4754-880f-86d4cf8009c9\", \"d5696926-f64a-4e2c-800f-98ca6052b7f6\", \"ccb5b001-7636-46f2-9aeb-4811ec4c203b\", \"4572cda8-917f-4bc1-9e43-203c18eabe20\", \"f64c1da7-996d-4686-8299-1cd768c2bb2b\", \"a1ecb74d-34c4-48d0-bd09-eeb6166aaaa4\", \"61cdc317-c472-4ab0-a247-79a0cd66e49e\"], \"total_duration\": 13043.0, \"total_sessions\": 11, \"mean_week_duration\": 63.624}, \"75608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-02 20:31:43.000000+00:00\", \"2021-08-07 09:37:47.000000+00:00\"], \"session_ids\": [\"31c483f8-8357-431b-83a7-de3abfb825a7\", \"dd11ce54-51bc-4a56-a793-87304eadf61d\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 6.311}, \"42609\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-25 02:06:17.000000+00:00\", \"2020-02-16 20:53:07.000000+00:00\", \"2020-08-22 12:33:27.000000+00:00\", \"2019-11-09 17:46:44.000000+00:00\"], \"session_ids\": [\"019d025d-cc81-4057-8fb6-4785aabbc32c\", \"91e658fd-803c-4c94-add2-666a6b247fc7\", \"217c5ad4-2db4-44b3-8da4-74ea7d482304\", \"cd093cb8-8b82-4ba2-a56c-ae2762665df7\"], \"total_duration\": 1735.0, \"total_sessions\": 4, \"mean_week_duration\": 22.829}, \"1681\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-12-02 18:38:23.000000+00:00\", \"2019-05-03 07:38:37.000000+00:00\"], \"session_ids\": [\"99f15f35-891d-4a5f-82d6-5f297c65b972\", \"27370d7a-5198-4e7b-b533-a6bb3bc8e0dc\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 5.181}, \"49214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-03-15 23:28:49.000000+00:00\", \"2021-01-13 08:15:09.000000+00:00\", \"2020-07-09 02:05:03.000000+00:00\", \"2022-10-07 03:27:30.000000+00:00\"], \"session_ids\": [\"38e4985d-3adc-4140-a5f6-96387c9e9cfc\", \"a3679f4e-15e0-43e3-966b-97b4fea1d9c0\", \"2eff06d3-c128-4b84-83bb-ad549e2a87b7\", \"658669d1-1958-4c3a-aaaf-e9cbaba65cc8\"], \"total_duration\": 1729.0, \"total_sessions\": 4, \"mean_week_duration\": 12.35}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get entries with the lowest 5 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": 5}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"54728\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-11 04:23:59.000000+00:00\", \"2020-12-07 00:19:10.000000+00:00\"], \"session_ids\": [\"b7bb525f-2b8d-436e-804d-04dcf2df6571\", \"6aace87a-0402-4e1f-b179-4837682fdd63\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.443}}, {\"1027\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-30 02:53:48.000000+00:00\", \"2022-09-27 11:46:54.000000+00:00\"], \"session_ids\": [\"59a61936-0c54-4a6f-b772-6a752562983a\", \"ebc191ab-6812-445e-826c-4981723cff9a\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.08}}, {\"6634\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-16 13:07:24.000000+00:00\", \"2021-09-21 22:04:39.000000+00:00\", \"2023-03-21 13:49:30.000000+00:00\"], \"session_ids\": [\"d44c0388-a1a2-4899-bd25-2893d1eb2400\", \"710be3c7-6e71-4fce-b4ad-4b53c692b75e\", \"bde3b8c4-d991-48c2-901a-9505f7d7e5bd\"], \"total_duration\": 217.0, \"total_sessions\": 3, \"mean_week_duration\": 2.782}}, {\"75608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-02 20:31:43.000000+00:00\", \"2021-08-07 09:37:47.000000+00:00\"], \"session_ids\": [\"31c483f8-8357-431b-83a7-de3abfb825a7\", \"dd11ce54-51bc-4a56-a793-87304eadf61d\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 6.311}}, {\"1744\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-08-09 01:46:17.000000+00:00\", \"2020-04-09 13:20:17.000000+00:00\"], \"session_ids\": [\"2e072f73-4f70-4f6e-8984-89255125a873\", \"732861b4-4e14-4107-a856-b75087d0c866\"], \"total_duration\": 408.0, \"total_sessions\": 2, \"mean_week_duration\": 5.829}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"54728\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-11 04:23:59.000000+00:00\", \"2020-12-07 00:19:10.000000+00:00\"], \"session_ids\": [\"b7bb525f-2b8d-436e-804d-04dcf2df6571\", \"6aace87a-0402-4e1f-b179-4837682fdd63\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.443}}, {\"1027\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-30 02:53:48.000000+00:00\", \"2022-09-27 11:46:54.000000+00:00\"], \"session_ids\": [\"59a61936-0c54-4a6f-b772-6a752562983a\", \"ebc191ab-6812-445e-826c-4981723cff9a\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.08}}, {\"6634\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-16 13:07:24.000000+00:00\", \"2021-09-21 22:04:39.000000+00:00\", \"2023-03-21 13:49:30.000000+00:00\"], \"session_ids\": [\"d44c0388-a1a2-4899-bd25-2893d1eb2400\", \"710be3c7-6e71-4fce-b4ad-4b53c692b75e\", \"bde3b8c4-d991-48c2-901a-9505f7d7e5bd\"], \"total_duration\": 217.0, \"total_sessions\": 3, \"mean_week_duration\": 2.782}}, {\"1744\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-08-09 01:46:17.000000+00:00\", \"2020-04-09 13:20:17.000000+00:00\"], \"session_ids\": [\"2e072f73-4f70-4f6e-8984-89255125a873\", \"732861b4-4e14-4107-a856-b75087d0c866\"], \"total_duration\": 408.0, \"total_sessions\": 2, \"mean_week_duration\": 5.829}}, {\"75608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-02 20:31:43.000000+00:00\", \"2021-08-07 09:37:47.000000+00:00\"], \"session_ids\": [\"31c483f8-8357-431b-83a7-de3abfb825a7\", \"dd11ce54-51bc-4a56-a793-87304eadf61d\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 6.311}}]\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[{\"54728\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-11 04:23:59.000000+00:00\", \"2020-12-07 00:19:10.000000+00:00\"], \"session_ids\": [\"b7bb525f-2b8d-436e-804d-04dcf2df6571\", \"6aace87a-0402-4e1f-b179-4837682fdd63\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.443}}, {\"1027\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-30 02:53:48.000000+00:00\", \"2022-09-27 11:46:54.000000+00:00\"], \"session_ids\": [\"59a61936-0c54-4a6f-b772-6a752562983a\", \"ebc191ab-6812-445e-826c-4981723cff9a\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.08}}, {\"6634\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-16 13:07:24.000000+00:00\", \"2021-09-21 22:04:39.000000+00:00\", \"2023-03-21 13:49:30.000000+00:00\"], \"session_ids\": [\"d44c0388-a1a2-4899-bd25-2893d1eb2400\", \"710be3c7-6e71-4fce-b4ad-4b53c692b75e\", \"bde3b8c4-d991-48c2-901a-9505f7d7e5bd\"], \"total_duration\": 217.0, \"total_sessions\": 3, \"mean_week_duration\": 2.782}}]\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[{\"54728\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-11 04:23:59.000000+00:00\", \"2020-12-07 00:19:10.000000+00:00\"], \"session_ids\": [\"b7bb525f-2b8d-436e-804d-04dcf2df6571\", \"6aace87a-0402-4e1f-b179-4837682fdd63\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.443}}, {\"1027\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-30 02:53:48.000000+00:00\", \"2022-09-27 11:46:54.000000+00:00\"], \"session_ids\": [\"59a61936-0c54-4a6f-b772-6a752562983a\", \"ebc191ab-6812-445e-826c-4981723cff9a\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 1.08}}, {\"6634\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-16 13:07:24.000000+00:00\", \"2021-09-21 22:04:39.000000+00:00\", \"2023-03-21 13:49:30.000000+00:00\"], \"session_ids\": [\"d44c0388-a1a2-4899-bd25-2893d1eb2400\", \"710be3c7-6e71-4fce-b4ad-4b53c692b75e\", \"bde3b8c4-d991-48c2-901a-9505f7d7e5bd\"], \"total_duration\": 217.0, \"total_sessions\": 3, \"mean_week_duration\": 2.782}}]\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 8 users pieces of information who are top-tier based on value of time in app and apply sorting by app usage time in desc 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{\"57849\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-02-17 04:36:59.000000+00:00\", \"2020-01-18 21:58:37.000000+00:00\"], \"session_ids\": [\"d085b20e-58a0-4da8-a503-3803c3cc31b1\", \"37a038c4-bdec-4d49-bafb-6dfec2981fd0\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 1.474}, \"8061\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-01-01 20:03:23.000000+00:00\", \"2022-02-21 02:15:32.000000+00:00\", \"2022-07-07 04:22:04.000000+00:00\", \"2019-08-22 20:04:43.000000+00:00\", \"2021-11-18 13:46:00.000000+00:00\", \"2022-04-15 09:10:48.000000+00:00\", \"2019-12-17 16:30:53.000000+00:00\", \"2020-03-13 16:48:33.000000+00:00\", \"2020-07-06 14:12:21.000000+00:00\"], \"session_ids\": [\"268c2a58-3e9a-45a2-bea8-52a8d17ef88d\", \"d722a2df-797d-4bcb-82a6-b69ee6362432\", \"1c6c469e-43a4-415e-804d-213016ed108a\", \"b82ba8b8-60a7-4918-a253-55cd1f60eb13\", \"10b55f9d-694f-44fb-8332-41cc7978e140\", \"b054dc24-7617-4957-a897-8d79f4d40c05\", \"dcb233c5-06ac-4b38-9d43-88031f8e04ec\", \"0f2e5f3d-60ab-48b4-a925-da2467e03a44\", \"02999d0f-9596-405a-9020-ca6ad4aef2c3\"], \"total_duration\": 24548.0, \"total_sessions\": 9, \"mean_week_duration\": 163.653}, \"2135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-06 21:53:59.000000+00:00\", \"2021-04-16 15:01:54.000000+00:00\", \"2019-04-19 14:41:55.000000+00:00\", \"2020-11-26 21:34:38.000000+00:00\", \"2019-05-20 09:59:33.000000+00:00\", \"2021-06-12 06:58:42.000000+00:00\", \"2020-08-29 04:02:49.000000+00:00\", \"2021-04-16 04:08:17.000000+00:00\", \"2020-02-01 11:22:57.000000+00:00\"], \"session_ids\": [\"2831a2f2-eb93-4f02-b954-c16b893a808d\", \"1d585d1c-2723-4504-8eea-566a7c44f6b3\", \"edec79ee-58f8-4a0d-83b9-fa4ec4c44179\", \"5cfe5249-0f40-42b0-86af-7d869c0f95ce\", \"9d65ab0a-9f8a-4e86-9ddd-d61282e33ae8\", \"fd0e05dc-fa85-421e-bba8-2d09ebfb067b\", \"fef7c1df-cc5a-4d47-9783-4b5dee0281f7\", \"23389587-db20-4cce-b6d2-a2b36456dd04\", \"4732e8ff-10fc-4b0d-8edc-48a7e0da3ca4\"], \"total_duration\": 20329.0, \"total_sessions\": 9, \"mean_week_duration\": 181.509}, \"35602\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-03-26 02:58:34.000000+00:00\", \"2019-12-13 18:15:52.000000+00:00\", \"2020-12-30 09:45:43.000000+00:00\", \"2022-07-14 06:31:38.000000+00:00\"], \"session_ids\": [\"0a221a0f-5421-4521-926a-859a65c14203\", \"cc9288ae-1d32-4ba5-8815-ab4d8bfe7264\", \"45b01c4a-9a47-48c5-881c-e230e8ccf5a9\", \"b0a0bf7b-08ae-4c22-94dc-7d26fb330632\"], \"total_duration\": 106.0, \"total_sessions\": 4, \"mean_week_duration\": 0.613}, \"20127\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-01-24 18:32:16.000000+00:00\", \"2022-05-12 10:58:23.000000+00:00\"], \"session_ids\": [\"f6f8457b-efc8-481f-8e3a-fff87e76a4d0\", \"e755a081-90b3-4d0f-bdb6-b09819158a87\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.368}, \"56769\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-06-29 06:47:06.000000+00:00\", \"2023-03-07 20:57:21.000000+00:00\"], \"session_ids\": [\"bd8dd0fe-adf2-4913-bc87-533d0449467f\", \"864a2b32-e4b9-4de3-b82c-3db4a5a38088\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.557}, \"64007\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-01-05 09:39:12.000000+00:00\", \"2019-11-12 22:26:39.000000+00:00\", \"2021-07-05 18:25:15.000000+00:00\", \"2021-01-26 17:06:30.000000+00:00\", \"2022-05-13 20:33:50.000000+00:00\", \"2019-01-17 20:52:23.000000+00:00\", \"2020-03-27 08:40:41.000000+00:00\"], \"session_ids\": [\"4bdfcb98-878c-4864-85ba-83d57cb2ff75\", \"6d7d58fc-667b-47fe-ba5c-1b0fb127a932\", \"df0cdb05-6b33-42a0-b5d9-c6026088ad88\", \"a78cdd16-a4ad-4156-a239-38d2161eea94\", \"aaba7907-bdde-415f-ba90-e24b991fccc3\", \"05bef91d-0d0d-4ee3-add2-13283433c453\", \"4fadb95a-7250-4e6b-9562-0fa6a4603c8a\"], \"total_duration\": 6107.0, \"total_sessions\": 7, \"mean_week_duration\": 35.301}, \"61107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-08-06 21:09:56.000000+00:00\", \"2019-07-09 02:31:04.000000+00:00\", \"2019-12-09 22:10:46.000000+00:00\", \"2020-05-31 08:20:49.000000+00:00\", \"2021-08-22 23:49:00.000000+00:00\", \"2021-12-29 22:17:25.000000+00:00\", \"2022-04-11 04:55:07.000000+00:00\", \"2022-07-23 02:51:37.000000+00:00\"], \"session_ids\": [\"aaa8a451-e4df-4add-bb06-d2e554c6ee33\", \"e37a0ed8-edc6-4480-9051-45c3f0ec634b\", \"3428cdf4-0e1d-492e-a9fb-69156e4cc3aa\", \"95f2f8bb-367b-496b-8359-c96c71b54836\", \"7da4dc1a-d67b-4e15-a0c3-c171b008dc74\", \"c36bd063-023c-496c-af2b-249365db3e6e\", \"9b05af1e-cc8f-4a3b-b9b1-e7655669b338\", \"e8ef4b93-95c6-4fb5-beea-e1dbc80ac919\"], \"total_duration\": 13245.0, \"total_sessions\": 8, \"mean_week_duration\": 82.267}, \"49293\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-11-08 21:34:10.000000+00:00\", \"2020-06-26 18:31:37.000000+00:00\", \"2022-02-19 04:17:12.000000+00:00\"], \"session_ids\": [\"9db8dfa6-05ee-4784-9491-eb791b05ab0b\", \"e2bab896-98d5-449f-bde9-a4cb358b5710\", \"19dc907c-c79d-45d5-9432-afdd82ef3668\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 3.153}, \"85415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-09 14:08:31.000000+00:00\", \"2023-04-10 10:44:30.000000+00:00\", \"2023-04-11 09:43:54.000000+00:00\", \"2019-02-09 04:48:48.000000+00:00\"], \"session_ids\": [\"b17274f2-0bd9-4e13-abb1-17e4f300cb63\", \"d2c3a2df-3e67-4f9f-b13e-2f455ddedf94\", \"c6258659-97fc-4f98-a2ba-6763e35860c1\", \"8e4aeb8c-46bd-4635-9b4c-1613668b178f\"], \"total_duration\": 293.0, \"total_sessions\": 4, \"mean_week_duration\": 1.344}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the highest 8 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": 8}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"8061\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-01-01 20:03:23.000000+00:00\", \"2022-02-21 02:15:32.000000+00:00\", \"2022-07-07 04:22:04.000000+00:00\", \"2019-08-22 20:04:43.000000+00:00\", \"2021-11-18 13:46:00.000000+00:00\", \"2022-04-15 09:10:48.000000+00:00\", \"2019-12-17 16:30:53.000000+00:00\", \"2020-03-13 16:48:33.000000+00:00\", \"2020-07-06 14:12:21.000000+00:00\"], \"session_ids\": [\"268c2a58-3e9a-45a2-bea8-52a8d17ef88d\", \"d722a2df-797d-4bcb-82a6-b69ee6362432\", \"1c6c469e-43a4-415e-804d-213016ed108a\", \"b82ba8b8-60a7-4918-a253-55cd1f60eb13\", \"10b55f9d-694f-44fb-8332-41cc7978e140\", \"b054dc24-7617-4957-a897-8d79f4d40c05\", \"dcb233c5-06ac-4b38-9d43-88031f8e04ec\", \"0f2e5f3d-60ab-48b4-a925-da2467e03a44\", \"02999d0f-9596-405a-9020-ca6ad4aef2c3\"], \"total_duration\": 24548.0, \"total_sessions\": 9, \"mean_week_duration\": 163.653}}, {\"2135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-06 21:53:59.000000+00:00\", \"2021-04-16 15:01:54.000000+00:00\", \"2019-04-19 14:41:55.000000+00:00\", \"2020-11-26 21:34:38.000000+00:00\", \"2019-05-20 09:59:33.000000+00:00\", \"2021-06-12 06:58:42.000000+00:00\", \"2020-08-29 04:02:49.000000+00:00\", \"2021-04-16 04:08:17.000000+00:00\", \"2020-02-01 11:22:57.000000+00:00\"], \"session_ids\": [\"2831a2f2-eb93-4f02-b954-c16b893a808d\", \"1d585d1c-2723-4504-8eea-566a7c44f6b3\", \"edec79ee-58f8-4a0d-83b9-fa4ec4c44179\", \"5cfe5249-0f40-42b0-86af-7d869c0f95ce\", \"9d65ab0a-9f8a-4e86-9ddd-d61282e33ae8\", \"fd0e05dc-fa85-421e-bba8-2d09ebfb067b\", \"fef7c1df-cc5a-4d47-9783-4b5dee0281f7\", \"23389587-db20-4cce-b6d2-a2b36456dd04\", \"4732e8ff-10fc-4b0d-8edc-48a7e0da3ca4\"], \"total_duration\": 20329.0, \"total_sessions\": 9, \"mean_week_duration\": 181.509}}, {\"61107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-08-06 21:09:56.000000+00:00\", \"2019-07-09 02:31:04.000000+00:00\", \"2019-12-09 22:10:46.000000+00:00\", \"2020-05-31 08:20:49.000000+00:00\", \"2021-08-22 23:49:00.000000+00:00\", \"2021-12-29 22:17:25.000000+00:00\", \"2022-04-11 04:55:07.000000+00:00\", \"2022-07-23 02:51:37.000000+00:00\"], \"session_ids\": [\"aaa8a451-e4df-4add-bb06-d2e554c6ee33\", \"e37a0ed8-edc6-4480-9051-45c3f0ec634b\", \"3428cdf4-0e1d-492e-a9fb-69156e4cc3aa\", \"95f2f8bb-367b-496b-8359-c96c71b54836\", \"7da4dc1a-d67b-4e15-a0c3-c171b008dc74\", \"c36bd063-023c-496c-af2b-249365db3e6e\", \"9b05af1e-cc8f-4a3b-b9b1-e7655669b338\", \"e8ef4b93-95c6-4fb5-beea-e1dbc80ac919\"], \"total_duration\": 13245.0, \"total_sessions\": 8, \"mean_week_duration\": 82.267}}, {\"64007\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-01-05 09:39:12.000000+00:00\", \"2019-11-12 22:26:39.000000+00:00\", \"2021-07-05 18:25:15.000000+00:00\", \"2021-01-26 17:06:30.000000+00:00\", \"2022-05-13 20:33:50.000000+00:00\", \"2019-01-17 20:52:23.000000+00:00\", \"2020-03-27 08:40:41.000000+00:00\"], \"session_ids\": [\"4bdfcb98-878c-4864-85ba-83d57cb2ff75\", \"6d7d58fc-667b-47fe-ba5c-1b0fb127a932\", \"df0cdb05-6b33-42a0-b5d9-c6026088ad88\", \"a78cdd16-a4ad-4156-a239-38d2161eea94\", \"aaba7907-bdde-415f-ba90-e24b991fccc3\", \"05bef91d-0d0d-4ee3-add2-13283433c453\", \"4fadb95a-7250-4e6b-9562-0fa6a4603c8a\"], \"total_duration\": 6107.0, \"total_sessions\": 7, \"mean_week_duration\": 35.301}}, {\"49293\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-11-08 21:34:10.000000+00:00\", \"2020-06-26 18:31:37.000000+00:00\", \"2022-02-19 04:17:12.000000+00:00\"], \"session_ids\": [\"9db8dfa6-05ee-4784-9491-eb791b05ab0b\", \"e2bab896-98d5-449f-bde9-a4cb358b5710\", \"19dc907c-c79d-45d5-9432-afdd82ef3668\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 3.153}}, {\"85415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-09 14:08:31.000000+00:00\", \"2023-04-10 10:44:30.000000+00:00\", \"2023-04-11 09:43:54.000000+00:00\", \"2019-02-09 04:48:48.000000+00:00\"], \"session_ids\": [\"b17274f2-0bd9-4e13-abb1-17e4f300cb63\", \"d2c3a2df-3e67-4f9f-b13e-2f455ddedf94\", \"c6258659-97fc-4f98-a2ba-6763e35860c1\", \"8e4aeb8c-46bd-4635-9b4c-1613668b178f\"], \"total_duration\": 293.0, \"total_sessions\": 4, \"mean_week_duration\": 1.344}}, {\"35602\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-03-26 02:58:34.000000+00:00\", \"2019-12-13 18:15:52.000000+00:00\", \"2020-12-30 09:45:43.000000+00:00\", \"2022-07-14 06:31:38.000000+00:00\"], \"session_ids\": [\"0a221a0f-5421-4521-926a-859a65c14203\", \"cc9288ae-1d32-4ba5-8815-ab4d8bfe7264\", \"45b01c4a-9a47-48c5-881c-e230e8ccf5a9\", \"b0a0bf7b-08ae-4c22-94dc-7d26fb330632\"], \"total_duration\": 106.0, \"total_sessions\": 4, \"mean_week_duration\": 0.613}}, {\"20127\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-01-24 18:32:16.000000+00:00\", \"2022-05-12 10:58:23.000000+00:00\"], \"session_ids\": [\"f6f8457b-efc8-481f-8e3a-fff87e76a4d0\", \"e755a081-90b3-4d0f-bdb6-b09819158a87\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.368}}]\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[{\"8061\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-01-01 20:03:23.000000+00:00\", \"2022-02-21 02:15:32.000000+00:00\", \"2022-07-07 04:22:04.000000+00:00\", \"2019-08-22 20:04:43.000000+00:00\", \"2021-11-18 13:46:00.000000+00:00\", \"2022-04-15 09:10:48.000000+00:00\", \"2019-12-17 16:30:53.000000+00:00\", \"2020-03-13 16:48:33.000000+00:00\", \"2020-07-06 14:12:21.000000+00:00\"], \"session_ids\": [\"268c2a58-3e9a-45a2-bea8-52a8d17ef88d\", \"d722a2df-797d-4bcb-82a6-b69ee6362432\", \"1c6c469e-43a4-415e-804d-213016ed108a\", \"b82ba8b8-60a7-4918-a253-55cd1f60eb13\", \"10b55f9d-694f-44fb-8332-41cc7978e140\", \"b054dc24-7617-4957-a897-8d79f4d40c05\", \"dcb233c5-06ac-4b38-9d43-88031f8e04ec\", \"0f2e5f3d-60ab-48b4-a925-da2467e03a44\", \"02999d0f-9596-405a-9020-ca6ad4aef2c3\"], \"total_duration\": 24548.0, \"total_sessions\": 9, \"mean_week_duration\": 163.653}}, {\"2135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-06 21:53:59.000000+00:00\", \"2021-04-16 15:01:54.000000+00:00\", \"2019-04-19 14:41:55.000000+00:00\", \"2020-11-26 21:34:38.000000+00:00\", \"2019-05-20 09:59:33.000000+00:00\", \"2021-06-12 06:58:42.000000+00:00\", \"2020-08-29 04:02:49.000000+00:00\", \"2021-04-16 04:08:17.000000+00:00\", \"2020-02-01 11:22:57.000000+00:00\"], \"session_ids\": [\"2831a2f2-eb93-4f02-b954-c16b893a808d\", \"1d585d1c-2723-4504-8eea-566a7c44f6b3\", \"edec79ee-58f8-4a0d-83b9-fa4ec4c44179\", \"5cfe5249-0f40-42b0-86af-7d869c0f95ce\", \"9d65ab0a-9f8a-4e86-9ddd-d61282e33ae8\", \"fd0e05dc-fa85-421e-bba8-2d09ebfb067b\", \"fef7c1df-cc5a-4d47-9783-4b5dee0281f7\", \"23389587-db20-4cce-b6d2-a2b36456dd04\", \"4732e8ff-10fc-4b0d-8edc-48a7e0da3ca4\"], \"total_duration\": 20329.0, \"total_sessions\": 9, \"mean_week_duration\": 181.509}}, {\"61107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-08-06 21:09:56.000000+00:00\", \"2019-07-09 02:31:04.000000+00:00\", \"2019-12-09 22:10:46.000000+00:00\", \"2020-05-31 08:20:49.000000+00:00\", \"2021-08-22 23:49:00.000000+00:00\", \"2021-12-29 22:17:25.000000+00:00\", \"2022-04-11 04:55:07.000000+00:00\", \"2022-07-23 02:51:37.000000+00:00\"], \"session_ids\": [\"aaa8a451-e4df-4add-bb06-d2e554c6ee33\", \"e37a0ed8-edc6-4480-9051-45c3f0ec634b\", \"3428cdf4-0e1d-492e-a9fb-69156e4cc3aa\", \"95f2f8bb-367b-496b-8359-c96c71b54836\", \"7da4dc1a-d67b-4e15-a0c3-c171b008dc74\", \"c36bd063-023c-496c-af2b-249365db3e6e\", \"9b05af1e-cc8f-4a3b-b9b1-e7655669b338\", \"e8ef4b93-95c6-4fb5-beea-e1dbc80ac919\"], \"total_duration\": 13245.0, \"total_sessions\": 8, \"mean_week_duration\": 82.267}}, {\"64007\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-01-05 09:39:12.000000+00:00\", \"2019-11-12 22:26:39.000000+00:00\", \"2021-07-05 18:25:15.000000+00:00\", \"2021-01-26 17:06:30.000000+00:00\", \"2022-05-13 20:33:50.000000+00:00\", \"2019-01-17 20:52:23.000000+00:00\", \"2020-03-27 08:40:41.000000+00:00\"], \"session_ids\": [\"4bdfcb98-878c-4864-85ba-83d57cb2ff75\", \"6d7d58fc-667b-47fe-ba5c-1b0fb127a932\", \"df0cdb05-6b33-42a0-b5d9-c6026088ad88\", \"a78cdd16-a4ad-4156-a239-38d2161eea94\", \"aaba7907-bdde-415f-ba90-e24b991fccc3\", \"05bef91d-0d0d-4ee3-add2-13283433c453\", \"4fadb95a-7250-4e6b-9562-0fa6a4603c8a\"], \"total_duration\": 6107.0, \"total_sessions\": 7, \"mean_week_duration\": 35.301}}, {\"49293\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-11-08 21:34:10.000000+00:00\", \"2020-06-26 18:31:37.000000+00:00\", \"2022-02-19 04:17:12.000000+00:00\"], \"session_ids\": [\"9db8dfa6-05ee-4784-9491-eb791b05ab0b\", \"e2bab896-98d5-449f-bde9-a4cb358b5710\", \"19dc907c-c79d-45d5-9432-afdd82ef3668\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 3.153}}, {\"85415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-09 14:08:31.000000+00:00\", \"2023-04-10 10:44:30.000000+00:00\", \"2023-04-11 09:43:54.000000+00:00\", \"2019-02-09 04:48:48.000000+00:00\"], \"session_ids\": [\"b17274f2-0bd9-4e13-abb1-17e4f300cb63\", \"d2c3a2df-3e67-4f9f-b13e-2f455ddedf94\", \"c6258659-97fc-4f98-a2ba-6763e35860c1\", \"8e4aeb8c-46bd-4635-9b4c-1613668b178f\"], \"total_duration\": 293.0, \"total_sessions\": 4, \"mean_week_duration\": 1.344}}, {\"35602\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-03-26 02:58:34.000000+00:00\", \"2019-12-13 18:15:52.000000+00:00\", \"2020-12-30 09:45:43.000000+00:00\", \"2022-07-14 06:31:38.000000+00:00\"], \"session_ids\": [\"0a221a0f-5421-4521-926a-859a65c14203\", \"cc9288ae-1d32-4ba5-8815-ab4d8bfe7264\", \"45b01c4a-9a47-48c5-881c-e230e8ccf5a9\", \"b0a0bf7b-08ae-4c22-94dc-7d26fb330632\"], \"total_duration\": 106.0, \"total_sessions\": 4, \"mean_week_duration\": 0.613}}, {\"20127\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-01-24 18:32:16.000000+00:00\", \"2022-05-12 10:58:23.000000+00:00\"], \"session_ids\": [\"f6f8457b-efc8-481f-8e3a-fff87e76a4d0\", \"e755a081-90b3-4d0f-bdb6-b09819158a87\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.368}}]\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[{\"8061\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-01-01 20:03:23.000000+00:00\", \"2022-02-21 02:15:32.000000+00:00\", \"2022-07-07 04:22:04.000000+00:00\", \"2019-08-22 20:04:43.000000+00:00\", \"2021-11-18 13:46:00.000000+00:00\", \"2022-04-15 09:10:48.000000+00:00\", \"2019-12-17 16:30:53.000000+00:00\", \"2020-03-13 16:48:33.000000+00:00\", \"2020-07-06 14:12:21.000000+00:00\"], \"session_ids\": [\"268c2a58-3e9a-45a2-bea8-52a8d17ef88d\", \"d722a2df-797d-4bcb-82a6-b69ee6362432\", \"1c6c469e-43a4-415e-804d-213016ed108a\", \"b82ba8b8-60a7-4918-a253-55cd1f60eb13\", \"10b55f9d-694f-44fb-8332-41cc7978e140\", \"b054dc24-7617-4957-a897-8d79f4d40c05\", \"dcb233c5-06ac-4b38-9d43-88031f8e04ec\", \"0f2e5f3d-60ab-48b4-a925-da2467e03a44\", \"02999d0f-9596-405a-9020-ca6ad4aef2c3\"], \"total_duration\": 24548.0, \"total_sessions\": 9, \"mean_week_duration\": 163.653}}, {\"2135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-06 21:53:59.000000+00:00\", \"2021-04-16 15:01:54.000000+00:00\", \"2019-04-19 14:41:55.000000+00:00\", \"2020-11-26 21:34:38.000000+00:00\", \"2019-05-20 09:59:33.000000+00:00\", \"2021-06-12 06:58:42.000000+00:00\", \"2020-08-29 04:02:49.000000+00:00\", \"2021-04-16 04:08:17.000000+00:00\", \"2020-02-01 11:22:57.000000+00:00\"], \"session_ids\": [\"2831a2f2-eb93-4f02-b954-c16b893a808d\", \"1d585d1c-2723-4504-8eea-566a7c44f6b3\", \"edec79ee-58f8-4a0d-83b9-fa4ec4c44179\", \"5cfe5249-0f40-42b0-86af-7d869c0f95ce\", \"9d65ab0a-9f8a-4e86-9ddd-d61282e33ae8\", \"fd0e05dc-fa85-421e-bba8-2d09ebfb067b\", \"fef7c1df-cc5a-4d47-9783-4b5dee0281f7\", \"23389587-db20-4cce-b6d2-a2b36456dd04\", \"4732e8ff-10fc-4b0d-8edc-48a7e0da3ca4\"], \"total_duration\": 20329.0, \"total_sessions\": 9, \"mean_week_duration\": 181.509}}, {\"61107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-08-06 21:09:56.000000+00:00\", \"2019-07-09 02:31:04.000000+00:00\", \"2019-12-09 22:10:46.000000+00:00\", \"2020-05-31 08:20:49.000000+00:00\", \"2021-08-22 23:49:00.000000+00:00\", \"2021-12-29 22:17:25.000000+00:00\", \"2022-04-11 04:55:07.000000+00:00\", \"2022-07-23 02:51:37.000000+00:00\"], \"session_ids\": [\"aaa8a451-e4df-4add-bb06-d2e554c6ee33\", \"e37a0ed8-edc6-4480-9051-45c3f0ec634b\", \"3428cdf4-0e1d-492e-a9fb-69156e4cc3aa\", \"95f2f8bb-367b-496b-8359-c96c71b54836\", \"7da4dc1a-d67b-4e15-a0c3-c171b008dc74\", \"c36bd063-023c-496c-af2b-249365db3e6e\", \"9b05af1e-cc8f-4a3b-b9b1-e7655669b338\", \"e8ef4b93-95c6-4fb5-beea-e1dbc80ac919\"], \"total_duration\": 13245.0, \"total_sessions\": 8, \"mean_week_duration\": 82.267}}, {\"64007\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-01-05 09:39:12.000000+00:00\", \"2019-11-12 22:26:39.000000+00:00\", \"2021-07-05 18:25:15.000000+00:00\", \"2021-01-26 17:06:30.000000+00:00\", \"2022-05-13 20:33:50.000000+00:00\", \"2019-01-17 20:52:23.000000+00:00\", \"2020-03-27 08:40:41.000000+00:00\"], \"session_ids\": [\"4bdfcb98-878c-4864-85ba-83d57cb2ff75\", \"6d7d58fc-667b-47fe-ba5c-1b0fb127a932\", \"df0cdb05-6b33-42a0-b5d9-c6026088ad88\", \"a78cdd16-a4ad-4156-a239-38d2161eea94\", \"aaba7907-bdde-415f-ba90-e24b991fccc3\", \"05bef91d-0d0d-4ee3-add2-13283433c453\", \"4fadb95a-7250-4e6b-9562-0fa6a4603c8a\"], \"total_duration\": 6107.0, \"total_sessions\": 7, \"mean_week_duration\": 35.301}}, {\"49293\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-11-08 21:34:10.000000+00:00\", \"2020-06-26 18:31:37.000000+00:00\", \"2022-02-19 04:17:12.000000+00:00\"], \"session_ids\": [\"9db8dfa6-05ee-4784-9491-eb791b05ab0b\", \"e2bab896-98d5-449f-bde9-a4cb358b5710\", \"19dc907c-c79d-45d5-9432-afdd82ef3668\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 3.153}}, {\"85415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-09 14:08:31.000000+00:00\", \"2023-04-10 10:44:30.000000+00:00\", \"2023-04-11 09:43:54.000000+00:00\", \"2019-02-09 04:48:48.000000+00:00\"], \"session_ids\": [\"b17274f2-0bd9-4e13-abb1-17e4f300cb63\", \"d2c3a2df-3e67-4f9f-b13e-2f455ddedf94\", \"c6258659-97fc-4f98-a2ba-6763e35860c1\", \"8e4aeb8c-46bd-4635-9b4c-1613668b178f\"], \"total_duration\": 293.0, \"total_sessions\": 4, \"mean_week_duration\": 1.344}}, {\"35602\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-03-26 02:58:34.000000+00:00\", \"2019-12-13 18:15:52.000000+00:00\", \"2020-12-30 09:45:43.000000+00:00\", \"2022-07-14 06:31:38.000000+00:00\"], \"session_ids\": [\"0a221a0f-5421-4521-926a-859a65c14203\", \"cc9288ae-1d32-4ba5-8815-ab4d8bfe7264\", \"45b01c4a-9a47-48c5-881c-e230e8ccf5a9\", \"b0a0bf7b-08ae-4c22-94dc-7d26fb330632\"], \"total_duration\": 106.0, \"total_sessions\": 4, \"mean_week_duration\": 0.613}}, {\"20127\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-01-24 18:32:16.000000+00:00\", \"2022-05-12 10:58:23.000000+00:00\"], \"session_ids\": [\"f6f8457b-efc8-481f-8e3a-fff87e76a4d0\", \"e755a081-90b3-4d0f-bdb6-b09819158a87\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.368}}]\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[{\"8061\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-01-01 20:03:23.000000+00:00\", \"2022-02-21 02:15:32.000000+00:00\", \"2022-07-07 04:22:04.000000+00:00\", \"2019-08-22 20:04:43.000000+00:00\", \"2021-11-18 13:46:00.000000+00:00\", \"2022-04-15 09:10:48.000000+00:00\", \"2019-12-17 16:30:53.000000+00:00\", \"2020-03-13 16:48:33.000000+00:00\", \"2020-07-06 14:12:21.000000+00:00\"], \"session_ids\": [\"268c2a58-3e9a-45a2-bea8-52a8d17ef88d\", \"d722a2df-797d-4bcb-82a6-b69ee6362432\", \"1c6c469e-43a4-415e-804d-213016ed108a\", \"b82ba8b8-60a7-4918-a253-55cd1f60eb13\", \"10b55f9d-694f-44fb-8332-41cc7978e140\", \"b054dc24-7617-4957-a897-8d79f4d40c05\", \"dcb233c5-06ac-4b38-9d43-88031f8e04ec\", \"0f2e5f3d-60ab-48b4-a925-da2467e03a44\", \"02999d0f-9596-405a-9020-ca6ad4aef2c3\"], \"total_duration\": 24548.0, \"total_sessions\": 9, \"mean_week_duration\": 163.653}}, {\"2135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-06 21:53:59.000000+00:00\", \"2021-04-16 15:01:54.000000+00:00\", \"2019-04-19 14:41:55.000000+00:00\", \"2020-11-26 21:34:38.000000+00:00\", \"2019-05-20 09:59:33.000000+00:00\", \"2021-06-12 06:58:42.000000+00:00\", \"2020-08-29 04:02:49.000000+00:00\", \"2021-04-16 04:08:17.000000+00:00\", \"2020-02-01 11:22:57.000000+00:00\"], \"session_ids\": [\"2831a2f2-eb93-4f02-b954-c16b893a808d\", \"1d585d1c-2723-4504-8eea-566a7c44f6b3\", \"edec79ee-58f8-4a0d-83b9-fa4ec4c44179\", \"5cfe5249-0f40-42b0-86af-7d869c0f95ce\", \"9d65ab0a-9f8a-4e86-9ddd-d61282e33ae8\", \"fd0e05dc-fa85-421e-bba8-2d09ebfb067b\", \"fef7c1df-cc5a-4d47-9783-4b5dee0281f7\", \"23389587-db20-4cce-b6d2-a2b36456dd04\", \"4732e8ff-10fc-4b0d-8edc-48a7e0da3ca4\"], \"total_duration\": 20329.0, \"total_sessions\": 9, \"mean_week_duration\": 181.509}}, {\"61107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-08-06 21:09:56.000000+00:00\", \"2019-07-09 02:31:04.000000+00:00\", \"2019-12-09 22:10:46.000000+00:00\", \"2020-05-31 08:20:49.000000+00:00\", \"2021-08-22 23:49:00.000000+00:00\", \"2021-12-29 22:17:25.000000+00:00\", \"2022-04-11 04:55:07.000000+00:00\", \"2022-07-23 02:51:37.000000+00:00\"], \"session_ids\": [\"aaa8a451-e4df-4add-bb06-d2e554c6ee33\", \"e37a0ed8-edc6-4480-9051-45c3f0ec634b\", \"3428cdf4-0e1d-492e-a9fb-69156e4cc3aa\", \"95f2f8bb-367b-496b-8359-c96c71b54836\", \"7da4dc1a-d67b-4e15-a0c3-c171b008dc74\", \"c36bd063-023c-496c-af2b-249365db3e6e\", \"9b05af1e-cc8f-4a3b-b9b1-e7655669b338\", \"e8ef4b93-95c6-4fb5-beea-e1dbc80ac919\"], \"total_duration\": 13245.0, \"total_sessions\": 8, \"mean_week_duration\": 82.267}}, {\"64007\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-01-05 09:39:12.000000+00:00\", \"2019-11-12 22:26:39.000000+00:00\", \"2021-07-05 18:25:15.000000+00:00\", \"2021-01-26 17:06:30.000000+00:00\", \"2022-05-13 20:33:50.000000+00:00\", \"2019-01-17 20:52:23.000000+00:00\", \"2020-03-27 08:40:41.000000+00:00\"], \"session_ids\": [\"4bdfcb98-878c-4864-85ba-83d57cb2ff75\", \"6d7d58fc-667b-47fe-ba5c-1b0fb127a932\", \"df0cdb05-6b33-42a0-b5d9-c6026088ad88\", \"a78cdd16-a4ad-4156-a239-38d2161eea94\", \"aaba7907-bdde-415f-ba90-e24b991fccc3\", \"05bef91d-0d0d-4ee3-add2-13283433c453\", \"4fadb95a-7250-4e6b-9562-0fa6a4603c8a\"], \"total_duration\": 6107.0, \"total_sessions\": 7, \"mean_week_duration\": 35.301}}, {\"49293\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-11-08 21:34:10.000000+00:00\", \"2020-06-26 18:31:37.000000+00:00\", \"2022-02-19 04:17:12.000000+00:00\"], \"session_ids\": [\"9db8dfa6-05ee-4784-9491-eb791b05ab0b\", \"e2bab896-98d5-449f-bde9-a4cb358b5710\", \"19dc907c-c79d-45d5-9432-afdd82ef3668\"], \"total_duration\": 391.0, \"total_sessions\": 3, \"mean_week_duration\": 3.153}}, {\"85415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-09 14:08:31.000000+00:00\", \"2023-04-10 10:44:30.000000+00:00\", \"2023-04-11 09:43:54.000000+00:00\", \"2019-02-09 04:48:48.000000+00:00\"], \"session_ids\": [\"b17274f2-0bd9-4e13-abb1-17e4f300cb63\", \"d2c3a2df-3e67-4f9f-b13e-2f455ddedf94\", \"c6258659-97fc-4f98-a2ba-6763e35860c1\", \"8e4aeb8c-46bd-4635-9b4c-1613668b178f\"], \"total_duration\": 293.0, \"total_sessions\": 4, \"mean_week_duration\": 1.344}}, {\"35602\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-03-26 02:58:34.000000+00:00\", \"2019-12-13 18:15:52.000000+00:00\", \"2020-12-30 09:45:43.000000+00:00\", \"2022-07-14 06:31:38.000000+00:00\"], \"session_ids\": [\"0a221a0f-5421-4521-926a-859a65c14203\", \"cc9288ae-1d32-4ba5-8815-ab4d8bfe7264\", \"45b01c4a-9a47-48c5-881c-e230e8ccf5a9\", \"b0a0bf7b-08ae-4c22-94dc-7d26fb330632\"], \"total_duration\": 106.0, \"total_sessions\": 4, \"mean_week_duration\": 0.613}}, {\"20127\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-01-24 18:32:16.000000+00:00\", \"2022-05-12 10:58:23.000000+00:00\"], \"session_ids\": [\"f6f8457b-efc8-481f-8e3a-fff87e76a4d0\", \"e755a081-90b3-4d0f-bdb6-b09819158a87\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.368}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm curious about users with a duration of sessions per week that is higher than 15, inclusive 15 + execute sorting by city name in desc also show me only 3 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{\"61426\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-04-04 11:54:39.000000+00:00\", \"2022-05-17 08:46:15.000000+00:00\", \"2022-07-25 12:35:39.000000+00:00\", \"2020-12-16 08:12:59.000000+00:00\", \"2019-11-14 23:25:19.000000+00:00\"], \"session_ids\": [\"a580de86-1b48-4b11-bd8c-d862501a5606\", \"6b172934-cef5-4269-b11f-cc07987a942c\", \"5afb3411-5906-4930-9d86-051d6aec4580\", \"3435f296-17e5-456d-8f12-b973dcd502a6\", \"7c0b8bf2-a94c-4069-acae-e5643d5e920b\"], \"total_duration\": 1463.0, \"total_sessions\": 5, \"mean_week_duration\": 10.376}, \"77552\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-28 11:24:49.000000+00:00\", \"2022-11-27 11:26:23.000000+00:00\", \"2021-05-31 10:12:20.000000+00:00\", \"2020-11-02 10:04:41.000000+00:00\"], \"session_ids\": [\"dd3571fa-6d6f-49da-b195-e1b71a30a943\", \"cfeb9a39-be8b-4bc3-8449-6a0bc1052585\", \"d365e3b2-aa0a-4dfd-ace4-0e0064c0e09e\", \"a9021ec5-f725-44c3-a408-c420c41510b5\"], \"total_duration\": 2115.0, \"total_sessions\": 4, \"mean_week_duration\": 19.583}, \"12895\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-23 16:30:37.000000+00:00\", \"2020-08-04 12:36:35.000000+00:00\", \"2019-01-05 12:34:22.000000+00:00\"], \"session_ids\": [\"d2a00475-0a37-4fc9-ad4a-76cf3cb6ccca\", \"2d5270d1-c957-433b-bf9b-dca607f0125a\", \"0808bd6b-01e6-4413-a2b0-f4b92a23f4b6\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 2.949}, \"28428\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-10-28 13:14:56.000000+00:00\", \"2020-11-30 21:39:18.000000+00:00\", \"2020-12-21 20:32:35.000000+00:00\"], \"session_ids\": [\"a754dc25-d734-4052-8cc4-dd6269ee2607\", \"d3d67bca-22f9-4526-b52e-42aac28b59b6\", \"282fdec2-6cee-4676-a262-f2a62deb2133\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 2.117}, \"66233\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-02-22 17:51:58.000000+00:00\", \"2020-05-07 02:36:53.000000+00:00\", \"2021-10-24 19:36:27.000000+00:00\", \"2019-01-17 00:13:17.000000+00:00\"], \"session_ids\": [\"d7475214-9e9e-4f11-8e82-73c4ce27fa72\", \"27465180-4161-4b36-9e08-bbc14ddd1928\", \"860faaa8-0f37-4568-8ced-a55d4a4553eb\", \"d07ab9e6-b8dd-4c29-96d4-95c913fe547d\"], \"total_duration\": 40.0, \"total_sessions\": 4, \"mean_week_duration\": 0.276}, \"33252\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-10-22 12:16:43.000000+00:00\", \"2020-01-23 15:28:32.000000+00:00\"], \"session_ids\": [\"b723b91d-28ec-499c-a33f-4e551b4b8a98\", \"b466296f-6e19-4624-ba93-bf631fac9fc7\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 1.139}, \"65131\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-06-05 16:48:05.000000+00:00\", \"2020-07-31 11:05:44.000000+00:00\", \"2022-04-25 02:37:16.000000+00:00\"], \"session_ids\": [\"64685a62-cbc6-4bae-9ff4-9397bd6536de\", \"63be417c-6758-4d5e-9f91-c6325c46936b\", \"4d4ab0ed-68e4-46e2-8a11-d6ec2da0b0da\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.351}, \"21731\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-12-14 07:47:18.000000+00:00\", \"2019-05-25 14:24:20.000000+00:00\", \"2021-01-07 16:05:19.000000+00:00\"], \"session_ids\": [\"30874dc6-a5a6-49f2-896c-b2adaff37a18\", \"c12bed4a-b8f0-4105-bdb0-c482904edbed\", \"f65ce6a7-516f-4e1d-a080-6607153a6ddb\"], \"total_duration\": 308.0, \"total_sessions\": 3, \"mean_week_duration\": 3.624}, \"73927\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-08-14 22:23:28.000000+00:00\", \"2020-02-07 04:52:45.000000+00:00\", \"2022-02-19 00:02:44.000000+00:00\", \"2021-06-26 03:29:34.000000+00:00\", \"2019-10-29 00:39:13.000000+00:00\", \"2021-03-10 06:37:15.000000+00:00\", \"2023-02-22 19:41:46.000000+00:00\"], \"session_ids\": [\"1eee6dfb-f906-43b5-b782-652e0c921ba0\", \"437b836f-f0e1-4705-be47-f5463857210d\", \"c1685cf2-3aab-45b8-81a9-a4b858a3997c\", \"33fc981f-c5af-49fc-8a1a-cd08c57b9ed9\", \"4548a96f-7576-4d02-8f9e-5b6d975a8402\", \"86baee70-5367-4bee-acf0-ebd80d25e1e9\", \"330c389f-7f76-462e-97c3-3304ab9e659e\"], \"total_duration\": 241.0, \"total_sessions\": 7, \"mean_week_duration\": 1.385}, \"75584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-10 02:24:58.000000+00:00\", \"2021-01-03 21:01:50.000000+00:00\"], \"session_ids\": [\"db8e9316-cf96-4324-849f-264b05e304d0\", \"f0d0fda5-ed94-4cbc-bfe4-cb54d30ed659\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 1.268}}\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 15"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\"]]}, \"all_values\": {\"mean_week_duration\": [[15, 49]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"77552\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-28 11:24:49.000000+00:00\", \"2022-11-27 11:26:23.000000+00:00\", \"2021-05-31 10:12:20.000000+00:00\", \"2020-11-02 10:04:41.000000+00:00\"], \"session_ids\": [\"dd3571fa-6d6f-49da-b195-e1b71a30a943\", \"cfeb9a39-be8b-4bc3-8449-6a0bc1052585\", \"d365e3b2-aa0a-4dfd-ace4-0e0064c0e09e\", \"a9021ec5-f725-44c3-a408-c420c41510b5\"], \"total_duration\": 2115.0, \"total_sessions\": 4, \"mean_week_duration\": 19.583}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by city_name"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"77552\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-28 11:24:49.000000+00:00\", \"2022-11-27 11:26:23.000000+00:00\", \"2021-05-31 10:12:20.000000+00:00\", \"2020-11-02 10:04:41.000000+00:00\"], \"session_ids\": [\"dd3571fa-6d6f-49da-b195-e1b71a30a943\", \"cfeb9a39-be8b-4bc3-8449-6a0bc1052585\", \"d365e3b2-aa0a-4dfd-ace4-0e0064c0e09e\", \"a9021ec5-f725-44c3-a408-c420c41510b5\"], \"total_duration\": 2115.0, \"total_sessions\": 4, \"mean_week_duration\": 19.583}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"77552\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-28 11:24:49.000000+00:00\", \"2022-11-27 11:26:23.000000+00:00\", \"2021-05-31 10:12:20.000000+00:00\", \"2020-11-02 10:04:41.000000+00:00\"], \"session_ids\": [\"dd3571fa-6d6f-49da-b195-e1b71a30a943\", \"cfeb9a39-be8b-4bc3-8449-6a0bc1052585\", \"d365e3b2-aa0a-4dfd-ace4-0e0064c0e09e\", \"a9021ec5-f725-44c3-a408-c420c41510b5\"], \"total_duration\": 2115.0, \"total_sessions\": 4, \"mean_week_duration\": 19.583}}]\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[{\"77552\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-28 11:24:49.000000+00:00\", \"2022-11-27 11:26:23.000000+00:00\", \"2021-05-31 10:12:20.000000+00:00\", \"2020-11-02 10:04:41.000000+00:00\"], \"session_ids\": [\"dd3571fa-6d6f-49da-b195-e1b71a30a943\", \"cfeb9a39-be8b-4bc3-8449-6a0bc1052585\", \"d365e3b2-aa0a-4dfd-ace4-0e0064c0e09e\", \"a9021ec5-f725-44c3-a408-c420c41510b5\"], \"total_duration\": 2115.0, \"total_sessions\": 4, \"mean_week_duration\": 19.583}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me what you know about 6 users who aren't residing in cities Manila, Guatemala City , and apply sorting by city naming ascendingly."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"86070\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-03-22 05:59:22.000000+00:00\", \"2023-01-19 09:37:53.000000+00:00\", \"2019-10-06 02:29:23.000000+00:00\", \"2022-08-24 07:56:46.000000+00:00\", \"2021-06-09 21:06:26.000000+00:00\", \"2020-05-17 15:27:54.000000+00:00\", \"2021-12-03 03:36:06.000000+00:00\", \"2021-08-20 16:18:33.000000+00:00\", \"2021-02-07 02:14:40.000000+00:00\"], \"session_ids\": [\"44366629-ece4-411c-b300-f1c9dc183fb5\", \"ebc1548d-3599-498b-9abd-e5d0c2a17d13\", \"95060bd7-773d-4231-b2e2-fabd1dcfdb3a\", \"7a3dafbc-40c8-49d5-98f5-ba86e17c1c39\", \"eed3a0de-cae9-4e4c-a4bd-cf7ca0cd628a\", \"eeb118a4-5d71-4934-8db5-32a07f03a9c9\", \"5693cae5-c8d9-4c68-adef-6861f3424a2f\", \"5c85b589-f3ce-40d3-bebc-3b286e454ff5\", \"237b3d58-8617-468d-92f3-a62ffe560447\"], \"total_duration\": 249.0, \"total_sessions\": 9, \"mean_week_duration\": 1.448}, \"36306\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-23 20:26:51.000000+00:00\", \"2021-05-10 02:57:14.000000+00:00\"], \"session_ids\": [\"ec4340bc-d919-4998-b7fb-767faa2d75b2\", \"eac501ec-59a1-4ac4-888c-096a0e794678\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.346}, \"81106\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-18 00:52:35.000000+00:00\", \"2022-02-10 22:31:10.000000+00:00\"], \"session_ids\": [\"f357445f-4b6e-4d5c-b80b-6591c7e026b2\", \"55e55ac0-4135-43e8-aa0c-2440e21c4c1c\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 2.176}, \"54507\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-12-26 21:34:59.000000+00:00\", \"2022-04-18 02:16:57.000000+00:00\"], \"session_ids\": [\"8ec33442-584b-44d3-8c35-e38bb07b9c09\", \"5399e074-68d7-4346-b593-8378109c9a81\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 1.438}, \"54646\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-31 05:19:34.000000+00:00\", \"2020-09-02 23:07:11.000000+00:00\"], \"session_ids\": [\"224e0aac-3f20-4432-baa8-a8cec9e44a9e\", \"f166cc02-6729-4596-873d-4510b7803943\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 6.788}, \"39109\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-05-21 12:42:57.000000+00:00\", \"2020-11-25 19:33:41.000000+00:00\"], \"session_ids\": [\"ac18a8c2-3e65-431d-a773-c0df0a681f37\", \"27bb02d7-508a-4e47-bbab-4afc8aac679c\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.269}, \"55981\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-04 09:44:18.000000+00:00\", \"2022-01-02 15:33:31.000000+00:00\"], \"session_ids\": [\"efc403af-8049-4e79-92cd-f56e04a47ec2\", \"9c9c7835-1e0c-4254-a860-ff27fc36ff24\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.981}, \"51706\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-06-13 02:47:04.000000+00:00\", \"2021-11-25 00:13:32.000000+00:00\", \"2019-03-05 23:44:31.000000+00:00\", \"2020-01-10 13:30:00.000000+00:00\", \"2022-07-20 21:24:15.000000+00:00\", \"2021-07-29 19:10:35.000000+00:00\", \"2022-08-15 21:59:20.000000+00:00\", \"2023-06-13 07:18:40.000000+00:00\"], \"session_ids\": [\"cd514ed8-eea2-47d8-a0e4-c8c31f574ad1\", \"caf74c73-0e76-431e-ae03-cf111491a9bd\", \"06303da0-6308-4cfd-bc6a-0041d3830d5f\", \"1ffe4d0d-a2ec-4a4a-87de-f5d239f5a977\", \"89365544-db66-403a-851e-cef6890d4721\", \"e71b53f8-d8f7-49c7-bcb7-3fa293c88f4f\", \"349146c2-b70a-4ed5-b301-8f8ee31d00de\", \"2b968e49-aae4-461c-ab13-34c9d2abdd33\"], \"total_duration\": 454.0, \"total_sessions\": 8, \"mean_week_duration\": 2.036}, \"56631\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-14 22:37:09.000000+00:00\", \"2023-05-05 23:28:35.000000+00:00\"], \"session_ids\": [\"adb9a96f-6c98-441c-bd08-8aef230d9a75\", \"724eb385-3231-4be2-b082-74272accbe8b\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.522}, \"76457\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-02-08 07:32:27.000000+00:00\", \"2022-03-15 17:53:16.000000+00:00\"], \"session_ids\": [\"3d6a6523-b302-44e1-8611-00e382d6cea8\", \"672eae47-3c26-4138-8b65-78f299314fed\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 6.328}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name are not Manila, Guatemala City"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Manila\", \"Guatemala City\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"86070\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-03-22 05:59:22.000000+00:00\", \"2023-01-19 09:37:53.000000+00:00\", \"2019-10-06 02:29:23.000000+00:00\", \"2022-08-24 07:56:46.000000+00:00\", \"2021-06-09 21:06:26.000000+00:00\", \"2020-05-17 15:27:54.000000+00:00\", \"2021-12-03 03:36:06.000000+00:00\", \"2021-08-20 16:18:33.000000+00:00\", \"2021-02-07 02:14:40.000000+00:00\"], \"session_ids\": [\"44366629-ece4-411c-b300-f1c9dc183fb5\", \"ebc1548d-3599-498b-9abd-e5d0c2a17d13\", \"95060bd7-773d-4231-b2e2-fabd1dcfdb3a\", \"7a3dafbc-40c8-49d5-98f5-ba86e17c1c39\", \"eed3a0de-cae9-4e4c-a4bd-cf7ca0cd628a\", \"eeb118a4-5d71-4934-8db5-32a07f03a9c9\", \"5693cae5-c8d9-4c68-adef-6861f3424a2f\", \"5c85b589-f3ce-40d3-bebc-3b286e454ff5\", \"237b3d58-8617-468d-92f3-a62ffe560447\"], \"total_duration\": 249.0, \"total_sessions\": 9, \"mean_week_duration\": 1.448}, \"36306\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-23 20:26:51.000000+00:00\", \"2021-05-10 02:57:14.000000+00:00\"], \"session_ids\": [\"ec4340bc-d919-4998-b7fb-767faa2d75b2\", \"eac501ec-59a1-4ac4-888c-096a0e794678\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.346}, \"81106\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-18 00:52:35.000000+00:00\", \"2022-02-10 22:31:10.000000+00:00\"], \"session_ids\": [\"f357445f-4b6e-4d5c-b80b-6591c7e026b2\", \"55e55ac0-4135-43e8-aa0c-2440e21c4c1c\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 2.176}, \"54507\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-12-26 21:34:59.000000+00:00\", \"2022-04-18 02:16:57.000000+00:00\"], \"session_ids\": [\"8ec33442-584b-44d3-8c35-e38bb07b9c09\", \"5399e074-68d7-4346-b593-8378109c9a81\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 1.438}, \"54646\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-31 05:19:34.000000+00:00\", \"2020-09-02 23:07:11.000000+00:00\"], \"session_ids\": [\"224e0aac-3f20-4432-baa8-a8cec9e44a9e\", \"f166cc02-6729-4596-873d-4510b7803943\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 6.788}, \"39109\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-05-21 12:42:57.000000+00:00\", \"2020-11-25 19:33:41.000000+00:00\"], \"session_ids\": [\"ac18a8c2-3e65-431d-a773-c0df0a681f37\", \"27bb02d7-508a-4e47-bbab-4afc8aac679c\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.269}, \"55981\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-04 09:44:18.000000+00:00\", \"2022-01-02 15:33:31.000000+00:00\"], \"session_ids\": [\"efc403af-8049-4e79-92cd-f56e04a47ec2\", \"9c9c7835-1e0c-4254-a860-ff27fc36ff24\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.981}, \"51706\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-06-13 02:47:04.000000+00:00\", \"2021-11-25 00:13:32.000000+00:00\", \"2019-03-05 23:44:31.000000+00:00\", \"2020-01-10 13:30:00.000000+00:00\", \"2022-07-20 21:24:15.000000+00:00\", \"2021-07-29 19:10:35.000000+00:00\", \"2022-08-15 21:59:20.000000+00:00\", \"2023-06-13 07:18:40.000000+00:00\"], \"session_ids\": [\"cd514ed8-eea2-47d8-a0e4-c8c31f574ad1\", \"caf74c73-0e76-431e-ae03-cf111491a9bd\", \"06303da0-6308-4cfd-bc6a-0041d3830d5f\", \"1ffe4d0d-a2ec-4a4a-87de-f5d239f5a977\", \"89365544-db66-403a-851e-cef6890d4721\", \"e71b53f8-d8f7-49c7-bcb7-3fa293c88f4f\", \"349146c2-b70a-4ed5-b301-8f8ee31d00de\", \"2b968e49-aae4-461c-ab13-34c9d2abdd33\"], \"total_duration\": 454.0, \"total_sessions\": 8, \"mean_week_duration\": 2.036}, \"56631\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-14 22:37:09.000000+00:00\", \"2023-05-05 23:28:35.000000+00:00\"], \"session_ids\": [\"adb9a96f-6c98-441c-bd08-8aef230d9a75\", \"724eb385-3231-4be2-b082-74272accbe8b\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.522}, \"76457\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-02-08 07:32:27.000000+00:00\", \"2022-03-15 17:53:16.000000+00:00\"], \"session_ids\": [\"3d6a6523-b302-44e1-8611-00e382d6cea8\", \"672eae47-3c26-4138-8b65-78f299314fed\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 6.328}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to city_name attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"36306\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-23 20:26:51.000000+00:00\", \"2021-05-10 02:57:14.000000+00:00\"], \"session_ids\": [\"ec4340bc-d919-4998-b7fb-767faa2d75b2\", \"eac501ec-59a1-4ac4-888c-096a0e794678\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.346}}, {\"54507\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-12-26 21:34:59.000000+00:00\", \"2022-04-18 02:16:57.000000+00:00\"], \"session_ids\": [\"8ec33442-584b-44d3-8c35-e38bb07b9c09\", \"5399e074-68d7-4346-b593-8378109c9a81\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 1.438}}, {\"56631\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-14 22:37:09.000000+00:00\", \"2023-05-05 23:28:35.000000+00:00\"], \"session_ids\": [\"adb9a96f-6c98-441c-bd08-8aef230d9a75\", \"724eb385-3231-4be2-b082-74272accbe8b\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.522}}, {\"39109\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-05-21 12:42:57.000000+00:00\", \"2020-11-25 19:33:41.000000+00:00\"], \"session_ids\": [\"ac18a8c2-3e65-431d-a773-c0df0a681f37\", \"27bb02d7-508a-4e47-bbab-4afc8aac679c\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.269}}, {\"76457\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-02-08 07:32:27.000000+00:00\", \"2022-03-15 17:53:16.000000+00:00\"], \"session_ids\": [\"3d6a6523-b302-44e1-8611-00e382d6cea8\", \"672eae47-3c26-4138-8b65-78f299314fed\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 6.328}}, {\"55981\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-04 09:44:18.000000+00:00\", \"2022-01-02 15:33:31.000000+00:00\"], \"session_ids\": [\"efc403af-8049-4e79-92cd-f56e04a47ec2\", \"9c9c7835-1e0c-4254-a860-ff27fc36ff24\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.981}}, {\"86070\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-03-22 05:59:22.000000+00:00\", \"2023-01-19 09:37:53.000000+00:00\", \"2019-10-06 02:29:23.000000+00:00\", \"2022-08-24 07:56:46.000000+00:00\", \"2021-06-09 21:06:26.000000+00:00\", \"2020-05-17 15:27:54.000000+00:00\", \"2021-12-03 03:36:06.000000+00:00\", \"2021-08-20 16:18:33.000000+00:00\", \"2021-02-07 02:14:40.000000+00:00\"], \"session_ids\": [\"44366629-ece4-411c-b300-f1c9dc183fb5\", \"ebc1548d-3599-498b-9abd-e5d0c2a17d13\", \"95060bd7-773d-4231-b2e2-fabd1dcfdb3a\", \"7a3dafbc-40c8-49d5-98f5-ba86e17c1c39\", \"eed3a0de-cae9-4e4c-a4bd-cf7ca0cd628a\", \"eeb118a4-5d71-4934-8db5-32a07f03a9c9\", \"5693cae5-c8d9-4c68-adef-6861f3424a2f\", \"5c85b589-f3ce-40d3-bebc-3b286e454ff5\", \"237b3d58-8617-468d-92f3-a62ffe560447\"], \"total_duration\": 249.0, \"total_sessions\": 9, \"mean_week_duration\": 1.448}}, {\"51706\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-06-13 02:47:04.000000+00:00\", \"2021-11-25 00:13:32.000000+00:00\", \"2019-03-05 23:44:31.000000+00:00\", \"2020-01-10 13:30:00.000000+00:00\", \"2022-07-20 21:24:15.000000+00:00\", \"2021-07-29 19:10:35.000000+00:00\", \"2022-08-15 21:59:20.000000+00:00\", \"2023-06-13 07:18:40.000000+00:00\"], \"session_ids\": [\"cd514ed8-eea2-47d8-a0e4-c8c31f574ad1\", \"caf74c73-0e76-431e-ae03-cf111491a9bd\", \"06303da0-6308-4cfd-bc6a-0041d3830d5f\", \"1ffe4d0d-a2ec-4a4a-87de-f5d239f5a977\", \"89365544-db66-403a-851e-cef6890d4721\", \"e71b53f8-d8f7-49c7-bcb7-3fa293c88f4f\", \"349146c2-b70a-4ed5-b301-8f8ee31d00de\", \"2b968e49-aae4-461c-ab13-34c9d2abdd33\"], \"total_duration\": 454.0, \"total_sessions\": 8, \"mean_week_duration\": 2.036}}, {\"81106\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-18 00:52:35.000000+00:00\", \"2022-02-10 22:31:10.000000+00:00\"], \"session_ids\": [\"f357445f-4b6e-4d5c-b80b-6591c7e026b2\", \"55e55ac0-4135-43e8-aa0c-2440e21c4c1c\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 2.176}}, {\"54646\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-31 05:19:34.000000+00:00\", \"2020-09-02 23:07:11.000000+00:00\"], \"session_ids\": [\"224e0aac-3f20-4432-baa8-a8cec9e44a9e\", \"f166cc02-6729-4596-873d-4510b7803943\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 6.788}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 6 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"36306\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-23 20:26:51.000000+00:00\", \"2021-05-10 02:57:14.000000+00:00\"], \"session_ids\": [\"ec4340bc-d919-4998-b7fb-767faa2d75b2\", \"eac501ec-59a1-4ac4-888c-096a0e794678\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.346}}, {\"54507\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-12-26 21:34:59.000000+00:00\", \"2022-04-18 02:16:57.000000+00:00\"], \"session_ids\": [\"8ec33442-584b-44d3-8c35-e38bb07b9c09\", \"5399e074-68d7-4346-b593-8378109c9a81\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 1.438}}, {\"56631\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-14 22:37:09.000000+00:00\", \"2023-05-05 23:28:35.000000+00:00\"], \"session_ids\": [\"adb9a96f-6c98-441c-bd08-8aef230d9a75\", \"724eb385-3231-4be2-b082-74272accbe8b\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.522}}, {\"39109\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-05-21 12:42:57.000000+00:00\", \"2020-11-25 19:33:41.000000+00:00\"], \"session_ids\": [\"ac18a8c2-3e65-431d-a773-c0df0a681f37\", \"27bb02d7-508a-4e47-bbab-4afc8aac679c\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.269}}, {\"76457\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-02-08 07:32:27.000000+00:00\", \"2022-03-15 17:53:16.000000+00:00\"], \"session_ids\": [\"3d6a6523-b302-44e1-8611-00e382d6cea8\", \"672eae47-3c26-4138-8b65-78f299314fed\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 6.328}}, {\"55981\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-04 09:44:18.000000+00:00\", \"2022-01-02 15:33:31.000000+00:00\"], \"session_ids\": [\"efc403af-8049-4e79-92cd-f56e04a47ec2\", \"9c9c7835-1e0c-4254-a860-ff27fc36ff24\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.981}}]\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[{\"36306\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-23 20:26:51.000000+00:00\", \"2021-05-10 02:57:14.000000+00:00\"], \"session_ids\": [\"ec4340bc-d919-4998-b7fb-767faa2d75b2\", \"eac501ec-59a1-4ac4-888c-096a0e794678\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.346}}, {\"54507\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-12-26 21:34:59.000000+00:00\", \"2022-04-18 02:16:57.000000+00:00\"], \"session_ids\": [\"8ec33442-584b-44d3-8c35-e38bb07b9c09\", \"5399e074-68d7-4346-b593-8378109c9a81\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 1.438}}, {\"56631\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-14 22:37:09.000000+00:00\", \"2023-05-05 23:28:35.000000+00:00\"], \"session_ids\": [\"adb9a96f-6c98-441c-bd08-8aef230d9a75\", \"724eb385-3231-4be2-b082-74272accbe8b\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.522}}, {\"39109\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-05-21 12:42:57.000000+00:00\", \"2020-11-25 19:33:41.000000+00:00\"], \"session_ids\": [\"ac18a8c2-3e65-431d-a773-c0df0a681f37\", \"27bb02d7-508a-4e47-bbab-4afc8aac679c\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.269}}, {\"76457\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-02-08 07:32:27.000000+00:00\", \"2022-03-15 17:53:16.000000+00:00\"], \"session_ids\": [\"3d6a6523-b302-44e1-8611-00e382d6cea8\", \"672eae47-3c26-4138-8b65-78f299314fed\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 6.328}}, {\"55981\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-04 09:44:18.000000+00:00\", \"2022-01-02 15:33:31.000000+00:00\"], \"session_ids\": [\"efc403af-8049-4e79-92cd-f56e04a47ec2\", \"9c9c7835-1e0c-4254-a860-ff27fc36ff24\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.981}}]\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 users who are residents of city Ho Chi Minh City and in addition perform sorting by number of sessions asc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"6553\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-23 09:35:41.000000+00:00\", \"2020-06-07 21:23:45.000000+00:00\", \"2019-05-24 20:36:37.000000+00:00\"], \"session_ids\": [\"79eaf7e4-8762-46f0-8da1-5ce43c31f938\", \"23aacb72-e8db-4a23-a02b-a06c1aa44a20\", \"9beb504c-008b-4196-aaf6-66bc2a6e2ede\"], \"total_duration\": 61.0, \"total_sessions\": 3, \"mean_week_duration\": 0.871}, \"99246\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-08-12 14:54:52.000000+00:00\", \"2023-01-07 20:54:26.000000+00:00\", \"2022-09-03 15:17:50.000000+00:00\", \"2021-09-20 19:48:35.000000+00:00\", \"2021-01-14 08:37:32.000000+00:00\", \"2022-12-14 14:50:57.000000+00:00\", \"2022-11-11 18:51:49.000000+00:00\", \"2021-09-01 05:57:29.000000+00:00\", \"2022-02-18 03:54:10.000000+00:00\"], \"session_ids\": [\"7fa63bcd-5c0d-4362-ac70-125fa6916902\", \"a321fb75-281c-41ed-8eca-41550c9f6a17\", \"4a9b41d3-2a82-4554-8526-8e0d2012271b\", \"b14fddd0-8e0e-48bf-86d9-4d1d0ca5e9cb\", \"5af56cef-4251-4687-9195-149611a5443b\", \"5ef92ee6-9a9d-4e31-b100-37395c0dd427\", \"bb3255bb-6ed5-4279-80ff-5daab41cb728\", \"d349a953-636b-473a-a801-abbe3c10b9ba\", \"84990417-2d5a-4a47-82f0-1f2457ad0a64\"], \"total_duration\": 27998.0, \"total_sessions\": 9, \"mean_week_duration\": 269.212}, \"14038\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-12-14 06:00:31.000000+00:00\", \"2021-12-20 14:38:46.000000+00:00\", \"2021-12-16 09:18:53.000000+00:00\", \"2023-06-05 21:33:52.000000+00:00\"], \"session_ids\": [\"331bb2e6-4853-4be7-b17a-4cb623416ce4\", \"f2f79e1c-e7d9-4a14-9fce-e15001468716\", \"62cba06a-f2f9-4324-aa27-4dfa41ef272e\", \"4d7db948-1b2b-4e9b-87fd-72c0979eed92\"], \"total_duration\": 34.0, \"total_sessions\": 4, \"mean_week_duration\": 0.442}, \"6126\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-01 10:06:23.000000+00:00\", \"2019-10-11 02:55:09.000000+00:00\", \"2022-04-12 20:37:44.000000+00:00\", \"2019-01-06 17:22:32.000000+00:00\", \"2020-07-24 07:26:09.000000+00:00\", \"2019-01-16 23:38:12.000000+00:00\"], \"session_ids\": [\"38f68bf2-f67c-4720-adee-8537107c3cd7\", \"1511ebc1-eaba-4cf4-a683-c271f4c0daf8\", \"3b7389e5-2dd2-4a6c-83b4-ff8372591eb9\", \"41d06277-91fb-4201-b52b-e147deae2ce3\", \"55da9bda-b36c-4105-b4cd-27ff0ffbaa36\", \"b8ecef4e-3d36-46fe-9abe-d2c55f785815\"], \"total_duration\": 3925.0, \"total_sessions\": 6, \"mean_week_duration\": 22.953}, \"79296\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-12-15 23:57:50.000000+00:00\", \"2021-03-13 20:08:42.000000+00:00\"], \"session_ids\": [\"4a033aac-a681-4e86-8c78-541d1a7dc25e\", \"202fc06d-5813-47c6-ba12-ff833e79c31a\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 1.369}, \"7889\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-03 16:12:29.000000+00:00\", \"2023-06-17 12:45:48.000000+00:00\", \"2023-06-24 13:25:26.000000+00:00\", \"2020-07-25 14:10:00.000000+00:00\"], \"session_ids\": [\"fa44c9a1-2ef0-43ae-8370-02940dc3c9ae\", \"5da493d2-74a3-435a-b4a4-51927d429dd4\", \"747c6460-d12f-4a0f-9ff4-fde2e4e215e6\", \"35ef6e1d-ab68-49ef-8cae-1c9d3eeca680\"], \"total_duration\": 430.0, \"total_sessions\": 4, \"mean_week_duration\": 2.829}, \"71059\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-12-19 21:45:27.000000+00:00\", \"2021-01-11 03:21:30.000000+00:00\"], \"session_ids\": [\"f047226e-5a83-4594-bebd-7bc2f2cf3889\", \"ce759462-88e5-47a3-b19e-e62de45a020a\"], \"total_duration\": 339.0, \"total_sessions\": 2, \"mean_week_duration\": 84.75}, \"60911\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-06-10 04:32:23.000000+00:00\", \"2022-12-13 13:53:36.000000+00:00\"], \"session_ids\": [\"03c0b2e2-e37e-4f7f-9b25-16362297727d\", \"eba94cb6-0ff9-429c-8911-ca44848e0f54\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.42}, \"55502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-07-25 03:21:19.000000+00:00\", \"2020-01-19 18:56:54.000000+00:00\", \"2020-01-10 19:15:09.000000+00:00\"], \"session_ids\": [\"51bc103a-207a-4239-be19-8ff96b2af879\", \"4ec379cb-70e1-4b82-b0fa-691f4b956399\", \"d8759770-a1aa-4d27-b993-84482523dde4\"], \"total_duration\": 166.0, \"total_sessions\": 3, \"mean_week_duration\": 1.248}, \"14898\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-05 16:04:29.000000+00:00\", \"2020-03-31 20:10:03.000000+00:00\", \"2019-12-05 22:31:24.000000+00:00\"], \"session_ids\": [\"89b0cf95-f91e-4902-9590-fce93c82314b\", \"9962495a-a6a0-4b4f-9618-a7ebb34c46b7\", \"1f248f7a-294b-4a91-8817-f49657723c00\"], \"total_duration\": 907.0, \"total_sessions\": 3, \"mean_week_duration\": 6.924}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name is Ho Chi Minh City"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Ho Chi Minh City\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"14898\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-05 16:04:29.000000+00:00\", \"2020-03-31 20:10:03.000000+00:00\", \"2019-12-05 22:31:24.000000+00:00\"], \"session_ids\": [\"89b0cf95-f91e-4902-9590-fce93c82314b\", \"9962495a-a6a0-4b4f-9618-a7ebb34c46b7\", \"1f248f7a-294b-4a91-8817-f49657723c00\"], \"total_duration\": 907.0, \"total_sessions\": 3, \"mean_week_duration\": 6.924}}\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[{\"14898\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-05 16:04:29.000000+00:00\", \"2020-03-31 20:10:03.000000+00:00\", \"2019-12-05 22:31:24.000000+00:00\"], \"session_ids\": [\"89b0cf95-f91e-4902-9590-fce93c82314b\", \"9962495a-a6a0-4b4f-9618-a7ebb34c46b7\", \"1f248f7a-294b-4a91-8817-f49657723c00\"], \"total_duration\": 907.0, \"total_sessions\": 3, \"mean_week_duration\": 6.924}}]\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[{\"14898\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-05 16:04:29.000000+00:00\", \"2020-03-31 20:10:03.000000+00:00\", \"2019-12-05 22:31:24.000000+00:00\"], \"session_ids\": [\"89b0cf95-f91e-4902-9590-fce93c82314b\", \"9962495a-a6a0-4b4f-9618-a7ebb34c46b7\", \"1f248f7a-294b-4a91-8817-f49657723c00\"], \"total_duration\": 907.0, \"total_sessions\": 3, \"mean_week_duration\": 6.924}}]\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 3 users who are bot users based on total_sessions + carry out sorting by city name from the largest to the smallest."
}
] |
[
{
"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{\"65868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-25 03:15:41.000000+00:00\", \"2023-02-06 20:13:09.000000+00:00\"], \"session_ids\": [\"6054a59d-d86e-49fc-ad95-b2ee5f4130e5\", \"39be4e07-2620-48dd-8b16-640f95048703\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 1.213}, \"22332\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-10 22:04:31.000000+00:00\", \"2021-04-29 07:00:20.000000+00:00\", \"2019-10-23 08:59:42.000000+00:00\"], \"session_ids\": [\"ba8e86ec-3582-49c9-b836-b3d1ce94eeff\", \"293a3e75-ebf0-4edb-a209-e63cc58158d5\", \"3b2d5a58-d279-4a70-aebf-814eccb7eafd\"], \"total_duration\": 129.0, \"total_sessions\": 3, \"mean_week_duration\": 1.152}, \"8495\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-10-07 20:00:10.000000+00:00\", \"2020-03-09 13:34:04.000000+00:00\", \"2023-06-23 02:00:44.000000+00:00\", \"2021-04-19 12:46:58.000000+00:00\"], \"session_ids\": [\"af39e546-3304-4cbd-bfd5-0ad8abcf56f4\", \"0d0c9194-0b9f-407b-98b2-f6baa0951b5f\", \"c10ac37f-f379-48dc-b723-3ac8dc7029fd\", \"949ce968-fed6-4c5a-8953-16f06433cd62\"], \"total_duration\": 160.0, \"total_sessions\": 4, \"mean_week_duration\": 0.93}, \"67525\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-01-26 15:23:15.000000+00:00\", \"2021-03-20 07:43:49.000000+00:00\"], \"session_ids\": [\"49dc409f-20bc-405e-8c2f-96fa3d5a9e90\", \"4090e59b-d59c-41a1-bc5f-5f88272fde4d\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.309}, \"43393\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-26 08:27:16.000000+00:00\", \"2021-09-26 00:38:36.000000+00:00\", \"2023-03-15 13:12:21.000000+00:00\", \"2020-04-06 23:54:26.000000+00:00\", \"2020-11-12 07:53:43.000000+00:00\"], \"session_ids\": [\"7cb1e732-b6f9-4c05-863c-a2c0fb162f35\", \"36f4f60a-a576-4c24-9ef8-880d61fe0d1d\", \"a96a8893-cd31-47a8-a4c4-b082527841d3\", \"d9bdf90c-b945-4862-9149-1e0623b34abf\", \"e700a53e-bce5-4bd9-a30e-c2076423cd30\"], \"total_duration\": 100.0, \"total_sessions\": 5, \"mean_week_duration\": 0.649}, \"32347\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-06-17 01:29:52.000000+00:00\", \"2019-10-29 18:38:17.000000+00:00\", \"2021-05-29 03:24:37.000000+00:00\", \"2022-08-22 06:56:32.000000+00:00\"], \"session_ids\": [\"35465887-9d60-46ff-8295-fd88ef21c720\", \"e4a455fb-dd99-49fb-a5fd-138248bc9120\", \"5d69a1ce-028b-4b8b-985b-5271f19f867c\", \"271241b4-5c2c-4a35-88f4-bdc5734c3a6b\"], \"total_duration\": 234.0, \"total_sessions\": 4, \"mean_week_duration\": 1.592}, \"56120\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-02 06:46:25.000000+00:00\", \"2022-04-12 11:30:21.000000+00:00\", \"2019-12-15 23:27:17.000000+00:00\"], \"session_ids\": [\"cd80d97c-604e-4df9-9bf3-523cd42d6ebe\", \"1f22eb42-44e5-476c-a844-7ce5f4fd1af2\", \"eb3e7c21-9931-4b2b-a29b-98b9ce58ada4\"], \"total_duration\": 70.0, \"total_sessions\": 3, \"mean_week_duration\": 0.574}, \"33453\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-02-24 13:15:34.000000+00:00\", \"2020-03-16 20:07:36.000000+00:00\"], \"session_ids\": [\"eafa81ad-3cd2-4607-a32a-c56253cc0ea8\", \"c1e92a4d-ecec-406e-8acb-c8aed18bf4a7\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 2.62}, \"37239\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-12-24 10:46:20.000000+00:00\", \"2019-10-29 04:51:08.000000+00:00\", \"2021-09-04 18:36:55.000000+00:00\", \"2020-12-07 18:01:18.000000+00:00\", \"2021-03-15 05:31:14.000000+00:00\"], \"session_ids\": [\"47e16201-f7ce-48ca-be9e-3b703e941f8e\", \"5daa1f19-9c97-4aa7-a6fb-51bf30414f6d\", \"c7c06f15-e292-4250-bc65-f39ddc2aee28\", \"76aad5ab-e8d7-40da-89e9-b0bd2eeb84a2\", \"67bee412-1670-4571-8721-48ae2053b738\"], \"total_duration\": 55.0, \"total_sessions\": 5, \"mean_week_duration\": 0.333}, \"64790\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-05 14:33:45.000000+00:00\", \"2023-06-17 01:15:05.000000+00:00\"], \"session_ids\": [\"fc53231e-d24f-4ed4-b3ff-07f57d3f10c1\", \"d4d7395d-a924-4169-8eaf-0eb824a3ea69\"], \"total_duration\": 276.0, \"total_sessions\": 2, \"mean_week_duration\": 1.232}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the lowest 3 total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 3}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"65868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-25 03:15:41.000000+00:00\", \"2023-02-06 20:13:09.000000+00:00\"], \"session_ids\": [\"6054a59d-d86e-49fc-ad95-b2ee5f4130e5\", \"39be4e07-2620-48dd-8b16-640f95048703\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 1.213}}, {\"67525\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-01-26 15:23:15.000000+00:00\", \"2021-03-20 07:43:49.000000+00:00\"], \"session_ids\": [\"49dc409f-20bc-405e-8c2f-96fa3d5a9e90\", \"4090e59b-d59c-41a1-bc5f-5f88272fde4d\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.309}}, {\"33453\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-02-24 13:15:34.000000+00:00\", \"2020-03-16 20:07:36.000000+00:00\"], \"session_ids\": [\"eafa81ad-3cd2-4607-a32a-c56253cc0ea8\", \"c1e92a4d-ecec-406e-8acb-c8aed18bf4a7\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 2.62}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by city_name"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"65868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-25 03:15:41.000000+00:00\", \"2023-02-06 20:13:09.000000+00:00\"], \"session_ids\": [\"6054a59d-d86e-49fc-ad95-b2ee5f4130e5\", \"39be4e07-2620-48dd-8b16-640f95048703\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 1.213}}, {\"33453\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-02-24 13:15:34.000000+00:00\", \"2020-03-16 20:07:36.000000+00:00\"], \"session_ids\": [\"eafa81ad-3cd2-4607-a32a-c56253cc0ea8\", \"c1e92a4d-ecec-406e-8acb-c8aed18bf4a7\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 2.62}}, {\"67525\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-01-26 15:23:15.000000+00:00\", \"2021-03-20 07:43:49.000000+00:00\"], \"session_ids\": [\"49dc409f-20bc-405e-8c2f-96fa3d5a9e90\", \"4090e59b-d59c-41a1-bc5f-5f88272fde4d\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.309}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"65868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-25 03:15:41.000000+00:00\", \"2023-02-06 20:13:09.000000+00:00\"], \"session_ids\": [\"6054a59d-d86e-49fc-ad95-b2ee5f4130e5\", \"39be4e07-2620-48dd-8b16-640f95048703\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 1.213}}, {\"33453\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-02-24 13:15:34.000000+00:00\", \"2020-03-16 20:07:36.000000+00:00\"], \"session_ids\": [\"eafa81ad-3cd2-4607-a32a-c56253cc0ea8\", \"c1e92a4d-ecec-406e-8acb-c8aed18bf4a7\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 2.62}}, {\"67525\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-01-26 15:23:15.000000+00:00\", \"2021-03-20 07:43:49.000000+00:00\"], \"session_ids\": [\"49dc409f-20bc-405e-8c2f-96fa3d5a9e90\", \"4090e59b-d59c-41a1-bc5f-5f88272fde4d\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.309}}]\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[{\"65868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-25 03:15:41.000000+00:00\", \"2023-02-06 20:13:09.000000+00:00\"], \"session_ids\": [\"6054a59d-d86e-49fc-ad95-b2ee5f4130e5\", \"39be4e07-2620-48dd-8b16-640f95048703\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 1.213}}, {\"33453\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-02-24 13:15:34.000000+00:00\", \"2020-03-16 20:07:36.000000+00:00\"], \"session_ids\": [\"eafa81ad-3cd2-4607-a32a-c56253cc0ea8\", \"c1e92a4d-ecec-406e-8acb-c8aed18bf4a7\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 2.62}}, {\"67525\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-01-26 15:23:15.000000+00:00\", \"2021-03-20 07:43:49.000000+00:00\"], \"session_ids\": [\"49dc409f-20bc-405e-8c2f-96fa3d5a9e90\", \"4090e59b-d59c-41a1-bc5f-5f88272fde4d\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.309}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you tell me about user with a site usage time that is below 901, exclusive 901 and in addition carry out sorting by city name in ascending order and in addition provide me only with 2 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"70024\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-21 23:12:51.000000+00:00\", \"2022-03-03 06:26:27.000000+00:00\", \"2021-03-12 05:38:32.000000+00:00\", \"2021-09-20 08:34:37.000000+00:00\", \"2022-05-26 20:20:09.000000+00:00\", \"2021-02-14 05:52:21.000000+00:00\"], \"session_ids\": [\"6cad003c-5256-4127-b7f5-434ce91d6d56\", \"dce7be07-0a7f-4d4b-9807-501331456d47\", \"d7383bbc-fa72-4901-83b8-6100a91a4c92\", \"6561d0e6-3683-4aed-aceb-5544dedefa79\", \"769792af-0d81-42d9-af89-be99eb3709c3\", \"1cd6e4b3-2eb4-4a70-860f-608d5aa400a9\"], \"total_duration\": 4124.0, \"total_sessions\": 6, \"mean_week_duration\": 33.528}, \"19100\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-02-05 07:41:49.000000+00:00\", \"2019-11-04 21:56:21.000000+00:00\", \"2023-06-29 08:38:48.000000+00:00\", \"2022-07-27 15:01:38.000000+00:00\", \"2021-10-15 05:31:32.000000+00:00\", \"2019-11-22 15:08:46.000000+00:00\", \"2019-08-20 04:36:56.000000+00:00\", \"2020-09-06 12:27:49.000000+00:00\", \"2020-06-18 18:41:41.000000+00:00\"], \"session_ids\": [\"c2c2dca2-c7ee-47e3-8f28-145e18c7abd4\", \"b3776b6e-a287-49ed-b012-5af58c51a17b\", \"2eec0426-8dda-43a7-8e2a-1771c599a7a8\", \"cd38abc1-3dba-4b84-b053-3aa72d53adaa\", \"8633ca41-653f-4db7-b731-7edbcc35e8f0\", \"93a45a82-906b-4d48-bafc-1e89336c7237\", \"01b17284-9925-47fe-841a-00325307e45b\", \"ab18f7d2-e52c-43fd-910c-bb59095afe26\", \"4b6dc9da-b40a-4e9c-85c5-00bd29b75504\"], \"total_duration\": 16199.0, \"total_sessions\": 9, \"mean_week_duration\": 80.193}, \"16037\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-01-01 01:19:31.000000+00:00\", \"2020-05-04 10:18:01.000000+00:00\", \"2019-11-07 01:03:37.000000+00:00\", \"2020-01-14 04:38:23.000000+00:00\"], \"session_ids\": [\"3515297f-22f6-4690-8c91-32ae2b75f619\", \"ef071814-72aa-4ddf-a2ea-9ebcce12f411\", \"ba1f051b-ea7e-41c7-a53b-1042a30be7ce\", \"a2f28f5c-d407-46dd-b2f1-b46ca1761e5a\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 1.692}, \"3221\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-11-12 19:32:14.000000+00:00\", \"2022-02-01 22:55:37.000000+00:00\", \"2023-04-11 00:41:44.000000+00:00\", \"2019-04-02 07:52:23.000000+00:00\"], \"session_ids\": [\"132d1a6b-c6d4-4c68-9ca9-43e7ebc08ac0\", \"f4e61e3e-9a0d-4b58-839c-7be2cf76f82c\", \"a24e8247-979d-40dd-8d99-74e431768b5e\", \"1d5bdc9c-14f6-436e-b4aa-899380a8ae76\"], \"total_duration\": 1610.0, \"total_sessions\": 4, \"mean_week_duration\": 7.667}, \"88392\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-13 16:04:41.000000+00:00\", \"2019-07-16 19:07:07.000000+00:00\"], \"session_ids\": [\"21bb6fdd-9566-4e59-b094-2d2de2d0e435\", \"466f849e-0bac-499c-9aeb-75bc7c9128d5\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.345}, \"46370\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-04-07 04:29:33.000000+00:00\", \"2021-02-25 02:56:34.000000+00:00\"], \"session_ids\": [\"e8c93518-f277-4ede-9853-455ad7f9aaaa\", \"40f83c80-ca51-427b-a3b2-dd0f8f42c3b7\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 3.809}, \"46696\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-09-20 04:08:31.000000+00:00\", \"2020-04-01 06:26:56.000000+00:00\", \"2020-02-23 06:27:30.000000+00:00\", \"2020-05-04 03:17:30.000000+00:00\", \"2023-01-15 05:56:12.000000+00:00\", \"2020-08-16 00:44:13.000000+00:00\", \"2019-03-14 08:35:44.000000+00:00\", \"2022-04-21 22:11:53.000000+00:00\", \"2022-08-16 01:41:11.000000+00:00\", \"2022-04-12 08:01:27.000000+00:00\"], \"session_ids\": [\"40e1fecb-c8fb-4868-afb2-3dc7137d2e52\", \"00719549-3bd8-4803-80f3-c96bf3cb9ef6\", \"979132a1-9cd2-4580-97f6-c19e6c72957b\", \"8322a3a3-92f5-4b2a-b3e4-0a0a673419d0\", \"a48efd60-0b54-4d38-ab09-7945df2b410f\", \"d956206f-f893-44df-b305-34013982c9b7\", \"573eeef6-0c12-440b-a71f-3facf407c534\", \"a2d3863b-0f4a-45b6-b9f9-43470ed7f19e\", \"25dd3eed-acc7-48e2-891a-66b99b6e4fdc\", \"be75039e-0572-42bc-9f78-78778da3696a\"], \"total_duration\": 229.0, \"total_sessions\": 10, \"mean_week_duration\": 1.139}, \"1372\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-16 10:36:54.000000+00:00\", \"2022-07-06 20:59:44.000000+00:00\"], \"session_ids\": [\"909c4095-9ef5-4848-a6cc-47585ab97a87\", \"d04319f3-7786-4132-b26f-7e3e4ff10f38\"], \"total_duration\": 330.0, \"total_sessions\": 2, \"mean_week_duration\": 2.115}, \"65051\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-18 14:59:31.000000+00:00\", \"2021-10-24 16:28:37.000000+00:00\"], \"session_ids\": [\"c2ef757e-7820-44dc-bc65-f4de5cbfa80d\", \"a2731137-dae3-4b77-b8cc-25236b924ad4\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 1.183}, \"35345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-10-05 16:09:36.000000+00:00\", \"2020-04-14 11:11:55.000000+00:00\", \"2020-08-15 15:47:26.000000+00:00\"], \"session_ids\": [\"061d99c6-2e8f-4953-9319-dbe3ca2ca618\", \"66f4ea1d-6f5f-455d-84fa-6d906b201047\", \"86010e72-0806-4deb-af24-0e89d2ed43a1\"], \"total_duration\": 632.0, \"total_sessions\": 3, \"mean_week_duration\": 4.862}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose total_duration are less than 901"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[901, 4934]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"16037\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-01-01 01:19:31.000000+00:00\", \"2020-05-04 10:18:01.000000+00:00\", \"2019-11-07 01:03:37.000000+00:00\", \"2020-01-14 04:38:23.000000+00:00\"], \"session_ids\": [\"3515297f-22f6-4690-8c91-32ae2b75f619\", \"ef071814-72aa-4ddf-a2ea-9ebcce12f411\", \"ba1f051b-ea7e-41c7-a53b-1042a30be7ce\", \"a2f28f5c-d407-46dd-b2f1-b46ca1761e5a\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 1.692}, \"88392\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-13 16:04:41.000000+00:00\", \"2019-07-16 19:07:07.000000+00:00\"], \"session_ids\": [\"21bb6fdd-9566-4e59-b094-2d2de2d0e435\", \"466f849e-0bac-499c-9aeb-75bc7c9128d5\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.345}, \"46370\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-04-07 04:29:33.000000+00:00\", \"2021-02-25 02:56:34.000000+00:00\"], \"session_ids\": [\"e8c93518-f277-4ede-9853-455ad7f9aaaa\", \"40f83c80-ca51-427b-a3b2-dd0f8f42c3b7\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 3.809}, \"46696\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-09-20 04:08:31.000000+00:00\", \"2020-04-01 06:26:56.000000+00:00\", \"2020-02-23 06:27:30.000000+00:00\", \"2020-05-04 03:17:30.000000+00:00\", \"2023-01-15 05:56:12.000000+00:00\", \"2020-08-16 00:44:13.000000+00:00\", \"2019-03-14 08:35:44.000000+00:00\", \"2022-04-21 22:11:53.000000+00:00\", \"2022-08-16 01:41:11.000000+00:00\", \"2022-04-12 08:01:27.000000+00:00\"], \"session_ids\": [\"40e1fecb-c8fb-4868-afb2-3dc7137d2e52\", \"00719549-3bd8-4803-80f3-c96bf3cb9ef6\", \"979132a1-9cd2-4580-97f6-c19e6c72957b\", \"8322a3a3-92f5-4b2a-b3e4-0a0a673419d0\", \"a48efd60-0b54-4d38-ab09-7945df2b410f\", \"d956206f-f893-44df-b305-34013982c9b7\", \"573eeef6-0c12-440b-a71f-3facf407c534\", \"a2d3863b-0f4a-45b6-b9f9-43470ed7f19e\", \"25dd3eed-acc7-48e2-891a-66b99b6e4fdc\", \"be75039e-0572-42bc-9f78-78778da3696a\"], \"total_duration\": 229.0, \"total_sessions\": 10, \"mean_week_duration\": 1.139}, \"1372\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-16 10:36:54.000000+00:00\", \"2022-07-06 20:59:44.000000+00:00\"], \"session_ids\": [\"909c4095-9ef5-4848-a6cc-47585ab97a87\", \"d04319f3-7786-4132-b26f-7e3e4ff10f38\"], \"total_duration\": 330.0, \"total_sessions\": 2, \"mean_week_duration\": 2.115}, \"65051\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-18 14:59:31.000000+00:00\", \"2021-10-24 16:28:37.000000+00:00\"], \"session_ids\": [\"c2ef757e-7820-44dc-bc65-f4de5cbfa80d\", \"a2731137-dae3-4b77-b8cc-25236b924ad4\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 1.183}, \"35345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-10-05 16:09:36.000000+00:00\", \"2020-04-14 11:11:55.000000+00:00\", \"2020-08-15 15:47:26.000000+00:00\"], \"session_ids\": [\"061d99c6-2e8f-4953-9319-dbe3ca2ca618\", \"66f4ea1d-6f5f-455d-84fa-6d906b201047\", \"86010e72-0806-4deb-af24-0e89d2ed43a1\"], \"total_duration\": 632.0, \"total_sessions\": 3, \"mean_week_duration\": 4.862}}\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[{\"88392\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-13 16:04:41.000000+00:00\", \"2019-07-16 19:07:07.000000+00:00\"], \"session_ids\": [\"21bb6fdd-9566-4e59-b094-2d2de2d0e435\", \"466f849e-0bac-499c-9aeb-75bc7c9128d5\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.345}}, {\"16037\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-01-01 01:19:31.000000+00:00\", \"2020-05-04 10:18:01.000000+00:00\", \"2019-11-07 01:03:37.000000+00:00\", \"2020-01-14 04:38:23.000000+00:00\"], \"session_ids\": [\"3515297f-22f6-4690-8c91-32ae2b75f619\", \"ef071814-72aa-4ddf-a2ea-9ebcce12f411\", \"ba1f051b-ea7e-41c7-a53b-1042a30be7ce\", \"a2f28f5c-d407-46dd-b2f1-b46ca1761e5a\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 1.692}}, {\"35345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-10-05 16:09:36.000000+00:00\", \"2020-04-14 11:11:55.000000+00:00\", \"2020-08-15 15:47:26.000000+00:00\"], \"session_ids\": [\"061d99c6-2e8f-4953-9319-dbe3ca2ca618\", \"66f4ea1d-6f5f-455d-84fa-6d906b201047\", \"86010e72-0806-4deb-af24-0e89d2ed43a1\"], \"total_duration\": 632.0, \"total_sessions\": 3, \"mean_week_duration\": 4.862}}, {\"1372\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-16 10:36:54.000000+00:00\", \"2022-07-06 20:59:44.000000+00:00\"], \"session_ids\": [\"909c4095-9ef5-4848-a6cc-47585ab97a87\", \"d04319f3-7786-4132-b26f-7e3e4ff10f38\"], \"total_duration\": 330.0, \"total_sessions\": 2, \"mean_week_duration\": 2.115}}, {\"46370\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-04-07 04:29:33.000000+00:00\", \"2021-02-25 02:56:34.000000+00:00\"], \"session_ids\": [\"e8c93518-f277-4ede-9853-455ad7f9aaaa\", \"40f83c80-ca51-427b-a3b2-dd0f8f42c3b7\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 3.809}}, {\"65051\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-18 14:59:31.000000+00:00\", \"2021-10-24 16:28:37.000000+00:00\"], \"session_ids\": [\"c2ef757e-7820-44dc-bc65-f4de5cbfa80d\", \"a2731137-dae3-4b77-b8cc-25236b924ad4\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 1.183}}, {\"46696\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-09-20 04:08:31.000000+00:00\", \"2020-04-01 06:26:56.000000+00:00\", \"2020-02-23 06:27:30.000000+00:00\", \"2020-05-04 03:17:30.000000+00:00\", \"2023-01-15 05:56:12.000000+00:00\", \"2020-08-16 00:44:13.000000+00:00\", \"2019-03-14 08:35:44.000000+00:00\", \"2022-04-21 22:11:53.000000+00:00\", \"2022-08-16 01:41:11.000000+00:00\", \"2022-04-12 08:01:27.000000+00:00\"], \"session_ids\": [\"40e1fecb-c8fb-4868-afb2-3dc7137d2e52\", \"00719549-3bd8-4803-80f3-c96bf3cb9ef6\", \"979132a1-9cd2-4580-97f6-c19e6c72957b\", \"8322a3a3-92f5-4b2a-b3e4-0a0a673419d0\", \"a48efd60-0b54-4d38-ab09-7945df2b410f\", \"d956206f-f893-44df-b305-34013982c9b7\", \"573eeef6-0c12-440b-a71f-3facf407c534\", \"a2d3863b-0f4a-45b6-b9f9-43470ed7f19e\", \"25dd3eed-acc7-48e2-891a-66b99b6e4fdc\", \"be75039e-0572-42bc-9f78-78778da3696a\"], \"total_duration\": 229.0, \"total_sessions\": 10, \"mean_week_duration\": 1.139}}]\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[{\"88392\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-13 16:04:41.000000+00:00\", \"2019-07-16 19:07:07.000000+00:00\"], \"session_ids\": [\"21bb6fdd-9566-4e59-b094-2d2de2d0e435\", \"466f849e-0bac-499c-9aeb-75bc7c9128d5\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.345}}, {\"16037\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-01-01 01:19:31.000000+00:00\", \"2020-05-04 10:18:01.000000+00:00\", \"2019-11-07 01:03:37.000000+00:00\", \"2020-01-14 04:38:23.000000+00:00\"], \"session_ids\": [\"3515297f-22f6-4690-8c91-32ae2b75f619\", \"ef071814-72aa-4ddf-a2ea-9ebcce12f411\", \"ba1f051b-ea7e-41c7-a53b-1042a30be7ce\", \"a2f28f5c-d407-46dd-b2f1-b46ca1761e5a\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 1.692}}]\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[{\"88392\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-13 16:04:41.000000+00:00\", \"2019-07-16 19:07:07.000000+00:00\"], \"session_ids\": [\"21bb6fdd-9566-4e59-b094-2d2de2d0e435\", \"466f849e-0bac-499c-9aeb-75bc7c9128d5\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.345}}, {\"16037\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-01-01 01:19:31.000000+00:00\", \"2020-05-04 10:18:01.000000+00:00\", \"2019-11-07 01:03:37.000000+00:00\", \"2020-01-14 04:38:23.000000+00:00\"], \"session_ids\": [\"3515297f-22f6-4690-8c91-32ae2b75f619\", \"ef071814-72aa-4ddf-a2ea-9ebcce12f411\", \"ba1f051b-ea7e-41c7-a53b-1042a30be7ce\", \"a2f28f5c-d407-46dd-b2f1-b46ca1761e5a\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 1.692}}]\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 3 users who have time in app per week = 19 + put to use sorting by time in app ascending."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"88549\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-12-27 00:46:15.000000+00:00\", \"2023-06-29 01:05:10.000000+00:00\"], \"session_ids\": [\"7ad8637e-2d9a-4519-a0d5-eb76a7333cd4\", \"76563952-9258-43b5-9820-5c7cbcaa226f\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 4.81}, \"71263\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-19 13:03:09.000000+00:00\", \"2020-11-08 12:53:39.000000+00:00\", \"2021-04-13 08:29:03.000000+00:00\"], \"session_ids\": [\"14210757-8692-4e0b-ba1e-474108e67605\", \"35ce3c30-d308-4951-9769-7ca5c7a4e157\", \"576e50f4-abfb-447a-84bd-d60c31a80915\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.164}, \"31665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-05 02:58:07.000000+00:00\", \"2023-02-21 23:15:13.000000+00:00\", \"2023-06-11 08:30:56.000000+00:00\", \"2022-11-09 00:04:56.000000+00:00\", \"2020-01-20 06:07:10.000000+00:00\"], \"session_ids\": [\"fcb6e255-739b-44cb-a755-79164eb52054\", \"ff6245c7-b0bd-449b-89aa-bc2dd9d256cf\", \"bf230349-2cff-4d46-99a6-eae71016a964\", \"4adbe8d9-b422-4c51-8bdf-0c86e7469f53\", \"c4338170-5e31-45a5-bb69-9f5c4eea90e9\"], \"total_duration\": 107.0, \"total_sessions\": 5, \"mean_week_duration\": 0.605}, \"14444\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-28 00:48:59.000000+00:00\", \"2019-01-17 15:13:12.000000+00:00\"], \"session_ids\": [\"09865701-ec94-4da6-8d2c-f6b4e904ff87\", \"f1e2234d-0d74-4e12-a45d-dd88eed938b5\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"91285\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-08-24 11:39:34.000000+00:00\", \"2023-01-13 21:00:14.000000+00:00\"], \"session_ids\": [\"c7eb862b-2b09-4d19-ad87-014a7ef1913f\", \"03ba28e2-08c9-440f-904b-d388fb420d57\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 6.562}, \"32822\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-30 20:50:51.000000+00:00\", \"2021-02-14 05:01:01.000000+00:00\", \"2019-03-09 04:54:47.000000+00:00\", \"2021-09-09 13:26:26.000000+00:00\"], \"session_ids\": [\"aa171e8d-c9f2-42e5-8fe9-7e7317523f9e\", \"79c154b0-0b58-42cb-8ba5-c5d541eb1583\", \"7f5d8041-7c6f-4c39-b41d-dacb2836705b\", \"d5e1b901-a7f1-4f24-af07-6ce83891c958\"], \"total_duration\": 1957.0, \"total_sessions\": 4, \"mean_week_duration\": 14.939}, \"14852\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 8, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-05-14 06:53:14.000000+00:00\", \"2020-06-12 23:17:58.000000+00:00\", \"2019-08-28 13:01:36.000000+00:00\"], \"session_ids\": [\"55d236a7-fe23-4c77-90d8-e40c1962c114\", \"63d9340b-a539-4202-8218-46b167a2ccaf\", \"3d5cfc5d-22c0-4ed6-86c1-9c1a975889a7\"], \"total_duration\": 587.0, \"total_sessions\": 3, \"mean_week_duration\": 4.134}, \"2782\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-11-21 05:43:58.000000+00:00\", \"2019-01-08 22:50:47.000000+00:00\", \"2021-09-04 10:56:42.000000+00:00\", \"2022-10-10 05:35:57.000000+00:00\"], \"session_ids\": [\"e9736e44-1fb4-4306-b6ae-1127bb344897\", \"8ed30945-4072-4a0a-8d13-b89b16186297\", \"3b6fa23f-8144-4e02-96c2-b8e0415f738b\", \"e2d99858-0313-4e4a-9308-0a93c023365d\"], \"total_duration\": 195.0, \"total_sessions\": 4, \"mean_week_duration\": 0.995}, \"21135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-02-06 09:25:07.000000+00:00\", \"2023-04-06 21:30:03.000000+00:00\", \"2022-07-10 08:58:39.000000+00:00\"], \"session_ids\": [\"0f8724f1-cfe3-42fb-a6c1-b730f0cffe63\", \"2ae7e49f-2fe6-497c-878f-d2c2136d151d\", \"f393f0e3-1855-4416-9ef1-7e1d39696a5e\"], \"total_duration\": 524.0, \"total_sessions\": 3, \"mean_week_duration\": 2.404}, \"26491\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-05-25 06:25:21.000000+00:00\", \"2020-03-20 20:03:10.000000+00:00\"], \"session_ids\": [\"d981da59-9214-4ea2-8df0-aadf61e22ec4\", \"93738d5d-e179-446f-ba9a-93fd2d6fbe06\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.64}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are 19"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[19, 49]]}}}\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": "Give me details on user who has time using the app per week less than 9 (not including) , moreover do sorting by number of sessions form the lowest value to the highest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"52690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-03-16 05:21:56.000000+00:00\", \"2022-01-11 17:46:07.000000+00:00\", \"2022-11-12 23:46:24.000000+00:00\", \"2021-10-23 16:42:13.000000+00:00\"], \"session_ids\": [\"5c39fce0-a5fd-4079-808f-f05ddf05889a\", \"b461cbdb-8aa0-4668-969e-92b9d212af60\", \"ec0c6556-fe39-4b0b-8527-980bdf0e66f4\", \"9fc9e0cd-eff1-4f10-95f9-6ab81be2217e\"], \"total_duration\": 850.0, \"total_sessions\": 4, \"mean_week_duration\": 15.455}, \"96759\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-06-13 17:16:21.000000+00:00\", \"2020-08-10 20:20:26.000000+00:00\"], \"session_ids\": [\"8de2725a-aa8d-468b-bbf1-de12896c484e\", \"71e1d495-fb71-48df-8aaf-b5dd59f23aed\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}, \"60762\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-02-10 02:57:50.000000+00:00\", \"2020-09-19 07:28:18.000000+00:00\", \"2021-02-15 17:32:53.000000+00:00\", \"2022-08-17 10:30:15.000000+00:00\"], \"session_ids\": [\"01064d6d-95fd-4a07-8fb3-e2408939207b\", \"a6fa1256-9fe2-4e7b-a0ac-178cb0f0bb7f\", \"ae7f31cb-cc11-4101-9c6d-dc037c5a0f91\", \"7c3249a8-4622-4282-9207-8b48e4f0298a\"], \"total_duration\": 982.0, \"total_sessions\": 4, \"mean_week_duration\": 9.82}, \"57990\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-04-25 08:29:40.000000+00:00\", \"2021-10-13 15:17:33.000000+00:00\", \"2020-10-27 01:51:43.000000+00:00\"], \"session_ids\": [\"0834b9cc-d846-44f6-914f-9f694aa23b29\", \"499b48cc-b668-4208-9f5f-887227dc19d6\", \"7d01fd5b-cf0f-4078-b474-3e12a75f5c04\"], \"total_duration\": 700.0, \"total_sessions\": 3, \"mean_week_duration\": 13.725}, \"90684\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-11-18 21:16:30.000000+00:00\", \"2021-08-25 05:29:30.000000+00:00\", \"2020-06-15 07:29:41.000000+00:00\", \"2022-07-19 13:54:26.000000+00:00\"], \"session_ids\": [\"0227e68f-739a-456a-9e09-8dfb69e5ca48\", \"044ea5dd-c2ca-47a0-bd6f-5f135ae8894d\", \"81ce94fa-887a-4cdd-b809-f9683fb93716\", \"3aba1c0f-7bd6-4b22-8281-5309d6c96300\"], \"total_duration\": 75.0, \"total_sessions\": 4, \"mean_week_duration\": 0.591}, \"13055\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-11-23 11:22:26.000000+00:00\", \"2020-04-12 10:40:43.000000+00:00\", \"2021-01-08 17:35:48.000000+00:00\", \"2020-05-05 19:25:25.000000+00:00\", \"2022-04-27 15:57:02.000000+00:00\", \"2019-10-26 19:51:06.000000+00:00\", \"2019-11-29 14:46:14.000000+00:00\"], \"session_ids\": [\"11fc183c-4a81-475b-ae36-0b285e91a3fd\", \"ff135517-c86a-402f-82fa-adb5dac1e509\", \"43b593c4-702d-4bc1-9a78-fb6a1b82fe55\", \"12be434f-c161-4234-b79f-5f695048fa37\", \"82e194a5-d604-413f-946e-f71aa1e2f857\", \"69cfef5b-c4a4-4711-ac60-c900345cbeb2\", \"61e4d28e-035c-46db-9e67-25a9cee44e74\"], \"total_duration\": 3120.0, \"total_sessions\": 7, \"mean_week_duration\": 23.817}, \"34161\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-26 17:25:12.000000+00:00\", \"2021-11-04 10:36:27.000000+00:00\", \"2019-03-10 08:32:59.000000+00:00\", \"2020-01-18 05:37:19.000000+00:00\", \"2021-08-07 05:53:43.000000+00:00\", \"2020-07-12 14:37:55.000000+00:00\", \"2022-11-23 11:54:16.000000+00:00\"], \"session_ids\": [\"92cdabff-bb83-4802-909b-08ee40352e86\", \"4d81c625-88ed-4822-aef5-0dbfa38ebe01\", \"e2775045-622b-431b-aa20-5335a6183995\", \"0a0d7513-2acc-459a-894d-b94176b9378c\", \"6e32372b-08c0-4d53-a599-7443724b6847\", \"66f07aac-39fa-4d84-9838-ffa9f50f403e\", \"fcd39232-88b1-48e8-9a1a-33e3cfec19da\"], \"total_duration\": 281.0, \"total_sessions\": 7, \"mean_week_duration\": 1.448}, \"84449\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-04 11:37:00.000000+00:00\", \"2021-04-15 14:28:27.000000+00:00\"], \"session_ids\": [\"9a3289fb-8769-4637-97dc-82c986a362d1\", \"e4f976f7-87cd-4690-bd81-c74ca3666c26\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 2.472}, \"72908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-05-26 13:51:52.000000+00:00\", \"2019-12-10 22:50:43.000000+00:00\"], \"session_ids\": [\"d9733ce6-3300-488e-9814-b4e7e986e903\", \"a7bafa16-4048-4743-b596-d0e3374593a4\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 4.171}, \"9260\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-27 08:43:25.000000+00:00\", \"2021-12-25 06:15:52.000000+00:00\"], \"session_ids\": [\"8d73a1bf-16f0-4459-9a96-98b0997b8706\", \"a6e310a0-e3d3-451a-bf48-e5f1fdfd1ebf\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 3.651}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 9"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[9, 50]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"96759\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-06-13 17:16:21.000000+00:00\", \"2020-08-10 20:20:26.000000+00:00\"], \"session_ids\": [\"8de2725a-aa8d-468b-bbf1-de12896c484e\", \"71e1d495-fb71-48df-8aaf-b5dd59f23aed\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}, \"90684\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-11-18 21:16:30.000000+00:00\", \"2021-08-25 05:29:30.000000+00:00\", \"2020-06-15 07:29:41.000000+00:00\", \"2022-07-19 13:54:26.000000+00:00\"], \"session_ids\": [\"0227e68f-739a-456a-9e09-8dfb69e5ca48\", \"044ea5dd-c2ca-47a0-bd6f-5f135ae8894d\", \"81ce94fa-887a-4cdd-b809-f9683fb93716\", \"3aba1c0f-7bd6-4b22-8281-5309d6c96300\"], \"total_duration\": 75.0, \"total_sessions\": 4, \"mean_week_duration\": 0.591}, \"34161\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-26 17:25:12.000000+00:00\", \"2021-11-04 10:36:27.000000+00:00\", \"2019-03-10 08:32:59.000000+00:00\", \"2020-01-18 05:37:19.000000+00:00\", \"2021-08-07 05:53:43.000000+00:00\", \"2020-07-12 14:37:55.000000+00:00\", \"2022-11-23 11:54:16.000000+00:00\"], \"session_ids\": [\"92cdabff-bb83-4802-909b-08ee40352e86\", \"4d81c625-88ed-4822-aef5-0dbfa38ebe01\", \"e2775045-622b-431b-aa20-5335a6183995\", \"0a0d7513-2acc-459a-894d-b94176b9378c\", \"6e32372b-08c0-4d53-a599-7443724b6847\", \"66f07aac-39fa-4d84-9838-ffa9f50f403e\", \"fcd39232-88b1-48e8-9a1a-33e3cfec19da\"], \"total_duration\": 281.0, \"total_sessions\": 7, \"mean_week_duration\": 1.448}, \"84449\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-04 11:37:00.000000+00:00\", \"2021-04-15 14:28:27.000000+00:00\"], \"session_ids\": [\"9a3289fb-8769-4637-97dc-82c986a362d1\", \"e4f976f7-87cd-4690-bd81-c74ca3666c26\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 2.472}, \"72908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-05-26 13:51:52.000000+00:00\", \"2019-12-10 22:50:43.000000+00:00\"], \"session_ids\": [\"d9733ce6-3300-488e-9814-b4e7e986e903\", \"a7bafa16-4048-4743-b596-d0e3374593a4\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 4.171}, \"9260\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-27 08:43:25.000000+00:00\", \"2021-12-25 06:15:52.000000+00:00\"], \"session_ids\": [\"8d73a1bf-16f0-4459-9a96-98b0997b8706\", \"a6e310a0-e3d3-451a-bf48-e5f1fdfd1ebf\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 3.651}}\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[{\"96759\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-06-13 17:16:21.000000+00:00\", \"2020-08-10 20:20:26.000000+00:00\"], \"session_ids\": [\"8de2725a-aa8d-468b-bbf1-de12896c484e\", \"71e1d495-fb71-48df-8aaf-b5dd59f23aed\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}}, {\"84449\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-04 11:37:00.000000+00:00\", \"2021-04-15 14:28:27.000000+00:00\"], \"session_ids\": [\"9a3289fb-8769-4637-97dc-82c986a362d1\", \"e4f976f7-87cd-4690-bd81-c74ca3666c26\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 2.472}}, {\"72908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-05-26 13:51:52.000000+00:00\", \"2019-12-10 22:50:43.000000+00:00\"], \"session_ids\": [\"d9733ce6-3300-488e-9814-b4e7e986e903\", \"a7bafa16-4048-4743-b596-d0e3374593a4\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 4.171}}, {\"9260\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-27 08:43:25.000000+00:00\", \"2021-12-25 06:15:52.000000+00:00\"], \"session_ids\": [\"8d73a1bf-16f0-4459-9a96-98b0997b8706\", \"a6e310a0-e3d3-451a-bf48-e5f1fdfd1ebf\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 3.651}}, {\"90684\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-11-18 21:16:30.000000+00:00\", \"2021-08-25 05:29:30.000000+00:00\", \"2020-06-15 07:29:41.000000+00:00\", \"2022-07-19 13:54:26.000000+00:00\"], \"session_ids\": [\"0227e68f-739a-456a-9e09-8dfb69e5ca48\", \"044ea5dd-c2ca-47a0-bd6f-5f135ae8894d\", \"81ce94fa-887a-4cdd-b809-f9683fb93716\", \"3aba1c0f-7bd6-4b22-8281-5309d6c96300\"], \"total_duration\": 75.0, \"total_sessions\": 4, \"mean_week_duration\": 0.591}}, {\"34161\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-26 17:25:12.000000+00:00\", \"2021-11-04 10:36:27.000000+00:00\", \"2019-03-10 08:32:59.000000+00:00\", \"2020-01-18 05:37:19.000000+00:00\", \"2021-08-07 05:53:43.000000+00:00\", \"2020-07-12 14:37:55.000000+00:00\", \"2022-11-23 11:54:16.000000+00:00\"], \"session_ids\": [\"92cdabff-bb83-4802-909b-08ee40352e86\", \"4d81c625-88ed-4822-aef5-0dbfa38ebe01\", \"e2775045-622b-431b-aa20-5335a6183995\", \"0a0d7513-2acc-459a-894d-b94176b9378c\", \"6e32372b-08c0-4d53-a599-7443724b6847\", \"66f07aac-39fa-4d84-9838-ffa9f50f403e\", \"fcd39232-88b1-48e8-9a1a-33e3cfec19da\"], \"total_duration\": 281.0, \"total_sessions\": 7, \"mean_week_duration\": 1.448}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 1 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"96759\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-06-13 17:16:21.000000+00:00\", \"2020-08-10 20:20:26.000000+00:00\"], \"session_ids\": [\"8de2725a-aa8d-468b-bbf1-de12896c484e\", \"71e1d495-fb71-48df-8aaf-b5dd59f23aed\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}}]\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[{\"96759\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-06-13 17:16:21.000000+00:00\", \"2020-08-10 20:20:26.000000+00:00\"], \"session_ids\": [\"8de2725a-aa8d-468b-bbf1-de12896c484e\", \"71e1d495-fb71-48df-8aaf-b5dd59f23aed\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}}]\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": "I have a curiosity about 5 users whose total duration exceed 1823, exclusively 1823 also sort by city naming from the smallest value to the largest value."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"21198\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-10-27 07:58:20.000000+00:00\", \"2021-12-30 09:45:50.000000+00:00\"], \"session_ids\": [\"fa95eb77-146c-4240-b365-fb3e116c4f48\", \"329440f4-23e3-4088-afd1-5cc0259b0b8d\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 1.233}, \"84779\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-09-22 05:17:32.000000+00:00\", \"2021-10-09 09:35:55.000000+00:00\"], \"session_ids\": [\"dbd97e9f-e250-4c53-b9b4-b80408ff4a08\", \"776b810a-91fd-4f29-b3a9-e804c1d9f451\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 6.12}, \"2869\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-05 12:03:19.000000+00:00\", \"2019-06-23 13:56:54.000000+00:00\", \"2021-03-26 11:05:01.000000+00:00\", \"2019-06-03 03:40:39.000000+00:00\", \"2020-03-07 04:44:37.000000+00:00\"], \"session_ids\": [\"e5f0d683-2ead-48b7-afe3-4c8756ebee52\", \"475d9bc3-bbeb-4e65-b1e6-644e03c3ff26\", \"b5a950e7-54ea-4343-8499-90dce5913e79\", \"a7331a2a-5b9d-4049-bf90-45c63af8b707\", \"7181f94a-efe5-4728-970e-e2e276022591\"], \"total_duration\": 1884.0, \"total_sessions\": 5, \"mean_week_duration\": 19.832}, \"91000\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-01 14:36:45.000000+00:00\", \"2019-04-21 19:07:56.000000+00:00\"], \"session_ids\": [\"5607d822-88a7-49e3-88ba-0500e825fd57\", \"4680dc17-dac0-4a85-a45c-21f85fdfa544\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 6.56}, \"17639\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-04-10 00:03:56.000000+00:00\", \"2022-08-19 00:33:51.000000+00:00\", \"2021-01-20 08:59:50.000000+00:00\", \"2019-05-03 04:37:26.000000+00:00\", \"2021-03-18 08:07:05.000000+00:00\", \"2023-02-20 01:02:54.000000+00:00\"], \"session_ids\": [\"cda90424-720a-469c-81fb-c61d12326407\", \"485fea08-ba33-488b-9634-f38d96f6211c\", \"f5fe3b35-b931-4ccf-98f1-f90c588746fa\", \"e58cc387-b46d-4095-af00-3413f5f68216\", \"9dffec55-10e1-4904-8ec0-e2e3f92aac45\", \"80c13078-bf23-4fab-97a5-21fe024f4ae7\"], \"total_duration\": 108.0, \"total_sessions\": 6, \"mean_week_duration\": 0.543}, \"72369\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-03 06:47:22.000000+00:00\", \"2020-06-04 17:20:01.000000+00:00\", \"2020-07-25 09:08:11.000000+00:00\", \"2021-08-10 00:29:21.000000+00:00\", \"2021-03-10 14:47:42.000000+00:00\", \"2020-09-27 19:02:16.000000+00:00\", \"2022-04-22 07:15:06.000000+00:00\", \"2023-06-11 23:01:55.000000+00:00\"], \"session_ids\": [\"21598d0b-6a59-4ea9-a6f6-84ea56740e17\", \"148eaa76-6577-4ef8-8a80-744db69b4114\", \"f7cc70b2-7148-4c88-8de9-426f169da63c\", \"b1cba279-9467-4a8d-9b95-d1b75649140f\", \"d8073c2e-33de-4e62-8371-95165cdaf53d\", \"2b004cdc-3ee0-4790-bb26-ab4f661d747d\", \"a483db1e-686e-4a97-8215-4a6f4b59954a\", \"b05dddf8-2c5b-4022-bf2e-611f799a30cb\"], \"total_duration\": 10037.0, \"total_sessions\": 8, \"mean_week_duration\": 61.957}, \"48854\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-01-24 12:57:14.000000+00:00\", \"2021-05-25 23:54:25.000000+00:00\"], \"session_ids\": [\"dfb2dab1-0ced-4ba4-8301-96231a93792e\", \"ead175b5-ca91-44c0-a26b-76146e237f64\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 2.457}, \"97861\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-04-09 23:56:34.000000+00:00\", \"2022-12-21 20:51:50.000000+00:00\"], \"session_ids\": [\"aaa98149-3bc8-4fdd-89ae-5afb6bc67287\", \"f271b1a1-4ae3-41c1-8b98-eb4c0243ec6c\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 1.447}, \"40615\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-21 14:49:02.000000+00:00\", \"2019-11-16 00:40:55.000000+00:00\"], \"session_ids\": [\"8b25c8c9-a273-419b-a030-62132a8d2ac1\", \"6885d897-db92-4406-bad8-486aa5264c6d\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 3.852}, \"28707\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-05-13 18:15:34.000000+00:00\", \"2021-12-11 21:09:25.000000+00:00\", \"2021-10-15 12:36:46.000000+00:00\"], \"session_ids\": [\"309867af-69cf-4e58-9593-0d8d5b1ee7c0\", \"cf602246-2339-4a95-8725-5cb786d097b3\", \"c30a2850-b20e-4072-8f79-50db580bd824\"], \"total_duration\": 895.0, \"total_sessions\": 3, \"mean_week_duration\": 6.63}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 1823"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[1823, 4009]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"2869\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-05 12:03:19.000000+00:00\", \"2019-06-23 13:56:54.000000+00:00\", \"2021-03-26 11:05:01.000000+00:00\", \"2019-06-03 03:40:39.000000+00:00\", \"2020-03-07 04:44:37.000000+00:00\"], \"session_ids\": [\"e5f0d683-2ead-48b7-afe3-4c8756ebee52\", \"475d9bc3-bbeb-4e65-b1e6-644e03c3ff26\", \"b5a950e7-54ea-4343-8499-90dce5913e79\", \"a7331a2a-5b9d-4049-bf90-45c63af8b707\", \"7181f94a-efe5-4728-970e-e2e276022591\"], \"total_duration\": 1884.0, \"total_sessions\": 5, \"mean_week_duration\": 19.832}, \"72369\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-03 06:47:22.000000+00:00\", \"2020-06-04 17:20:01.000000+00:00\", \"2020-07-25 09:08:11.000000+00:00\", \"2021-08-10 00:29:21.000000+00:00\", \"2021-03-10 14:47:42.000000+00:00\", \"2020-09-27 19:02:16.000000+00:00\", \"2022-04-22 07:15:06.000000+00:00\", \"2023-06-11 23:01:55.000000+00:00\"], \"session_ids\": [\"21598d0b-6a59-4ea9-a6f6-84ea56740e17\", \"148eaa76-6577-4ef8-8a80-744db69b4114\", \"f7cc70b2-7148-4c88-8de9-426f169da63c\", \"b1cba279-9467-4a8d-9b95-d1b75649140f\", \"d8073c2e-33de-4e62-8371-95165cdaf53d\", \"2b004cdc-3ee0-4790-bb26-ab4f661d747d\", \"a483db1e-686e-4a97-8215-4a6f4b59954a\", \"b05dddf8-2c5b-4022-bf2e-611f799a30cb\"], \"total_duration\": 10037.0, \"total_sessions\": 8, \"mean_week_duration\": 61.957}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to city_name attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"72369\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-03 06:47:22.000000+00:00\", \"2020-06-04 17:20:01.000000+00:00\", \"2020-07-25 09:08:11.000000+00:00\", \"2021-08-10 00:29:21.000000+00:00\", \"2021-03-10 14:47:42.000000+00:00\", \"2020-09-27 19:02:16.000000+00:00\", \"2022-04-22 07:15:06.000000+00:00\", \"2023-06-11 23:01:55.000000+00:00\"], \"session_ids\": [\"21598d0b-6a59-4ea9-a6f6-84ea56740e17\", \"148eaa76-6577-4ef8-8a80-744db69b4114\", \"f7cc70b2-7148-4c88-8de9-426f169da63c\", \"b1cba279-9467-4a8d-9b95-d1b75649140f\", \"d8073c2e-33de-4e62-8371-95165cdaf53d\", \"2b004cdc-3ee0-4790-bb26-ab4f661d747d\", \"a483db1e-686e-4a97-8215-4a6f4b59954a\", \"b05dddf8-2c5b-4022-bf2e-611f799a30cb\"], \"total_duration\": 10037.0, \"total_sessions\": 8, \"mean_week_duration\": 61.957}}, {\"2869\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-05 12:03:19.000000+00:00\", \"2019-06-23 13:56:54.000000+00:00\", \"2021-03-26 11:05:01.000000+00:00\", \"2019-06-03 03:40:39.000000+00:00\", \"2020-03-07 04:44:37.000000+00:00\"], \"session_ids\": [\"e5f0d683-2ead-48b7-afe3-4c8756ebee52\", \"475d9bc3-bbeb-4e65-b1e6-644e03c3ff26\", \"b5a950e7-54ea-4343-8499-90dce5913e79\", \"a7331a2a-5b9d-4049-bf90-45c63af8b707\", \"7181f94a-efe5-4728-970e-e2e276022591\"], \"total_duration\": 1884.0, \"total_sessions\": 5, \"mean_week_duration\": 19.832}}]\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[{\"72369\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-03 06:47:22.000000+00:00\", \"2020-06-04 17:20:01.000000+00:00\", \"2020-07-25 09:08:11.000000+00:00\", \"2021-08-10 00:29:21.000000+00:00\", \"2021-03-10 14:47:42.000000+00:00\", \"2020-09-27 19:02:16.000000+00:00\", \"2022-04-22 07:15:06.000000+00:00\", \"2023-06-11 23:01:55.000000+00:00\"], \"session_ids\": [\"21598d0b-6a59-4ea9-a6f6-84ea56740e17\", \"148eaa76-6577-4ef8-8a80-744db69b4114\", \"f7cc70b2-7148-4c88-8de9-426f169da63c\", \"b1cba279-9467-4a8d-9b95-d1b75649140f\", \"d8073c2e-33de-4e62-8371-95165cdaf53d\", \"2b004cdc-3ee0-4790-bb26-ab4f661d747d\", \"a483db1e-686e-4a97-8215-4a6f4b59954a\", \"b05dddf8-2c5b-4022-bf2e-611f799a30cb\"], \"total_duration\": 10037.0, \"total_sessions\": 8, \"mean_week_duration\": 61.957}}, {\"2869\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-05 12:03:19.000000+00:00\", \"2019-06-23 13:56:54.000000+00:00\", \"2021-03-26 11:05:01.000000+00:00\", \"2019-06-03 03:40:39.000000+00:00\", \"2020-03-07 04:44:37.000000+00:00\"], \"session_ids\": [\"e5f0d683-2ead-48b7-afe3-4c8756ebee52\", \"475d9bc3-bbeb-4e65-b1e6-644e03c3ff26\", \"b5a950e7-54ea-4343-8499-90dce5913e79\", \"a7331a2a-5b9d-4049-bf90-45c63af8b707\", \"7181f94a-efe5-4728-970e-e2e276022591\"], \"total_duration\": 1884.0, \"total_sessions\": 5, \"mean_week_duration\": 19.832}}]\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[{\"72369\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-03 06:47:22.000000+00:00\", \"2020-06-04 17:20:01.000000+00:00\", \"2020-07-25 09:08:11.000000+00:00\", \"2021-08-10 00:29:21.000000+00:00\", \"2021-03-10 14:47:42.000000+00:00\", \"2020-09-27 19:02:16.000000+00:00\", \"2022-04-22 07:15:06.000000+00:00\", \"2023-06-11 23:01:55.000000+00:00\"], \"session_ids\": [\"21598d0b-6a59-4ea9-a6f6-84ea56740e17\", \"148eaa76-6577-4ef8-8a80-744db69b4114\", \"f7cc70b2-7148-4c88-8de9-426f169da63c\", \"b1cba279-9467-4a8d-9b95-d1b75649140f\", \"d8073c2e-33de-4e62-8371-95165cdaf53d\", \"2b004cdc-3ee0-4790-bb26-ab4f661d747d\", \"a483db1e-686e-4a97-8215-4a6f4b59954a\", \"b05dddf8-2c5b-4022-bf2e-611f799a30cb\"], \"total_duration\": 10037.0, \"total_sessions\": 8, \"mean_week_duration\": 61.957}}, {\"2869\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-05 12:03:19.000000+00:00\", \"2019-06-23 13:56:54.000000+00:00\", \"2021-03-26 11:05:01.000000+00:00\", \"2019-06-03 03:40:39.000000+00:00\", \"2020-03-07 04:44:37.000000+00:00\"], \"session_ids\": [\"e5f0d683-2ead-48b7-afe3-4c8756ebee52\", \"475d9bc3-bbeb-4e65-b1e6-644e03c3ff26\", \"b5a950e7-54ea-4343-8499-90dce5913e79\", \"a7331a2a-5b9d-4049-bf90-45c63af8b707\", \"7181f94a-efe5-4728-970e-e2e276022591\"], \"total_duration\": 1884.0, \"total_sessions\": 5, \"mean_week_duration\": 19.832}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'm interested in learning about 7 users who have the lowest duration summation of sessions per week plus apply sorting by count of sessions ascending , moreover provide me only with 3 pieces of data."
}
] |
[
{
"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{\"79697\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-03 21:40:07.000000+00:00\", \"2022-08-19 10:51:36.000000+00:00\", \"2021-02-19 03:18:14.000000+00:00\", \"2019-11-27 21:21:33.000000+00:00\", \"2019-10-30 20:39:39.000000+00:00\", \"2021-12-16 12:40:41.000000+00:00\", \"2021-09-27 07:02:10.000000+00:00\", \"2021-01-16 20:06:56.000000+00:00\", \"2019-08-28 15:53:18.000000+00:00\", \"2022-05-24 08:11:14.000000+00:00\", \"2019-04-08 23:04:14.000000+00:00\"], \"session_ids\": [\"c12f8854-560c-42aa-bd44-0113a5b1ff07\", \"bd8dd5f7-3564-43b4-b2f5-9e07c753a454\", \"7a9d919d-2345-40ff-aa96-a0db12c49330\", \"daf9bfa8-e0a0-43d2-acee-e19c5f7f9ef2\", \"5dc06210-0fcb-4c39-b4a3-19ce9481a080\", \"a79e649b-4a2f-469a-890b-529fada632b7\", \"7d5f84d2-5e75-439e-b927-125b4f9643f4\", \"c584a94d-8b2a-411d-a773-5cbd08330313\", \"90722849-8d54-4370-abd6-949f4890520b\", \"1edcdd12-560f-41d0-91f2-a234ac45d390\", \"18ba52a1-af55-4433-92d7-e87f08ecf9af\"], \"total_duration\": 47869.0, \"total_sessions\": 11, \"mean_week_duration\": 271.983}, \"45459\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-13 18:49:11.000000+00:00\", \"2021-06-16 12:25:00.000000+00:00\", \"2021-12-29 13:14:16.000000+00:00\"], \"session_ids\": [\"cdc7b2ac-0969-495d-b4e9-4bc13fe74a3d\", \"9c6f3733-7262-4fa2-a366-d3a9edc324e7\", \"76b4134d-1f9a-4f55-bf74-d99ccb87828c\"], \"total_duration\": 649.0, \"total_sessions\": 3, \"mean_week_duration\": 5.031}, \"50430\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-10 20:46:27.000000+00:00\", \"2020-05-18 19:56:35.000000+00:00\", \"2021-09-28 08:37:13.000000+00:00\", \"2023-06-03 17:16:14.000000+00:00\"], \"session_ids\": [\"97048b05-c4a8-471d-9a89-d0dc51698920\", \"7d9de397-a769-40e0-82d5-74a0e95f94fd\", \"1a6ca045-6a9e-4831-86b7-33c137ce5901\", \"b1288b26-fa03-4a5a-a78a-a80e13ae4f76\"], \"total_duration\": 180.0, \"total_sessions\": 4, \"mean_week_duration\": 1.132}, \"21186\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-20 18:00:09.000000+00:00\", \"2019-11-27 17:57:50.000000+00:00\", \"2022-01-13 23:10:31.000000+00:00\", \"2019-09-26 21:47:58.000000+00:00\", \"2022-01-28 02:30:16.000000+00:00\", \"2020-07-05 00:25:51.000000+00:00\", \"2021-10-16 14:28:30.000000+00:00\"], \"session_ids\": [\"4f071494-079b-4378-8743-edb71b785667\", \"64310fd7-714d-492c-ab27-1df7418116dd\", \"e81a48ed-d9fb-4ddb-8a94-52ae1b82417a\", \"ae1aae69-d862-4e65-9112-1a3a871dfd54\", \"e3370a56-17d8-472c-ba61-ee56a4b924e1\", \"25de8483-d009-4aca-bbe8-471e5b27112c\", \"ea90856a-583c-471d-b9db-817cb8d796e9\"], \"total_duration\": 4933.0, \"total_sessions\": 7, \"mean_week_duration\": 29.897}, \"32808\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-09-03 00:02:41.000000+00:00\", \"2020-06-04 02:05:34.000000+00:00\", \"2023-02-22 14:15:24.000000+00:00\", \"2019-11-05 06:15:26.000000+00:00\"], \"session_ids\": [\"04042b68-e80b-4260-9276-d9694fccba0d\", \"2bbba6e3-9968-47a9-9422-a23cc4721daa\", \"f53df7a8-dd89-4c44-9dd7-a72da24e7e5a\", \"4e1d2c93-3946-4ee2-abbe-ce7512932279\"], \"total_duration\": 1519.0, \"total_sessions\": 4, \"mean_week_duration\": 8.346}, \"41471\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-04-04 23:55:34.000000+00:00\", \"2022-11-17 11:46:39.000000+00:00\"], \"session_ids\": [\"f4e7dfb5-352e-4cd6-bd5b-7f71ab4a5de7\", \"b4c8503b-df17-4d9f-aeec-b0d3bfdb23e0\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 5.682}, \"13230\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-08 07:57:20.000000+00:00\", \"2020-01-02 06:29:31.000000+00:00\"], \"session_ids\": [\"0f3456f4-4546-4ece-82af-c85c7926baa0\", \"e4f1f7fd-9dbe-45c1-9f3a-feaa346df684\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 2.886}, \"18224\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-20 14:07:53.000000+00:00\", \"2022-05-21 12:34:09.000000+00:00\"], \"session_ids\": [\"9da1da21-7131-4288-ae42-9ee11cdfabaf\", \"e9d52947-f69b-4da0-94ca-14b1e6e2768e\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 2.378}, \"86393\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-13 14:01:19.000000+00:00\", \"2021-05-04 02:10:35.000000+00:00\"], \"session_ids\": [\"c238b070-fbba-449e-baf4-306207407bc2\", \"2bfd0294-6c90-4372-9a4e-98f341398657\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 2.63}, \"26281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-08-05 17:35:53.000000+00:00\", \"2020-11-11 13:02:30.000000+00:00\"], \"session_ids\": [\"664005d2-d609-4f09-a9f1-9492462bbd44\", \"89f28291-d2c2-41dd-adb7-1b6965fefb62\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.637}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the lowest 7 mean_week_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 7}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"26281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-08-05 17:35:53.000000+00:00\", \"2020-11-11 13:02:30.000000+00:00\"], \"session_ids\": [\"664005d2-d609-4f09-a9f1-9492462bbd44\", \"89f28291-d2c2-41dd-adb7-1b6965fefb62\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.637}}, {\"50430\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-10 20:46:27.000000+00:00\", \"2020-05-18 19:56:35.000000+00:00\", \"2021-09-28 08:37:13.000000+00:00\", \"2023-06-03 17:16:14.000000+00:00\"], \"session_ids\": [\"97048b05-c4a8-471d-9a89-d0dc51698920\", \"7d9de397-a769-40e0-82d5-74a0e95f94fd\", \"1a6ca045-6a9e-4831-86b7-33c137ce5901\", \"b1288b26-fa03-4a5a-a78a-a80e13ae4f76\"], \"total_duration\": 180.0, \"total_sessions\": 4, \"mean_week_duration\": 1.132}}, {\"18224\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-20 14:07:53.000000+00:00\", \"2022-05-21 12:34:09.000000+00:00\"], \"session_ids\": [\"9da1da21-7131-4288-ae42-9ee11cdfabaf\", \"e9d52947-f69b-4da0-94ca-14b1e6e2768e\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 2.378}}, {\"86393\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-13 14:01:19.000000+00:00\", \"2021-05-04 02:10:35.000000+00:00\"], \"session_ids\": [\"c238b070-fbba-449e-baf4-306207407bc2\", \"2bfd0294-6c90-4372-9a4e-98f341398657\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 2.63}}, {\"13230\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-08 07:57:20.000000+00:00\", \"2020-01-02 06:29:31.000000+00:00\"], \"session_ids\": [\"0f3456f4-4546-4ece-82af-c85c7926baa0\", \"e4f1f7fd-9dbe-45c1-9f3a-feaa346df684\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 2.886}}, {\"45459\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-13 18:49:11.000000+00:00\", \"2021-06-16 12:25:00.000000+00:00\", \"2021-12-29 13:14:16.000000+00:00\"], \"session_ids\": [\"cdc7b2ac-0969-495d-b4e9-4bc13fe74a3d\", \"9c6f3733-7262-4fa2-a366-d3a9edc324e7\", \"76b4134d-1f9a-4f55-bf74-d99ccb87828c\"], \"total_duration\": 649.0, \"total_sessions\": 3, \"mean_week_duration\": 5.031}}, {\"41471\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-04-04 23:55:34.000000+00:00\", \"2022-11-17 11:46:39.000000+00:00\"], \"session_ids\": [\"f4e7dfb5-352e-4cd6-bd5b-7f71ab4a5de7\", \"b4c8503b-df17-4d9f-aeec-b0d3bfdb23e0\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 5.682}}]\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[{\"26281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-08-05 17:35:53.000000+00:00\", \"2020-11-11 13:02:30.000000+00:00\"], \"session_ids\": [\"664005d2-d609-4f09-a9f1-9492462bbd44\", \"89f28291-d2c2-41dd-adb7-1b6965fefb62\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.637}}, {\"18224\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-20 14:07:53.000000+00:00\", \"2022-05-21 12:34:09.000000+00:00\"], \"session_ids\": [\"9da1da21-7131-4288-ae42-9ee11cdfabaf\", \"e9d52947-f69b-4da0-94ca-14b1e6e2768e\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 2.378}}, {\"86393\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-13 14:01:19.000000+00:00\", \"2021-05-04 02:10:35.000000+00:00\"], \"session_ids\": [\"c238b070-fbba-449e-baf4-306207407bc2\", \"2bfd0294-6c90-4372-9a4e-98f341398657\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 2.63}}, {\"13230\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-08 07:57:20.000000+00:00\", \"2020-01-02 06:29:31.000000+00:00\"], \"session_ids\": [\"0f3456f4-4546-4ece-82af-c85c7926baa0\", \"e4f1f7fd-9dbe-45c1-9f3a-feaa346df684\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 2.886}}, {\"41471\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-04-04 23:55:34.000000+00:00\", \"2022-11-17 11:46:39.000000+00:00\"], \"session_ids\": [\"f4e7dfb5-352e-4cd6-bd5b-7f71ab4a5de7\", \"b4c8503b-df17-4d9f-aeec-b0d3bfdb23e0\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 5.682}}, {\"45459\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-13 18:49:11.000000+00:00\", \"2021-06-16 12:25:00.000000+00:00\", \"2021-12-29 13:14:16.000000+00:00\"], \"session_ids\": [\"cdc7b2ac-0969-495d-b4e9-4bc13fe74a3d\", \"9c6f3733-7262-4fa2-a366-d3a9edc324e7\", \"76b4134d-1f9a-4f55-bf74-d99ccb87828c\"], \"total_duration\": 649.0, \"total_sessions\": 3, \"mean_week_duration\": 5.031}}, {\"50430\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-10 20:46:27.000000+00:00\", \"2020-05-18 19:56:35.000000+00:00\", \"2021-09-28 08:37:13.000000+00:00\", \"2023-06-03 17:16:14.000000+00:00\"], \"session_ids\": [\"97048b05-c4a8-471d-9a89-d0dc51698920\", \"7d9de397-a769-40e0-82d5-74a0e95f94fd\", \"1a6ca045-6a9e-4831-86b7-33c137ce5901\", \"b1288b26-fa03-4a5a-a78a-a80e13ae4f76\"], \"total_duration\": 180.0, \"total_sessions\": 4, \"mean_week_duration\": 1.132}}]\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[{\"26281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-08-05 17:35:53.000000+00:00\", \"2020-11-11 13:02:30.000000+00:00\"], \"session_ids\": [\"664005d2-d609-4f09-a9f1-9492462bbd44\", \"89f28291-d2c2-41dd-adb7-1b6965fefb62\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.637}}, {\"18224\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-20 14:07:53.000000+00:00\", \"2022-05-21 12:34:09.000000+00:00\"], \"session_ids\": [\"9da1da21-7131-4288-ae42-9ee11cdfabaf\", \"e9d52947-f69b-4da0-94ca-14b1e6e2768e\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 2.378}}, {\"86393\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-13 14:01:19.000000+00:00\", \"2021-05-04 02:10:35.000000+00:00\"], \"session_ids\": [\"c238b070-fbba-449e-baf4-306207407bc2\", \"2bfd0294-6c90-4372-9a4e-98f341398657\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 2.63}}]\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[{\"26281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-08-05 17:35:53.000000+00:00\", \"2020-11-11 13:02:30.000000+00:00\"], \"session_ids\": [\"664005d2-d609-4f09-a9f1-9492462bbd44\", \"89f28291-d2c2-41dd-adb7-1b6965fefb62\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.637}}, {\"18224\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-20 14:07:53.000000+00:00\", \"2022-05-21 12:34:09.000000+00:00\"], \"session_ids\": [\"9da1da21-7131-4288-ae42-9ee11cdfabaf\", \"e9d52947-f69b-4da0-94ca-14b1e6e2768e\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 2.378}}, {\"86393\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-13 14:01:19.000000+00:00\", \"2021-05-04 02:10:35.000000+00:00\"], \"session_ids\": [\"c238b070-fbba-449e-baf4-306207407bc2\", \"2bfd0294-6c90-4372-9a4e-98f341398657\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 2.63}}]\n```\n\n```\n"
}
] |
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