conversations
list |
|---|
[
{
"role": "message-agent",
"value": "Thought: I need to accomplish that task and transfer the data to the requester."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"69401\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-01-29 17:53:55.000000+00:00\", \"2022-05-24 19:01:49.000000+00:00\", \"2023-06-17 21:34:46.000000+00:00\"], \"session_ids\": [\"c5b82f3b-0685-499c-a935-507ae817e4d1\", \"83550602-3aa2-4863-b97c-4c7e655c2b85\", \"d3f3fa41-d194-4e18-8857-8d39e512dfba\"], \"total_duration\": 522.0, \"total_sessions\": 3, \"mean_week_duration\": 7.25}}, {\"99010\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-19 20:35:09.000000+00:00\", \"2019-01-18 11:31:24.000000+00:00\"], \"session_ids\": [\"d5d8f01d-f238-4111-bade-11f179c20f44\", \"9b01608b-7f57-4695-a58e-7fbbe0ef7fb5\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 23.333}}, {\"7216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-17 09:21:55.000000+00:00\", \"2020-10-28 15:59:02.000000+00:00\", \"2020-10-26 20:28:43.000000+00:00\", \"2020-12-02 03:44:20.000000+00:00\", \"2021-12-10 07:23:12.000000+00:00\", \"2020-03-24 06:44:27.000000+00:00\"], \"session_ids\": [\"d0a559bb-6cb0-4ea2-81a6-51f09f339d6e\", \"b232e9f5-89f7-4441-8202-b47fcc43eebb\", \"cf9bf8d5-c7a2-4a32-bb6b-c8a653866b6e\", \"ae0b3800-0732-4d68-afeb-b2cf45477a2c\", \"61fbc0bf-0744-4c73-a227-f49807a12475\", \"4b5d3480-3666-4468-ae88-cca1d7ee1b50\"], \"total_duration\": 3101.0, \"total_sessions\": 6, \"mean_week_duration\": 34.456}}]\n```\n\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 4 users who don't currently live in cities Copenhagen, Caracas, Ho Chi Minh City, Kuala Lumpur, San Pedro, Buenos Aires, Bogota in addition implement sorting by duration of sessions per week in desc , provide me only with 3 pieces of data."
}
] |
[
{
"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{\"73593\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-04-19 06:38:08.000000+00:00\", \"2022-09-02 07:17:55.000000+00:00\"], \"session_ids\": [\"912f5b31-94f1-4e11-8ed7-975abdb328df\", \"8894f1e0-35a0-4ec1-b00a-fbf7cf6749dc\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.091}, \"53614\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-07-13 10:00:46.000000+00:00\", \"2021-06-07 20:10:11.000000+00:00\", \"2022-08-11 22:20:54.000000+00:00\", \"2021-08-02 05:09:19.000000+00:00\", \"2020-03-28 01:13:26.000000+00:00\", \"2023-02-14 00:49:57.000000+00:00\", \"2021-08-17 01:41:26.000000+00:00\", \"2022-12-03 23:36:44.000000+00:00\"], \"session_ids\": [\"5890acf4-ce7e-4300-a0f0-18b405357437\", \"ba0c0c87-03f1-4e90-b3ab-d1eacbcf41ee\", \"834b805c-e99a-4784-8193-152c99b2a836\", \"d6ae551a-062e-4344-a720-497a26adacab\", \"8f72fef6-1cff-45af-824f-cf7c2407c6a2\", \"dd6444af-1584-4409-b792-36fbc09964ac\", \"9a63842e-ab5c-40aa-92e0-99a3ca2330ab\", \"d0853438-a065-4aa0-8c87-ce090a6e255a\"], \"total_duration\": 2655.0, \"total_sessions\": 8, \"mean_week_duration\": 17.583}, \"61608\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-21 08:58:36.000000+00:00\", \"2022-03-13 07:26:40.000000+00:00\", \"2020-01-26 08:49:01.000000+00:00\"], \"session_ids\": [\"c73ac768-e580-4ac7-89f1-9c05c1ed3547\", \"af3c4e87-9b9e-47f8-8898-f6f9222e0914\", \"8a6164a8-ef3a-4ff8-a09b-76803d6c97f2\"], \"total_duration\": 682.0, \"total_sessions\": 3, \"mean_week_duration\": 6.144}, \"80394\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-05-19 12:24:20.000000+00:00\", \"2019-12-02 07:02:34.000000+00:00\", \"2023-06-29 17:18:19.000000+00:00\"], \"session_ids\": [\"4209232b-dafd-49c9-a307-5371d30e14fb\", \"25dcaa02-d226-49dd-bcfa-1075cfc167ec\", \"b4cb3cf2-5f49-4709-a852-539dd7bbad2d\"], \"total_duration\": 715.0, \"total_sessions\": 3, \"mean_week_duration\": 3.326}, \"8710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-16 11:32:26.000000+00:00\", \"2020-08-29 01:52:54.000000+00:00\"], \"session_ids\": [\"3867a7b6-1d65-4f53-89c3-6baac2bcc812\", \"07469fba-03c6-46f6-9c4a-2dc796d010d5\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.805}, \"11875\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-15 15:21:40.000000+00:00\", \"2019-10-27 18:16:36.000000+00:00\"], \"session_ids\": [\"693c2450-be01-4326-a2a5-a45a90f8d99e\", \"c0b59e0d-b94c-4abb-b57b-0c3a43a35ded\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.632}, \"6901\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-30 13:47:27.000000+00:00\", \"2021-10-03 10:13:32.000000+00:00\", \"2023-05-30 10:06:23.000000+00:00\", \"2020-01-09 03:46:28.000000+00:00\", \"2021-12-05 00:58:40.000000+00:00\", \"2022-06-24 11:06:47.000000+00:00\", \"2019-08-10 17:59:50.000000+00:00\", \"2021-01-08 09:10:00.000000+00:00\", \"2020-09-23 23:43:11.000000+00:00\", \"2020-08-11 03:37:25.000000+00:00\"], \"session_ids\": [\"a0916733-7383-4dce-ab6c-6e4f91454c9d\", \"306e3813-b2d7-4fdf-b90c-bef1d839f173\", \"155555e1-918a-43e1-a802-7644838f5c04\", \"d1ecd755-ee89-4c30-8cad-b49e0fc2cf79\", \"182df066-91ed-401c-ab3d-a5e27be7b61b\", \"c50527be-ce63-4b3a-a9f5-1a210cdb7a83\", \"129b51f1-e3c4-4dc9-9006-dc2d2fe5cad8\", \"72f1d73e-7088-4333-8b24-95d9ba3d8713\", \"8a243bc4-6ed2-4f25-b48a-cafc47d18803\", \"48659265-2dac-4da5-9f47-dbbc03e2f5ce\"], \"total_duration\": 128.0, \"total_sessions\": 10, \"mean_week_duration\": 0.643}, \"92966\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-02 08:04:48.000000+00:00\", \"2020-03-14 09:03:23.000000+00:00\", \"2022-03-30 23:31:24.000000+00:00\"], \"session_ids\": [\"406b664d-444d-467d-9a15-b8294d0c170c\", \"c4a32ee0-a4b6-47b7-855c-32d3185b42d4\", \"225d40b5-3d3a-4ce0-8454-38ef34032c34\"], \"total_duration\": 411.0, \"total_sessions\": 3, \"mean_week_duration\": 3.841}, \"11146\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-19 08:33:18.000000+00:00\", \"2022-01-07 23:07:24.000000+00:00\", \"2022-02-02 01:42:39.000000+00:00\", \"2020-07-06 00:40:50.000000+00:00\", \"2021-11-03 03:29:21.000000+00:00\"], \"session_ids\": [\"afd50fe0-75f6-4a69-93af-7eb44b3647bd\", \"c9e01b9b-0a5e-43c4-a87f-be31630d32de\", \"6e25a91f-6d33-4775-94ce-ec3265fe28d0\", \"3d92ca5e-7e15-4669-8148-22a5401a8ad5\", \"851a19cd-66ce-4058-bc67-17fe2417b983\"], \"total_duration\": 2081.0, \"total_sessions\": 5, \"mean_week_duration\": 18.748}, \"17060\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-12 08:17:59.000000+00:00\", \"2019-02-01 21:51:39.000000+00:00\", \"2022-05-23 19:19:54.000000+00:00\", \"2021-04-21 21:45:40.000000+00:00\", \"2022-08-16 10:52:09.000000+00:00\", \"2021-11-17 23:36:44.000000+00:00\"], \"session_ids\": [\"ad35dfb3-fe2a-4bf3-b69a-f21ca3b43924\", \"20777a9a-501c-4cff-b7f0-593543af4c63\", \"7c117d71-81d2-405a-8bd9-8d541d820f20\", \"f1f68bee-e4f4-4b21-9f4a-ed43e85f1b48\", \"1565791d-e039-4836-bf7e-94d1cc4b17b2\", \"d85be765-6ce4-4cd1-b524-b4ed15660be6\"], \"total_duration\": 2543.0, \"total_sessions\": 6, \"mean_week_duration\": 13.746}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name are not Copenhagen, Caracas, Ho Chi Minh City, Kuala Lumpur, San Pedro, Buenos Aires, Bogota"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Copenhagen\", \"Caracas\", \"Ho Chi Minh City\", \"Kuala Lumpur\", \"San Pedro\", \"Buenos Aires\", \"Bogota\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"73593\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-04-19 06:38:08.000000+00:00\", \"2022-09-02 07:17:55.000000+00:00\"], \"session_ids\": [\"912f5b31-94f1-4e11-8ed7-975abdb328df\", \"8894f1e0-35a0-4ec1-b00a-fbf7cf6749dc\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.091}, \"53614\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-07-13 10:00:46.000000+00:00\", \"2021-06-07 20:10:11.000000+00:00\", \"2022-08-11 22:20:54.000000+00:00\", \"2021-08-02 05:09:19.000000+00:00\", \"2020-03-28 01:13:26.000000+00:00\", \"2023-02-14 00:49:57.000000+00:00\", \"2021-08-17 01:41:26.000000+00:00\", \"2022-12-03 23:36:44.000000+00:00\"], \"session_ids\": [\"5890acf4-ce7e-4300-a0f0-18b405357437\", \"ba0c0c87-03f1-4e90-b3ab-d1eacbcf41ee\", \"834b805c-e99a-4784-8193-152c99b2a836\", \"d6ae551a-062e-4344-a720-497a26adacab\", \"8f72fef6-1cff-45af-824f-cf7c2407c6a2\", \"dd6444af-1584-4409-b792-36fbc09964ac\", \"9a63842e-ab5c-40aa-92e0-99a3ca2330ab\", \"d0853438-a065-4aa0-8c87-ce090a6e255a\"], \"total_duration\": 2655.0, \"total_sessions\": 8, \"mean_week_duration\": 17.583}, \"61608\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-21 08:58:36.000000+00:00\", \"2022-03-13 07:26:40.000000+00:00\", \"2020-01-26 08:49:01.000000+00:00\"], \"session_ids\": [\"c73ac768-e580-4ac7-89f1-9c05c1ed3547\", \"af3c4e87-9b9e-47f8-8898-f6f9222e0914\", \"8a6164a8-ef3a-4ff8-a09b-76803d6c97f2\"], \"total_duration\": 682.0, \"total_sessions\": 3, \"mean_week_duration\": 6.144}, \"8710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-16 11:32:26.000000+00:00\", \"2020-08-29 01:52:54.000000+00:00\"], \"session_ids\": [\"3867a7b6-1d65-4f53-89c3-6baac2bcc812\", \"07469fba-03c6-46f6-9c4a-2dc796d010d5\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.805}, \"6901\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-30 13:47:27.000000+00:00\", \"2021-10-03 10:13:32.000000+00:00\", \"2023-05-30 10:06:23.000000+00:00\", \"2020-01-09 03:46:28.000000+00:00\", \"2021-12-05 00:58:40.000000+00:00\", \"2022-06-24 11:06:47.000000+00:00\", \"2019-08-10 17:59:50.000000+00:00\", \"2021-01-08 09:10:00.000000+00:00\", \"2020-09-23 23:43:11.000000+00:00\", \"2020-08-11 03:37:25.000000+00:00\"], \"session_ids\": [\"a0916733-7383-4dce-ab6c-6e4f91454c9d\", \"306e3813-b2d7-4fdf-b90c-bef1d839f173\", \"155555e1-918a-43e1-a802-7644838f5c04\", \"d1ecd755-ee89-4c30-8cad-b49e0fc2cf79\", \"182df066-91ed-401c-ab3d-a5e27be7b61b\", \"c50527be-ce63-4b3a-a9f5-1a210cdb7a83\", \"129b51f1-e3c4-4dc9-9006-dc2d2fe5cad8\", \"72f1d73e-7088-4333-8b24-95d9ba3d8713\", \"8a243bc4-6ed2-4f25-b48a-cafc47d18803\", \"48659265-2dac-4da5-9f47-dbbc03e2f5ce\"], \"total_duration\": 128.0, \"total_sessions\": 10, \"mean_week_duration\": 0.643}, \"92966\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-02 08:04:48.000000+00:00\", \"2020-03-14 09:03:23.000000+00:00\", \"2022-03-30 23:31:24.000000+00:00\"], \"session_ids\": [\"406b664d-444d-467d-9a15-b8294d0c170c\", \"c4a32ee0-a4b6-47b7-855c-32d3185b42d4\", \"225d40b5-3d3a-4ce0-8454-38ef34032c34\"], \"total_duration\": 411.0, \"total_sessions\": 3, \"mean_week_duration\": 3.841}, \"11146\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-19 08:33:18.000000+00:00\", \"2022-01-07 23:07:24.000000+00:00\", \"2022-02-02 01:42:39.000000+00:00\", \"2020-07-06 00:40:50.000000+00:00\", \"2021-11-03 03:29:21.000000+00:00\"], \"session_ids\": [\"afd50fe0-75f6-4a69-93af-7eb44b3647bd\", \"c9e01b9b-0a5e-43c4-a87f-be31630d32de\", \"6e25a91f-6d33-4775-94ce-ec3265fe28d0\", \"3d92ca5e-7e15-4669-8148-22a5401a8ad5\", \"851a19cd-66ce-4058-bc67-17fe2417b983\"], \"total_duration\": 2081.0, \"total_sessions\": 5, \"mean_week_duration\": 18.748}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data by mean_week_duration attribute descendingly"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"11146\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-19 08:33:18.000000+00:00\", \"2022-01-07 23:07:24.000000+00:00\", \"2022-02-02 01:42:39.000000+00:00\", \"2020-07-06 00:40:50.000000+00:00\", \"2021-11-03 03:29:21.000000+00:00\"], \"session_ids\": [\"afd50fe0-75f6-4a69-93af-7eb44b3647bd\", \"c9e01b9b-0a5e-43c4-a87f-be31630d32de\", \"6e25a91f-6d33-4775-94ce-ec3265fe28d0\", \"3d92ca5e-7e15-4669-8148-22a5401a8ad5\", \"851a19cd-66ce-4058-bc67-17fe2417b983\"], \"total_duration\": 2081.0, \"total_sessions\": 5, \"mean_week_duration\": 18.748}}, {\"53614\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-07-13 10:00:46.000000+00:00\", \"2021-06-07 20:10:11.000000+00:00\", \"2022-08-11 22:20:54.000000+00:00\", \"2021-08-02 05:09:19.000000+00:00\", \"2020-03-28 01:13:26.000000+00:00\", \"2023-02-14 00:49:57.000000+00:00\", \"2021-08-17 01:41:26.000000+00:00\", \"2022-12-03 23:36:44.000000+00:00\"], \"session_ids\": [\"5890acf4-ce7e-4300-a0f0-18b405357437\", \"ba0c0c87-03f1-4e90-b3ab-d1eacbcf41ee\", \"834b805c-e99a-4784-8193-152c99b2a836\", \"d6ae551a-062e-4344-a720-497a26adacab\", \"8f72fef6-1cff-45af-824f-cf7c2407c6a2\", \"dd6444af-1584-4409-b792-36fbc09964ac\", \"9a63842e-ab5c-40aa-92e0-99a3ca2330ab\", \"d0853438-a065-4aa0-8c87-ce090a6e255a\"], \"total_duration\": 2655.0, \"total_sessions\": 8, \"mean_week_duration\": 17.583}}, {\"61608\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-21 08:58:36.000000+00:00\", \"2022-03-13 07:26:40.000000+00:00\", \"2020-01-26 08:49:01.000000+00:00\"], \"session_ids\": [\"c73ac768-e580-4ac7-89f1-9c05c1ed3547\", \"af3c4e87-9b9e-47f8-8898-f6f9222e0914\", \"8a6164a8-ef3a-4ff8-a09b-76803d6c97f2\"], \"total_duration\": 682.0, \"total_sessions\": 3, \"mean_week_duration\": 6.144}}, {\"92966\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-02 08:04:48.000000+00:00\", \"2020-03-14 09:03:23.000000+00:00\", \"2022-03-30 23:31:24.000000+00:00\"], \"session_ids\": [\"406b664d-444d-467d-9a15-b8294d0c170c\", \"c4a32ee0-a4b6-47b7-855c-32d3185b42d4\", \"225d40b5-3d3a-4ce0-8454-38ef34032c34\"], \"total_duration\": 411.0, \"total_sessions\": 3, \"mean_week_duration\": 3.841}}, {\"73593\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-04-19 06:38:08.000000+00:00\", \"2022-09-02 07:17:55.000000+00:00\"], \"session_ids\": [\"912f5b31-94f1-4e11-8ed7-975abdb328df\", \"8894f1e0-35a0-4ec1-b00a-fbf7cf6749dc\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.091}}, {\"8710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-16 11:32:26.000000+00:00\", \"2020-08-29 01:52:54.000000+00:00\"], \"session_ids\": [\"3867a7b6-1d65-4f53-89c3-6baac2bcc812\", \"07469fba-03c6-46f6-9c4a-2dc796d010d5\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.805}}, {\"6901\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-30 13:47:27.000000+00:00\", \"2021-10-03 10:13:32.000000+00:00\", \"2023-05-30 10:06:23.000000+00:00\", \"2020-01-09 03:46:28.000000+00:00\", \"2021-12-05 00:58:40.000000+00:00\", \"2022-06-24 11:06:47.000000+00:00\", \"2019-08-10 17:59:50.000000+00:00\", \"2021-01-08 09:10:00.000000+00:00\", \"2020-09-23 23:43:11.000000+00:00\", \"2020-08-11 03:37:25.000000+00:00\"], \"session_ids\": [\"a0916733-7383-4dce-ab6c-6e4f91454c9d\", \"306e3813-b2d7-4fdf-b90c-bef1d839f173\", \"155555e1-918a-43e1-a802-7644838f5c04\", \"d1ecd755-ee89-4c30-8cad-b49e0fc2cf79\", \"182df066-91ed-401c-ab3d-a5e27be7b61b\", \"c50527be-ce63-4b3a-a9f5-1a210cdb7a83\", \"129b51f1-e3c4-4dc9-9006-dc2d2fe5cad8\", \"72f1d73e-7088-4333-8b24-95d9ba3d8713\", \"8a243bc4-6ed2-4f25-b48a-cafc47d18803\", \"48659265-2dac-4da5-9f47-dbbc03e2f5ce\"], \"total_duration\": 128.0, \"total_sessions\": 10, \"mean_week_duration\": 0.643}}]\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[{\"11146\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-19 08:33:18.000000+00:00\", \"2022-01-07 23:07:24.000000+00:00\", \"2022-02-02 01:42:39.000000+00:00\", \"2020-07-06 00:40:50.000000+00:00\", \"2021-11-03 03:29:21.000000+00:00\"], \"session_ids\": [\"afd50fe0-75f6-4a69-93af-7eb44b3647bd\", \"c9e01b9b-0a5e-43c4-a87f-be31630d32de\", \"6e25a91f-6d33-4775-94ce-ec3265fe28d0\", \"3d92ca5e-7e15-4669-8148-22a5401a8ad5\", \"851a19cd-66ce-4058-bc67-17fe2417b983\"], \"total_duration\": 2081.0, \"total_sessions\": 5, \"mean_week_duration\": 18.748}}, {\"53614\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-07-13 10:00:46.000000+00:00\", \"2021-06-07 20:10:11.000000+00:00\", \"2022-08-11 22:20:54.000000+00:00\", \"2021-08-02 05:09:19.000000+00:00\", \"2020-03-28 01:13:26.000000+00:00\", \"2023-02-14 00:49:57.000000+00:00\", \"2021-08-17 01:41:26.000000+00:00\", \"2022-12-03 23:36:44.000000+00:00\"], \"session_ids\": [\"5890acf4-ce7e-4300-a0f0-18b405357437\", \"ba0c0c87-03f1-4e90-b3ab-d1eacbcf41ee\", \"834b805c-e99a-4784-8193-152c99b2a836\", \"d6ae551a-062e-4344-a720-497a26adacab\", \"8f72fef6-1cff-45af-824f-cf7c2407c6a2\", \"dd6444af-1584-4409-b792-36fbc09964ac\", \"9a63842e-ab5c-40aa-92e0-99a3ca2330ab\", \"d0853438-a065-4aa0-8c87-ce090a6e255a\"], \"total_duration\": 2655.0, \"total_sessions\": 8, \"mean_week_duration\": 17.583}}, {\"61608\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-21 08:58:36.000000+00:00\", \"2022-03-13 07:26:40.000000+00:00\", \"2020-01-26 08:49:01.000000+00:00\"], \"session_ids\": [\"c73ac768-e580-4ac7-89f1-9c05c1ed3547\", \"af3c4e87-9b9e-47f8-8898-f6f9222e0914\", \"8a6164a8-ef3a-4ff8-a09b-76803d6c97f2\"], \"total_duration\": 682.0, \"total_sessions\": 3, \"mean_week_duration\": 6.144}}]\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[{\"11146\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-19 08:33:18.000000+00:00\", \"2022-01-07 23:07:24.000000+00:00\", \"2022-02-02 01:42:39.000000+00:00\", \"2020-07-06 00:40:50.000000+00:00\", \"2021-11-03 03:29:21.000000+00:00\"], \"session_ids\": [\"afd50fe0-75f6-4a69-93af-7eb44b3647bd\", \"c9e01b9b-0a5e-43c4-a87f-be31630d32de\", \"6e25a91f-6d33-4775-94ce-ec3265fe28d0\", \"3d92ca5e-7e15-4669-8148-22a5401a8ad5\", \"851a19cd-66ce-4058-bc67-17fe2417b983\"], \"total_duration\": 2081.0, \"total_sessions\": 5, \"mean_week_duration\": 18.748}}, {\"53614\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-07-13 10:00:46.000000+00:00\", \"2021-06-07 20:10:11.000000+00:00\", \"2022-08-11 22:20:54.000000+00:00\", \"2021-08-02 05:09:19.000000+00:00\", \"2020-03-28 01:13:26.000000+00:00\", \"2023-02-14 00:49:57.000000+00:00\", \"2021-08-17 01:41:26.000000+00:00\", \"2022-12-03 23:36:44.000000+00:00\"], \"session_ids\": [\"5890acf4-ce7e-4300-a0f0-18b405357437\", \"ba0c0c87-03f1-4e90-b3ab-d1eacbcf41ee\", \"834b805c-e99a-4784-8193-152c99b2a836\", \"d6ae551a-062e-4344-a720-497a26adacab\", \"8f72fef6-1cff-45af-824f-cf7c2407c6a2\", \"dd6444af-1584-4409-b792-36fbc09964ac\", \"9a63842e-ab5c-40aa-92e0-99a3ca2330ab\", \"d0853438-a065-4aa0-8c87-ce090a6e255a\"], \"total_duration\": 2655.0, \"total_sessions\": 8, \"mean_week_duration\": 17.583}}, {\"61608\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-21 08:58:36.000000+00:00\", \"2022-03-13 07:26:40.000000+00:00\", \"2020-01-26 08:49:01.000000+00:00\"], \"session_ids\": [\"c73ac768-e580-4ac7-89f1-9c05c1ed3547\", \"af3c4e87-9b9e-47f8-8898-f6f9222e0914\", \"8a6164a8-ef3a-4ff8-a09b-76803d6c97f2\"], \"total_duration\": 682.0, \"total_sessions\": 3, \"mean_week_duration\": 6.144}}]\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 4 users with a sum of sessions that is above 8 and below 4, exclusively 4 and 8 and in addition perform sorting by urban center name in descending."
}
] |
[
{
"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{\"11326\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-17 16:41:21.000000+00:00\", \"2020-04-20 14:15:30.000000+00:00\"], \"session_ids\": [\"d1aa9fa1-700b-4ec0-bf93-8bff4238f02f\", \"2ebf0eb6-1bf0-4b85-898f-6ac38db5e9b6\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.824}, \"88989\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-04-12 09:15:26.000000+00:00\", \"2020-05-15 20:41:25.000000+00:00\"], \"session_ids\": [\"fdb515ee-2f70-4919-9d32-a6952b848125\", \"7f82e429-9abe-4e29-ad1a-0d783d3a3c12\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 3.062}, \"74167\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-30 11:55:47.000000+00:00\", \"2021-07-05 10:19:42.000000+00:00\", \"2022-08-31 02:40:42.000000+00:00\"], \"session_ids\": [\"7cdfc292-212e-4bdf-bbfc-cebe6cf91de7\", \"e725db17-14d5-4019-83fe-d504ce336ca7\", \"bf3be0b9-7c3b-48ee-8a84-d0ad67d93128\"], \"total_duration\": 232.0, \"total_sessions\": 3, \"mean_week_duration\": 1.441}, \"12154\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-07-02 05:32:09.000000+00:00\", \"2021-10-07 19:26:03.000000+00:00\", \"2019-03-18 02:53:15.000000+00:00\", \"2023-02-21 12:05:08.000000+00:00\", \"2021-06-10 16:06:23.000000+00:00\", \"2023-06-25 23:25:52.000000+00:00\", \"2021-12-24 16:49:37.000000+00:00\"], \"session_ids\": [\"3d8082fb-22f1-45d4-bb59-3a59fab73f78\", \"2e545141-9909-4437-b1de-885f38cf2d9d\", \"627e782b-f0a2-462c-b7b2-91f819cff756\", \"676bd1da-2651-4803-8383-757a5e368291\", \"7b10dcda-4654-4e78-b4d1-f69628d9765a\", \"af8d8512-5a0f-4c55-84ec-e43d8817f1fe\", \"5ee5c78a-8c8e-4f25-a127-88b1de55e911\"], \"total_duration\": 5948.0, \"total_sessions\": 7, \"mean_week_duration\": 26.673}, \"88624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-01 01:58:11.000000+00:00\", \"2022-05-19 10:30:31.000000+00:00\"], \"session_ids\": [\"62260d3e-5f82-4ecb-8e9f-4b7543585bf5\", \"8432da69-eb86-4b6f-8d13-5e1f019edee1\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 10.909}, \"21201\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-30 16:07:48.000000+00:00\", \"2022-11-17 22:37:39.000000+00:00\"], \"session_ids\": [\"56ba9724-39a1-4e67-b5fd-5633be582762\", \"65d88e2e-64be-4c83-a7f4-3a2aa3e739ce\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 1.744}, \"63633\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-07-18 15:27:58.000000+00:00\", \"2019-11-08 18:24:24.000000+00:00\", \"2023-03-09 12:07:32.000000+00:00\"], \"session_ids\": [\"e61795c0-bb59-43af-9c55-2fdd05b09945\", \"76231833-25fe-4dde-a842-d9f0e19eb944\", \"a60033da-aaef-434d-9e97-b64b34e1c238\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.274}, \"17050\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 7}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-03-23 14:01:53.000000+00:00\", \"2020-03-08 19:48:33.000000+00:00\", \"2020-01-31 08:09:08.000000+00:00\", \"2019-11-10 10:20:59.000000+00:00\"], \"session_ids\": [\"76eb203e-1ea9-4a93-a50e-e4c02a345c70\", \"77bf3458-db05-41c4-8cc5-be6afe5d4ffa\", \"d22c66a1-4618-4531-bcfc-3517c2248321\", \"af826cc8-199f-4da5-be89-70c36d3c2007\"], \"total_duration\": 46.0, \"total_sessions\": 4, \"mean_week_duration\": 0.639}, \"33207\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-12-19 22:33:29.000000+00:00\", \"2023-02-08 12:23:56.000000+00:00\", \"2019-04-06 11:47:13.000000+00:00\", \"2019-05-05 22:58:24.000000+00:00\", \"2020-12-14 00:13:26.000000+00:00\", \"2020-06-22 11:26:57.000000+00:00\", \"2023-01-24 00:38:19.000000+00:00\", \"2020-01-21 22:05:52.000000+00:00\", \"2020-04-02 20:06:50.000000+00:00\", \"2019-02-16 04:11:30.000000+00:00\"], \"session_ids\": [\"34a7afb8-2cbc-41b5-8ea4-474d6ff79d62\", \"d5ee7b0d-9ba0-4983-a810-bb30d0d71533\", \"6df7e66a-807d-42c7-ad8c-2bec3ec55d0b\", \"78c9ef8b-9dea-40b7-acfa-5559ebb726ab\", \"2109814b-e5e5-487a-a852-d6ebbaaca083\", \"4e8554b9-1473-4ecf-8829-5c01688bce01\", \"09d8a47d-5506-41cc-8dfc-ed5028f7b309\", \"121ff379-0a6c-4ee5-b309-60486ced63ff\", \"1ef992a7-0a63-42ef-80a5-36d4c09744d3\", \"fb3648d7-21ca-4f7c-a152-1143ca606b2f\"], \"total_duration\": 1525.0, \"total_sessions\": 10, \"mean_week_duration\": 7.332}, \"43133\": {\"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, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-02-14 22:52:59.000000+00:00\", \"2023-02-03 21:08:29.000000+00:00\"], \"session_ids\": [\"75508b88-9ded-4bb2-b17e-63c7137f0302\", \"15180c20-83f2-4f99-9127-f01fed401115\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 2.699}}\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 greater than 8"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"11326\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-17 16:41:21.000000+00:00\", \"2020-04-20 14:15:30.000000+00:00\"], \"session_ids\": [\"d1aa9fa1-700b-4ec0-bf93-8bff4238f02f\", \"2ebf0eb6-1bf0-4b85-898f-6ac38db5e9b6\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.824}, \"88989\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-04-12 09:15:26.000000+00:00\", \"2020-05-15 20:41:25.000000+00:00\"], \"session_ids\": [\"fdb515ee-2f70-4919-9d32-a6952b848125\", \"7f82e429-9abe-4e29-ad1a-0d783d3a3c12\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 3.062}, \"74167\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-30 11:55:47.000000+00:00\", \"2021-07-05 10:19:42.000000+00:00\", \"2022-08-31 02:40:42.000000+00:00\"], \"session_ids\": [\"7cdfc292-212e-4bdf-bbfc-cebe6cf91de7\", \"e725db17-14d5-4019-83fe-d504ce336ca7\", \"bf3be0b9-7c3b-48ee-8a84-d0ad67d93128\"], \"total_duration\": 232.0, \"total_sessions\": 3, \"mean_week_duration\": 1.441}, \"88624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-01 01:58:11.000000+00:00\", \"2022-05-19 10:30:31.000000+00:00\"], \"session_ids\": [\"62260d3e-5f82-4ecb-8e9f-4b7543585bf5\", \"8432da69-eb86-4b6f-8d13-5e1f019edee1\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 10.909}, \"21201\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-30 16:07:48.000000+00:00\", \"2022-11-17 22:37:39.000000+00:00\"], \"session_ids\": [\"56ba9724-39a1-4e67-b5fd-5633be582762\", \"65d88e2e-64be-4c83-a7f4-3a2aa3e739ce\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 1.744}, \"63633\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-07-18 15:27:58.000000+00:00\", \"2019-11-08 18:24:24.000000+00:00\", \"2023-03-09 12:07:32.000000+00:00\"], \"session_ids\": [\"e61795c0-bb59-43af-9c55-2fdd05b09945\", \"76231833-25fe-4dde-a842-d9f0e19eb944\", \"a60033da-aaef-434d-9e97-b64b34e1c238\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.274}, \"43133\": {\"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, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-02-14 22:52:59.000000+00:00\", \"2023-02-03 21:08:29.000000+00:00\"], \"session_ids\": [\"75508b88-9ded-4bb2-b17e-63c7137f0302\", \"15180c20-83f2-4f99-9127-f01fed401115\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 2.699}, \"33207\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-12-19 22:33:29.000000+00:00\", \"2023-02-08 12:23:56.000000+00:00\", \"2019-04-06 11:47:13.000000+00:00\", \"2019-05-05 22:58:24.000000+00:00\", \"2020-12-14 00:13:26.000000+00:00\", \"2020-06-22 11:26:57.000000+00:00\", \"2023-01-24 00:38:19.000000+00:00\", \"2020-01-21 22:05:52.000000+00:00\", \"2020-04-02 20:06:50.000000+00:00\", \"2019-02-16 04:11:30.000000+00:00\"], \"session_ids\": [\"34a7afb8-2cbc-41b5-8ea4-474d6ff79d62\", \"d5ee7b0d-9ba0-4983-a810-bb30d0d71533\", \"6df7e66a-807d-42c7-ad8c-2bec3ec55d0b\", \"78c9ef8b-9dea-40b7-acfa-5559ebb726ab\", \"2109814b-e5e5-487a-a852-d6ebbaaca083\", \"4e8554b9-1473-4ecf-8829-5c01688bce01\", \"09d8a47d-5506-41cc-8dfc-ed5028f7b309\", \"121ff379-0a6c-4ee5-b309-60486ced63ff\", \"1ef992a7-0a63-42ef-80a5-36d4c09744d3\", \"fb3648d7-21ca-4f7c-a152-1143ca606b2f\"], \"total_duration\": 1525.0, \"total_sessions\": 10, \"mean_week_duration\": 7.332}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"11326\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-17 16:41:21.000000+00:00\", \"2020-04-20 14:15:30.000000+00:00\"], \"session_ids\": [\"d1aa9fa1-700b-4ec0-bf93-8bff4238f02f\", \"2ebf0eb6-1bf0-4b85-898f-6ac38db5e9b6\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.824}}, {\"21201\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-30 16:07:48.000000+00:00\", \"2022-11-17 22:37:39.000000+00:00\"], \"session_ids\": [\"56ba9724-39a1-4e67-b5fd-5633be582762\", \"65d88e2e-64be-4c83-a7f4-3a2aa3e739ce\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 1.744}}, {\"74167\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-30 11:55:47.000000+00:00\", \"2021-07-05 10:19:42.000000+00:00\", \"2022-08-31 02:40:42.000000+00:00\"], \"session_ids\": [\"7cdfc292-212e-4bdf-bbfc-cebe6cf91de7\", \"e725db17-14d5-4019-83fe-d504ce336ca7\", \"bf3be0b9-7c3b-48ee-8a84-d0ad67d93128\"], \"total_duration\": 232.0, \"total_sessions\": 3, \"mean_week_duration\": 1.441}}, {\"88624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-01 01:58:11.000000+00:00\", \"2022-05-19 10:30:31.000000+00:00\"], \"session_ids\": [\"62260d3e-5f82-4ecb-8e9f-4b7543585bf5\", \"8432da69-eb86-4b6f-8d13-5e1f019edee1\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 10.909}}, {\"88989\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-04-12 09:15:26.000000+00:00\", \"2020-05-15 20:41:25.000000+00:00\"], \"session_ids\": [\"fdb515ee-2f70-4919-9d32-a6952b848125\", \"7f82e429-9abe-4e29-ad1a-0d783d3a3c12\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 3.062}}, {\"43133\": {\"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, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-02-14 22:52:59.000000+00:00\", \"2023-02-03 21:08:29.000000+00:00\"], \"session_ids\": [\"75508b88-9ded-4bb2-b17e-63c7137f0302\", \"15180c20-83f2-4f99-9127-f01fed401115\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 2.699}}, {\"63633\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-07-18 15:27:58.000000+00:00\", \"2019-11-08 18:24:24.000000+00:00\", \"2023-03-09 12:07:32.000000+00:00\"], \"session_ids\": [\"e61795c0-bb59-43af-9c55-2fdd05b09945\", \"76231833-25fe-4dde-a842-d9f0e19eb944\", \"a60033da-aaef-434d-9e97-b64b34e1c238\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.274}}, {\"33207\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-12-19 22:33:29.000000+00:00\", \"2023-02-08 12:23:56.000000+00:00\", \"2019-04-06 11:47:13.000000+00:00\", \"2019-05-05 22:58:24.000000+00:00\", \"2020-12-14 00:13:26.000000+00:00\", \"2020-06-22 11:26:57.000000+00:00\", \"2023-01-24 00:38:19.000000+00:00\", \"2020-01-21 22:05:52.000000+00:00\", \"2020-04-02 20:06:50.000000+00:00\", \"2019-02-16 04:11:30.000000+00:00\"], \"session_ids\": [\"34a7afb8-2cbc-41b5-8ea4-474d6ff79d62\", \"d5ee7b0d-9ba0-4983-a810-bb30d0d71533\", \"6df7e66a-807d-42c7-ad8c-2bec3ec55d0b\", \"78c9ef8b-9dea-40b7-acfa-5559ebb726ab\", \"2109814b-e5e5-487a-a852-d6ebbaaca083\", \"4e8554b9-1473-4ecf-8829-5c01688bce01\", \"09d8a47d-5506-41cc-8dfc-ed5028f7b309\", \"121ff379-0a6c-4ee5-b309-60486ced63ff\", \"1ef992a7-0a63-42ef-80a5-36d4c09744d3\", \"fb3648d7-21ca-4f7c-a152-1143ca606b2f\"], \"total_duration\": 1525.0, \"total_sessions\": 10, \"mean_week_duration\": 7.332}}]\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[{\"11326\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-17 16:41:21.000000+00:00\", \"2020-04-20 14:15:30.000000+00:00\"], \"session_ids\": [\"d1aa9fa1-700b-4ec0-bf93-8bff4238f02f\", \"2ebf0eb6-1bf0-4b85-898f-6ac38db5e9b6\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.824}}, {\"21201\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-30 16:07:48.000000+00:00\", \"2022-11-17 22:37:39.000000+00:00\"], \"session_ids\": [\"56ba9724-39a1-4e67-b5fd-5633be582762\", \"65d88e2e-64be-4c83-a7f4-3a2aa3e739ce\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 1.744}}, {\"74167\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-30 11:55:47.000000+00:00\", \"2021-07-05 10:19:42.000000+00:00\", \"2022-08-31 02:40:42.000000+00:00\"], \"session_ids\": [\"7cdfc292-212e-4bdf-bbfc-cebe6cf91de7\", \"e725db17-14d5-4019-83fe-d504ce336ca7\", \"bf3be0b9-7c3b-48ee-8a84-d0ad67d93128\"], \"total_duration\": 232.0, \"total_sessions\": 3, \"mean_week_duration\": 1.441}}, {\"88624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-01 01:58:11.000000+00:00\", \"2022-05-19 10:30:31.000000+00:00\"], \"session_ids\": [\"62260d3e-5f82-4ecb-8e9f-4b7543585bf5\", \"8432da69-eb86-4b6f-8d13-5e1f019edee1\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 10.909}}]\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[{\"11326\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-17 16:41:21.000000+00:00\", \"2020-04-20 14:15:30.000000+00:00\"], \"session_ids\": [\"d1aa9fa1-700b-4ec0-bf93-8bff4238f02f\", \"2ebf0eb6-1bf0-4b85-898f-6ac38db5e9b6\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.824}}, {\"21201\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-30 16:07:48.000000+00:00\", \"2022-11-17 22:37:39.000000+00:00\"], \"session_ids\": [\"56ba9724-39a1-4e67-b5fd-5633be582762\", \"65d88e2e-64be-4c83-a7f4-3a2aa3e739ce\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 1.744}}, {\"74167\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-30 11:55:47.000000+00:00\", \"2021-07-05 10:19:42.000000+00:00\", \"2022-08-31 02:40:42.000000+00:00\"], \"session_ids\": [\"7cdfc292-212e-4bdf-bbfc-cebe6cf91de7\", \"e725db17-14d5-4019-83fe-d504ce336ca7\", \"bf3be0b9-7c3b-48ee-8a84-d0ad67d93128\"], \"total_duration\": 232.0, \"total_sessions\": 3, \"mean_week_duration\": 1.441}}, {\"88624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-01 01:58:11.000000+00:00\", \"2022-05-19 10:30:31.000000+00:00\"], \"session_ids\": [\"62260d3e-5f82-4ecb-8e9f-4b7543585bf5\", \"8432da69-eb86-4b6f-8d13-5e1f019edee1\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 10.909}}]\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 4 users who aren't currently living in cities Lima, Cairo, Stockholm, Santo Domingo, Bridgetown and in addition perform sorting by total time using the app in desc order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"38506\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-10 12:13:49.000000+00:00\", \"2020-01-31 04:22:05.000000+00:00\"], \"session_ids\": [\"3568747a-5a9d-4d8a-ad98-f0b5fcb52989\", \"2a859f9b-00cb-4257-84d4-9b2a090538fa\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 4.052}, \"46152\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-03 22:46:09.000000+00:00\", \"2020-06-11 04:59:45.000000+00:00\"], \"session_ids\": [\"71b21af7-7c7a-4ffb-93c6-e83b98d0a427\", \"b208f95a-6367-490c-b033-69bff326dac4\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 1.645}, \"3484\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-23 04:19:00.000000+00:00\", \"2023-03-25 20:53:00.000000+00:00\", \"2023-06-01 18:59:06.000000+00:00\"], \"session_ids\": [\"63e46132-cac7-4785-84f2-c696bce54adf\", \"44cd76dc-1f2c-4263-81e7-f0588f87fc16\", \"f722b673-005d-476d-af44-c60b7f80f832\"], \"total_duration\": 809.0, \"total_sessions\": 3, \"mean_week_duration\": 3.852}, \"96478\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-19 00:27:43.000000+00:00\", \"2021-10-19 16:15:58.000000+00:00\"], \"session_ids\": [\"5b8bc629-b050-4d92-a50c-bc524df50fbc\", \"70e4d3cb-bd44-45bc-b777-fde78cd06010\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}, \"94029\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-17 18:10:46.000000+00:00\", \"2022-01-20 07:21:24.000000+00:00\", \"2020-06-23 09:07:11.000000+00:00\", \"2021-08-14 23:21:21.000000+00:00\", \"2020-07-13 01:47:53.000000+00:00\", \"2020-09-22 13:16:25.000000+00:00\", \"2020-08-11 15:41:21.000000+00:00\"], \"session_ids\": [\"bec00801-b399-4657-811b-fb55f1df6b0d\", \"de3dbf86-a90c-43e5-8a56-cc5117152ffc\", \"491c99a5-1f1a-4a7b-8afc-d5f7f32fb74b\", \"77436d90-672f-403c-bdd2-d03a7a422e09\", \"e2a08b60-c1d9-469e-ac4b-49714b49f171\", \"e11ded05-e111-42c1-befe-4dc772e6cc47\", \"a553ea20-e7dd-4005-9258-bf2f15044b60\"], \"total_duration\": 6275.0, \"total_sessions\": 7, \"mean_week_duration\": 41.283}, \"31682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-19 03:08:13.000000+00:00\", \"2019-02-08 00:38:04.000000+00:00\"], \"session_ids\": [\"eaa1c544-5b9a-4401-a24e-65b53250f9d0\", \"b98c3be1-e179-4165-b97c-6de576a3257c\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 1.94}, \"57836\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-10-21 12:29:18.000000+00:00\", \"2022-09-06 19:41:29.000000+00:00\", \"2019-06-22 14:58:26.000000+00:00\"], \"session_ids\": [\"161e382d-58cb-4131-a676-9587d03b2593\", \"80138e62-e6a8-46c4-a085-86e3a682a28d\", \"43c85d0c-3c32-4f56-aaef-984d225a21a3\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.121}, \"80678\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-11-17 04:24:41.000000+00:00\", \"2021-08-28 10:59:46.000000+00:00\", \"2022-10-11 17:45:05.000000+00:00\", \"2023-06-03 10:46:53.000000+00:00\", \"2021-09-12 05:44:01.000000+00:00\", \"2020-06-02 03:04:30.000000+00:00\"], \"session_ids\": [\"674fe4d8-e0d9-4cf7-91ae-71276068d3af\", \"7bf8da5e-86ae-4ea3-bdc7-7962986dd1ee\", \"58d88c77-b78c-4d49-8d83-44f2ca2110fc\", \"7d5cab5b-aa01-4892-9a2a-fbc8d77cc435\", \"9e86e6d8-64a9-45d2-aa7e-871c6dbbc2cf\", \"08abd21b-817d-4aba-8e57-e662dbc09a1f\"], \"total_duration\": 884.0, \"total_sessions\": 6, \"mean_week_duration\": 5.631}, \"92297\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-05-18 00:32:00.000000+00:00\", \"2019-09-10 00:39:49.000000+00:00\", \"2022-01-23 15:13:42.000000+00:00\", \"2020-06-11 23:12:44.000000+00:00\"], \"session_ids\": [\"bf1cace1-7961-4db9-a572-73cd0528d99b\", \"5ee8e508-694d-4176-82d2-0d3bed5adf80\", \"53fb9e45-f7b1-4d86-a00d-e01c10e0cd86\", \"572f6176-8c71-4a32-a713-766204995748\"], \"total_duration\": 1304.0, \"total_sessions\": 4, \"mean_week_duration\": 10.516}, \"71631\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-05-03 19:42:57.000000+00:00\", \"2022-02-18 18:22:16.000000+00:00\"], \"session_ids\": [\"abaeb80b-87b1-4f8d-af81-eed3cd45f830\", \"ef318484-e6a9-4530-b193-8846de358991\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.16}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's city_name are not Lima, Cairo, Stockholm, Santo Domingo, Bridgetown"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Lima\", \"Cairo\", \"Stockholm\", \"Santo Domingo\", \"Bridgetown\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"38506\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-10 12:13:49.000000+00:00\", \"2020-01-31 04:22:05.000000+00:00\"], \"session_ids\": [\"3568747a-5a9d-4d8a-ad98-f0b5fcb52989\", \"2a859f9b-00cb-4257-84d4-9b2a090538fa\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 4.052}, \"46152\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-03 22:46:09.000000+00:00\", \"2020-06-11 04:59:45.000000+00:00\"], \"session_ids\": [\"71b21af7-7c7a-4ffb-93c6-e83b98d0a427\", \"b208f95a-6367-490c-b033-69bff326dac4\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 1.645}, \"3484\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-23 04:19:00.000000+00:00\", \"2023-03-25 20:53:00.000000+00:00\", \"2023-06-01 18:59:06.000000+00:00\"], \"session_ids\": [\"63e46132-cac7-4785-84f2-c696bce54adf\", \"44cd76dc-1f2c-4263-81e7-f0588f87fc16\", \"f722b673-005d-476d-af44-c60b7f80f832\"], \"total_duration\": 809.0, \"total_sessions\": 3, \"mean_week_duration\": 3.852}, \"96478\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-19 00:27:43.000000+00:00\", \"2021-10-19 16:15:58.000000+00:00\"], \"session_ids\": [\"5b8bc629-b050-4d92-a50c-bc524df50fbc\", \"70e4d3cb-bd44-45bc-b777-fde78cd06010\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}, \"94029\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-17 18:10:46.000000+00:00\", \"2022-01-20 07:21:24.000000+00:00\", \"2020-06-23 09:07:11.000000+00:00\", \"2021-08-14 23:21:21.000000+00:00\", \"2020-07-13 01:47:53.000000+00:00\", \"2020-09-22 13:16:25.000000+00:00\", \"2020-08-11 15:41:21.000000+00:00\"], \"session_ids\": [\"bec00801-b399-4657-811b-fb55f1df6b0d\", \"de3dbf86-a90c-43e5-8a56-cc5117152ffc\", \"491c99a5-1f1a-4a7b-8afc-d5f7f32fb74b\", \"77436d90-672f-403c-bdd2-d03a7a422e09\", \"e2a08b60-c1d9-469e-ac4b-49714b49f171\", \"e11ded05-e111-42c1-befe-4dc772e6cc47\", \"a553ea20-e7dd-4005-9258-bf2f15044b60\"], \"total_duration\": 6275.0, \"total_sessions\": 7, \"mean_week_duration\": 41.283}, \"31682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-19 03:08:13.000000+00:00\", \"2019-02-08 00:38:04.000000+00:00\"], \"session_ids\": [\"eaa1c544-5b9a-4401-a24e-65b53250f9d0\", \"b98c3be1-e179-4165-b97c-6de576a3257c\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 1.94}, \"57836\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-10-21 12:29:18.000000+00:00\", \"2022-09-06 19:41:29.000000+00:00\", \"2019-06-22 14:58:26.000000+00:00\"], \"session_ids\": [\"161e382d-58cb-4131-a676-9587d03b2593\", \"80138e62-e6a8-46c4-a085-86e3a682a28d\", \"43c85d0c-3c32-4f56-aaef-984d225a21a3\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.121}, \"80678\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-11-17 04:24:41.000000+00:00\", \"2021-08-28 10:59:46.000000+00:00\", \"2022-10-11 17:45:05.000000+00:00\", \"2023-06-03 10:46:53.000000+00:00\", \"2021-09-12 05:44:01.000000+00:00\", \"2020-06-02 03:04:30.000000+00:00\"], \"session_ids\": [\"674fe4d8-e0d9-4cf7-91ae-71276068d3af\", \"7bf8da5e-86ae-4ea3-bdc7-7962986dd1ee\", \"58d88c77-b78c-4d49-8d83-44f2ca2110fc\", \"7d5cab5b-aa01-4892-9a2a-fbc8d77cc435\", \"9e86e6d8-64a9-45d2-aa7e-871c6dbbc2cf\", \"08abd21b-817d-4aba-8e57-e662dbc09a1f\"], \"total_duration\": 884.0, \"total_sessions\": 6, \"mean_week_duration\": 5.631}, \"92297\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-05-18 00:32:00.000000+00:00\", \"2019-09-10 00:39:49.000000+00:00\", \"2022-01-23 15:13:42.000000+00:00\", \"2020-06-11 23:12:44.000000+00:00\"], \"session_ids\": [\"bf1cace1-7961-4db9-a572-73cd0528d99b\", \"5ee8e508-694d-4176-82d2-0d3bed5adf80\", \"53fb9e45-f7b1-4d86-a00d-e01c10e0cd86\", \"572f6176-8c71-4a32-a713-766204995748\"], \"total_duration\": 1304.0, \"total_sessions\": 4, \"mean_week_duration\": 10.516}, \"71631\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-05-03 19:42:57.000000+00:00\", \"2022-02-18 18:22:16.000000+00:00\"], \"session_ids\": [\"abaeb80b-87b1-4f8d-af81-eed3cd45f830\", \"ef318484-e6a9-4530-b193-8846de358991\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.16}}\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[{\"94029\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-17 18:10:46.000000+00:00\", \"2022-01-20 07:21:24.000000+00:00\", \"2020-06-23 09:07:11.000000+00:00\", \"2021-08-14 23:21:21.000000+00:00\", \"2020-07-13 01:47:53.000000+00:00\", \"2020-09-22 13:16:25.000000+00:00\", \"2020-08-11 15:41:21.000000+00:00\"], \"session_ids\": [\"bec00801-b399-4657-811b-fb55f1df6b0d\", \"de3dbf86-a90c-43e5-8a56-cc5117152ffc\", \"491c99a5-1f1a-4a7b-8afc-d5f7f32fb74b\", \"77436d90-672f-403c-bdd2-d03a7a422e09\", \"e2a08b60-c1d9-469e-ac4b-49714b49f171\", \"e11ded05-e111-42c1-befe-4dc772e6cc47\", \"a553ea20-e7dd-4005-9258-bf2f15044b60\"], \"total_duration\": 6275.0, \"total_sessions\": 7, \"mean_week_duration\": 41.283}}, {\"92297\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-05-18 00:32:00.000000+00:00\", \"2019-09-10 00:39:49.000000+00:00\", \"2022-01-23 15:13:42.000000+00:00\", \"2020-06-11 23:12:44.000000+00:00\"], \"session_ids\": [\"bf1cace1-7961-4db9-a572-73cd0528d99b\", \"5ee8e508-694d-4176-82d2-0d3bed5adf80\", \"53fb9e45-f7b1-4d86-a00d-e01c10e0cd86\", \"572f6176-8c71-4a32-a713-766204995748\"], \"total_duration\": 1304.0, \"total_sessions\": 4, \"mean_week_duration\": 10.516}}, {\"80678\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-11-17 04:24:41.000000+00:00\", \"2021-08-28 10:59:46.000000+00:00\", \"2022-10-11 17:45:05.000000+00:00\", \"2023-06-03 10:46:53.000000+00:00\", \"2021-09-12 05:44:01.000000+00:00\", \"2020-06-02 03:04:30.000000+00:00\"], \"session_ids\": [\"674fe4d8-e0d9-4cf7-91ae-71276068d3af\", \"7bf8da5e-86ae-4ea3-bdc7-7962986dd1ee\", \"58d88c77-b78c-4d49-8d83-44f2ca2110fc\", \"7d5cab5b-aa01-4892-9a2a-fbc8d77cc435\", \"9e86e6d8-64a9-45d2-aa7e-871c6dbbc2cf\", \"08abd21b-817d-4aba-8e57-e662dbc09a1f\"], \"total_duration\": 884.0, \"total_sessions\": 6, \"mean_week_duration\": 5.631}}, {\"3484\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-23 04:19:00.000000+00:00\", \"2023-03-25 20:53:00.000000+00:00\", \"2023-06-01 18:59:06.000000+00:00\"], \"session_ids\": [\"63e46132-cac7-4785-84f2-c696bce54adf\", \"44cd76dc-1f2c-4263-81e7-f0588f87fc16\", \"f722b673-005d-476d-af44-c60b7f80f832\"], \"total_duration\": 809.0, \"total_sessions\": 3, \"mean_week_duration\": 3.852}}, {\"31682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-19 03:08:13.000000+00:00\", \"2019-02-08 00:38:04.000000+00:00\"], \"session_ids\": [\"eaa1c544-5b9a-4401-a24e-65b53250f9d0\", \"b98c3be1-e179-4165-b97c-6de576a3257c\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 1.94}}, {\"38506\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-10 12:13:49.000000+00:00\", \"2020-01-31 04:22:05.000000+00:00\"], \"session_ids\": [\"3568747a-5a9d-4d8a-ad98-f0b5fcb52989\", \"2a859f9b-00cb-4257-84d4-9b2a090538fa\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 4.052}}, {\"46152\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-03 22:46:09.000000+00:00\", \"2020-06-11 04:59:45.000000+00:00\"], \"session_ids\": [\"71b21af7-7c7a-4ffb-93c6-e83b98d0a427\", \"b208f95a-6367-490c-b033-69bff326dac4\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 1.645}}, {\"96478\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-19 00:27:43.000000+00:00\", \"2021-10-19 16:15:58.000000+00:00\"], \"session_ids\": [\"5b8bc629-b050-4d92-a50c-bc524df50fbc\", \"70e4d3cb-bd44-45bc-b777-fde78cd06010\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}}, {\"57836\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-10-21 12:29:18.000000+00:00\", \"2022-09-06 19:41:29.000000+00:00\", \"2019-06-22 14:58:26.000000+00:00\"], \"session_ids\": [\"161e382d-58cb-4131-a676-9587d03b2593\", \"80138e62-e6a8-46c4-a085-86e3a682a28d\", \"43c85d0c-3c32-4f56-aaef-984d225a21a3\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.121}}, {\"71631\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-05-03 19:42:57.000000+00:00\", \"2022-02-18 18:22:16.000000+00:00\"], \"session_ids\": [\"abaeb80b-87b1-4f8d-af81-eed3cd45f830\", \"ef318484-e6a9-4530-b193-8846de358991\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.16}}]\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[{\"94029\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-17 18:10:46.000000+00:00\", \"2022-01-20 07:21:24.000000+00:00\", \"2020-06-23 09:07:11.000000+00:00\", \"2021-08-14 23:21:21.000000+00:00\", \"2020-07-13 01:47:53.000000+00:00\", \"2020-09-22 13:16:25.000000+00:00\", \"2020-08-11 15:41:21.000000+00:00\"], \"session_ids\": [\"bec00801-b399-4657-811b-fb55f1df6b0d\", \"de3dbf86-a90c-43e5-8a56-cc5117152ffc\", \"491c99a5-1f1a-4a7b-8afc-d5f7f32fb74b\", \"77436d90-672f-403c-bdd2-d03a7a422e09\", \"e2a08b60-c1d9-469e-ac4b-49714b49f171\", \"e11ded05-e111-42c1-befe-4dc772e6cc47\", \"a553ea20-e7dd-4005-9258-bf2f15044b60\"], \"total_duration\": 6275.0, \"total_sessions\": 7, \"mean_week_duration\": 41.283}}, {\"92297\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-05-18 00:32:00.000000+00:00\", \"2019-09-10 00:39:49.000000+00:00\", \"2022-01-23 15:13:42.000000+00:00\", \"2020-06-11 23:12:44.000000+00:00\"], \"session_ids\": [\"bf1cace1-7961-4db9-a572-73cd0528d99b\", \"5ee8e508-694d-4176-82d2-0d3bed5adf80\", \"53fb9e45-f7b1-4d86-a00d-e01c10e0cd86\", \"572f6176-8c71-4a32-a713-766204995748\"], \"total_duration\": 1304.0, \"total_sessions\": 4, \"mean_week_duration\": 10.516}}, {\"80678\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-11-17 04:24:41.000000+00:00\", \"2021-08-28 10:59:46.000000+00:00\", \"2022-10-11 17:45:05.000000+00:00\", \"2023-06-03 10:46:53.000000+00:00\", \"2021-09-12 05:44:01.000000+00:00\", \"2020-06-02 03:04:30.000000+00:00\"], \"session_ids\": [\"674fe4d8-e0d9-4cf7-91ae-71276068d3af\", \"7bf8da5e-86ae-4ea3-bdc7-7962986dd1ee\", \"58d88c77-b78c-4d49-8d83-44f2ca2110fc\", \"7d5cab5b-aa01-4892-9a2a-fbc8d77cc435\", \"9e86e6d8-64a9-45d2-aa7e-871c6dbbc2cf\", \"08abd21b-817d-4aba-8e57-e662dbc09a1f\"], \"total_duration\": 884.0, \"total_sessions\": 6, \"mean_week_duration\": 5.631}}, {\"3484\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-23 04:19:00.000000+00:00\", \"2023-03-25 20:53:00.000000+00:00\", \"2023-06-01 18:59:06.000000+00:00\"], \"session_ids\": [\"63e46132-cac7-4785-84f2-c696bce54adf\", \"44cd76dc-1f2c-4263-81e7-f0588f87fc16\", \"f722b673-005d-476d-af44-c60b7f80f832\"], \"total_duration\": 809.0, \"total_sessions\": 3, \"mean_week_duration\": 3.852}}]\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[{\"94029\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-17 18:10:46.000000+00:00\", \"2022-01-20 07:21:24.000000+00:00\", \"2020-06-23 09:07:11.000000+00:00\", \"2021-08-14 23:21:21.000000+00:00\", \"2020-07-13 01:47:53.000000+00:00\", \"2020-09-22 13:16:25.000000+00:00\", \"2020-08-11 15:41:21.000000+00:00\"], \"session_ids\": [\"bec00801-b399-4657-811b-fb55f1df6b0d\", \"de3dbf86-a90c-43e5-8a56-cc5117152ffc\", \"491c99a5-1f1a-4a7b-8afc-d5f7f32fb74b\", \"77436d90-672f-403c-bdd2-d03a7a422e09\", \"e2a08b60-c1d9-469e-ac4b-49714b49f171\", \"e11ded05-e111-42c1-befe-4dc772e6cc47\", \"a553ea20-e7dd-4005-9258-bf2f15044b60\"], \"total_duration\": 6275.0, \"total_sessions\": 7, \"mean_week_duration\": 41.283}}, {\"92297\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-05-18 00:32:00.000000+00:00\", \"2019-09-10 00:39:49.000000+00:00\", \"2022-01-23 15:13:42.000000+00:00\", \"2020-06-11 23:12:44.000000+00:00\"], \"session_ids\": [\"bf1cace1-7961-4db9-a572-73cd0528d99b\", \"5ee8e508-694d-4176-82d2-0d3bed5adf80\", \"53fb9e45-f7b1-4d86-a00d-e01c10e0cd86\", \"572f6176-8c71-4a32-a713-766204995748\"], \"total_duration\": 1304.0, \"total_sessions\": 4, \"mean_week_duration\": 10.516}}, {\"80678\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-11-17 04:24:41.000000+00:00\", \"2021-08-28 10:59:46.000000+00:00\", \"2022-10-11 17:45:05.000000+00:00\", \"2023-06-03 10:46:53.000000+00:00\", \"2021-09-12 05:44:01.000000+00:00\", \"2020-06-02 03:04:30.000000+00:00\"], \"session_ids\": [\"674fe4d8-e0d9-4cf7-91ae-71276068d3af\", \"7bf8da5e-86ae-4ea3-bdc7-7962986dd1ee\", \"58d88c77-b78c-4d49-8d83-44f2ca2110fc\", \"7d5cab5b-aa01-4892-9a2a-fbc8d77cc435\", \"9e86e6d8-64a9-45d2-aa7e-871c6dbbc2cf\", \"08abd21b-817d-4aba-8e57-e662dbc09a1f\"], \"total_duration\": 884.0, \"total_sessions\": 6, \"mean_week_duration\": 5.631}}, {\"3484\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-23 04:19:00.000000+00:00\", \"2023-03-25 20:53:00.000000+00:00\", \"2023-06-01 18:59:06.000000+00:00\"], \"session_ids\": [\"63e46132-cac7-4785-84f2-c696bce54adf\", \"44cd76dc-1f2c-4263-81e7-f0588f87fc16\", \"f722b673-005d-476d-af44-c60b7f80f832\"], \"total_duration\": 809.0, \"total_sessions\": 3, \"mean_week_duration\": 3.852}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Provide me an information about 3 users who are living in city Reykjavik and execute sorting by city_name in asc order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"2443\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-02-22 03:42:41.000000+00:00\", \"2021-11-24 04:24:39.000000+00:00\"], \"session_ids\": [\"54145fa9-eed0-4af4-959a-25b24a9ba0ee\", \"719caa62-2888-44df-84f9-b8ef25d54947\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 2.042}, \"44456\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-09-09 17:57:12.000000+00:00\", \"2021-03-25 21:37:07.000000+00:00\", \"2020-11-02 13:07:23.000000+00:00\", \"2019-02-28 22:16:46.000000+00:00\", \"2022-03-16 07:56:49.000000+00:00\"], \"session_ids\": [\"c0cf3fbb-8f99-4732-be2e-57d7b6af5ed5\", \"2fbd439b-46e1-4354-bb66-e22ee032c317\", \"6036b541-f20b-4610-bb5f-2fc146068e73\", \"48404ccc-465e-43d3-af4e-90c2b3bf2e4a\", \"c9dd07f2-bad1-4859-b6dc-a0ec7871b5ce\"], \"total_duration\": 390.0, \"total_sessions\": 5, \"mean_week_duration\": 2.453}, \"93753\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-03-28 21:15:57.000000+00:00\", \"2023-02-06 13:12:14.000000+00:00\", \"2020-08-23 09:59:12.000000+00:00\", \"2022-11-26 07:09:53.000000+00:00\", \"2022-10-14 14:47:11.000000+00:00\", \"2023-04-23 07:34:22.000000+00:00\", \"2021-02-20 06:44:00.000000+00:00\", \"2020-11-27 20:51:41.000000+00:00\", \"2019-02-20 19:38:20.000000+00:00\", \"2021-03-22 09:09:23.000000+00:00\", \"2019-07-12 00:53:03.000000+00:00\"], \"session_ids\": [\"7a5f7afe-021e-4859-8de7-8f4201dc3210\", \"c63d6ce5-17b4-46b2-8c84-50d2c435c323\", \"4838f8af-a140-4756-9ce4-2d17b621a2b9\", \"ee2039b2-b323-46ab-9450-0414f0ac3543\", \"acd6f5bc-b724-4de5-9c71-1a050290b18d\", \"9ba78849-2f61-4fdf-965a-00094983968b\", \"494c3fc3-5dac-4eee-a5f5-9888dd4f8ea6\", \"72ac8e8a-1a52-468d-9c86-82931460ae6d\", \"bbd92b22-d4be-4b43-aa8c-e1988f9e3bf5\", \"1895720c-25d6-4e03-a269-1aa64618b8fb\", \"2b5201bc-06d1-463d-a433-ada5071c3d66\"], \"total_duration\": 43175.0, \"total_sessions\": 11, \"mean_week_duration\": 198.05}, \"58480\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-09-28 16:15:11.000000+00:00\", \"2022-06-08 08:27:03.000000+00:00\"], \"session_ids\": [\"8c5f5b09-061a-4ef2-adad-56078db0f4a7\", \"02010cda-f0db-4e53-9f71-43400eefaee1\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.284}, \"68047\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-21 11:42:12.000000+00:00\", \"2020-06-09 00:30:01.000000+00:00\", \"2019-03-29 18:19:13.000000+00:00\", \"2021-01-14 01:16:51.000000+00:00\", \"2022-11-08 13:24:15.000000+00:00\"], \"session_ids\": [\"59ae04aa-2656-4aa3-88d5-8adcd63ae9df\", \"5a42bccf-d1c7-42ca-abbf-6b145d70f160\", \"a11bf03c-567e-4602-b66f-7cb7cb9d4e96\", \"5bf55476-b4ff-4534-9cd0-98f9668439a7\", \"498d6fc1-d82f-43a9-a426-47d7e31a3a7f\"], \"total_duration\": 150.0, \"total_sessions\": 5, \"mean_week_duration\": 0.794}, \"33989\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-27 00:29:51.000000+00:00\", \"2020-09-29 22:57:09.000000+00:00\"], \"session_ids\": [\"5c206583-e933-4e5e-927f-1f3b8c01e985\", \"3c0efbec-452b-47f4-acc3-668e5b01fc98\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 10.417}, \"34755\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-03-10 18:46:02.000000+00:00\", \"2019-02-07 17:27:27.000000+00:00\"], \"session_ids\": [\"837ec251-edd9-4efb-a066-e6f431738382\", \"da06e5fd-e341-47f3-9159-bfaeb415592c\"], \"total_duration\": 269.0, \"total_sessions\": 2, \"mean_week_duration\": 53.8}, \"1995\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-06-28 08:00:25.000000+00:00\", \"2022-08-10 10:30:17.000000+00:00\"], \"session_ids\": [\"54d9aec6-5bee-4844-b665-257c96d397c3\", \"780bfc83-d31a-4b46-9e31-017a0f8b97e6\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 0.933}, \"38457\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-12 03:13:50.000000+00:00\", \"2019-03-09 04:18:39.000000+00:00\", \"2020-02-10 22:13:03.000000+00:00\", \"2022-06-28 19:10:50.000000+00:00\"], \"session_ids\": [\"53c5e8a0-56b0-4396-9110-4c5ce14caae1\", \"43678951-8474-48c6-8c74-6e90aaddc7ab\", \"0d5ca82c-5b29-4820-b878-097c1a879f6b\", \"81f9f25f-212b-4eb7-b936-5f49b03567a7\"], \"total_duration\": 278.0, \"total_sessions\": 4, \"mean_week_duration\": 1.448}, \"36238\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-06-08 01:45:07.000000+00:00\", \"2023-01-05 01:44:54.000000+00:00\"], \"session_ids\": [\"8fdce07b-5470-481b-9708-8d5cdf54c03e\", \"53cc8d26-b817-43b5-a17b-87c87690fd9a\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.386}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name is Reykjavik"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Reykjavik\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to close out that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me about the user who has overall quantity of sessions <= than 5 also put to use sorting by overall total sessions descending."
}
] |
[
{
"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{\"33368\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-02-24 18:21:18.000000+00:00\", \"2020-03-17 11:32:26.000000+00:00\", \"2022-03-16 16:13:17.000000+00:00\", \"2019-07-23 13:45:58.000000+00:00\", \"2022-12-18 02:29:40.000000+00:00\", \"2020-01-07 20:03:54.000000+00:00\", \"2020-12-05 14:10:18.000000+00:00\", \"2019-07-27 21:51:15.000000+00:00\"], \"session_ids\": [\"e625fb3b-4fdf-4ea7-8fd4-b9da05f45534\", \"67b6be16-6a0d-44a1-84a1-30931e66516c\", \"29c23574-46fc-499e-862a-b5845b35a696\", \"84c1b854-3869-45ea-b038-b775fc99ffe3\", \"90d3406b-4ef8-4556-b6e7-13e65aee5fd0\", \"39db40b3-21f0-4d28-a1e7-77ec3c4ae445\", \"3d3e5214-f6d6-4190-8754-b89a97832b5e\", \"2c66c1b6-189b-402f-81f4-9c8d38f2cfe6\"], \"total_duration\": 102.0, \"total_sessions\": 8, \"mean_week_duration\": 0.573}, \"40322\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-01 06:53:06.000000+00:00\", \"2021-04-21 09:52:26.000000+00:00\", \"2022-04-29 04:08:34.000000+00:00\", \"2021-02-27 19:51:22.000000+00:00\", \"2022-03-16 02:24:12.000000+00:00\"], \"session_ids\": [\"9ae1d848-ae93-499f-9e60-9117b441aee0\", \"4c78ddaa-b785-4d7e-bef7-acd80a8fa125\", \"ae6f3d8f-34a2-4a2a-9ae5-e810b70ef785\", \"14b68e88-e361-479e-b670-45eb287c8389\", \"ca1d7c4e-6ca8-4264-a15d-423ceb1d5e6d\"], \"total_duration\": 1998.0, \"total_sessions\": 5, \"mean_week_duration\": 12.109}, \"62315\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-26 19:02:29.000000+00:00\", \"2019-07-10 07:11:49.000000+00:00\"], \"session_ids\": [\"6c758e73-162c-4262-bb21-9915c3d9d27d\", \"e36afb0a-72dc-49f5-9ad4-5d9c957d12d1\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 1.384}, \"89250\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-04-29 06:59:13.000000+00:00\", \"2020-10-18 00:49:35.000000+00:00\"], \"session_ids\": [\"ed285578-cbbb-493c-bfa1-595932424987\", \"40729342-67e3-4267-9a88-1d21cae7d14e\"], \"total_duration\": 487.0, \"total_sessions\": 2, \"mean_week_duration\": 6.325}, \"62516\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2019-07-17 20:01:01.000000+00:00\", \"2021-05-29 11:15:07.000000+00:00\", \"2020-07-13 09:55:50.000000+00:00\", \"2021-09-29 12:33:14.000000+00:00\", \"2019-02-13 09:31:24.000000+00:00\", \"2023-01-05 00:29:52.000000+00:00\"], \"session_ids\": [\"61676a44-d079-4a3b-9a93-4d42befa55a4\", \"585d8d45-77a6-40ef-9926-198de823f096\", \"1be1bdef-3001-4030-a087-130ef476df7c\", \"05404ecf-e7b4-4350-b538-e8fcd5231ff2\", \"2182ffc9-ae6e-4c9f-bbb6-474f9db69176\", \"3085f97b-2d0f-4950-b45e-011cf6034cb7\"], \"total_duration\": 426.0, \"total_sessions\": 6, \"mean_week_duration\": 2.099}, \"9080\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-04-22 10:54:35.000000+00:00\", \"2020-04-26 14:20:37.000000+00:00\"], \"session_ids\": [\"83795114-d73b-4875-a8a5-95ac48d22046\", \"5aed8d6f-d888-4051-8519-81b5a7e45448\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 0.875}, \"53216\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-01-22 06:40:36.000000+00:00\", \"2021-03-22 09:07:16.000000+00:00\"], \"session_ids\": [\"92d4005e-57e7-4aec-8cfc-eb3646a14538\", \"d34ff8ee-deda-4a6c-a1e6-69bf95cd1c9b\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 8.778}, \"4696\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-29 06:00:38.000000+00:00\", \"2022-05-09 12:09:46.000000+00:00\", \"2022-03-15 14:12:48.000000+00:00\"], \"session_ids\": [\"dc1f15c5-4f20-439f-9c19-041012e45474\", \"a33ca95f-465a-4ebe-9993-475d1c0dfec7\", \"1f326ff6-a7af-4f46-8107-8abc9a33e5ea\"], \"total_duration\": 655.0, \"total_sessions\": 3, \"mean_week_duration\": 4.146}, \"48634\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-16 21:23:16.000000+00:00\", \"2021-04-17 04:33:26.000000+00:00\", \"2020-01-24 05:59:42.000000+00:00\", \"2021-09-25 20:39:13.000000+00:00\", \"2021-11-05 03:37:01.000000+00:00\", \"2020-12-13 14:21:45.000000+00:00\", \"2023-05-01 20:25:43.000000+00:00\", \"2019-11-10 03:12:52.000000+00:00\", \"2022-06-01 13:15:42.000000+00:00\", \"2019-07-19 21:18:21.000000+00:00\"], \"session_ids\": [\"6ce66338-f38a-4bde-bedd-2c1d72fae46e\", \"67e9df6c-de19-40bc-979e-7c0e7dd4d9d9\", \"a9bc5c95-1de8-45f7-9c30-9039fea1cf4b\", \"1f768ac3-99a9-4585-9e08-b2307fde11a1\", \"0ca8d4bc-55f5-4308-aee0-01f7310a87b4\", \"932f41b3-5492-4746-a8ef-d1b812e73aef\", \"f6e3c5b8-13c1-4ba4-96f1-54411a18a169\", \"859a372c-1498-43f5-9920-f14332fc347e\", \"7b4d714c-e7ea-41ac-9b4c-c6717e38b199\", \"d43ac764-0275-47a6-86f0-22a49d0960f0\"], \"total_duration\": 9148.0, \"total_sessions\": 10, \"mean_week_duration\": 46.202}, \"57992\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-08-03 15:32:36.000000+00:00\", \"2020-05-08 06:46:40.000000+00:00\"], \"session_ids\": [\"03e89967-0190-4d8e-aea0-db2e1b1d7c74\", \"80743a2a-10d6-4a86-bded-b5098b7f0664\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.338}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 5"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 8]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"40322\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-01 06:53:06.000000+00:00\", \"2021-04-21 09:52:26.000000+00:00\", \"2022-04-29 04:08:34.000000+00:00\", \"2021-02-27 19:51:22.000000+00:00\", \"2022-03-16 02:24:12.000000+00:00\"], \"session_ids\": [\"9ae1d848-ae93-499f-9e60-9117b441aee0\", \"4c78ddaa-b785-4d7e-bef7-acd80a8fa125\", \"ae6f3d8f-34a2-4a2a-9ae5-e810b70ef785\", \"14b68e88-e361-479e-b670-45eb287c8389\", \"ca1d7c4e-6ca8-4264-a15d-423ceb1d5e6d\"], \"total_duration\": 1998.0, \"total_sessions\": 5, \"mean_week_duration\": 12.109}, \"62315\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-26 19:02:29.000000+00:00\", \"2019-07-10 07:11:49.000000+00:00\"], \"session_ids\": [\"6c758e73-162c-4262-bb21-9915c3d9d27d\", \"e36afb0a-72dc-49f5-9ad4-5d9c957d12d1\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 1.384}, \"89250\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-04-29 06:59:13.000000+00:00\", \"2020-10-18 00:49:35.000000+00:00\"], \"session_ids\": [\"ed285578-cbbb-493c-bfa1-595932424987\", \"40729342-67e3-4267-9a88-1d21cae7d14e\"], \"total_duration\": 487.0, \"total_sessions\": 2, \"mean_week_duration\": 6.325}, \"9080\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-04-22 10:54:35.000000+00:00\", \"2020-04-26 14:20:37.000000+00:00\"], \"session_ids\": [\"83795114-d73b-4875-a8a5-95ac48d22046\", \"5aed8d6f-d888-4051-8519-81b5a7e45448\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 0.875}, \"53216\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-01-22 06:40:36.000000+00:00\", \"2021-03-22 09:07:16.000000+00:00\"], \"session_ids\": [\"92d4005e-57e7-4aec-8cfc-eb3646a14538\", \"d34ff8ee-deda-4a6c-a1e6-69bf95cd1c9b\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 8.778}, \"4696\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-29 06:00:38.000000+00:00\", \"2022-05-09 12:09:46.000000+00:00\", \"2022-03-15 14:12:48.000000+00:00\"], \"session_ids\": [\"dc1f15c5-4f20-439f-9c19-041012e45474\", \"a33ca95f-465a-4ebe-9993-475d1c0dfec7\", \"1f326ff6-a7af-4f46-8107-8abc9a33e5ea\"], \"total_duration\": 655.0, \"total_sessions\": 3, \"mean_week_duration\": 4.146}, \"57992\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-08-03 15:32:36.000000+00:00\", \"2020-05-08 06:46:40.000000+00:00\"], \"session_ids\": [\"03e89967-0190-4d8e-aea0-db2e1b1d7c74\", \"80743a2a-10d6-4a86-bded-b5098b7f0664\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.338}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_sessions attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"40322\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-01 06:53:06.000000+00:00\", \"2021-04-21 09:52:26.000000+00:00\", \"2022-04-29 04:08:34.000000+00:00\", \"2021-02-27 19:51:22.000000+00:00\", \"2022-03-16 02:24:12.000000+00:00\"], \"session_ids\": [\"9ae1d848-ae93-499f-9e60-9117b441aee0\", \"4c78ddaa-b785-4d7e-bef7-acd80a8fa125\", \"ae6f3d8f-34a2-4a2a-9ae5-e810b70ef785\", \"14b68e88-e361-479e-b670-45eb287c8389\", \"ca1d7c4e-6ca8-4264-a15d-423ceb1d5e6d\"], \"total_duration\": 1998.0, \"total_sessions\": 5, \"mean_week_duration\": 12.109}}, {\"4696\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-29 06:00:38.000000+00:00\", \"2022-05-09 12:09:46.000000+00:00\", \"2022-03-15 14:12:48.000000+00:00\"], \"session_ids\": [\"dc1f15c5-4f20-439f-9c19-041012e45474\", \"a33ca95f-465a-4ebe-9993-475d1c0dfec7\", \"1f326ff6-a7af-4f46-8107-8abc9a33e5ea\"], \"total_duration\": 655.0, \"total_sessions\": 3, \"mean_week_duration\": 4.146}}, {\"62315\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-26 19:02:29.000000+00:00\", \"2019-07-10 07:11:49.000000+00:00\"], \"session_ids\": [\"6c758e73-162c-4262-bb21-9915c3d9d27d\", \"e36afb0a-72dc-49f5-9ad4-5d9c957d12d1\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 1.384}}, {\"89250\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-04-29 06:59:13.000000+00:00\", \"2020-10-18 00:49:35.000000+00:00\"], \"session_ids\": [\"ed285578-cbbb-493c-bfa1-595932424987\", \"40729342-67e3-4267-9a88-1d21cae7d14e\"], \"total_duration\": 487.0, \"total_sessions\": 2, \"mean_week_duration\": 6.325}}, {\"9080\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-04-22 10:54:35.000000+00:00\", \"2020-04-26 14:20:37.000000+00:00\"], \"session_ids\": [\"83795114-d73b-4875-a8a5-95ac48d22046\", \"5aed8d6f-d888-4051-8519-81b5a7e45448\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 0.875}}, {\"53216\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-01-22 06:40:36.000000+00:00\", \"2021-03-22 09:07:16.000000+00:00\"], \"session_ids\": [\"92d4005e-57e7-4aec-8cfc-eb3646a14538\", \"d34ff8ee-deda-4a6c-a1e6-69bf95cd1c9b\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 8.778}}, {\"57992\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-08-03 15:32:36.000000+00:00\", \"2020-05-08 06:46:40.000000+00:00\"], \"session_ids\": [\"03e89967-0190-4d8e-aea0-db2e1b1d7c74\", \"80743a2a-10d6-4a86-bded-b5098b7f0664\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.338}}]\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[{\"40322\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-01 06:53:06.000000+00:00\", \"2021-04-21 09:52:26.000000+00:00\", \"2022-04-29 04:08:34.000000+00:00\", \"2021-02-27 19:51:22.000000+00:00\", \"2022-03-16 02:24:12.000000+00:00\"], \"session_ids\": [\"9ae1d848-ae93-499f-9e60-9117b441aee0\", \"4c78ddaa-b785-4d7e-bef7-acd80a8fa125\", \"ae6f3d8f-34a2-4a2a-9ae5-e810b70ef785\", \"14b68e88-e361-479e-b670-45eb287c8389\", \"ca1d7c4e-6ca8-4264-a15d-423ceb1d5e6d\"], \"total_duration\": 1998.0, \"total_sessions\": 5, \"mean_week_duration\": 12.109}}]\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[{\"40322\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-01 06:53:06.000000+00:00\", \"2021-04-21 09:52:26.000000+00:00\", \"2022-04-29 04:08:34.000000+00:00\", \"2021-02-27 19:51:22.000000+00:00\", \"2022-03-16 02:24:12.000000+00:00\"], \"session_ids\": [\"9ae1d848-ae93-499f-9e60-9117b441aee0\", \"4c78ddaa-b785-4d7e-bef7-acd80a8fa125\", \"ae6f3d8f-34a2-4a2a-9ae5-e810b70ef785\", \"14b68e88-e361-479e-b670-45eb287c8389\", \"ca1d7c4e-6ca8-4264-a15d-423ceb1d5e6d\"], \"total_duration\": 1998.0, \"total_sessions\": 5, \"mean_week_duration\": 12.109}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Share insights on 4 users who are users with lowest total_duration and implement sorting by time in app 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{\"98264\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-07 13:48:40.000000+00:00\", \"2021-11-18 18:23:29.000000+00:00\", \"2020-07-05 04:47:41.000000+00:00\"], \"session_ids\": [\"02031cef-ad1a-48ae-bae3-114fb8548fdf\", \"76b4667a-8aad-4e77-8339-145116148a0a\", \"86714e28-fc5f-4b5f-9a23-01401afacb26\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}, \"29267\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-04 07:44:50.000000+00:00\", \"2023-03-26 18:47:43.000000+00:00\", \"2019-07-13 12:26:42.000000+00:00\"], \"session_ids\": [\"8ae3d648-11ff-4173-8d56-17c2815436ea\", \"e523fc6d-0883-4baf-80cb-8b1d40d2b3f2\", \"25095066-94d6-4e9d-8422-2898cc72a7d0\"], \"total_duration\": 830.0, \"total_sessions\": 3, \"mean_week_duration\": 4.278}, \"59471\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-02-22 14:37:54.000000+00:00\", \"2023-02-03 09:41:33.000000+00:00\", \"2022-01-07 23:40:04.000000+00:00\", \"2022-09-19 03:08:15.000000+00:00\"], \"session_ids\": [\"9408b48c-5760-4d0c-8d7e-185d0f4c1794\", \"ad29381e-b7bf-4764-9700-7ee5c832bfdc\", \"78cd1b00-29f6-4e1a-ad21-355e52193cf9\", \"7f5a5737-cf33-4674-aeec-b102728ed4c5\"], \"total_duration\": 676.0, \"total_sessions\": 4, \"mean_week_duration\": 3.282}, \"88646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-01-06 23:22:12.000000+00:00\", \"2022-08-07 19:39:03.000000+00:00\", \"2021-10-07 15:00:37.000000+00:00\", \"2022-12-24 07:30:37.000000+00:00\", \"2022-03-27 01:19:15.000000+00:00\", \"2022-07-09 20:17:04.000000+00:00\", \"2019-02-22 20:08:40.000000+00:00\"], \"session_ids\": [\"486da5c9-66c2-4b5c-8cfb-e4b7c254740e\", \"15dbe0d1-60e2-4603-a8e8-d9bd36667017\", \"7f7411b4-f8e8-4f15-bb0c-6ed6f3a4fe6d\", \"38d9ac72-ebe7-4c47-913d-ed922d35eb5a\", \"6e609a18-8bb8-4853-b228-135d6f840b61\", \"198410e6-d53e-48ad-a4e1-f367d8ebf887\", \"9f9a7db3-ed89-493f-bc71-d1784a8dddca\"], \"total_duration\": 6422.0, \"total_sessions\": 7, \"mean_week_duration\": 32.11}, \"34161\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-05 04:39:20.000000+00:00\", \"2021-03-14 00:29:58.000000+00:00\", \"2020-08-30 19:59:30.000000+00:00\"], \"session_ids\": [\"96bb9d4b-37b7-4441-8e1a-3a1767845c16\", \"96ecb954-b0c1-44c0-831d-720d7c718a7b\", \"072a18c8-4f5a-4bf5-8846-bdc06c152092\"], \"total_duration\": 136.0, \"total_sessions\": 3, \"mean_week_duration\": 1.333}, \"24416\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-06-04 09:31:35.000000+00:00\", \"2023-03-01 05:29:59.000000+00:00\", \"2022-11-22 00:24:07.000000+00:00\"], \"session_ids\": [\"4de37a16-d6a7-47cc-bbad-561e9cfad6c7\", \"5b021a45-baf3-494b-bd36-d67588a07363\", \"08ae5a39-b177-4001-a0d6-f36e36bcd222\"], \"total_duration\": 229.0, \"total_sessions\": 3, \"mean_week_duration\": 8.179}, \"32606\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-02-25 06:11:04.000000+00:00\", \"2022-02-24 13:40:16.000000+00:00\"], \"session_ids\": [\"45706a95-09a4-4645-b3ec-a139851cfb2b\", \"703f4739-302a-4a2e-aec7-49f3c2c76988\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 486.0}, \"9363\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-17 02:23:19.000000+00:00\", \"2020-02-07 12:17:23.000000+00:00\", \"2020-10-02 15:01:46.000000+00:00\"], \"session_ids\": [\"cee8082f-e395-444e-9f15-65b5512a20a5\", \"a518bfdb-d675-4a4e-a528-0392c8438e43\", \"45013567-dfff-40f2-8283-f7ff53bd132c\"], \"total_duration\": 49.0, \"total_sessions\": 3, \"mean_week_duration\": 0.79}, \"49675\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-11-09 01:42:45.000000+00:00\", \"2022-12-29 16:40:44.000000+00:00\"], \"session_ids\": [\"c2da8ae2-dc60-4aad-bf68-281dfdda745b\", \"13bda0a8-ca3b-4af3-9d64-8413ddf9dc3e\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.451}, \"48847\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-12 09:51:30.000000+00:00\", \"2021-02-18 00:49:48.000000+00:00\", \"2019-10-19 08:08:49.000000+00:00\"], \"session_ids\": [\"7fd2ec84-99fe-42bc-945f-d5ce2036659b\", \"dbd514df-4b04-4df2-bc91-385b95b4f1be\", \"8c63ba3b-a2b8-4375-bd3a-acbe07e6073f\"], \"total_duration\": 583.0, \"total_sessions\": 3, \"mean_week_duration\": 5.3}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get an information about users who have the lowest 4 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": 4}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"9363\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-17 02:23:19.000000+00:00\", \"2020-02-07 12:17:23.000000+00:00\", \"2020-10-02 15:01:46.000000+00:00\"], \"session_ids\": [\"cee8082f-e395-444e-9f15-65b5512a20a5\", \"a518bfdb-d675-4a4e-a528-0392c8438e43\", \"45013567-dfff-40f2-8283-f7ff53bd132c\"], \"total_duration\": 49.0, \"total_sessions\": 3, \"mean_week_duration\": 0.79}}, {\"98264\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-07 13:48:40.000000+00:00\", \"2021-11-18 18:23:29.000000+00:00\", \"2020-07-05 04:47:41.000000+00:00\"], \"session_ids\": [\"02031cef-ad1a-48ae-bae3-114fb8548fdf\", \"76b4667a-8aad-4e77-8339-145116148a0a\", \"86714e28-fc5f-4b5f-9a23-01401afacb26\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}}, {\"49675\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-11-09 01:42:45.000000+00:00\", \"2022-12-29 16:40:44.000000+00:00\"], \"session_ids\": [\"c2da8ae2-dc60-4aad-bf68-281dfdda745b\", \"13bda0a8-ca3b-4af3-9d64-8413ddf9dc3e\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.451}}, {\"34161\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-05 04:39:20.000000+00:00\", \"2021-03-14 00:29:58.000000+00:00\", \"2020-08-30 19:59:30.000000+00:00\"], \"session_ids\": [\"96bb9d4b-37b7-4441-8e1a-3a1767845c16\", \"96ecb954-b0c1-44c0-831d-720d7c718a7b\", \"072a18c8-4f5a-4bf5-8846-bdc06c152092\"], \"total_duration\": 136.0, \"total_sessions\": 3, \"mean_week_duration\": 1.333}}]\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[{\"34161\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-05 04:39:20.000000+00:00\", \"2021-03-14 00:29:58.000000+00:00\", \"2020-08-30 19:59:30.000000+00:00\"], \"session_ids\": [\"96bb9d4b-37b7-4441-8e1a-3a1767845c16\", \"96ecb954-b0c1-44c0-831d-720d7c718a7b\", \"072a18c8-4f5a-4bf5-8846-bdc06c152092\"], \"total_duration\": 136.0, \"total_sessions\": 3, \"mean_week_duration\": 1.333}}, {\"49675\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-11-09 01:42:45.000000+00:00\", \"2022-12-29 16:40:44.000000+00:00\"], \"session_ids\": [\"c2da8ae2-dc60-4aad-bf68-281dfdda745b\", \"13bda0a8-ca3b-4af3-9d64-8413ddf9dc3e\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.451}}, {\"98264\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-07 13:48:40.000000+00:00\", \"2021-11-18 18:23:29.000000+00:00\", \"2020-07-05 04:47:41.000000+00:00\"], \"session_ids\": [\"02031cef-ad1a-48ae-bae3-114fb8548fdf\", \"76b4667a-8aad-4e77-8339-145116148a0a\", \"86714e28-fc5f-4b5f-9a23-01401afacb26\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}}, {\"9363\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-17 02:23:19.000000+00:00\", \"2020-02-07 12:17:23.000000+00:00\", \"2020-10-02 15:01:46.000000+00:00\"], \"session_ids\": [\"cee8082f-e395-444e-9f15-65b5512a20a5\", \"a518bfdb-d675-4a4e-a528-0392c8438e43\", \"45013567-dfff-40f2-8283-f7ff53bd132c\"], \"total_duration\": 49.0, \"total_sessions\": 3, \"mean_week_duration\": 0.79}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"34161\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-05 04:39:20.000000+00:00\", \"2021-03-14 00:29:58.000000+00:00\", \"2020-08-30 19:59:30.000000+00:00\"], \"session_ids\": [\"96bb9d4b-37b7-4441-8e1a-3a1767845c16\", \"96ecb954-b0c1-44c0-831d-720d7c718a7b\", \"072a18c8-4f5a-4bf5-8846-bdc06c152092\"], \"total_duration\": 136.0, \"total_sessions\": 3, \"mean_week_duration\": 1.333}}, {\"49675\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-11-09 01:42:45.000000+00:00\", \"2022-12-29 16:40:44.000000+00:00\"], \"session_ids\": [\"c2da8ae2-dc60-4aad-bf68-281dfdda745b\", \"13bda0a8-ca3b-4af3-9d64-8413ddf9dc3e\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.451}}, {\"98264\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-07 13:48:40.000000+00:00\", \"2021-11-18 18:23:29.000000+00:00\", \"2020-07-05 04:47:41.000000+00:00\"], \"session_ids\": [\"02031cef-ad1a-48ae-bae3-114fb8548fdf\", \"76b4667a-8aad-4e77-8339-145116148a0a\", \"86714e28-fc5f-4b5f-9a23-01401afacb26\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}}, {\"9363\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-17 02:23:19.000000+00:00\", \"2020-02-07 12:17:23.000000+00:00\", \"2020-10-02 15:01:46.000000+00:00\"], \"session_ids\": [\"cee8082f-e395-444e-9f15-65b5512a20a5\", \"a518bfdb-d675-4a4e-a528-0392c8438e43\", \"45013567-dfff-40f2-8283-f7ff53bd132c\"], \"total_duration\": 49.0, \"total_sessions\": 3, \"mean_week_duration\": 0.79}}]\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[{\"34161\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-05 04:39:20.000000+00:00\", \"2021-03-14 00:29:58.000000+00:00\", \"2020-08-30 19:59:30.000000+00:00\"], \"session_ids\": [\"96bb9d4b-37b7-4441-8e1a-3a1767845c16\", \"96ecb954-b0c1-44c0-831d-720d7c718a7b\", \"072a18c8-4f5a-4bf5-8846-bdc06c152092\"], \"total_duration\": 136.0, \"total_sessions\": 3, \"mean_week_duration\": 1.333}}, {\"49675\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-11-09 01:42:45.000000+00:00\", \"2022-12-29 16:40:44.000000+00:00\"], \"session_ids\": [\"c2da8ae2-dc60-4aad-bf68-281dfdda745b\", \"13bda0a8-ca3b-4af3-9d64-8413ddf9dc3e\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.451}}, {\"98264\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-07 13:48:40.000000+00:00\", \"2021-11-18 18:23:29.000000+00:00\", \"2020-07-05 04:47:41.000000+00:00\"], \"session_ids\": [\"02031cef-ad1a-48ae-bae3-114fb8548fdf\", \"76b4667a-8aad-4e77-8339-145116148a0a\", \"86714e28-fc5f-4b5f-9a23-01401afacb26\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}}, {\"9363\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-17 02:23:19.000000+00:00\", \"2020-02-07 12:17:23.000000+00:00\", \"2020-10-02 15:01:46.000000+00:00\"], \"session_ids\": [\"cee8082f-e395-444e-9f15-65b5512a20a5\", \"a518bfdb-d675-4a4e-a528-0392c8438e43\", \"45013567-dfff-40f2-8283-f7ff53bd132c\"], \"total_duration\": 49.0, \"total_sessions\": 3, \"mean_week_duration\": 0.79}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display 5 users pieces of information who are residents of cities Kuala Lumpur, Warsaw, Nairobi, Tegucigalpa, Oslo and in addition perform sorting by sessions total form the highest value to the lowest value and remain only 3 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"79374\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-10-26 03:37:44.000000+00:00\", \"2021-09-07 03:33:07.000000+00:00\"], \"session_ids\": [\"c3d03b68-e612-46e4-8380-f17c6780608b\", \"2c87bfd8-d4c1-48ee-98aa-adc05646f756\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 55.286}, \"14223\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-10 06:56:34.000000+00:00\", \"2020-11-02 06:12:45.000000+00:00\", \"2021-02-17 01:45:34.000000+00:00\", \"2019-11-07 06:53:16.000000+00:00\", \"2021-03-04 19:14:28.000000+00:00\", \"2019-11-16 18:42:57.000000+00:00\", \"2022-03-08 23:29:52.000000+00:00\"], \"session_ids\": [\"407d4b64-d10d-4681-a78c-62252d78cbf2\", \"fd7ab79e-c6c1-405f-be4d-beb30658a319\", \"c407dbde-4264-48e8-bafd-869758f3993d\", \"266d6da9-2e5b-47bf-b564-19765e4a34a9\", \"10812292-661f-4750-bcff-cd002d97c0f3\", \"9a3ef4e0-012b-4ea5-858e-a9becb95a6ac\", \"4d9b078c-7c2d-4aff-92b6-0656a2e98269\"], \"total_duration\": 858.0, \"total_sessions\": 7, \"mean_week_duration\": 7.033}, \"54581\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-22 15:55:23.000000+00:00\", \"2021-12-09 20:29:48.000000+00:00\"], \"session_ids\": [\"b5ed6f52-503f-4014-ac4e-8e633152d278\", \"bb307d6a-ba25-4278-b4b2-e60e21afedf3\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 4.563}, \"93091\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-15 10:54:31.000000+00:00\", \"2020-03-03 12:48:36.000000+00:00\", \"2019-02-21 12:26:54.000000+00:00\", \"2023-03-22 03:17:46.000000+00:00\"], \"session_ids\": [\"f004e151-8e34-4a50-9e12-76c55c91dfef\", \"d3b866f7-9649-49ff-beb4-b50abf329971\", \"87f427d2-7fed-490f-b145-695bfd032cc7\", \"7c7cdd0d-bb14-4de0-a9cb-a14953360dd5\"], \"total_duration\": 1402.0, \"total_sessions\": 4, \"mean_week_duration\": 6.582}, \"62115\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-02-25 12:37:03.000000+00:00\", \"2023-02-05 08:06:41.000000+00:00\", \"2022-10-16 01:35:59.000000+00:00\", \"2023-01-21 10:30:57.000000+00:00\", \"2021-05-26 16:17:44.000000+00:00\"], \"session_ids\": [\"fa6b1df7-1853-4343-8cb3-66ef02a3974f\", \"d12e434e-8d35-4b0b-8530-299ab6c242ce\", \"5693dc0c-0d31-4f64-baad-c17133df0786\", \"88095e4c-f209-45e1-bfb9-78d2a6eb2b20\", \"072a7889-dd65-49eb-a7eb-12692c477383\"], \"total_duration\": 59.0, \"total_sessions\": 5, \"mean_week_duration\": 0.663}, \"47945\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-01 11:19:26.000000+00:00\", \"2019-11-12 04:52:13.000000+00:00\", \"2021-09-18 03:18:02.000000+00:00\"], \"session_ids\": [\"b81a02f3-20f8-42e3-8a01-20408ad10ec8\", \"094f022a-d478-4a03-aa71-d6ccb59f2703\", \"e40f5cb4-60f5-4314-9068-c4ae49493254\"], \"total_duration\": 408.0, \"total_sessions\": 3, \"mean_week_duration\": 4.121}, \"35536\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-11-23 19:48:22.000000+00:00\", \"2021-03-05 18:44:58.000000+00:00\"], \"session_ids\": [\"bb649bb5-1633-4b11-8485-8f9fdb96ba2a\", \"c95ba8ce-a597-4724-bd72-1a7252790c77\"], \"total_duration\": 482.0, \"total_sessions\": 2, \"mean_week_duration\": 32.133}, \"31376\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-01 15:39:09.000000+00:00\", \"2020-09-16 12:41:52.000000+00:00\", \"2019-04-01 12:03:33.000000+00:00\"], \"session_ids\": [\"139978f7-e295-4923-a1c9-a1717ae87280\", \"0dde9991-fff3-4e83-89b5-9d9aed7b346b\", \"00e8dc99-9bee-4b06-bbfb-fd450c7da767\"], \"total_duration\": 344.0, \"total_sessions\": 3, \"mean_week_duration\": 2.457}, \"98774\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-11-12 02:25:41.000000+00:00\", \"2023-03-25 16:18:28.000000+00:00\"], \"session_ids\": [\"f354370b-1599-4637-9892-77641003270a\", \"9e3a2a1e-9117-4624-a510-f942f5fd3493\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 3.121}, \"3181\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-23 22:07:25.000000+00:00\", \"2019-03-22 22:40:23.000000+00:00\"], \"session_ids\": [\"69ff1939-e381-4c04-8589-28b437ff71ae\", \"f52cca8a-4934-4609-ac71-5bed25e93457\"], \"total_duration\": 477.0, \"total_sessions\": 2, \"mean_week_duration\": 6.36}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are Kuala Lumpur, Warsaw, Nairobi, Tegucigalpa, Oslo"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Kuala Lumpur\", \"Warsaw\", \"Nairobi\", \"Tegucigalpa\", \"Oslo\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"47945\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-01 11:19:26.000000+00:00\", \"2019-11-12 04:52:13.000000+00:00\", \"2021-09-18 03:18:02.000000+00:00\"], \"session_ids\": [\"b81a02f3-20f8-42e3-8a01-20408ad10ec8\", \"094f022a-d478-4a03-aa71-d6ccb59f2703\", \"e40f5cb4-60f5-4314-9068-c4ae49493254\"], \"total_duration\": 408.0, \"total_sessions\": 3, \"mean_week_duration\": 4.121}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_sessions attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"47945\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-01 11:19:26.000000+00:00\", \"2019-11-12 04:52:13.000000+00:00\", \"2021-09-18 03:18:02.000000+00:00\"], \"session_ids\": [\"b81a02f3-20f8-42e3-8a01-20408ad10ec8\", \"094f022a-d478-4a03-aa71-d6ccb59f2703\", \"e40f5cb4-60f5-4314-9068-c4ae49493254\"], \"total_duration\": 408.0, \"total_sessions\": 3, \"mean_week_duration\": 4.121}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 3 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"47945\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-01 11:19:26.000000+00:00\", \"2019-11-12 04:52:13.000000+00:00\", \"2021-09-18 03:18:02.000000+00:00\"], \"session_ids\": [\"b81a02f3-20f8-42e3-8a01-20408ad10ec8\", \"094f022a-d478-4a03-aa71-d6ccb59f2703\", \"e40f5cb4-60f5-4314-9068-c4ae49493254\"], \"total_duration\": 408.0, \"total_sessions\": 3, \"mean_week_duration\": 4.121}}]\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[{\"47945\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-01 11:19:26.000000+00:00\", \"2019-11-12 04:52:13.000000+00:00\", \"2021-09-18 03:18:02.000000+00:00\"], \"session_ids\": [\"b81a02f3-20f8-42e3-8a01-20408ad10ec8\", \"094f022a-d478-4a03-aa71-d6ccb59f2703\", \"e40f5cb4-60f5-4314-9068-c4ae49493254\"], \"total_duration\": 408.0, \"total_sessions\": 3, \"mean_week_duration\": 4.121}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Could you enlighten me about 7 users who are users with highest total duration amount and put to use sorting by total amount of duration risingly."
}
] |
[
{
"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{\"48749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-09-25 09:30:24.000000+00:00\", \"2020-02-20 20:24:29.000000+00:00\", \"2019-10-03 15:31:30.000000+00:00\", \"2021-01-09 09:51:23.000000+00:00\", \"2023-01-30 18:34:19.000000+00:00\", \"2021-11-03 14:40:28.000000+00:00\", \"2023-04-10 13:54:27.000000+00:00\", \"2020-02-21 15:06:18.000000+00:00\"], \"session_ids\": [\"f07271cf-1341-4247-9c99-971d27a2d5fb\", \"cf72e3f3-a7a5-47eb-9246-859b69c02769\", \"394a806c-3a0e-437b-a466-50ce0fcc179d\", \"6a94357a-3607-4841-8bf3-4c8981be5124\", \"dca5f8d9-006b-4d79-8a84-aba788aec403\", \"8ab77eef-a884-4e61-a3d1-4b0d4cd45f34\", \"1558217d-10db-490a-9e4d-99519838fd67\", \"98fba506-26ef-4eb8-8733-c55071ba4345\"], \"total_duration\": 3671.0, \"total_sessions\": 8, \"mean_week_duration\": 19.843}, \"92806\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-01 13:24:59.000000+00:00\", \"2021-10-21 15:25:04.000000+00:00\", \"2021-12-08 18:45:14.000000+00:00\", \"2023-04-03 19:52:35.000000+00:00\", \"2019-08-17 23:46:46.000000+00:00\", \"2020-10-24 17:44:32.000000+00:00\", \"2021-07-25 21:50:29.000000+00:00\", \"2020-12-07 16:13:36.000000+00:00\"], \"session_ids\": [\"6e45d024-d568-437e-909a-6b06fdc97c9e\", \"2be4bd72-9790-4e5c-85c4-475fabef3078\", \"cd906c54-72d3-4d7c-9279-77bb78b2568f\", \"697aab5b-bc0b-4f4d-89f1-a979374c7f20\", \"3cb24eff-c6cd-459d-a4d7-e1c83d04567d\", \"853eb51c-9538-4864-8ae7-cf475f8fbf4a\", \"de754dae-2052-4e4d-ab22-737d26b9287e\", \"cbd9e98f-08e7-43f0-9f0d-188ac9ff6569\"], \"total_duration\": 5591.0, \"total_sessions\": 8, \"mean_week_duration\": 27.816}, \"89611\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-04-22 18:39:27.000000+00:00\", \"2020-04-06 15:50:27.000000+00:00\", \"2020-01-12 03:20:05.000000+00:00\"], \"session_ids\": [\"7dc74f90-35de-49d1-a773-90e4d3d9cb8a\", \"f92a2506-2871-46c2-85ab-e428e5eca715\", \"1a0359c2-840a-481e-89d8-d20309600b3a\"], \"total_duration\": 491.0, \"total_sessions\": 3, \"mean_week_duration\": 4.126}, \"41166\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-11 21:50:53.000000+00:00\", \"2023-03-26 18:59:00.000000+00:00\"], \"session_ids\": [\"b784450c-7ddb-47a7-9429-235a28d9cdb2\", \"7a0806ca-4666-4000-9699-348fd4b7b387\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 15.6}, \"50588\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-03-25 09:39:54.000000+00:00\", \"2020-02-16 20:24:54.000000+00:00\", \"2020-06-23 14:05:04.000000+00:00\", \"2020-01-14 22:01:33.000000+00:00\"], \"session_ids\": [\"0b745085-31f7-477f-bd63-0ec7a54e66bb\", \"c29d49a1-4626-4ede-954b-c3d8ab06670f\", \"fcf47e00-75a8-4404-9d60-7c9dd01ce93c\", \"e7e72e05-140b-41f7-b268-40ec1a88278c\"], \"total_duration\": 466.0, \"total_sessions\": 4, \"mean_week_duration\": 2.79}, \"61241\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-04 06:16:20.000000+00:00\", \"2019-12-21 20:10:20.000000+00:00\", \"2022-06-20 21:29:45.000000+00:00\", \"2021-01-20 03:00:34.000000+00:00\", \"2019-08-10 05:05:33.000000+00:00\", \"2021-06-23 23:24:55.000000+00:00\"], \"session_ids\": [\"41fce56b-b7b0-4966-baba-f8cb0d9d3989\", \"bf2a8cfb-0e42-424c-8c92-151cdc8f8899\", \"02cdc2d8-9f00-44e2-9c3d-435833467ce7\", \"b4e23ecd-b8f7-4048-a6ee-7fdb768bf539\", \"486dd737-f218-4686-bba3-957b57353ec8\", \"bd3328a7-0ed5-4248-bd4f-f2226b1858ed\"], \"total_duration\": 4162.0, \"total_sessions\": 6, \"mean_week_duration\": 27.747}, \"79569\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-29 04:22:26.000000+00:00\", \"2022-06-25 05:30:38.000000+00:00\"], \"session_ids\": [\"34c2d41d-6087-4ddc-99ac-4b3ca4fd6cf1\", \"90ddce26-2cd0-4c77-a104-49b09242a0e0\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 5.682}, \"12410\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-29 15:36:05.000000+00:00\", \"2021-08-20 07:54:50.000000+00:00\", \"2019-12-29 01:12:55.000000+00:00\"], \"session_ids\": [\"43951f3b-2bdb-4542-983d-376acbaeb328\", \"2dd51c92-013b-47ad-8607-149f1a9f73a8\", \"36603e79-bfff-4deb-9005-7c05cfa3b07e\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 9.238}, \"48286\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-04-25 17:34:47.000000+00:00\", \"2020-07-05 00:04:55.000000+00:00\"], \"session_ids\": [\"ec818598-9427-4e21-b61b-189b8b3b9fb5\", \"4db814ee-fbb3-4fdd-8ac3-e0e722692c1e\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.548}, \"85401\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-01-11 02:22:10.000000+00:00\", \"2020-01-31 07:57:34.000000+00:00\"], \"session_ids\": [\"ca9ab0a8-f761-44a9-a4a2-4b0451871ebe\", \"0875b47c-01cb-43cc-bcbe-051cbd310a6f\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.331}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the highest 7 total_duration values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": 7}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"92806\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-01 13:24:59.000000+00:00\", \"2021-10-21 15:25:04.000000+00:00\", \"2021-12-08 18:45:14.000000+00:00\", \"2023-04-03 19:52:35.000000+00:00\", \"2019-08-17 23:46:46.000000+00:00\", \"2020-10-24 17:44:32.000000+00:00\", \"2021-07-25 21:50:29.000000+00:00\", \"2020-12-07 16:13:36.000000+00:00\"], \"session_ids\": [\"6e45d024-d568-437e-909a-6b06fdc97c9e\", \"2be4bd72-9790-4e5c-85c4-475fabef3078\", \"cd906c54-72d3-4d7c-9279-77bb78b2568f\", \"697aab5b-bc0b-4f4d-89f1-a979374c7f20\", \"3cb24eff-c6cd-459d-a4d7-e1c83d04567d\", \"853eb51c-9538-4864-8ae7-cf475f8fbf4a\", \"de754dae-2052-4e4d-ab22-737d26b9287e\", \"cbd9e98f-08e7-43f0-9f0d-188ac9ff6569\"], \"total_duration\": 5591.0, \"total_sessions\": 8, \"mean_week_duration\": 27.816}}, {\"61241\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-04 06:16:20.000000+00:00\", \"2019-12-21 20:10:20.000000+00:00\", \"2022-06-20 21:29:45.000000+00:00\", \"2021-01-20 03:00:34.000000+00:00\", \"2019-08-10 05:05:33.000000+00:00\", \"2021-06-23 23:24:55.000000+00:00\"], \"session_ids\": [\"41fce56b-b7b0-4966-baba-f8cb0d9d3989\", \"bf2a8cfb-0e42-424c-8c92-151cdc8f8899\", \"02cdc2d8-9f00-44e2-9c3d-435833467ce7\", \"b4e23ecd-b8f7-4048-a6ee-7fdb768bf539\", \"486dd737-f218-4686-bba3-957b57353ec8\", \"bd3328a7-0ed5-4248-bd4f-f2226b1858ed\"], \"total_duration\": 4162.0, \"total_sessions\": 6, \"mean_week_duration\": 27.747}}, {\"48749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-09-25 09:30:24.000000+00:00\", \"2020-02-20 20:24:29.000000+00:00\", \"2019-10-03 15:31:30.000000+00:00\", \"2021-01-09 09:51:23.000000+00:00\", \"2023-01-30 18:34:19.000000+00:00\", \"2021-11-03 14:40:28.000000+00:00\", \"2023-04-10 13:54:27.000000+00:00\", \"2020-02-21 15:06:18.000000+00:00\"], \"session_ids\": [\"f07271cf-1341-4247-9c99-971d27a2d5fb\", \"cf72e3f3-a7a5-47eb-9246-859b69c02769\", \"394a806c-3a0e-437b-a466-50ce0fcc179d\", \"6a94357a-3607-4841-8bf3-4c8981be5124\", \"dca5f8d9-006b-4d79-8a84-aba788aec403\", \"8ab77eef-a884-4e61-a3d1-4b0d4cd45f34\", \"1558217d-10db-490a-9e4d-99519838fd67\", \"98fba506-26ef-4eb8-8733-c55071ba4345\"], \"total_duration\": 3671.0, \"total_sessions\": 8, \"mean_week_duration\": 19.843}}, {\"12410\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-29 15:36:05.000000+00:00\", \"2021-08-20 07:54:50.000000+00:00\", \"2019-12-29 01:12:55.000000+00:00\"], \"session_ids\": [\"43951f3b-2bdb-4542-983d-376acbaeb328\", \"2dd51c92-013b-47ad-8607-149f1a9f73a8\", \"36603e79-bfff-4deb-9005-7c05cfa3b07e\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 9.238}}, {\"89611\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-04-22 18:39:27.000000+00:00\", \"2020-04-06 15:50:27.000000+00:00\", \"2020-01-12 03:20:05.000000+00:00\"], \"session_ids\": [\"7dc74f90-35de-49d1-a773-90e4d3d9cb8a\", \"f92a2506-2871-46c2-85ab-e428e5eca715\", \"1a0359c2-840a-481e-89d8-d20309600b3a\"], \"total_duration\": 491.0, \"total_sessions\": 3, \"mean_week_duration\": 4.126}}, {\"50588\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-03-25 09:39:54.000000+00:00\", \"2020-02-16 20:24:54.000000+00:00\", \"2020-06-23 14:05:04.000000+00:00\", \"2020-01-14 22:01:33.000000+00:00\"], \"session_ids\": [\"0b745085-31f7-477f-bd63-0ec7a54e66bb\", \"c29d49a1-4626-4ede-954b-c3d8ab06670f\", \"fcf47e00-75a8-4404-9d60-7c9dd01ce93c\", \"e7e72e05-140b-41f7-b268-40ec1a88278c\"], \"total_duration\": 466.0, \"total_sessions\": 4, \"mean_week_duration\": 2.79}}, {\"79569\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-29 04:22:26.000000+00:00\", \"2022-06-25 05:30:38.000000+00:00\"], \"session_ids\": [\"34c2d41d-6087-4ddc-99ac-4b3ca4fd6cf1\", \"90ddce26-2cd0-4c77-a104-49b09242a0e0\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 5.682}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to total_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"79569\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-29 04:22:26.000000+00:00\", \"2022-06-25 05:30:38.000000+00:00\"], \"session_ids\": [\"34c2d41d-6087-4ddc-99ac-4b3ca4fd6cf1\", \"90ddce26-2cd0-4c77-a104-49b09242a0e0\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 5.682}}, {\"50588\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-03-25 09:39:54.000000+00:00\", \"2020-02-16 20:24:54.000000+00:00\", \"2020-06-23 14:05:04.000000+00:00\", \"2020-01-14 22:01:33.000000+00:00\"], \"session_ids\": [\"0b745085-31f7-477f-bd63-0ec7a54e66bb\", \"c29d49a1-4626-4ede-954b-c3d8ab06670f\", \"fcf47e00-75a8-4404-9d60-7c9dd01ce93c\", \"e7e72e05-140b-41f7-b268-40ec1a88278c\"], \"total_duration\": 466.0, \"total_sessions\": 4, \"mean_week_duration\": 2.79}}, {\"89611\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-04-22 18:39:27.000000+00:00\", \"2020-04-06 15:50:27.000000+00:00\", \"2020-01-12 03:20:05.000000+00:00\"], \"session_ids\": [\"7dc74f90-35de-49d1-a773-90e4d3d9cb8a\", \"f92a2506-2871-46c2-85ab-e428e5eca715\", \"1a0359c2-840a-481e-89d8-d20309600b3a\"], \"total_duration\": 491.0, \"total_sessions\": 3, \"mean_week_duration\": 4.126}}, {\"12410\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-29 15:36:05.000000+00:00\", \"2021-08-20 07:54:50.000000+00:00\", \"2019-12-29 01:12:55.000000+00:00\"], \"session_ids\": [\"43951f3b-2bdb-4542-983d-376acbaeb328\", \"2dd51c92-013b-47ad-8607-149f1a9f73a8\", \"36603e79-bfff-4deb-9005-7c05cfa3b07e\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 9.238}}, {\"48749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-09-25 09:30:24.000000+00:00\", \"2020-02-20 20:24:29.000000+00:00\", \"2019-10-03 15:31:30.000000+00:00\", \"2021-01-09 09:51:23.000000+00:00\", \"2023-01-30 18:34:19.000000+00:00\", \"2021-11-03 14:40:28.000000+00:00\", \"2023-04-10 13:54:27.000000+00:00\", \"2020-02-21 15:06:18.000000+00:00\"], \"session_ids\": [\"f07271cf-1341-4247-9c99-971d27a2d5fb\", \"cf72e3f3-a7a5-47eb-9246-859b69c02769\", \"394a806c-3a0e-437b-a466-50ce0fcc179d\", \"6a94357a-3607-4841-8bf3-4c8981be5124\", \"dca5f8d9-006b-4d79-8a84-aba788aec403\", \"8ab77eef-a884-4e61-a3d1-4b0d4cd45f34\", \"1558217d-10db-490a-9e4d-99519838fd67\", \"98fba506-26ef-4eb8-8733-c55071ba4345\"], \"total_duration\": 3671.0, \"total_sessions\": 8, \"mean_week_duration\": 19.843}}, {\"61241\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-04 06:16:20.000000+00:00\", \"2019-12-21 20:10:20.000000+00:00\", \"2022-06-20 21:29:45.000000+00:00\", \"2021-01-20 03:00:34.000000+00:00\", \"2019-08-10 05:05:33.000000+00:00\", \"2021-06-23 23:24:55.000000+00:00\"], \"session_ids\": [\"41fce56b-b7b0-4966-baba-f8cb0d9d3989\", \"bf2a8cfb-0e42-424c-8c92-151cdc8f8899\", \"02cdc2d8-9f00-44e2-9c3d-435833467ce7\", \"b4e23ecd-b8f7-4048-a6ee-7fdb768bf539\", \"486dd737-f218-4686-bba3-957b57353ec8\", \"bd3328a7-0ed5-4248-bd4f-f2226b1858ed\"], \"total_duration\": 4162.0, \"total_sessions\": 6, \"mean_week_duration\": 27.747}}, {\"92806\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-01 13:24:59.000000+00:00\", \"2021-10-21 15:25:04.000000+00:00\", \"2021-12-08 18:45:14.000000+00:00\", \"2023-04-03 19:52:35.000000+00:00\", \"2019-08-17 23:46:46.000000+00:00\", \"2020-10-24 17:44:32.000000+00:00\", \"2021-07-25 21:50:29.000000+00:00\", \"2020-12-07 16:13:36.000000+00:00\"], \"session_ids\": [\"6e45d024-d568-437e-909a-6b06fdc97c9e\", \"2be4bd72-9790-4e5c-85c4-475fabef3078\", \"cd906c54-72d3-4d7c-9279-77bb78b2568f\", \"697aab5b-bc0b-4f4d-89f1-a979374c7f20\", \"3cb24eff-c6cd-459d-a4d7-e1c83d04567d\", \"853eb51c-9538-4864-8ae7-cf475f8fbf4a\", \"de754dae-2052-4e4d-ab22-737d26b9287e\", \"cbd9e98f-08e7-43f0-9f0d-188ac9ff6569\"], \"total_duration\": 5591.0, \"total_sessions\": 8, \"mean_week_duration\": 27.816}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 7 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"79569\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-29 04:22:26.000000+00:00\", \"2022-06-25 05:30:38.000000+00:00\"], \"session_ids\": [\"34c2d41d-6087-4ddc-99ac-4b3ca4fd6cf1\", \"90ddce26-2cd0-4c77-a104-49b09242a0e0\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 5.682}}, {\"50588\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-03-25 09:39:54.000000+00:00\", \"2020-02-16 20:24:54.000000+00:00\", \"2020-06-23 14:05:04.000000+00:00\", \"2020-01-14 22:01:33.000000+00:00\"], \"session_ids\": [\"0b745085-31f7-477f-bd63-0ec7a54e66bb\", \"c29d49a1-4626-4ede-954b-c3d8ab06670f\", \"fcf47e00-75a8-4404-9d60-7c9dd01ce93c\", \"e7e72e05-140b-41f7-b268-40ec1a88278c\"], \"total_duration\": 466.0, \"total_sessions\": 4, \"mean_week_duration\": 2.79}}, {\"89611\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-04-22 18:39:27.000000+00:00\", \"2020-04-06 15:50:27.000000+00:00\", \"2020-01-12 03:20:05.000000+00:00\"], \"session_ids\": [\"7dc74f90-35de-49d1-a773-90e4d3d9cb8a\", \"f92a2506-2871-46c2-85ab-e428e5eca715\", \"1a0359c2-840a-481e-89d8-d20309600b3a\"], \"total_duration\": 491.0, \"total_sessions\": 3, \"mean_week_duration\": 4.126}}, {\"12410\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-29 15:36:05.000000+00:00\", \"2021-08-20 07:54:50.000000+00:00\", \"2019-12-29 01:12:55.000000+00:00\"], \"session_ids\": [\"43951f3b-2bdb-4542-983d-376acbaeb328\", \"2dd51c92-013b-47ad-8607-149f1a9f73a8\", \"36603e79-bfff-4deb-9005-7c05cfa3b07e\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 9.238}}, {\"48749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-09-25 09:30:24.000000+00:00\", \"2020-02-20 20:24:29.000000+00:00\", \"2019-10-03 15:31:30.000000+00:00\", \"2021-01-09 09:51:23.000000+00:00\", \"2023-01-30 18:34:19.000000+00:00\", \"2021-11-03 14:40:28.000000+00:00\", \"2023-04-10 13:54:27.000000+00:00\", \"2020-02-21 15:06:18.000000+00:00\"], \"session_ids\": [\"f07271cf-1341-4247-9c99-971d27a2d5fb\", \"cf72e3f3-a7a5-47eb-9246-859b69c02769\", \"394a806c-3a0e-437b-a466-50ce0fcc179d\", \"6a94357a-3607-4841-8bf3-4c8981be5124\", \"dca5f8d9-006b-4d79-8a84-aba788aec403\", \"8ab77eef-a884-4e61-a3d1-4b0d4cd45f34\", \"1558217d-10db-490a-9e4d-99519838fd67\", \"98fba506-26ef-4eb8-8733-c55071ba4345\"], \"total_duration\": 3671.0, \"total_sessions\": 8, \"mean_week_duration\": 19.843}}, {\"61241\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-04 06:16:20.000000+00:00\", \"2019-12-21 20:10:20.000000+00:00\", \"2022-06-20 21:29:45.000000+00:00\", \"2021-01-20 03:00:34.000000+00:00\", \"2019-08-10 05:05:33.000000+00:00\", \"2021-06-23 23:24:55.000000+00:00\"], \"session_ids\": [\"41fce56b-b7b0-4966-baba-f8cb0d9d3989\", \"bf2a8cfb-0e42-424c-8c92-151cdc8f8899\", \"02cdc2d8-9f00-44e2-9c3d-435833467ce7\", \"b4e23ecd-b8f7-4048-a6ee-7fdb768bf539\", \"486dd737-f218-4686-bba3-957b57353ec8\", \"bd3328a7-0ed5-4248-bd4f-f2226b1858ed\"], \"total_duration\": 4162.0, \"total_sessions\": 6, \"mean_week_duration\": 27.747}}, {\"92806\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-01 13:24:59.000000+00:00\", \"2021-10-21 15:25:04.000000+00:00\", \"2021-12-08 18:45:14.000000+00:00\", \"2023-04-03 19:52:35.000000+00:00\", \"2019-08-17 23:46:46.000000+00:00\", \"2020-10-24 17:44:32.000000+00:00\", \"2021-07-25 21:50:29.000000+00:00\", \"2020-12-07 16:13:36.000000+00:00\"], \"session_ids\": [\"6e45d024-d568-437e-909a-6b06fdc97c9e\", \"2be4bd72-9790-4e5c-85c4-475fabef3078\", \"cd906c54-72d3-4d7c-9279-77bb78b2568f\", \"697aab5b-bc0b-4f4d-89f1-a979374c7f20\", \"3cb24eff-c6cd-459d-a4d7-e1c83d04567d\", \"853eb51c-9538-4864-8ae7-cf475f8fbf4a\", \"de754dae-2052-4e4d-ab22-737d26b9287e\", \"cbd9e98f-08e7-43f0-9f0d-188ac9ff6569\"], \"total_duration\": 5591.0, \"total_sessions\": 8, \"mean_week_duration\": 27.816}}]\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[{\"79569\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-29 04:22:26.000000+00:00\", \"2022-06-25 05:30:38.000000+00:00\"], \"session_ids\": [\"34c2d41d-6087-4ddc-99ac-4b3ca4fd6cf1\", \"90ddce26-2cd0-4c77-a104-49b09242a0e0\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 5.682}}, {\"50588\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-03-25 09:39:54.000000+00:00\", \"2020-02-16 20:24:54.000000+00:00\", \"2020-06-23 14:05:04.000000+00:00\", \"2020-01-14 22:01:33.000000+00:00\"], \"session_ids\": [\"0b745085-31f7-477f-bd63-0ec7a54e66bb\", \"c29d49a1-4626-4ede-954b-c3d8ab06670f\", \"fcf47e00-75a8-4404-9d60-7c9dd01ce93c\", \"e7e72e05-140b-41f7-b268-40ec1a88278c\"], \"total_duration\": 466.0, \"total_sessions\": 4, \"mean_week_duration\": 2.79}}, {\"89611\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-04-22 18:39:27.000000+00:00\", \"2020-04-06 15:50:27.000000+00:00\", \"2020-01-12 03:20:05.000000+00:00\"], \"session_ids\": [\"7dc74f90-35de-49d1-a773-90e4d3d9cb8a\", \"f92a2506-2871-46c2-85ab-e428e5eca715\", \"1a0359c2-840a-481e-89d8-d20309600b3a\"], \"total_duration\": 491.0, \"total_sessions\": 3, \"mean_week_duration\": 4.126}}, {\"12410\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-29 15:36:05.000000+00:00\", \"2021-08-20 07:54:50.000000+00:00\", \"2019-12-29 01:12:55.000000+00:00\"], \"session_ids\": [\"43951f3b-2bdb-4542-983d-376acbaeb328\", \"2dd51c92-013b-47ad-8607-149f1a9f73a8\", \"36603e79-bfff-4deb-9005-7c05cfa3b07e\"], \"total_duration\": 970.0, \"total_sessions\": 3, \"mean_week_duration\": 9.238}}, {\"48749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-09-25 09:30:24.000000+00:00\", \"2020-02-20 20:24:29.000000+00:00\", \"2019-10-03 15:31:30.000000+00:00\", \"2021-01-09 09:51:23.000000+00:00\", \"2023-01-30 18:34:19.000000+00:00\", \"2021-11-03 14:40:28.000000+00:00\", \"2023-04-10 13:54:27.000000+00:00\", \"2020-02-21 15:06:18.000000+00:00\"], \"session_ids\": [\"f07271cf-1341-4247-9c99-971d27a2d5fb\", \"cf72e3f3-a7a5-47eb-9246-859b69c02769\", \"394a806c-3a0e-437b-a466-50ce0fcc179d\", \"6a94357a-3607-4841-8bf3-4c8981be5124\", \"dca5f8d9-006b-4d79-8a84-aba788aec403\", \"8ab77eef-a884-4e61-a3d1-4b0d4cd45f34\", \"1558217d-10db-490a-9e4d-99519838fd67\", \"98fba506-26ef-4eb8-8733-c55071ba4345\"], \"total_duration\": 3671.0, \"total_sessions\": 8, \"mean_week_duration\": 19.843}}, {\"61241\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-04 06:16:20.000000+00:00\", \"2019-12-21 20:10:20.000000+00:00\", \"2022-06-20 21:29:45.000000+00:00\", \"2021-01-20 03:00:34.000000+00:00\", \"2019-08-10 05:05:33.000000+00:00\", \"2021-06-23 23:24:55.000000+00:00\"], \"session_ids\": [\"41fce56b-b7b0-4966-baba-f8cb0d9d3989\", \"bf2a8cfb-0e42-424c-8c92-151cdc8f8899\", \"02cdc2d8-9f00-44e2-9c3d-435833467ce7\", \"b4e23ecd-b8f7-4048-a6ee-7fdb768bf539\", \"486dd737-f218-4686-bba3-957b57353ec8\", \"bd3328a7-0ed5-4248-bd4f-f2226b1858ed\"], \"total_duration\": 4162.0, \"total_sessions\": 6, \"mean_week_duration\": 27.747}}, {\"92806\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-01 13:24:59.000000+00:00\", \"2021-10-21 15:25:04.000000+00:00\", \"2021-12-08 18:45:14.000000+00:00\", \"2023-04-03 19:52:35.000000+00:00\", \"2019-08-17 23:46:46.000000+00:00\", \"2020-10-24 17:44:32.000000+00:00\", \"2021-07-25 21:50:29.000000+00:00\", \"2020-12-07 16:13:36.000000+00:00\"], \"session_ids\": [\"6e45d024-d568-437e-909a-6b06fdc97c9e\", \"2be4bd72-9790-4e5c-85c4-475fabef3078\", \"cd906c54-72d3-4d7c-9279-77bb78b2568f\", \"697aab5b-bc0b-4f4d-89f1-a979374c7f20\", \"3cb24eff-c6cd-459d-a4d7-e1c83d04567d\", \"853eb51c-9538-4864-8ae7-cf475f8fbf4a\", \"de754dae-2052-4e4d-ab22-737d26b9287e\", \"cbd9e98f-08e7-43f0-9f0d-188ac9ff6569\"], \"total_duration\": 5591.0, \"total_sessions\": 8, \"mean_week_duration\": 27.816}}]\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 4 users to me whose duration summation is smaller than 1396 inclusively also implement sorting by aver of time using the app per week in 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{\"1243\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-17 14:12:45.000000+00:00\", \"2019-12-11 00:30:35.000000+00:00\", \"2022-01-02 17:22:49.000000+00:00\", \"2020-06-08 15:44:02.000000+00:00\", \"2022-07-18 05:14:26.000000+00:00\", \"2023-03-30 02:01:15.000000+00:00\"], \"session_ids\": [\"298019fd-df2f-4642-a9b9-8a3c7e16a7cf\", \"2bbe0900-54ee-419e-bc64-d4eacddf7db0\", \"c37d594a-7e63-473b-83a6-c2606ea339a0\", \"b3f5fdf6-33fd-43ca-bb82-943fa5f9527c\", \"4bf78520-fbc4-4207-9b59-9f37b46d5ee6\", \"fedad8cc-3fab-4268-b3d6-a50b1c384505\"], \"total_duration\": 94.0, \"total_sessions\": 6, \"mean_week_duration\": 0.543}, \"83648\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-15 20:25:30.000000+00:00\", \"2022-07-12 04:51:58.000000+00:00\"], \"session_ids\": [\"50b8b624-bdd7-4ae2-b6ad-4f3ff1e3f45b\", \"df4b504f-53f7-4aea-b40e-91573126fed6\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 2.935}, \"83746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-19 06:26:55.000000+00:00\", \"2022-05-29 07:15:08.000000+00:00\", \"2021-04-19 13:17:34.000000+00:00\", \"2023-06-13 20:37:51.000000+00:00\", \"2020-02-21 03:21:12.000000+00:00\", \"2022-09-23 23:40:19.000000+00:00\"], \"session_ids\": [\"b8cadc69-40e5-4231-82ed-9870e3227587\", \"2d4886c4-fbe7-46b9-9f31-b75619e729c9\", \"848bf023-c5d9-42dc-bdec-98c4aafb8293\", \"c1fed198-3659-4e15-923c-ed04132276ff\", \"33d4a565-bf0f-42fd-bbe4-f58086b93a20\", \"07be1173-8f9d-4f18-948d-32bb0d3913da\"], \"total_duration\": 1506.0, \"total_sessions\": 6, \"mean_week_duration\": 8.705}, \"27236\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-15 09:19:52.000000+00:00\", \"2020-11-12 18:23:08.000000+00:00\"], \"session_ids\": [\"bc7d71a3-d776-48fc-b07a-7134549cc8ed\", \"78654b94-fc7d-49a4-a880-b7b803cb4236\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 1.226}, \"91590\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-04-12 14:18:50.000000+00:00\", \"2022-08-01 22:15:26.000000+00:00\", \"2021-07-14 04:07:51.000000+00:00\"], \"session_ids\": [\"bb37df80-798a-492b-95f7-6dfbaacbb1c4\", \"71b6163f-9611-45ec-90cd-ec192da30ea8\", \"5d719b17-1c4f-48d4-b8d3-fa99ce135592\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.191}, \"54661\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-08 06:36:48.000000+00:00\", \"2020-09-25 00:59:28.000000+00:00\"], \"session_ids\": [\"c0db785c-c7d1-46c3-adc6-3ff566ffe899\", \"a5406eb5-5816-4d25-87e4-b97d25c7ae10\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.271}, \"24255\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-21 09:15:07.000000+00:00\", \"2020-08-07 18:43:40.000000+00:00\"], \"session_ids\": [\"42157afa-13fa-4433-8994-e758f70c670a\", \"6a83d17e-5385-499d-a2f7-7b73ccc457c4\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 6.761}, \"79520\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-12 11:06:24.000000+00:00\", \"2019-08-01 11:44:06.000000+00:00\"], \"session_ids\": [\"718f13bd-c474-45ad-b09b-7108318193c8\", \"920af42c-c657-4f8c-9f82-855db2738359\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 1.529}, \"49786\": {\"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\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-06 00:33:57.000000+00:00\", \"2019-07-23 18:16:43.000000+00:00\"], \"session_ids\": [\"7aec3aec-9c4b-47f4-a603-c74070b0a11c\", \"a11bb5d8-7928-4a4a-8b27-0bcb11f0490f\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 1.895}, \"68511\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-10 09:34:05.000000+00:00\", \"2019-06-03 05:07:54.000000+00:00\"], \"session_ids\": [\"d4989ff8-6117-4d27-a976-2287c58b6ecb\", \"0463ef90-92c1-467c-8133-927935ae7e21\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 1.521}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 1396"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[1396, 4439]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"1243\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-17 14:12:45.000000+00:00\", \"2019-12-11 00:30:35.000000+00:00\", \"2022-01-02 17:22:49.000000+00:00\", \"2020-06-08 15:44:02.000000+00:00\", \"2022-07-18 05:14:26.000000+00:00\", \"2023-03-30 02:01:15.000000+00:00\"], \"session_ids\": [\"298019fd-df2f-4642-a9b9-8a3c7e16a7cf\", \"2bbe0900-54ee-419e-bc64-d4eacddf7db0\", \"c37d594a-7e63-473b-83a6-c2606ea339a0\", \"b3f5fdf6-33fd-43ca-bb82-943fa5f9527c\", \"4bf78520-fbc4-4207-9b59-9f37b46d5ee6\", \"fedad8cc-3fab-4268-b3d6-a50b1c384505\"], \"total_duration\": 94.0, \"total_sessions\": 6, \"mean_week_duration\": 0.543}, \"83648\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-15 20:25:30.000000+00:00\", \"2022-07-12 04:51:58.000000+00:00\"], \"session_ids\": [\"50b8b624-bdd7-4ae2-b6ad-4f3ff1e3f45b\", \"df4b504f-53f7-4aea-b40e-91573126fed6\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 2.935}, \"27236\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-15 09:19:52.000000+00:00\", \"2020-11-12 18:23:08.000000+00:00\"], \"session_ids\": [\"bc7d71a3-d776-48fc-b07a-7134549cc8ed\", \"78654b94-fc7d-49a4-a880-b7b803cb4236\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 1.226}, \"91590\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-04-12 14:18:50.000000+00:00\", \"2022-08-01 22:15:26.000000+00:00\", \"2021-07-14 04:07:51.000000+00:00\"], \"session_ids\": [\"bb37df80-798a-492b-95f7-6dfbaacbb1c4\", \"71b6163f-9611-45ec-90cd-ec192da30ea8\", \"5d719b17-1c4f-48d4-b8d3-fa99ce135592\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.191}, \"54661\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-08 06:36:48.000000+00:00\", \"2020-09-25 00:59:28.000000+00:00\"], \"session_ids\": [\"c0db785c-c7d1-46c3-adc6-3ff566ffe899\", \"a5406eb5-5816-4d25-87e4-b97d25c7ae10\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.271}, \"24255\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-21 09:15:07.000000+00:00\", \"2020-08-07 18:43:40.000000+00:00\"], \"session_ids\": [\"42157afa-13fa-4433-8994-e758f70c670a\", \"6a83d17e-5385-499d-a2f7-7b73ccc457c4\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 6.761}, \"79520\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-12 11:06:24.000000+00:00\", \"2019-08-01 11:44:06.000000+00:00\"], \"session_ids\": [\"718f13bd-c474-45ad-b09b-7108318193c8\", \"920af42c-c657-4f8c-9f82-855db2738359\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 1.529}, \"49786\": {\"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\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-06 00:33:57.000000+00:00\", \"2019-07-23 18:16:43.000000+00:00\"], \"session_ids\": [\"7aec3aec-9c4b-47f4-a603-c74070b0a11c\", \"a11bb5d8-7928-4a4a-8b27-0bcb11f0490f\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 1.895}, \"68511\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-10 09:34:05.000000+00:00\", \"2019-06-03 05:07:54.000000+00:00\"], \"session_ids\": [\"d4989ff8-6117-4d27-a976-2287c58b6ecb\", \"0463ef90-92c1-467c-8133-927935ae7e21\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 1.521}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute."
},
{
"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[{\"91590\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-04-12 14:18:50.000000+00:00\", \"2022-08-01 22:15:26.000000+00:00\", \"2021-07-14 04:07:51.000000+00:00\"], \"session_ids\": [\"bb37df80-798a-492b-95f7-6dfbaacbb1c4\", \"71b6163f-9611-45ec-90cd-ec192da30ea8\", \"5d719b17-1c4f-48d4-b8d3-fa99ce135592\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.191}}, {\"54661\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-08 06:36:48.000000+00:00\", \"2020-09-25 00:59:28.000000+00:00\"], \"session_ids\": [\"c0db785c-c7d1-46c3-adc6-3ff566ffe899\", \"a5406eb5-5816-4d25-87e4-b97d25c7ae10\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.271}}, {\"1243\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-17 14:12:45.000000+00:00\", \"2019-12-11 00:30:35.000000+00:00\", \"2022-01-02 17:22:49.000000+00:00\", \"2020-06-08 15:44:02.000000+00:00\", \"2022-07-18 05:14:26.000000+00:00\", \"2023-03-30 02:01:15.000000+00:00\"], \"session_ids\": [\"298019fd-df2f-4642-a9b9-8a3c7e16a7cf\", \"2bbe0900-54ee-419e-bc64-d4eacddf7db0\", \"c37d594a-7e63-473b-83a6-c2606ea339a0\", \"b3f5fdf6-33fd-43ca-bb82-943fa5f9527c\", \"4bf78520-fbc4-4207-9b59-9f37b46d5ee6\", \"fedad8cc-3fab-4268-b3d6-a50b1c384505\"], \"total_duration\": 94.0, \"total_sessions\": 6, \"mean_week_duration\": 0.543}}, {\"27236\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-15 09:19:52.000000+00:00\", \"2020-11-12 18:23:08.000000+00:00\"], \"session_ids\": [\"bc7d71a3-d776-48fc-b07a-7134549cc8ed\", \"78654b94-fc7d-49a4-a880-b7b803cb4236\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 1.226}}, {\"68511\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-10 09:34:05.000000+00:00\", \"2019-06-03 05:07:54.000000+00:00\"], \"session_ids\": [\"d4989ff8-6117-4d27-a976-2287c58b6ecb\", \"0463ef90-92c1-467c-8133-927935ae7e21\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 1.521}}, {\"79520\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-12 11:06:24.000000+00:00\", \"2019-08-01 11:44:06.000000+00:00\"], \"session_ids\": [\"718f13bd-c474-45ad-b09b-7108318193c8\", \"920af42c-c657-4f8c-9f82-855db2738359\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 1.529}}, {\"49786\": {\"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\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-06 00:33:57.000000+00:00\", \"2019-07-23 18:16:43.000000+00:00\"], \"session_ids\": [\"7aec3aec-9c4b-47f4-a603-c74070b0a11c\", \"a11bb5d8-7928-4a4a-8b27-0bcb11f0490f\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 1.895}}, {\"83648\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-15 20:25:30.000000+00:00\", \"2022-07-12 04:51:58.000000+00:00\"], \"session_ids\": [\"50b8b624-bdd7-4ae2-b6ad-4f3ff1e3f45b\", \"df4b504f-53f7-4aea-b40e-91573126fed6\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 2.935}}, {\"24255\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-21 09:15:07.000000+00:00\", \"2020-08-07 18:43:40.000000+00:00\"], \"session_ids\": [\"42157afa-13fa-4433-8994-e758f70c670a\", \"6a83d17e-5385-499d-a2f7-7b73ccc457c4\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 6.761}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"91590\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-04-12 14:18:50.000000+00:00\", \"2022-08-01 22:15:26.000000+00:00\", \"2021-07-14 04:07:51.000000+00:00\"], \"session_ids\": [\"bb37df80-798a-492b-95f7-6dfbaacbb1c4\", \"71b6163f-9611-45ec-90cd-ec192da30ea8\", \"5d719b17-1c4f-48d4-b8d3-fa99ce135592\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.191}}, {\"54661\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-08 06:36:48.000000+00:00\", \"2020-09-25 00:59:28.000000+00:00\"], \"session_ids\": [\"c0db785c-c7d1-46c3-adc6-3ff566ffe899\", \"a5406eb5-5816-4d25-87e4-b97d25c7ae10\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.271}}, {\"1243\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-17 14:12:45.000000+00:00\", \"2019-12-11 00:30:35.000000+00:00\", \"2022-01-02 17:22:49.000000+00:00\", \"2020-06-08 15:44:02.000000+00:00\", \"2022-07-18 05:14:26.000000+00:00\", \"2023-03-30 02:01:15.000000+00:00\"], \"session_ids\": [\"298019fd-df2f-4642-a9b9-8a3c7e16a7cf\", \"2bbe0900-54ee-419e-bc64-d4eacddf7db0\", \"c37d594a-7e63-473b-83a6-c2606ea339a0\", \"b3f5fdf6-33fd-43ca-bb82-943fa5f9527c\", \"4bf78520-fbc4-4207-9b59-9f37b46d5ee6\", \"fedad8cc-3fab-4268-b3d6-a50b1c384505\"], \"total_duration\": 94.0, \"total_sessions\": 6, \"mean_week_duration\": 0.543}}, {\"27236\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-15 09:19:52.000000+00:00\", \"2020-11-12 18:23:08.000000+00:00\"], \"session_ids\": [\"bc7d71a3-d776-48fc-b07a-7134549cc8ed\", \"78654b94-fc7d-49a4-a880-b7b803cb4236\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 1.226}}]\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[{\"91590\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-04-12 14:18:50.000000+00:00\", \"2022-08-01 22:15:26.000000+00:00\", \"2021-07-14 04:07:51.000000+00:00\"], \"session_ids\": [\"bb37df80-798a-492b-95f7-6dfbaacbb1c4\", \"71b6163f-9611-45ec-90cd-ec192da30ea8\", \"5d719b17-1c4f-48d4-b8d3-fa99ce135592\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.191}}, {\"54661\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-08 06:36:48.000000+00:00\", \"2020-09-25 00:59:28.000000+00:00\"], \"session_ids\": [\"c0db785c-c7d1-46c3-adc6-3ff566ffe899\", \"a5406eb5-5816-4d25-87e4-b97d25c7ae10\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.271}}, {\"1243\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-10-17 14:12:45.000000+00:00\", \"2019-12-11 00:30:35.000000+00:00\", \"2022-01-02 17:22:49.000000+00:00\", \"2020-06-08 15:44:02.000000+00:00\", \"2022-07-18 05:14:26.000000+00:00\", \"2023-03-30 02:01:15.000000+00:00\"], \"session_ids\": [\"298019fd-df2f-4642-a9b9-8a3c7e16a7cf\", \"2bbe0900-54ee-419e-bc64-d4eacddf7db0\", \"c37d594a-7e63-473b-83a6-c2606ea339a0\", \"b3f5fdf6-33fd-43ca-bb82-943fa5f9527c\", \"4bf78520-fbc4-4207-9b59-9f37b46d5ee6\", \"fedad8cc-3fab-4268-b3d6-a50b1c384505\"], \"total_duration\": 94.0, \"total_sessions\": 6, \"mean_week_duration\": 0.543}}, {\"27236\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-15 09:19:52.000000+00:00\", \"2020-11-12 18:23:08.000000+00:00\"], \"session_ids\": [\"bc7d71a3-d776-48fc-b07a-7134549cc8ed\", \"78654b94-fc7d-49a4-a880-b7b803cb4236\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 1.226}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me about 6 users who are leading users based on overall total sessions and execute sorting by total sessions 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{\"90741\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-18 00:47:05.000000+00:00\", \"2019-07-07 14:42:22.000000+00:00\"], \"session_ids\": [\"d1c5b7fc-56c2-4781-a1d8-501ecc92cceb\", \"c79b301b-9233-4bc7-95d7-9a3d38ecc862\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 1.505}, \"93004\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-06 17:22:17.000000+00:00\", \"2021-01-12 09:23:54.000000+00:00\", \"2021-11-20 06:21:04.000000+00:00\"], \"session_ids\": [\"760add00-fb75-4e22-8ba8-c6082d69f756\", \"d98f64fb-8d20-43d0-859a-10a034e7d26e\", \"09e71aef-7998-42a6-900e-2f67ee0e3687\"], \"total_duration\": 850.0, \"total_sessions\": 3, \"mean_week_duration\": 18.889}, \"51780\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-09-05 23:10:07.000000+00:00\", \"2019-06-27 07:07:01.000000+00:00\"], \"session_ids\": [\"7e8536ba-6190-4873-8896-ce17fd603532\", \"a4b748cd-9873-406b-9067-438046266cb8\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.374}, \"91977\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-24 14:41:02.000000+00:00\", \"2022-03-30 02:21:40.000000+00:00\", \"2019-08-26 00:40:04.000000+00:00\", \"2023-04-03 17:29:10.000000+00:00\", \"2021-06-20 21:40:35.000000+00:00\", \"2021-10-15 04:46:45.000000+00:00\", \"2019-12-24 13:11:30.000000+00:00\"], \"session_ids\": [\"2e29d154-36cb-4bec-8cb0-7070f91a46d9\", \"8bf700a7-2d5e-4c06-801e-a78d0b9368b4\", \"669bcadd-b368-49c8-9a22-3c66328abe92\", \"253deea4-6d55-4d1c-b0e2-9336d93d5da3\", \"8865329c-8d0d-49ae-ad01-fd771967f317\", \"9b26f7fa-2ec5-474a-9b1c-800e32b13b7c\", \"4b2c0ffc-0979-468c-9b8e-aefd890491c4\"], \"total_duration\": 4409.0, \"total_sessions\": 7, \"mean_week_duration\": 23.452}, \"35487\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-12 23:57:45.000000+00:00\", \"2021-05-04 13:19:20.000000+00:00\"], \"session_ids\": [\"2ba61462-554c-464a-9d33-3a166667c475\", \"94810bf7-b170-4e40-a0c5-6df5393bf661\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 3.9}, \"69261\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-09-19 05:55:29.000000+00:00\", \"2020-07-17 18:08:06.000000+00:00\"], \"session_ids\": [\"ebe7606e-6f53-45f7-96de-c3b14ded2bc0\", \"179aa549-1a00-4e3c-b7a6-a10f9ee3d2e7\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 6.778}, \"7624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-05 23:55:53.000000+00:00\", \"2020-04-25 00:57:46.000000+00:00\", \"2022-10-14 08:53:10.000000+00:00\", \"2023-02-04 03:04:13.000000+00:00\", \"2023-02-25 04:38:16.000000+00:00\"], \"session_ids\": [\"8ac8385a-79f3-40de-914c-74b724751bbd\", \"24bd53d0-ccfc-4ac2-838d-dd37f018d844\", \"41bab5ab-299f-45f9-88e7-f6451c2c8a7b\", \"bb122345-1a0a-4a4d-8535-c0c6e827227a\", \"23279441-39c4-4883-8570-3241f32b05b2\"], \"total_duration\": 1054.0, \"total_sessions\": 5, \"mean_week_duration\": 7.122}, \"70228\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-13 01:49:32.000000+00:00\", \"2019-02-03 02:06:02.000000+00:00\", \"2020-11-30 14:11:22.000000+00:00\"], \"session_ids\": [\"738ed5b6-bc3a-4caf-add4-17f39b0a03bf\", \"d65e9edf-a4b8-457b-8468-684f1ac6451e\", \"5701439f-fb54-4e5b-8edc-84555672374f\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.364}, \"84718\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-03-29 23:36:22.000000+00:00\", \"2021-07-11 16:06:10.000000+00:00\", \"2019-06-28 11:45:53.000000+00:00\", \"2023-04-11 01:24:46.000000+00:00\"], \"session_ids\": [\"dffe1aa1-6366-4a30-b23c-40981c9332bf\", \"40d3116c-6578-462b-8c17-d2e1852540f2\", \"a8cca5ff-bfe2-496b-9e52-7f2a19878280\", \"3e1c32f2-dea1-4a9e-9f5e-e2cf3a49a858\"], \"total_duration\": 205.0, \"total_sessions\": 4, \"mean_week_duration\": 1.035}, \"41037\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-01-06 07:34:13.000000+00:00\", \"2019-04-26 14:48:28.000000+00:00\"], \"session_ids\": [\"0bb1bd22-fb22-4aaa-925a-95a43063a8a2\", \"c9901a63-dc60-4b81-aa63-1f1c83dba958\"], \"total_duration\": 356.0, \"total_sessions\": 2, \"mean_week_duration\": 22.25}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who have the highest 6 total_sessions values."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": 6}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"91977\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-24 14:41:02.000000+00:00\", \"2022-03-30 02:21:40.000000+00:00\", \"2019-08-26 00:40:04.000000+00:00\", \"2023-04-03 17:29:10.000000+00:00\", \"2021-06-20 21:40:35.000000+00:00\", \"2021-10-15 04:46:45.000000+00:00\", \"2019-12-24 13:11:30.000000+00:00\"], \"session_ids\": [\"2e29d154-36cb-4bec-8cb0-7070f91a46d9\", \"8bf700a7-2d5e-4c06-801e-a78d0b9368b4\", \"669bcadd-b368-49c8-9a22-3c66328abe92\", \"253deea4-6d55-4d1c-b0e2-9336d93d5da3\", \"8865329c-8d0d-49ae-ad01-fd771967f317\", \"9b26f7fa-2ec5-474a-9b1c-800e32b13b7c\", \"4b2c0ffc-0979-468c-9b8e-aefd890491c4\"], \"total_duration\": 4409.0, \"total_sessions\": 7, \"mean_week_duration\": 23.452}}, {\"7624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-05 23:55:53.000000+00:00\", \"2020-04-25 00:57:46.000000+00:00\", \"2022-10-14 08:53:10.000000+00:00\", \"2023-02-04 03:04:13.000000+00:00\", \"2023-02-25 04:38:16.000000+00:00\"], \"session_ids\": [\"8ac8385a-79f3-40de-914c-74b724751bbd\", \"24bd53d0-ccfc-4ac2-838d-dd37f018d844\", \"41bab5ab-299f-45f9-88e7-f6451c2c8a7b\", \"bb122345-1a0a-4a4d-8535-c0c6e827227a\", \"23279441-39c4-4883-8570-3241f32b05b2\"], \"total_duration\": 1054.0, \"total_sessions\": 5, \"mean_week_duration\": 7.122}}, {\"84718\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-03-29 23:36:22.000000+00:00\", \"2021-07-11 16:06:10.000000+00:00\", \"2019-06-28 11:45:53.000000+00:00\", \"2023-04-11 01:24:46.000000+00:00\"], \"session_ids\": [\"dffe1aa1-6366-4a30-b23c-40981c9332bf\", \"40d3116c-6578-462b-8c17-d2e1852540f2\", \"a8cca5ff-bfe2-496b-9e52-7f2a19878280\", \"3e1c32f2-dea1-4a9e-9f5e-e2cf3a49a858\"], \"total_duration\": 205.0, \"total_sessions\": 4, \"mean_week_duration\": 1.035}}, {\"93004\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-06 17:22:17.000000+00:00\", \"2021-01-12 09:23:54.000000+00:00\", \"2021-11-20 06:21:04.000000+00:00\"], \"session_ids\": [\"760add00-fb75-4e22-8ba8-c6082d69f756\", \"d98f64fb-8d20-43d0-859a-10a034e7d26e\", \"09e71aef-7998-42a6-900e-2f67ee0e3687\"], \"total_duration\": 850.0, \"total_sessions\": 3, \"mean_week_duration\": 18.889}}, {\"70228\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-13 01:49:32.000000+00:00\", \"2019-02-03 02:06:02.000000+00:00\", \"2020-11-30 14:11:22.000000+00:00\"], \"session_ids\": [\"738ed5b6-bc3a-4caf-add4-17f39b0a03bf\", \"d65e9edf-a4b8-457b-8468-684f1ac6451e\", \"5701439f-fb54-4e5b-8edc-84555672374f\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.364}}, {\"90741\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-18 00:47:05.000000+00:00\", \"2019-07-07 14:42:22.000000+00:00\"], \"session_ids\": [\"d1c5b7fc-56c2-4781-a1d8-501ecc92cceb\", \"c79b301b-9233-4bc7-95d7-9a3d38ecc862\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 1.505}}]\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[{\"90741\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-18 00:47:05.000000+00:00\", \"2019-07-07 14:42:22.000000+00:00\"], \"session_ids\": [\"d1c5b7fc-56c2-4781-a1d8-501ecc92cceb\", \"c79b301b-9233-4bc7-95d7-9a3d38ecc862\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 1.505}}, {\"93004\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-06 17:22:17.000000+00:00\", \"2021-01-12 09:23:54.000000+00:00\", \"2021-11-20 06:21:04.000000+00:00\"], \"session_ids\": [\"760add00-fb75-4e22-8ba8-c6082d69f756\", \"d98f64fb-8d20-43d0-859a-10a034e7d26e\", \"09e71aef-7998-42a6-900e-2f67ee0e3687\"], \"total_duration\": 850.0, \"total_sessions\": 3, \"mean_week_duration\": 18.889}}, {\"70228\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-13 01:49:32.000000+00:00\", \"2019-02-03 02:06:02.000000+00:00\", \"2020-11-30 14:11:22.000000+00:00\"], \"session_ids\": [\"738ed5b6-bc3a-4caf-add4-17f39b0a03bf\", \"d65e9edf-a4b8-457b-8468-684f1ac6451e\", \"5701439f-fb54-4e5b-8edc-84555672374f\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.364}}, {\"84718\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-03-29 23:36:22.000000+00:00\", \"2021-07-11 16:06:10.000000+00:00\", \"2019-06-28 11:45:53.000000+00:00\", \"2023-04-11 01:24:46.000000+00:00\"], \"session_ids\": [\"dffe1aa1-6366-4a30-b23c-40981c9332bf\", \"40d3116c-6578-462b-8c17-d2e1852540f2\", \"a8cca5ff-bfe2-496b-9e52-7f2a19878280\", \"3e1c32f2-dea1-4a9e-9f5e-e2cf3a49a858\"], \"total_duration\": 205.0, \"total_sessions\": 4, \"mean_week_duration\": 1.035}}, {\"7624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-05 23:55:53.000000+00:00\", \"2020-04-25 00:57:46.000000+00:00\", \"2022-10-14 08:53:10.000000+00:00\", \"2023-02-04 03:04:13.000000+00:00\", \"2023-02-25 04:38:16.000000+00:00\"], \"session_ids\": [\"8ac8385a-79f3-40de-914c-74b724751bbd\", \"24bd53d0-ccfc-4ac2-838d-dd37f018d844\", \"41bab5ab-299f-45f9-88e7-f6451c2c8a7b\", \"bb122345-1a0a-4a4d-8535-c0c6e827227a\", \"23279441-39c4-4883-8570-3241f32b05b2\"], \"total_duration\": 1054.0, \"total_sessions\": 5, \"mean_week_duration\": 7.122}}, {\"91977\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-24 14:41:02.000000+00:00\", \"2022-03-30 02:21:40.000000+00:00\", \"2019-08-26 00:40:04.000000+00:00\", \"2023-04-03 17:29:10.000000+00:00\", \"2021-06-20 21:40:35.000000+00:00\", \"2021-10-15 04:46:45.000000+00:00\", \"2019-12-24 13:11:30.000000+00:00\"], \"session_ids\": [\"2e29d154-36cb-4bec-8cb0-7070f91a46d9\", \"8bf700a7-2d5e-4c06-801e-a78d0b9368b4\", \"669bcadd-b368-49c8-9a22-3c66328abe92\", \"253deea4-6d55-4d1c-b0e2-9336d93d5da3\", \"8865329c-8d0d-49ae-ad01-fd771967f317\", \"9b26f7fa-2ec5-474a-9b1c-800e32b13b7c\", \"4b2c0ffc-0979-468c-9b8e-aefd890491c4\"], \"total_duration\": 4409.0, \"total_sessions\": 7, \"mean_week_duration\": 23.452}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to remain only 6 entries and exclude the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"90741\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-18 00:47:05.000000+00:00\", \"2019-07-07 14:42:22.000000+00:00\"], \"session_ids\": [\"d1c5b7fc-56c2-4781-a1d8-501ecc92cceb\", \"c79b301b-9233-4bc7-95d7-9a3d38ecc862\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 1.505}}, {\"93004\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-06 17:22:17.000000+00:00\", \"2021-01-12 09:23:54.000000+00:00\", \"2021-11-20 06:21:04.000000+00:00\"], \"session_ids\": [\"760add00-fb75-4e22-8ba8-c6082d69f756\", \"d98f64fb-8d20-43d0-859a-10a034e7d26e\", \"09e71aef-7998-42a6-900e-2f67ee0e3687\"], \"total_duration\": 850.0, \"total_sessions\": 3, \"mean_week_duration\": 18.889}}, {\"70228\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-13 01:49:32.000000+00:00\", \"2019-02-03 02:06:02.000000+00:00\", \"2020-11-30 14:11:22.000000+00:00\"], \"session_ids\": [\"738ed5b6-bc3a-4caf-add4-17f39b0a03bf\", \"d65e9edf-a4b8-457b-8468-684f1ac6451e\", \"5701439f-fb54-4e5b-8edc-84555672374f\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.364}}, {\"84718\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-03-29 23:36:22.000000+00:00\", \"2021-07-11 16:06:10.000000+00:00\", \"2019-06-28 11:45:53.000000+00:00\", \"2023-04-11 01:24:46.000000+00:00\"], \"session_ids\": [\"dffe1aa1-6366-4a30-b23c-40981c9332bf\", \"40d3116c-6578-462b-8c17-d2e1852540f2\", \"a8cca5ff-bfe2-496b-9e52-7f2a19878280\", \"3e1c32f2-dea1-4a9e-9f5e-e2cf3a49a858\"], \"total_duration\": 205.0, \"total_sessions\": 4, \"mean_week_duration\": 1.035}}, {\"7624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-05 23:55:53.000000+00:00\", \"2020-04-25 00:57:46.000000+00:00\", \"2022-10-14 08:53:10.000000+00:00\", \"2023-02-04 03:04:13.000000+00:00\", \"2023-02-25 04:38:16.000000+00:00\"], \"session_ids\": [\"8ac8385a-79f3-40de-914c-74b724751bbd\", \"24bd53d0-ccfc-4ac2-838d-dd37f018d844\", \"41bab5ab-299f-45f9-88e7-f6451c2c8a7b\", \"bb122345-1a0a-4a4d-8535-c0c6e827227a\", \"23279441-39c4-4883-8570-3241f32b05b2\"], \"total_duration\": 1054.0, \"total_sessions\": 5, \"mean_week_duration\": 7.122}}, {\"91977\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-24 14:41:02.000000+00:00\", \"2022-03-30 02:21:40.000000+00:00\", \"2019-08-26 00:40:04.000000+00:00\", \"2023-04-03 17:29:10.000000+00:00\", \"2021-06-20 21:40:35.000000+00:00\", \"2021-10-15 04:46:45.000000+00:00\", \"2019-12-24 13:11:30.000000+00:00\"], \"session_ids\": [\"2e29d154-36cb-4bec-8cb0-7070f91a46d9\", \"8bf700a7-2d5e-4c06-801e-a78d0b9368b4\", \"669bcadd-b368-49c8-9a22-3c66328abe92\", \"253deea4-6d55-4d1c-b0e2-9336d93d5da3\", \"8865329c-8d0d-49ae-ad01-fd771967f317\", \"9b26f7fa-2ec5-474a-9b1c-800e32b13b7c\", \"4b2c0ffc-0979-468c-9b8e-aefd890491c4\"], \"total_duration\": 4409.0, \"total_sessions\": 7, \"mean_week_duration\": 23.452}}]\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[{\"90741\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-18 00:47:05.000000+00:00\", \"2019-07-07 14:42:22.000000+00:00\"], \"session_ids\": [\"d1c5b7fc-56c2-4781-a1d8-501ecc92cceb\", \"c79b301b-9233-4bc7-95d7-9a3d38ecc862\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 1.505}}, {\"93004\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-06 17:22:17.000000+00:00\", \"2021-01-12 09:23:54.000000+00:00\", \"2021-11-20 06:21:04.000000+00:00\"], \"session_ids\": [\"760add00-fb75-4e22-8ba8-c6082d69f756\", \"d98f64fb-8d20-43d0-859a-10a034e7d26e\", \"09e71aef-7998-42a6-900e-2f67ee0e3687\"], \"total_duration\": 850.0, \"total_sessions\": 3, \"mean_week_duration\": 18.889}}, {\"70228\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-13 01:49:32.000000+00:00\", \"2019-02-03 02:06:02.000000+00:00\", \"2020-11-30 14:11:22.000000+00:00\"], \"session_ids\": [\"738ed5b6-bc3a-4caf-add4-17f39b0a03bf\", \"d65e9edf-a4b8-457b-8468-684f1ac6451e\", \"5701439f-fb54-4e5b-8edc-84555672374f\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.364}}, {\"84718\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-03-29 23:36:22.000000+00:00\", \"2021-07-11 16:06:10.000000+00:00\", \"2019-06-28 11:45:53.000000+00:00\", \"2023-04-11 01:24:46.000000+00:00\"], \"session_ids\": [\"dffe1aa1-6366-4a30-b23c-40981c9332bf\", \"40d3116c-6578-462b-8c17-d2e1852540f2\", \"a8cca5ff-bfe2-496b-9e52-7f2a19878280\", \"3e1c32f2-dea1-4a9e-9f5e-e2cf3a49a858\"], \"total_duration\": 205.0, \"total_sessions\": 4, \"mean_week_duration\": 1.035}}, {\"7624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-05 23:55:53.000000+00:00\", \"2020-04-25 00:57:46.000000+00:00\", \"2022-10-14 08:53:10.000000+00:00\", \"2023-02-04 03:04:13.000000+00:00\", \"2023-02-25 04:38:16.000000+00:00\"], \"session_ids\": [\"8ac8385a-79f3-40de-914c-74b724751bbd\", \"24bd53d0-ccfc-4ac2-838d-dd37f018d844\", \"41bab5ab-299f-45f9-88e7-f6451c2c8a7b\", \"bb122345-1a0a-4a4d-8535-c0c6e827227a\", \"23279441-39c4-4883-8570-3241f32b05b2\"], \"total_duration\": 1054.0, \"total_sessions\": 5, \"mean_week_duration\": 7.122}}, {\"91977\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-24 14:41:02.000000+00:00\", \"2022-03-30 02:21:40.000000+00:00\", \"2019-08-26 00:40:04.000000+00:00\", \"2023-04-03 17:29:10.000000+00:00\", \"2021-06-20 21:40:35.000000+00:00\", \"2021-10-15 04:46:45.000000+00:00\", \"2019-12-24 13:11:30.000000+00:00\"], \"session_ids\": [\"2e29d154-36cb-4bec-8cb0-7070f91a46d9\", \"8bf700a7-2d5e-4c06-801e-a78d0b9368b4\", \"669bcadd-b368-49c8-9a22-3c66328abe92\", \"253deea4-6d55-4d1c-b0e2-9336d93d5da3\", \"8865329c-8d0d-49ae-ad01-fd771967f317\", \"9b26f7fa-2ec5-474a-9b1c-800e32b13b7c\", \"4b2c0ffc-0979-468c-9b8e-aefd890491c4\"], \"total_duration\": 4409.0, \"total_sessions\": 7, \"mean_week_duration\": 23.452}}]\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 user whose sessions count is greater than 6 and less than 3 (both not including) additionaly apply sorting by time using the app asc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"73336\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-15 22:34:12.000000+00:00\", \"2022-10-18 07:35:00.000000+00:00\", \"2022-01-08 10:32:48.000000+00:00\"], \"session_ids\": [\"bbff2505-d859-49da-95a0-9c18beb7e088\", \"4abcaa86-8c5f-4944-a4b6-ace3ed5e677f\", \"e74c9f49-8eb1-4914-bffc-70aae7783f62\"], \"total_duration\": 850.0, \"total_sessions\": 3, \"mean_week_duration\": 6.489}, \"41690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-06-07 13:54:15.000000+00:00\", \"2019-07-02 17:24:34.000000+00:00\"], \"session_ids\": [\"db3197af-a5e7-419e-b564-fb502dcd0f31\", \"9196b467-a3a5-46cc-9ed6-6de6d5991f4c\"], \"total_duration\": 364.0, \"total_sessions\": 2, \"mean_week_duration\": 2.379}, \"80314\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-01-17 01:10:23.000000+00:00\", \"2021-11-24 04:28:49.000000+00:00\", \"2022-04-25 18:30:44.000000+00:00\", \"2020-01-14 02:11:38.000000+00:00\", \"2022-05-25 08:51:53.000000+00:00\", \"2023-03-30 22:34:46.000000+00:00\", \"2023-06-19 02:51:59.000000+00:00\"], \"session_ids\": [\"a5afbc0c-77a3-4556-9cf4-28f5c571a420\", \"b5e815ce-b83e-4b7b-949b-7e46e1c7f075\", \"4e439f2c-0416-4cd6-8993-d83acd0e868b\", \"03364483-9a0b-4cfa-85df-bba59c090d5b\", \"790cb07d-7e46-426c-83ba-32d0b3fa8a9e\", \"647bace5-550d-482d-b9a8-ca8f9e8937b5\", \"5fa43e88-e0f1-4074-826f-8cc9591e1bb3\"], \"total_duration\": 1967.0, \"total_sessions\": 7, \"mean_week_duration\": 10.989}, \"91161\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-01-02 08:22:24.000000+00:00\", \"2022-12-08 06:17:34.000000+00:00\"], \"session_ids\": [\"79a7069d-3fef-4bb6-ac18-4c3a5fea2b2f\", \"2c27198b-ea29-4051-ae0e-625dc5b42669\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 1.406}, \"44190\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-17 03:26:22.000000+00:00\", \"2019-09-08 00:05:38.000000+00:00\", \"2021-11-04 04:58:08.000000+00:00\"], \"session_ids\": [\"1029f374-9ed9-4328-8806-4fe1a14f634d\", \"8a4fda88-0402-46d0-adc6-e03dbcc9e1a9\", \"2721b905-94d3-4167-9002-269ddec2516f\"], \"total_duration\": 132.0, \"total_sessions\": 3, \"mean_week_duration\": 1.148}, \"6793\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-06-24 09:41:14.000000+00:00\", \"2020-01-05 08:12:42.000000+00:00\", \"2021-03-04 19:14:01.000000+00:00\"], \"session_ids\": [\"86236dac-cec0-4656-be4f-5cbbc24f2550\", \"9a3345ce-8302-497d-a753-8ea622cdf0d3\", \"3f06396b-d715-4586-9a2d-c56a56a95585\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 0.674}, \"86383\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-04 18:17:33.000000+00:00\", \"2019-06-18 21:51:13.000000+00:00\"], \"session_ids\": [\"26d58685-41a7-4394-81b9-da75cb9ab817\", \"803fb21b-dd00-4bec-926b-b56f8b80cd9d\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 0.894}, \"37193\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-29 10:59:43.000000+00:00\", \"2022-08-23 07:36:38.000000+00:00\", \"2022-12-09 16:41:15.000000+00:00\"], \"session_ids\": [\"0657a077-5eeb-4190-acb1-b703c21b65e8\", \"ea7cb09b-6fd6-4a9b-ac3e-b2efe1f41e1e\", \"c10a5d99-3fa1-474c-bdc6-7eded9d476c8\"], \"total_duration\": 89.0, \"total_sessions\": 3, \"mean_week_duration\": 3.179}, \"9767\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-04 10:30:15.000000+00:00\", \"2023-06-18 06:18:38.000000+00:00\", \"2023-05-01 19:17:09.000000+00:00\"], \"session_ids\": [\"63ceb4f3-ede3-4dd0-b123-87c34d712cec\", \"b87c0759-310e-4cf3-823c-2e4c1853ae8c\", \"dc99c2f1-dd59-41e3-8157-9f381644ff59\"], \"total_duration\": 99.0, \"total_sessions\": 3, \"mean_week_duration\": 0.55}, \"10935\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-04-20 12:14:52.000000+00:00\", \"2023-06-23 16:12:24.000000+00:00\"], \"session_ids\": [\"6d312109-f9ec-4415-bb24-01bde5c1ad61\", \"f51acf60-fb2e-47ae-b5a2-23fb8ef9e0c5\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 1.9}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are less than 3 and are greater than 6"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[3, 6]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"41690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-06-07 13:54:15.000000+00:00\", \"2019-07-02 17:24:34.000000+00:00\"], \"session_ids\": [\"db3197af-a5e7-419e-b564-fb502dcd0f31\", \"9196b467-a3a5-46cc-9ed6-6de6d5991f4c\"], \"total_duration\": 364.0, \"total_sessions\": 2, \"mean_week_duration\": 2.379}, \"91161\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-01-02 08:22:24.000000+00:00\", \"2022-12-08 06:17:34.000000+00:00\"], \"session_ids\": [\"79a7069d-3fef-4bb6-ac18-4c3a5fea2b2f\", \"2c27198b-ea29-4051-ae0e-625dc5b42669\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 1.406}, \"86383\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-04 18:17:33.000000+00:00\", \"2019-06-18 21:51:13.000000+00:00\"], \"session_ids\": [\"26d58685-41a7-4394-81b9-da75cb9ab817\", \"803fb21b-dd00-4bec-926b-b56f8b80cd9d\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 0.894}, \"10935\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-04-20 12:14:52.000000+00:00\", \"2023-06-23 16:12:24.000000+00:00\"], \"session_ids\": [\"6d312109-f9ec-4415-bb24-01bde5c1ad61\", \"f51acf60-fb2e-47ae-b5a2-23fb8ef9e0c5\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 1.9}, \"80314\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-01-17 01:10:23.000000+00:00\", \"2021-11-24 04:28:49.000000+00:00\", \"2022-04-25 18:30:44.000000+00:00\", \"2020-01-14 02:11:38.000000+00:00\", \"2022-05-25 08:51:53.000000+00:00\", \"2023-03-30 22:34:46.000000+00:00\", \"2023-06-19 02:51:59.000000+00:00\"], \"session_ids\": [\"a5afbc0c-77a3-4556-9cf4-28f5c571a420\", \"b5e815ce-b83e-4b7b-949b-7e46e1c7f075\", \"4e439f2c-0416-4cd6-8993-d83acd0e868b\", \"03364483-9a0b-4cfa-85df-bba59c090d5b\", \"790cb07d-7e46-426c-83ba-32d0b3fa8a9e\", \"647bace5-550d-482d-b9a8-ca8f9e8937b5\", \"5fa43e88-e0f1-4074-826f-8cc9591e1bb3\"], \"total_duration\": 1967.0, \"total_sessions\": 7, \"mean_week_duration\": 10.989}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to total_duration attribute ascendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"10935\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-04-20 12:14:52.000000+00:00\", \"2023-06-23 16:12:24.000000+00:00\"], \"session_ids\": [\"6d312109-f9ec-4415-bb24-01bde5c1ad61\", \"f51acf60-fb2e-47ae-b5a2-23fb8ef9e0c5\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 1.9}}, {\"91161\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-01-02 08:22:24.000000+00:00\", \"2022-12-08 06:17:34.000000+00:00\"], \"session_ids\": [\"79a7069d-3fef-4bb6-ac18-4c3a5fea2b2f\", \"2c27198b-ea29-4051-ae0e-625dc5b42669\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 1.406}}, {\"86383\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-04 18:17:33.000000+00:00\", \"2019-06-18 21:51:13.000000+00:00\"], \"session_ids\": [\"26d58685-41a7-4394-81b9-da75cb9ab817\", \"803fb21b-dd00-4bec-926b-b56f8b80cd9d\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 0.894}}, {\"41690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-06-07 13:54:15.000000+00:00\", \"2019-07-02 17:24:34.000000+00:00\"], \"session_ids\": [\"db3197af-a5e7-419e-b564-fb502dcd0f31\", \"9196b467-a3a5-46cc-9ed6-6de6d5991f4c\"], \"total_duration\": 364.0, \"total_sessions\": 2, \"mean_week_duration\": 2.379}}, {\"80314\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-01-17 01:10:23.000000+00:00\", \"2021-11-24 04:28:49.000000+00:00\", \"2022-04-25 18:30:44.000000+00:00\", \"2020-01-14 02:11:38.000000+00:00\", \"2022-05-25 08:51:53.000000+00:00\", \"2023-03-30 22:34:46.000000+00:00\", \"2023-06-19 02:51:59.000000+00:00\"], \"session_ids\": [\"a5afbc0c-77a3-4556-9cf4-28f5c571a420\", \"b5e815ce-b83e-4b7b-949b-7e46e1c7f075\", \"4e439f2c-0416-4cd6-8993-d83acd0e868b\", \"03364483-9a0b-4cfa-85df-bba59c090d5b\", \"790cb07d-7e46-426c-83ba-32d0b3fa8a9e\", \"647bace5-550d-482d-b9a8-ca8f9e8937b5\", \"5fa43e88-e0f1-4074-826f-8cc9591e1bb3\"], \"total_duration\": 1967.0, \"total_sessions\": 7, \"mean_week_duration\": 10.989}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to select only 1 entries and remove the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"10935\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-04-20 12:14:52.000000+00:00\", \"2023-06-23 16:12:24.000000+00:00\"], \"session_ids\": [\"6d312109-f9ec-4415-bb24-01bde5c1ad61\", \"f51acf60-fb2e-47ae-b5a2-23fb8ef9e0c5\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 1.9}}]\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[{\"10935\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-04-20 12:14:52.000000+00:00\", \"2023-06-23 16:12:24.000000+00:00\"], \"session_ids\": [\"6d312109-f9ec-4415-bb24-01bde5c1ad61\", \"f51acf60-fb2e-47ae-b5a2-23fb8ef9e0c5\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 1.9}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Display 3 users pieces of information who have sum of duration = 2431 , and do sorting by sum of sessions in 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{\"91000\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-08-10 10:54:59.000000+00:00\", \"2022-06-30 11:16:24.000000+00:00\"], \"session_ids\": [\"58309ff6-3936-4e91-bbca-50361708ef02\", \"6a7399a9-a6ec-48a0-aba8-3a43d25699ca\"], \"total_duration\": 232.0, \"total_sessions\": 2, \"mean_week_duration\": 4.936}, \"39240\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-27 15:10:57.000000+00:00\", \"2020-08-29 14:03:10.000000+00:00\"], \"session_ids\": [\"1302c878-4fc1-4360-a492-ee40b74a6904\", \"284a98f4-5a06-4825-a9d6-670c651d7298\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 2.154}, \"32226\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-01 08:58:10.000000+00:00\", \"2020-05-07 13:10:38.000000+00:00\"], \"session_ids\": [\"68d6f8af-35c3-41f0-a1fc-d718ae981285\", \"dbace324-4040-4328-93d0-6ebfb6610a0b\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 3.718}, \"87619\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-09-11 01:05:14.000000+00:00\", \"2019-04-13 17:06:15.000000+00:00\"], \"session_ids\": [\"42d53a6a-7f8a-4e90-aae9-cebf1ea1aa47\", \"19d4a840-2cb8-485c-883e-1d96adaeba79\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 2.405}, \"39389\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-13 04:23:45.000000+00:00\", \"2021-04-25 02:28:49.000000+00:00\"], \"session_ids\": [\"04d46fcf-b7f9-47a7-b517-a9cbf74e9a4a\", \"b1ef8253-ce46-43b3-aada-6cb54e7e3f74\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 2.676}, \"20634\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-06-28 12:36:07.000000+00:00\", \"2020-06-02 18:14:04.000000+00:00\", \"2020-07-27 21:41:53.000000+00:00\", \"2019-05-09 02:31:17.000000+00:00\", \"2022-02-02 03:54:23.000000+00:00\", \"2019-04-26 03:25:01.000000+00:00\", \"2019-06-23 19:46:20.000000+00:00\", \"2020-08-22 13:41:29.000000+00:00\"], \"session_ids\": [\"a768d018-b3fb-4c2a-a3f9-7b854dcdbed9\", \"d6fc4458-f690-4745-8ca0-90282efbd440\", \"7654d632-9ab6-4229-ba28-c874742046eb\", \"5d908b1e-7895-46e9-a93c-beeb5a2a4fee\", \"8b5a0865-a56a-4c19-88da-aa0452091436\", \"1ff481af-9978-4122-b976-39d324467ece\", \"a995e285-107a-4cfa-acc9-b52779562596\", \"621f0f27-b047-4763-9f70-d81e7428d281\"], \"total_duration\": 1315.0, \"total_sessions\": 8, \"mean_week_duration\": 9.069}, \"27483\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-01-24 08:50:36.000000+00:00\", \"2020-12-29 11:17:36.000000+00:00\", \"2022-08-31 18:58:01.000000+00:00\", \"2023-01-06 08:43:33.000000+00:00\", \"2021-10-17 05:27:59.000000+00:00\", \"2021-05-11 02:13:36.000000+00:00\", \"2020-05-06 09:13:44.000000+00:00\"], \"session_ids\": [\"eb4f9d2a-d4e7-4900-b10c-ec5e4a5ded34\", \"3b1795ae-1115-4c39-a725-1e61b8e5ca72\", \"7e0aa555-6b2e-465f-bd10-13d20df1d05c\", \"bfefa9af-510f-4c57-9da0-917294cd28c7\", \"41231a20-f482-4b52-8737-0cda27e4f06c\", \"8d5390dd-f32f-404c-9685-b3ba8917757a\", \"c456be50-ddf8-4162-878b-63984e68d26e\"], \"total_duration\": 7586.0, \"total_sessions\": 7, \"mean_week_duration\": 49.26}, \"16871\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-05-22 09:38:25.000000+00:00\", \"2020-03-31 16:15:23.000000+00:00\"], \"session_ids\": [\"7ae31189-5c0d-4365-912f-f42e7cf880ee\", \"292ccf8e-58c6-476c-9c7f-72f32fd0a15d\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 3.089}, \"38406\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-03-26 21:41:11.000000+00:00\", \"2019-12-06 07:51:28.000000+00:00\"], \"session_ids\": [\"0a97d062-7942-468f-b306-5e19490e83ee\", \"e76b6d58-f9a6-479e-83b5-43838a9acc84\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 28.562}, \"78539\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-27 01:38:13.000000+00:00\", \"2022-07-04 02:11:05.000000+00:00\", \"2022-12-08 06:42:01.000000+00:00\"], \"session_ids\": [\"701b301a-6df2-4b64-bd63-b30906d1573d\", \"629779f0-2331-4adc-b3c5-fd81174c676d\", \"76670814-8681-44c3-89e1-5cb4d690c8fd\"], \"total_duration\": 1009.0, \"total_sessions\": 3, \"mean_week_duration\": 6.959}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are 2431"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"==\"]]}, \"all_values\": {\"total_duration\": [[2431, 3854]]}}}\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": "Could you tell me about user who isn't a folk of cities Dublin, Istanbul, Athens, San Juan, Lisbon, Belize City , and carry out sorting by time in app per week form the highest value to the lowest value , save only 3 entries."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"91816\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-21 23:10:37.000000+00:00\", \"2020-01-08 21:36:26.000000+00:00\", \"2020-09-12 02:06:18.000000+00:00\"], \"session_ids\": [\"a7678ec3-2eb6-4ef4-aa70-8b5c789b925c\", \"36f82d5a-1d87-4487-b9a8-a051d92d28cf\", \"6455cbf5-83e7-40f8-91c5-a5bff0d87180\"], \"total_duration\": 496.0, \"total_sessions\": 3, \"mean_week_duration\": 6.526}, \"32098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-25 20:39:26.000000+00:00\", \"2022-06-04 14:42:29.000000+00:00\", \"2020-10-18 13:43:52.000000+00:00\"], \"session_ids\": [\"32d54ff9-32af-4fe1-a311-49d52db9c6de\", \"808a86cf-436c-4001-a5b4-5983c9e2e701\", \"c187f47b-b2db-4604-98a8-9eb8513b4404\"], \"total_duration\": 560.0, \"total_sessions\": 3, \"mean_week_duration\": 6.588}, \"22714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-05 23:54:26.000000+00:00\", \"2023-05-27 02:47:16.000000+00:00\"], \"session_ids\": [\"bf37e0a7-a4e5-446f-bcac-1cc457e83f96\", \"2623b9bc-5ad6-43c2-9a01-32f1a1991dc4\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.185}, \"95974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-05-08 01:59:56.000000+00:00\", \"2019-11-21 03:57:08.000000+00:00\"], \"session_ids\": [\"31a173a8-ebcf-4799-9ece-3b5483290f6e\", \"cbf8352f-d01d-4e45-a66f-756a14f9b5e2\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.343}, \"90390\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-03 01:32:56.000000+00:00\", \"2023-01-14 19:17:19.000000+00:00\", \"2022-07-16 11:30:02.000000+00:00\", \"2022-05-15 22:26:28.000000+00:00\", \"2022-01-22 10:07:36.000000+00:00\"], \"session_ids\": [\"884c181a-e044-4533-b9ae-0b1d8b71c0b1\", \"38731bc3-63f5-4ff1-a77b-05a92ae2415a\", \"91a9b8f0-2b3d-4d3e-87d8-3d8936ceecf2\", \"78a8b64c-73e3-41c8-a511-bcaefef18978\", \"8717c468-450d-43d8-96c2-12e2eb18fead\"], \"total_duration\": 725.0, \"total_sessions\": 5, \"mean_week_duration\": 3.919}, \"88379\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-03-29 22:53:53.000000+00:00\", \"2022-01-14 13:56:54.000000+00:00\"], \"session_ids\": [\"7bd3f51a-dc88-47e4-a50d-50eddc0ef8ab\", \"1dec20bf-268b-4f05-abf1-30716ee5812b\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 1.24}, \"75230\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-12 05:49:40.000000+00:00\", \"2021-02-15 04:07:52.000000+00:00\"], \"session_ids\": [\"92332266-ce42-4802-9cf8-d3e72f0e4f7d\", \"1d169bbf-5558-494e-8b2c-af47bf97b696\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 6.731}, \"80565\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-08-14 06:59:46.000000+00:00\", \"2022-07-11 09:17:42.000000+00:00\"], \"session_ids\": [\"54e4f798-34e9-4cf4-820a-30fe89d11d1c\", \"c0315ac9-b463-4eb9-a072-dc068c0c2955\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 8.458}, \"85613\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-03-31 21:26:34.000000+00:00\", \"2023-01-09 15:54:21.000000+00:00\"], \"session_ids\": [\"4dfe4f9b-b67d-4a38-8d45-ec1901f1b19e\", \"db5c2b0c-3e47-499e-97a1-a9017e8fdab3\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 3.293}, \"56389\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-09 03:26:09.000000+00:00\", \"2022-09-10 02:19:36.000000+00:00\", \"2020-11-14 12:06:08.000000+00:00\"], \"session_ids\": [\"ebc75f44-7609-4e57-ae72-9097c07fab91\", \"8f8bbbe9-1a27-4d60-8287-1f72ffa30f70\", \"c65da6c4-7b4c-4679-a176-d60df6b3220f\"], \"total_duration\": 670.0, \"total_sessions\": 3, \"mean_week_duration\": 6.442}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Dublin, Istanbul, Athens, San Juan, Larebon, Belize City"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Dublin\", \"Istanbul\", \"Athens\", \"San Juan\", \"Lisbon\", \"Belize City\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"32098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-25 20:39:26.000000+00:00\", \"2022-06-04 14:42:29.000000+00:00\", \"2020-10-18 13:43:52.000000+00:00\"], \"session_ids\": [\"32d54ff9-32af-4fe1-a311-49d52db9c6de\", \"808a86cf-436c-4001-a5b4-5983c9e2e701\", \"c187f47b-b2db-4604-98a8-9eb8513b4404\"], \"total_duration\": 560.0, \"total_sessions\": 3, \"mean_week_duration\": 6.588}, \"22714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-05 23:54:26.000000+00:00\", \"2023-05-27 02:47:16.000000+00:00\"], \"session_ids\": [\"bf37e0a7-a4e5-446f-bcac-1cc457e83f96\", \"2623b9bc-5ad6-43c2-9a01-32f1a1991dc4\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.185}, \"95974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-05-08 01:59:56.000000+00:00\", \"2019-11-21 03:57:08.000000+00:00\"], \"session_ids\": [\"31a173a8-ebcf-4799-9ece-3b5483290f6e\", \"cbf8352f-d01d-4e45-a66f-756a14f9b5e2\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.343}, \"90390\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-03 01:32:56.000000+00:00\", \"2023-01-14 19:17:19.000000+00:00\", \"2022-07-16 11:30:02.000000+00:00\", \"2022-05-15 22:26:28.000000+00:00\", \"2022-01-22 10:07:36.000000+00:00\"], \"session_ids\": [\"884c181a-e044-4533-b9ae-0b1d8b71c0b1\", \"38731bc3-63f5-4ff1-a77b-05a92ae2415a\", \"91a9b8f0-2b3d-4d3e-87d8-3d8936ceecf2\", \"78a8b64c-73e3-41c8-a511-bcaefef18978\", \"8717c468-450d-43d8-96c2-12e2eb18fead\"], \"total_duration\": 725.0, \"total_sessions\": 5, \"mean_week_duration\": 3.919}, \"88379\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-03-29 22:53:53.000000+00:00\", \"2022-01-14 13:56:54.000000+00:00\"], \"session_ids\": [\"7bd3f51a-dc88-47e4-a50d-50eddc0ef8ab\", \"1dec20bf-268b-4f05-abf1-30716ee5812b\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 1.24}, \"75230\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-12 05:49:40.000000+00:00\", \"2021-02-15 04:07:52.000000+00:00\"], \"session_ids\": [\"92332266-ce42-4802-9cf8-d3e72f0e4f7d\", \"1d169bbf-5558-494e-8b2c-af47bf97b696\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 6.731}, \"80565\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-08-14 06:59:46.000000+00:00\", \"2022-07-11 09:17:42.000000+00:00\"], \"session_ids\": [\"54e4f798-34e9-4cf4-820a-30fe89d11d1c\", \"c0315ac9-b463-4eb9-a072-dc068c0c2955\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 8.458}, \"85613\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-03-31 21:26:34.000000+00:00\", \"2023-01-09 15:54:21.000000+00:00\"], \"session_ids\": [\"4dfe4f9b-b67d-4a38-8d45-ec1901f1b19e\", \"db5c2b0c-3e47-499e-97a1-a9017e8fdab3\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 3.293}, \"56389\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-09 03:26:09.000000+00:00\", \"2022-09-10 02:19:36.000000+00:00\", \"2020-11-14 12:06:08.000000+00:00\"], \"session_ids\": [\"ebc75f44-7609-4e57-ae72-9097c07fab91\", \"8f8bbbe9-1a27-4d60-8287-1f72ffa30f70\", \"c65da6c4-7b4c-4679-a176-d60df6b3220f\"], \"total_duration\": 670.0, \"total_sessions\": 3, \"mean_week_duration\": 6.442}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to sort the data descendingly by mean_week_duration"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"80565\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-08-14 06:59:46.000000+00:00\", \"2022-07-11 09:17:42.000000+00:00\"], \"session_ids\": [\"54e4f798-34e9-4cf4-820a-30fe89d11d1c\", \"c0315ac9-b463-4eb9-a072-dc068c0c2955\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 8.458}}, {\"75230\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-12 05:49:40.000000+00:00\", \"2021-02-15 04:07:52.000000+00:00\"], \"session_ids\": [\"92332266-ce42-4802-9cf8-d3e72f0e4f7d\", \"1d169bbf-5558-494e-8b2c-af47bf97b696\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 6.731}}, {\"32098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-25 20:39:26.000000+00:00\", \"2022-06-04 14:42:29.000000+00:00\", \"2020-10-18 13:43:52.000000+00:00\"], \"session_ids\": [\"32d54ff9-32af-4fe1-a311-49d52db9c6de\", \"808a86cf-436c-4001-a5b4-5983c9e2e701\", \"c187f47b-b2db-4604-98a8-9eb8513b4404\"], \"total_duration\": 560.0, \"total_sessions\": 3, \"mean_week_duration\": 6.588}}, {\"56389\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-09 03:26:09.000000+00:00\", \"2022-09-10 02:19:36.000000+00:00\", \"2020-11-14 12:06:08.000000+00:00\"], \"session_ids\": [\"ebc75f44-7609-4e57-ae72-9097c07fab91\", \"8f8bbbe9-1a27-4d60-8287-1f72ffa30f70\", \"c65da6c4-7b4c-4679-a176-d60df6b3220f\"], \"total_duration\": 670.0, \"total_sessions\": 3, \"mean_week_duration\": 6.442}}, {\"90390\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-03 01:32:56.000000+00:00\", \"2023-01-14 19:17:19.000000+00:00\", \"2022-07-16 11:30:02.000000+00:00\", \"2022-05-15 22:26:28.000000+00:00\", \"2022-01-22 10:07:36.000000+00:00\"], \"session_ids\": [\"884c181a-e044-4533-b9ae-0b1d8b71c0b1\", \"38731bc3-63f5-4ff1-a77b-05a92ae2415a\", \"91a9b8f0-2b3d-4d3e-87d8-3d8936ceecf2\", \"78a8b64c-73e3-41c8-a511-bcaefef18978\", \"8717c468-450d-43d8-96c2-12e2eb18fead\"], \"total_duration\": 725.0, \"total_sessions\": 5, \"mean_week_duration\": 3.919}}, {\"85613\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-03-31 21:26:34.000000+00:00\", \"2023-01-09 15:54:21.000000+00:00\"], \"session_ids\": [\"4dfe4f9b-b67d-4a38-8d45-ec1901f1b19e\", \"db5c2b0c-3e47-499e-97a1-a9017e8fdab3\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 3.293}}, {\"95974\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-05-08 01:59:56.000000+00:00\", \"2019-11-21 03:57:08.000000+00:00\"], \"session_ids\": [\"31a173a8-ebcf-4799-9ece-3b5483290f6e\", \"cbf8352f-d01d-4e45-a66f-756a14f9b5e2\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.343}}, {\"88379\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-03-29 22:53:53.000000+00:00\", \"2022-01-14 13:56:54.000000+00:00\"], \"session_ids\": [\"7bd3f51a-dc88-47e4-a50d-50eddc0ef8ab\", \"1dec20bf-268b-4f05-abf1-30716ee5812b\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 1.24}}, {\"22714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-05 23:54:26.000000+00:00\", \"2023-05-27 02:47:16.000000+00:00\"], \"session_ids\": [\"bf37e0a7-a4e5-446f-bcac-1cc457e83f96\", \"2623b9bc-5ad6-43c2-9a01-32f1a1991dc4\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.185}}]\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[{\"80565\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-08-14 06:59:46.000000+00:00\", \"2022-07-11 09:17:42.000000+00:00\"], \"session_ids\": [\"54e4f798-34e9-4cf4-820a-30fe89d11d1c\", \"c0315ac9-b463-4eb9-a072-dc068c0c2955\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 8.458}}, {\"75230\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-12 05:49:40.000000+00:00\", \"2021-02-15 04:07:52.000000+00:00\"], \"session_ids\": [\"92332266-ce42-4802-9cf8-d3e72f0e4f7d\", \"1d169bbf-5558-494e-8b2c-af47bf97b696\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 6.731}}, {\"32098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-25 20:39:26.000000+00:00\", \"2022-06-04 14:42:29.000000+00:00\", \"2020-10-18 13:43:52.000000+00:00\"], \"session_ids\": [\"32d54ff9-32af-4fe1-a311-49d52db9c6de\", \"808a86cf-436c-4001-a5b4-5983c9e2e701\", \"c187f47b-b2db-4604-98a8-9eb8513b4404\"], \"total_duration\": 560.0, \"total_sessions\": 3, \"mean_week_duration\": 6.588}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to close out that task and provide the requester with the obtained data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"80565\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-08-14 06:59:46.000000+00:00\", \"2022-07-11 09:17:42.000000+00:00\"], \"session_ids\": [\"54e4f798-34e9-4cf4-820a-30fe89d11d1c\", \"c0315ac9-b463-4eb9-a072-dc068c0c2955\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 8.458}}, {\"75230\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-12 05:49:40.000000+00:00\", \"2021-02-15 04:07:52.000000+00:00\"], \"session_ids\": [\"92332266-ce42-4802-9cf8-d3e72f0e4f7d\", \"1d169bbf-5558-494e-8b2c-af47bf97b696\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 6.731}}, {\"32098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-25 20:39:26.000000+00:00\", \"2022-06-04 14:42:29.000000+00:00\", \"2020-10-18 13:43:52.000000+00:00\"], \"session_ids\": [\"32d54ff9-32af-4fe1-a311-49d52db9c6de\", \"808a86cf-436c-4001-a5b4-5983c9e2e701\", \"c187f47b-b2db-4604-98a8-9eb8513b4404\"], \"total_duration\": 560.0, \"total_sessions\": 3, \"mean_week_duration\": 6.588}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Tell me about 6 users whose total_sessions is bigger than 3 and smaller than 6 (both not including) as well as put to use sorting by duration summation of sessions per week 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{\"71892\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-04-02 05:05:12.000000+00:00\", \"2019-06-14 18:24:01.000000+00:00\"], \"session_ids\": [\"1b42bb04-4bbb-4e48-adac-0992e53d6c93\", \"07cc702d-f998-44e8-b4b0-9daf369a5d01\"], \"total_duration\": 404.0, \"total_sessions\": 2, \"mean_week_duration\": 2.767}, \"29917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-04 10:39:29.000000+00:00\", \"2019-11-01 15:35:21.000000+00:00\"], \"session_ids\": [\"c1fc799f-2cf0-4a9e-9d80-d654f3dcd68d\", \"0b3a35e9-cfe2-48a5-baab-45bec571fb31\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.258}, \"44408\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2023-05-10 01:58:23.000000+00:00\", \"2020-06-18 03:56:23.000000+00:00\"], \"session_ids\": [\"d57d7e96-4eca-4104-9397-38499ca92b4a\", \"0c0089b3-b669-48c1-b058-2689606f3006\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 2.815}, \"42665\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-07-08 14:17:02.000000+00:00\", \"2021-01-17 08:40:54.000000+00:00\"], \"session_ids\": [\"db4b89e7-8851-4d6b-8138-1ea5bc959c23\", \"1ff5d8ab-8be7-450f-9b14-7c90611206f2\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 11.8}, \"86834\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-11-28 13:09:53.000000+00:00\", \"2019-12-19 09:59:53.000000+00:00\"], \"session_ids\": [\"2e3e7b5c-c837-4302-b57e-eb6cdcace9ac\", \"5545b4f1-4761-40fd-b35e-aaa6059c3617\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 2.44}, \"78132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-16 14:51:25.000000+00:00\", \"2021-02-08 21:14:29.000000+00:00\"], \"session_ids\": [\"d1552242-ec3f-490c-8e45-d1649d214a44\", \"42df7994-ae58-4db4-8b9b-f24f17d231f8\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 3.449}, \"53153\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-26 08:56:22.000000+00:00\", \"2023-01-16 15:04:29.000000+00:00\", \"2023-01-18 13:49:49.000000+00:00\", \"2020-05-03 02:16:44.000000+00:00\", \"2020-07-09 10:38:49.000000+00:00\", \"2019-06-01 18:23:14.000000+00:00\", \"2020-01-06 23:34:21.000000+00:00\", \"2023-03-02 14:21:44.000000+00:00\"], \"session_ids\": [\"8d9f3583-765a-4c8f-846a-bbe83c5d1486\", \"0f925c23-6f34-424e-a95b-8240a49d0da9\", \"d60e91e7-ab7b-40cd-a4da-4516b2968b53\", \"d2cc4d70-50b5-423e-933d-5a5fc5cf506f\", \"d8532187-0278-4950-99de-833f077198ef\", \"5721d416-afaa-4509-851c-c5756f228523\", \"c30fda02-c6d6-4758-bc01-1e41b6934d93\", \"e9171be6-ebcd-4499-a1c5-add9ed45c823\"], \"total_duration\": 6405.0, \"total_sessions\": 8, \"mean_week_duration\": 32.679}, \"96779\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-19 08:00:08.000000+00:00\", \"2022-10-03 01:20:41.000000+00:00\", \"2021-05-16 03:02:52.000000+00:00\", \"2019-05-05 04:03:15.000000+00:00\", \"2020-12-13 05:49:07.000000+00:00\"], \"session_ids\": [\"62cdc034-0c40-4566-9c47-d3ee2f443065\", \"1cca5d48-d1d9-4f6b-9e5c-e60347e0e80b\", \"e11c3d5f-013e-4434-bca3-8b8bcdd569ce\", \"1fdc787f-a653-41f7-a285-dd0c68416a58\", \"ca505420-b0e0-4bbf-b136-0368e4261321\"], \"total_duration\": 2899.0, \"total_sessions\": 5, \"mean_week_duration\": 16.287}, \"38380\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-06-29 07:16:13.000000+00:00\", \"2021-12-02 23:35:42.000000+00:00\"], \"session_ids\": [\"2015a2a7-6ceb-4d10-9706-9716a1a46905\", \"d0747b9c-4ec4-4e2a-b77f-9fe0e3bdadfd\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.433}, \"4996\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-15 06:52:58.000000+00:00\", \"2021-02-13 12:26:48.000000+00:00\"], \"session_ids\": [\"6e602276-061b-460d-9491-965de4004836\", \"578f6374-6c6e-4432-929b-3e37e44db105\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 5.346}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are greater than 3 and are less than 6"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[3, 6]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"96779\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-19 08:00:08.000000+00:00\", \"2022-10-03 01:20:41.000000+00:00\", \"2021-05-16 03:02:52.000000+00:00\", \"2019-05-05 04:03:15.000000+00:00\", \"2020-12-13 05:49:07.000000+00:00\"], \"session_ids\": [\"62cdc034-0c40-4566-9c47-d3ee2f443065\", \"1cca5d48-d1d9-4f6b-9e5c-e60347e0e80b\", \"e11c3d5f-013e-4434-bca3-8b8bcdd569ce\", \"1fdc787f-a653-41f7-a285-dd0c68416a58\", \"ca505420-b0e0-4bbf-b136-0368e4261321\"], \"total_duration\": 2899.0, \"total_sessions\": 5, \"mean_week_duration\": 16.287}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"96779\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-19 08:00:08.000000+00:00\", \"2022-10-03 01:20:41.000000+00:00\", \"2021-05-16 03:02:52.000000+00:00\", \"2019-05-05 04:03:15.000000+00:00\", \"2020-12-13 05:49:07.000000+00:00\"], \"session_ids\": [\"62cdc034-0c40-4566-9c47-d3ee2f443065\", \"1cca5d48-d1d9-4f6b-9e5c-e60347e0e80b\", \"e11c3d5f-013e-4434-bca3-8b8bcdd569ce\", \"1fdc787f-a653-41f7-a285-dd0c68416a58\", \"ca505420-b0e0-4bbf-b136-0368e4261321\"], \"total_duration\": 2899.0, \"total_sessions\": 5, \"mean_week_duration\": 16.287}}]\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[{\"96779\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-19 08:00:08.000000+00:00\", \"2022-10-03 01:20:41.000000+00:00\", \"2021-05-16 03:02:52.000000+00:00\", \"2019-05-05 04:03:15.000000+00:00\", \"2020-12-13 05:49:07.000000+00:00\"], \"session_ids\": [\"62cdc034-0c40-4566-9c47-d3ee2f443065\", \"1cca5d48-d1d9-4f6b-9e5c-e60347e0e80b\", \"e11c3d5f-013e-4434-bca3-8b8bcdd569ce\", \"1fdc787f-a653-41f7-a285-dd0c68416a58\", \"ca505420-b0e0-4bbf-b136-0368e4261321\"], \"total_duration\": 2899.0, \"total_sessions\": 5, \"mean_week_duration\": 16.287}}]\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[{\"96779\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-19 08:00:08.000000+00:00\", \"2022-10-03 01:20:41.000000+00:00\", \"2021-05-16 03:02:52.000000+00:00\", \"2019-05-05 04:03:15.000000+00:00\", \"2020-12-13 05:49:07.000000+00:00\"], \"session_ids\": [\"62cdc034-0c40-4566-9c47-d3ee2f443065\", \"1cca5d48-d1d9-4f6b-9e5c-e60347e0e80b\", \"e11c3d5f-013e-4434-bca3-8b8bcdd569ce\", \"1fdc787f-a653-41f7-a285-dd0c68416a58\", \"ca505420-b0e0-4bbf-b136-0368e4261321\"], \"total_duration\": 2899.0, \"total_sessions\": 5, \"mean_week_duration\": 16.287}}]\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 7 users who have average of total time spent in the app per week is bigger than 21 and strictly smaller than 41 , and perform sorting by total duration amount in ascending order in addition remain 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{\"93808\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-11-30 08:50:09.000000+00:00\", \"2020-02-07 04:40:56.000000+00:00\", \"2021-10-18 14:02:10.000000+00:00\"], \"session_ids\": [\"a9c4daf5-fe7c-4578-9281-0d1c72f29e86\", \"66fd6194-2e44-4886-a3b7-5957dbe44903\", \"5c0bf113-3eb5-4de9-a0f6-612813799fb4\"], \"total_duration\": 221.0, \"total_sessions\": 3, \"mean_week_duration\": 2.326}, \"68816\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-05 23:48:52.000000+00:00\", \"2019-04-28 05:30:44.000000+00:00\"], \"session_ids\": [\"0d5dd2fd-c99c-4a20-9aeb-034ec937cc34\", \"ca6565c5-dcec-470c-85dd-a493e91ee2ce\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 1.39}, \"44967\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-12 18:42:41.000000+00:00\", \"2020-10-31 06:13:26.000000+00:00\", \"2021-06-04 22:12:23.000000+00:00\"], \"session_ids\": [\"12d68752-d71f-4493-8d06-9f18e852fee8\", \"92b7e2ea-3fc4-4837-adaa-4725058d7749\", \"c5a9c113-8241-4aa9-9eef-91a45c0d0498\"], \"total_duration\": 463.0, \"total_sessions\": 3, \"mean_week_duration\": 10.065}, \"91077\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-05-27 04:49:06.000000+00:00\", \"2020-05-12 20:10:12.000000+00:00\"], \"session_ids\": [\"50e06be6-60f6-4df8-bd39-0b9266a19359\", \"1e201fd3-33c2-4f42-8fb3-821b39760cd4\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.384}, \"4361\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-25 02:52:36.000000+00:00\", \"2023-06-03 18:14:52.000000+00:00\", \"2019-07-27 01:59:51.000000+00:00\", \"2020-12-14 07:37:04.000000+00:00\", \"2021-06-28 07:35:50.000000+00:00\"], \"session_ids\": [\"d2aec698-a6fc-446b-bd29-e6f38dc7f18e\", \"2187bfe9-7dbd-4d97-9d17-29dc14b0d7c5\", \"db3fe07b-92f3-418c-a8b7-e37c1a4a763f\", \"fef995b9-9c67-4613-882b-6dcaa8b1252e\", \"3d08cdcc-778e-4701-ae63-3f88443bcc5a\"], \"total_duration\": 305.0, \"total_sessions\": 5, \"mean_week_duration\": 1.517}, \"73770\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-10-23 12:28:17.000000+00:00\", \"2021-03-12 06:27:01.000000+00:00\"], \"session_ids\": [\"c44af11d-629f-4ddf-bc7c-ab49905bc5d7\", \"8f4e3cdc-b876-4d43-b0af-8c130e60a9db\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 1.849}, \"60801\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-16 03:20:04.000000+00:00\", \"2023-03-01 08:55:29.000000+00:00\", \"2019-08-01 00:28:07.000000+00:00\", \"2019-11-03 01:34:50.000000+00:00\"], \"session_ids\": [\"ac1f5278-9697-4651-975e-8170b5069690\", \"b5981027-8c88-41e5-bf7d-8b29b744a13c\", \"ab710e0d-04b1-4001-b594-6a916e8baf2c\", \"5ab56ed2-b1ef-4998-a622-2723bf707fc6\"], \"total_duration\": 1738.0, \"total_sessions\": 4, \"mean_week_duration\": 8.778}, \"19865\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-06-02 23:23:50.000000+00:00\", \"2019-05-24 13:07:29.000000+00:00\", \"2021-10-26 14:19:04.000000+00:00\", \"2019-02-18 20:05:22.000000+00:00\"], \"session_ids\": [\"9359680e-f618-47b8-89e3-defb52e9a2df\", \"9c97b03c-3216-4883-8750-74469ab27831\", \"3410f77d-3909-4fec-970d-16b67a29f53b\", \"7a0e5244-0ddb-412f-b6a5-9c5e226fd501\"], \"total_duration\": 374.0, \"total_sessions\": 4, \"mean_week_duration\": 2.671}, \"41547\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-02-21 22:27:43.000000+00:00\", \"2022-10-01 05:17:20.000000+00:00\", \"2020-12-30 13:52:28.000000+00:00\", \"2021-01-29 14:58:31.000000+00:00\", \"2021-02-02 02:19:35.000000+00:00\", \"2022-03-14 04:24:39.000000+00:00\", \"2020-11-29 16:42:09.000000+00:00\", \"2022-06-14 00:39:24.000000+00:00\", \"2021-01-30 01:10:20.000000+00:00\", \"2020-12-18 23:55:07.000000+00:00\", \"2021-09-13 00:13:31.000000+00:00\"], \"session_ids\": [\"ea50d63b-0ccc-4bb8-be20-d663ea39a9a9\", \"f5c1cb2f-97a2-48e6-886d-44d3840c4488\", \"c8b67483-aaf3-44e8-9660-43390ee7f5aa\", \"e6f960b9-e393-4190-a003-051aa39c0331\", \"81915323-3ee4-4a9f-9ba2-c3e8287e16a0\", \"b049d0b9-5ab8-4467-9c57-c51969d655f7\", \"b12cb6b6-698e-476e-9698-bd5d5c2a3bd8\", \"1e89bb31-3ae7-47f7-8c27-bfec67f0b30b\", \"cfd86456-4928-431e-9967-561be8a34727\", \"2e65a09a-f873-40e0-b330-eb83f6517103\", \"e504f611-26c4-4bdf-80c0-9947a62d2e8f\"], \"total_duration\": 12181.0, \"total_sessions\": 11, \"mean_week_duration\": 126.885}, \"46326\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-29 07:17:04.000000+00:00\", \"2020-01-20 21:12:18.000000+00:00\", \"2021-01-24 12:45:18.000000+00:00\", \"2022-05-05 23:14:03.000000+00:00\", \"2019-05-09 14:17:12.000000+00:00\", \"2019-09-05 20:33:33.000000+00:00\", \"2019-02-17 10:45:31.000000+00:00\", \"2022-06-22 00:41:06.000000+00:00\"], \"session_ids\": [\"d2de25a9-3b94-4dfb-bf66-65490f8492fc\", \"36029252-8e3c-4d7c-8f6f-df8e65fd50dd\", \"68499abc-deb8-4636-83dd-a62698c80087\", \"1f1f7bfc-20af-4a7f-9f3f-c63abd26d7bc\", \"ee7ece0a-12bc-429d-ad60-91685164e732\", \"3fd0825c-9187-4f4f-b747-3c8548ec2294\", \"9f33b74e-d263-4a36-a9f9-9ff6ab973152\", \"d92d1f1b-c587-45c3-bb41-bc79a79a972d\"], \"total_duration\": 6715.0, \"total_sessions\": 8, \"mean_week_duration\": 38.371}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's mean_week_duration are equal or greater than 21 and are less than 41"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[21, 41]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"46326\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-29 07:17:04.000000+00:00\", \"2020-01-20 21:12:18.000000+00:00\", \"2021-01-24 12:45:18.000000+00:00\", \"2022-05-05 23:14:03.000000+00:00\", \"2019-05-09 14:17:12.000000+00:00\", \"2019-09-05 20:33:33.000000+00:00\", \"2019-02-17 10:45:31.000000+00:00\", \"2022-06-22 00:41:06.000000+00:00\"], \"session_ids\": [\"d2de25a9-3b94-4dfb-bf66-65490f8492fc\", \"36029252-8e3c-4d7c-8f6f-df8e65fd50dd\", \"68499abc-deb8-4636-83dd-a62698c80087\", \"1f1f7bfc-20af-4a7f-9f3f-c63abd26d7bc\", \"ee7ece0a-12bc-429d-ad60-91685164e732\", \"3fd0825c-9187-4f4f-b747-3c8548ec2294\", \"9f33b74e-d263-4a36-a9f9-9ff6ab973152\", \"d92d1f1b-c587-45c3-bb41-bc79a79a972d\"], \"total_duration\": 6715.0, \"total_sessions\": 8, \"mean_week_duration\": 38.371}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data ascendingly according to total_duration attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"46326\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-29 07:17:04.000000+00:00\", \"2020-01-20 21:12:18.000000+00:00\", \"2021-01-24 12:45:18.000000+00:00\", \"2022-05-05 23:14:03.000000+00:00\", \"2019-05-09 14:17:12.000000+00:00\", \"2019-09-05 20:33:33.000000+00:00\", \"2019-02-17 10:45:31.000000+00:00\", \"2022-06-22 00:41:06.000000+00:00\"], \"session_ids\": [\"d2de25a9-3b94-4dfb-bf66-65490f8492fc\", \"36029252-8e3c-4d7c-8f6f-df8e65fd50dd\", \"68499abc-deb8-4636-83dd-a62698c80087\", \"1f1f7bfc-20af-4a7f-9f3f-c63abd26d7bc\", \"ee7ece0a-12bc-429d-ad60-91685164e732\", \"3fd0825c-9187-4f4f-b747-3c8548ec2294\", \"9f33b74e-d263-4a36-a9f9-9ff6ab973152\", \"d92d1f1b-c587-45c3-bb41-bc79a79a972d\"], \"total_duration\": 6715.0, \"total_sessions\": 8, \"mean_week_duration\": 38.371}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"46326\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-29 07:17:04.000000+00:00\", \"2020-01-20 21:12:18.000000+00:00\", \"2021-01-24 12:45:18.000000+00:00\", \"2022-05-05 23:14:03.000000+00:00\", \"2019-05-09 14:17:12.000000+00:00\", \"2019-09-05 20:33:33.000000+00:00\", \"2019-02-17 10:45:31.000000+00:00\", \"2022-06-22 00:41:06.000000+00:00\"], \"session_ids\": [\"d2de25a9-3b94-4dfb-bf66-65490f8492fc\", \"36029252-8e3c-4d7c-8f6f-df8e65fd50dd\", \"68499abc-deb8-4636-83dd-a62698c80087\", \"1f1f7bfc-20af-4a7f-9f3f-c63abd26d7bc\", \"ee7ece0a-12bc-429d-ad60-91685164e732\", \"3fd0825c-9187-4f4f-b747-3c8548ec2294\", \"9f33b74e-d263-4a36-a9f9-9ff6ab973152\", \"d92d1f1b-c587-45c3-bb41-bc79a79a972d\"], \"total_duration\": 6715.0, \"total_sessions\": 8, \"mean_week_duration\": 38.371}}]\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[{\"46326\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-29 07:17:04.000000+00:00\", \"2020-01-20 21:12:18.000000+00:00\", \"2021-01-24 12:45:18.000000+00:00\", \"2022-05-05 23:14:03.000000+00:00\", \"2019-05-09 14:17:12.000000+00:00\", \"2019-09-05 20:33:33.000000+00:00\", \"2019-02-17 10:45:31.000000+00:00\", \"2022-06-22 00:41:06.000000+00:00\"], \"session_ids\": [\"d2de25a9-3b94-4dfb-bf66-65490f8492fc\", \"36029252-8e3c-4d7c-8f6f-df8e65fd50dd\", \"68499abc-deb8-4636-83dd-a62698c80087\", \"1f1f7bfc-20af-4a7f-9f3f-c63abd26d7bc\", \"ee7ece0a-12bc-429d-ad60-91685164e732\", \"3fd0825c-9187-4f4f-b747-3c8548ec2294\", \"9f33b74e-d263-4a36-a9f9-9ff6ab973152\", \"d92d1f1b-c587-45c3-bb41-bc79a79a972d\"], \"total_duration\": 6715.0, \"total_sessions\": 8, \"mean_week_duration\": 38.371}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Inform me regarding 8 users whose city is Mexico City , and execute sorting by duration of sessions per week in asc."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to get user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"18564\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-09-07 10:22:51.000000+00:00\", \"2021-09-05 00:58:55.000000+00:00\", \"2019-07-06 13:13:45.000000+00:00\"], \"session_ids\": [\"dc7d7962-b866-4759-b700-d870b2f3bb03\", \"ef96b41a-292d-4105-90c8-a4dda58a22d4\", \"4393b781-019f-41f9-b116-f762dfc1058b\"], \"total_duration\": 243.0, \"total_sessions\": 3, \"mean_week_duration\": 1.464}, \"26701\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-20 08:18:35.000000+00:00\", \"2022-02-05 22:24:48.000000+00:00\", \"2023-04-15 15:52:16.000000+00:00\", \"2021-12-21 13:41:49.000000+00:00\", \"2023-05-10 22:47:37.000000+00:00\", \"2022-02-05 01:14:24.000000+00:00\", \"2019-01-02 16:29:56.000000+00:00\", \"2019-02-25 12:20:38.000000+00:00\"], \"session_ids\": [\"db149631-c835-4bc2-bbe1-89e7eba7ad9b\", \"e1b11aea-afa8-4e9f-bee9-0c16fcaa14f0\", \"5dbae43c-931e-43c7-a685-b2169e21f0ee\", \"ad2643e2-2549-4364-aefb-c5ba45ee0b66\", \"4adf4747-13fb-48e8-87ad-6d280580e8a7\", \"8b01fb5e-ab7e-4cd2-82ec-8bcaa3dae9fb\", \"7f143316-df48-4acd-b12f-2b0694d7238c\", \"db81a1fa-1f17-4d2a-9500-abdaf99d966b\"], \"total_duration\": 4377.0, \"total_sessions\": 8, \"mean_week_duration\": 19.282}, \"3425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-25 20:58:34.000000+00:00\", \"2022-10-15 08:37:02.000000+00:00\", \"2023-06-05 02:54:08.000000+00:00\", \"2022-03-24 08:09:14.000000+00:00\", \"2019-06-20 21:17:40.000000+00:00\", \"2021-03-01 09:34:03.000000+00:00\", \"2020-05-24 17:44:18.000000+00:00\"], \"session_ids\": [\"0d1fc3e7-775a-459d-932c-453d404df1dc\", \"80ee78ef-0a10-4de2-9fbb-5cb4f281d32b\", \"0a71ad72-6401-4beb-9629-5a8f0a7a66ba\", \"be4cf881-6135-4316-a5e0-1565064a37a0\", \"8b5eb667-6129-4b28-85a9-fb803bed2237\", \"4f39884d-9ba6-45a7-8692-2f0f7ea3f602\", \"6fb8e373-7d0b-4683-943c-8afcb4367df5\"], \"total_duration\": 5966.0, \"total_sessions\": 7, \"mean_week_duration\": 28.821}, \"96820\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-11 10:43:52.000000+00:00\", \"2020-09-18 01:17:55.000000+00:00\"], \"session_ids\": [\"cf5a44b7-d709-4adf-9751-cd4296e6a267\", \"91f39800-cead-4514-953d-a69c011598c0\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 307.0}, \"31782\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-03-15 08:18:51.000000+00:00\", \"2022-03-22 04:29:57.000000+00:00\", \"2023-01-27 03:46:26.000000+00:00\", \"2022-06-30 19:52:48.000000+00:00\", \"2019-08-31 07:41:16.000000+00:00\", \"2023-05-13 08:51:13.000000+00:00\", \"2022-09-05 20:45:12.000000+00:00\"], \"session_ids\": [\"d2d6bf37-8fc5-44c3-aba1-86502663045a\", \"d859592b-2671-4d2f-9868-289574324f6e\", \"caeb31b0-5a95-47a1-a19b-fb238e37e76f\", \"0d6e3d48-a88b-49b3-891d-186c221eddad\", \"0fec9832-d0ac-467e-9ada-a0acf491ff45\", \"d601a201-a8bc-4887-9f8a-7a51dc216b3c\", \"5559c693-37ae-4c95-9f2d-6f55e94629dd\"], \"total_duration\": 865.0, \"total_sessions\": 7, \"mean_week_duration\": 4.482}, \"50891\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-10 07:30:10.000000+00:00\", \"2021-10-24 04:56:44.000000+00:00\"], \"session_ids\": [\"b1a9b300-0411-4693-8a41-db00a21659a1\", \"f5766054-11df-4947-a2e3-0a43eaee6e9f\"], \"total_duration\": 467.0, \"total_sessions\": 2, \"mean_week_duration\": 8.491}, \"72544\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-05-30 17:05:13.000000+00:00\", \"2021-02-14 22:25:35.000000+00:00\"], \"session_ids\": [\"ceda19f1-f628-4d82-8552-1bb87ccdc52c\", \"e0fea70f-1248-4577-8fd8-f4ab2dfe407c\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.015}, \"9427\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-12-25 22:46:11.000000+00:00\", \"2021-05-01 21:46:52.000000+00:00\", \"2022-11-24 08:04:41.000000+00:00\", \"2021-03-12 01:00:56.000000+00:00\"], \"session_ids\": [\"d2f3ef8c-469d-43b7-9d6f-636851a9cfb1\", \"3aaa909e-6963-4445-855a-3bd7b3afb7c7\", \"a54ccb48-a8e0-403b-acf5-ceded8a1ba3b\", \"6420acd2-5d90-495d-a3ca-d118f26b9865\"], \"total_duration\": 238.0, \"total_sessions\": 4, \"mean_week_duration\": 2.38}, \"73587\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-23 16:10:15.000000+00:00\", \"2020-12-24 21:15:17.000000+00:00\", \"2020-04-18 13:48:53.000000+00:00\", \"2023-03-13 16:38:44.000000+00:00\", \"2019-12-25 22:12:13.000000+00:00\"], \"session_ids\": [\"e94a1aaa-3aff-4055-bb52-53ff8d414ca5\", \"379bfe3f-3bd2-4a69-85a6-2188362e0252\", \"66c54380-3d2d-45d5-ac67-5704639e2e9b\", \"6abb5508-6c3a-4b1c-81fb-05df03da2b3c\", \"0ed67a86-5fbf-4a64-b4a4-9bb4c8f1ed21\"], \"total_duration\": 222.0, \"total_sessions\": 5, \"mean_week_duration\": 1.314}, \"46080\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-08-25 09:11:17.000000+00:00\", \"2019-07-09 20:58:08.000000+00:00\"], \"session_ids\": [\"dbb0b4bf-5ad1-4573-93c5-b44a8afae349\", \"e7cb0c6c-32fc-4b0a-8a9f-60fb56dca3f3\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 6.898}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtain information only about users whose city_name is Mexico City"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Mexico City\"]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{}\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "I'd like to be informed about 7 users whose sum of sessions is smaller than 6 and bigger than 3 (not including) and implement sorting by name of the town in desc order."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to obtaining user data."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"74988\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-19 22:50:39.000000+00:00\", \"2023-02-02 02:23:42.000000+00:00\"], \"session_ids\": [\"e8570fad-f26a-4d10-b414-de322e62b95d\", \"c14188ae-7b1f-422b-8abb-3604b05b533b\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 2.627}, \"41929\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-31 07:31:31.000000+00:00\", \"2023-06-24 08:18:37.000000+00:00\", \"2019-09-20 23:02:34.000000+00:00\", \"2019-10-19 07:47:02.000000+00:00\", \"2021-08-24 09:53:49.000000+00:00\", \"2019-07-16 13:39:41.000000+00:00\", \"2019-08-21 07:34:04.000000+00:00\", \"2021-09-10 21:03:05.000000+00:00\"], \"session_ids\": [\"e0ca4b16-249a-48f9-a8a3-f64e171813eb\", \"0a0a58cd-bb9e-4660-9bbb-8ec91a5343ec\", \"f938fc5f-57a2-4bfa-9aeb-c558ca855818\", \"3e1f3f02-94c4-4e5b-9f6b-47c6f7484e35\", \"7cabf806-0df8-4c93-af65-51a524357965\", \"30c72320-56cc-4d70-9cfe-f099952bdd4f\", \"de2f5ba6-146e-4810-9175-0a48fcbb0718\", \"21be0849-aa04-47c2-87d4-590e2c017128\"], \"total_duration\": 11503.0, \"total_sessions\": 8, \"mean_week_duration\": 55.84}, \"92720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-09-20 02:26:01.000000+00:00\", \"2022-05-24 08:29:01.000000+00:00\"], \"session_ids\": [\"be3cce21-3eb5-4a06-b3b3-f7c5e444aae6\", \"9033babf-d161-4f9f-80ca-06000096ea98\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.417}, \"8517\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-07-08 04:57:18.000000+00:00\", \"2022-05-14 06:24:52.000000+00:00\"], \"session_ids\": [\"b59ed12e-300a-44c4-b245-cf5c1cdc95ef\", \"88777769-1e04-4132-a812-a92e4586c5f1\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 1.222}, \"52749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-05-28 01:28:21.000000+00:00\", \"2020-01-16 16:35:43.000000+00:00\", \"2020-12-18 13:26:24.000000+00:00\"], \"session_ids\": [\"98f0c5d9-18fb-4ddd-9577-4f5a18bb58c0\", \"07fd94fa-746a-4668-9a89-f527c4492971\", \"b379e140-8b85-4f01-9a19-5a2c23b7e459\"], \"total_duration\": 465.0, \"total_sessions\": 3, \"mean_week_duration\": 2.642}, \"25013\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-14 06:07:18.000000+00:00\", \"2021-03-09 05:38:38.000000+00:00\", \"2021-06-22 21:59:26.000000+00:00\", \"2022-05-28 16:14:28.000000+00:00\", \"2021-04-07 03:46:38.000000+00:00\", \"2020-03-13 03:50:24.000000+00:00\"], \"session_ids\": [\"3c63980b-42c9-46c9-8059-21a73e62a9e1\", \"d3bb64db-2592-4d7f-8339-204d4815da44\", \"f4859949-5781-49f4-9901-ceba4381f95c\", \"0b1cb381-4039-490e-9421-e1c41907ee7b\", \"39fc9d0a-9788-457f-bf47-871cba6f8f46\", \"ebe4cbb5-031e-409e-a39d-5e57573fe4d2\"], \"total_duration\": 1379.0, \"total_sessions\": 6, \"mean_week_duration\": 11.888}, \"42936\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-26 11:54:28.000000+00:00\", \"2020-03-29 05:30:01.000000+00:00\"], \"session_ids\": [\"387173e1-11b8-4bb2-9329-ae0eb77d9365\", \"4d6f8b83-4c08-4749-b742-b5c306aed43a\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 1.641}, \"49248\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-02 20:57:44.000000+00:00\", \"2023-05-13 21:16:56.000000+00:00\"], \"session_ids\": [\"39bfa912-cb94-4506-9a5d-e21f19266299\", \"f15f6097-2c77-4f0b-becf-06234af322cd\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 1.19}, \"81954\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-02 03:40:00.000000+00:00\", \"2020-01-17 11:58:49.000000+00:00\"], \"session_ids\": [\"20c3293b-f07e-4640-9616-850f9dc67900\", \"704599fc-8027-42a4-a55d-be3a07f06c12\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.777}, \"92108\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-24 00:03:24.000000+00:00\", \"2022-02-27 00:43:24.000000+00:00\", \"2020-02-27 14:25:16.000000+00:00\", \"2019-12-19 11:37:27.000000+00:00\"], \"session_ids\": [\"ffbb7513-fc65-486f-89ae-4451497d6284\", \"98c05511-da94-48b9-a698-c41e2cf450c1\", \"9d089f6c-be6a-485a-8b51-7fc632497dff\", \"92b5ae90-7e40-4313-bdc5-55ed9990692c\"], \"total_duration\": 636.0, \"total_sessions\": 4, \"mean_week_duration\": 4.818}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to retain the information about users who's total_sessions are greater than 3 and are equal or less than 6"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[3, 6]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"25013\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-14 06:07:18.000000+00:00\", \"2021-03-09 05:38:38.000000+00:00\", \"2021-06-22 21:59:26.000000+00:00\", \"2022-05-28 16:14:28.000000+00:00\", \"2021-04-07 03:46:38.000000+00:00\", \"2020-03-13 03:50:24.000000+00:00\"], \"session_ids\": [\"3c63980b-42c9-46c9-8059-21a73e62a9e1\", \"d3bb64db-2592-4d7f-8339-204d4815da44\", \"f4859949-5781-49f4-9901-ceba4381f95c\", \"0b1cb381-4039-490e-9421-e1c41907ee7b\", \"39fc9d0a-9788-457f-bf47-871cba6f8f46\", \"ebe4cbb5-031e-409e-a39d-5e57573fe4d2\"], \"total_duration\": 1379.0, \"total_sessions\": 6, \"mean_week_duration\": 11.888}, \"92108\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-24 00:03:24.000000+00:00\", \"2022-02-27 00:43:24.000000+00:00\", \"2020-02-27 14:25:16.000000+00:00\", \"2019-12-19 11:37:27.000000+00:00\"], \"session_ids\": [\"ffbb7513-fc65-486f-89ae-4451497d6284\", \"98c05511-da94-48b9-a698-c41e2cf450c1\", \"9d089f6c-be6a-485a-8b51-7fc632497dff\", \"92b5ae90-7e40-4313-bdc5-55ed9990692c\"], \"total_duration\": 636.0, \"total_sessions\": 4, \"mean_week_duration\": 4.818}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I have to organize the data descendingly according to city_name attribute."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n[{\"25013\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-14 06:07:18.000000+00:00\", \"2021-03-09 05:38:38.000000+00:00\", \"2021-06-22 21:59:26.000000+00:00\", \"2022-05-28 16:14:28.000000+00:00\", \"2021-04-07 03:46:38.000000+00:00\", \"2020-03-13 03:50:24.000000+00:00\"], \"session_ids\": [\"3c63980b-42c9-46c9-8059-21a73e62a9e1\", \"d3bb64db-2592-4d7f-8339-204d4815da44\", \"f4859949-5781-49f4-9901-ceba4381f95c\", \"0b1cb381-4039-490e-9421-e1c41907ee7b\", \"39fc9d0a-9788-457f-bf47-871cba6f8f46\", \"ebe4cbb5-031e-409e-a39d-5e57573fe4d2\"], \"total_duration\": 1379.0, \"total_sessions\": 6, \"mean_week_duration\": 11.888}}, {\"92108\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-24 00:03:24.000000+00:00\", \"2022-02-27 00:43:24.000000+00:00\", \"2020-02-27 14:25:16.000000+00:00\", \"2019-12-19 11:37:27.000000+00:00\"], \"session_ids\": [\"ffbb7513-fc65-486f-89ae-4451497d6284\", \"98c05511-da94-48b9-a698-c41e2cf450c1\", \"9d089f6c-be6a-485a-8b51-7fc632497dff\", \"92b5ae90-7e40-4313-bdc5-55ed9990692c\"], \"total_duration\": 636.0, \"total_sessions\": 4, \"mean_week_duration\": 4.818}}]\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to filter and keep only 7 entries, discarding 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[{\"25013\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-14 06:07:18.000000+00:00\", \"2021-03-09 05:38:38.000000+00:00\", \"2021-06-22 21:59:26.000000+00:00\", \"2022-05-28 16:14:28.000000+00:00\", \"2021-04-07 03:46:38.000000+00:00\", \"2020-03-13 03:50:24.000000+00:00\"], \"session_ids\": [\"3c63980b-42c9-46c9-8059-21a73e62a9e1\", \"d3bb64db-2592-4d7f-8339-204d4815da44\", \"f4859949-5781-49f4-9901-ceba4381f95c\", \"0b1cb381-4039-490e-9421-e1c41907ee7b\", \"39fc9d0a-9788-457f-bf47-871cba6f8f46\", \"ebe4cbb5-031e-409e-a39d-5e57573fe4d2\"], \"total_duration\": 1379.0, \"total_sessions\": 6, \"mean_week_duration\": 11.888}}, {\"92108\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-24 00:03:24.000000+00:00\", \"2022-02-27 00:43:24.000000+00:00\", \"2020-02-27 14:25:16.000000+00:00\", \"2019-12-19 11:37:27.000000+00:00\"], \"session_ids\": [\"ffbb7513-fc65-486f-89ae-4451497d6284\", \"98c05511-da94-48b9-a698-c41e2cf450c1\", \"9d089f6c-be6a-485a-8b51-7fc632497dff\", \"92b5ae90-7e40-4313-bdc5-55ed9990692c\"], \"total_duration\": 636.0, \"total_sessions\": 4, \"mean_week_duration\": 4.818}}]\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[{\"25013\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-14 06:07:18.000000+00:00\", \"2021-03-09 05:38:38.000000+00:00\", \"2021-06-22 21:59:26.000000+00:00\", \"2022-05-28 16:14:28.000000+00:00\", \"2021-04-07 03:46:38.000000+00:00\", \"2020-03-13 03:50:24.000000+00:00\"], \"session_ids\": [\"3c63980b-42c9-46c9-8059-21a73e62a9e1\", \"d3bb64db-2592-4d7f-8339-204d4815da44\", \"f4859949-5781-49f4-9901-ceba4381f95c\", \"0b1cb381-4039-490e-9421-e1c41907ee7b\", \"39fc9d0a-9788-457f-bf47-871cba6f8f46\", \"ebe4cbb5-031e-409e-a39d-5e57573fe4d2\"], \"total_duration\": 1379.0, \"total_sessions\": 6, \"mean_week_duration\": 11.888}}, {\"92108\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-08-24 00:03:24.000000+00:00\", \"2022-02-27 00:43:24.000000+00:00\", \"2020-02-27 14:25:16.000000+00:00\", \"2019-12-19 11:37:27.000000+00:00\"], \"session_ids\": [\"ffbb7513-fc65-486f-89ae-4451497d6284\", \"98c05511-da94-48b9-a698-c41e2cf450c1\", \"9d089f6c-be6a-485a-8b51-7fc632497dff\", \"92b5ae90-7e40-4313-bdc5-55ed9990692c\"], \"total_duration\": 636.0, \"total_sessions\": 4, \"mean_week_duration\": 4.818}}]\n```\n\n```\n"
}
] |
[
{
"role": "system",
"value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n"
},
{
"role": "user",
"value": "Please provide insights on 4 users with a overall total duration that is strictly higher than 4390 and lower than 1982 plus carry out sorting by overall duration of sessions per week ascending , moreover save only 3 records."
}
] |
[
{
"role": "message-agent",
"value": "Thought: I want to retrieve user information."
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"9909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-04-15 07:52:52.000000+00:00\", \"2023-02-23 12:58:47.000000+00:00\"], \"session_ids\": [\"c49ea619-c66f-4f0c-8396-cd3755556576\", \"61bd439d-3ea7-4764-9f1f-523c70d7ad85\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.313}, \"68246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-07 19:48:51.000000+00:00\", \"2021-03-20 17:50:55.000000+00:00\", \"2022-12-28 23:30:02.000000+00:00\"], \"session_ids\": [\"b884b1aa-0fc8-4366-bd33-ea4d4bb9c4e1\", \"1cd2c4f4-cec4-4a46-b215-2846f9aee048\", \"4f335419-5eb9-447b-8905-5766b0e44e62\"], \"total_duration\": 758.0, \"total_sessions\": 3, \"mean_week_duration\": 5.156}, \"33000\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-30 21:48:23.000000+00:00\", \"2022-02-09 14:03:21.000000+00:00\", \"2019-11-18 10:24:25.000000+00:00\", \"2021-08-08 21:38:05.000000+00:00\", \"2020-09-07 06:40:55.000000+00:00\"], \"session_ids\": [\"ba4af912-12ed-405f-b271-9bef8f9e81e4\", \"7fe8503b-96d0-4184-abc8-cc3c7b9c4637\", \"59c17c0f-eb08-4f31-8696-5ec9973a5bba\", \"dd82749d-46cc-4608-bf50-8336258dab08\", \"aeeb6748-80c1-4a29-9f8f-ce2cbf4be0b8\"], \"total_duration\": 3733.0, \"total_sessions\": 5, \"mean_week_duration\": 31.906}, \"38815\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-12-18 05:14:16.000000+00:00\", \"2023-03-21 05:45:48.000000+00:00\", \"2019-04-30 16:20:39.000000+00:00\"], \"session_ids\": [\"c2067d81-9c5f-4a77-bce6-9c6ca9cb9771\", \"e3db3f6c-8fe2-4438-a5d6-a4d14809798b\", \"1fe4c662-7740-45d2-bbd7-2af7dd4be4ec\"], \"total_duration\": 237.0, \"total_sessions\": 3, \"mean_week_duration\": 1.167}, \"14548\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-11-04 03:18:56.000000+00:00\", \"2020-06-09 07:27:56.000000+00:00\", \"2022-10-18 15:18:27.000000+00:00\", \"2021-04-03 15:30:31.000000+00:00\", \"2023-02-14 00:45:40.000000+00:00\", \"2023-04-29 22:06:49.000000+00:00\", \"2020-07-15 13:43:09.000000+00:00\", \"2019-10-23 20:41:19.000000+00:00\", \"2020-06-07 20:16:30.000000+00:00\"], \"session_ids\": [\"db760daa-fa48-4873-a321-1b76b69e9e5e\", \"f9fc6e53-ec0e-4849-8f40-6c8edd3cb473\", \"11684471-9d5c-458f-8b59-61973d334125\", \"20f2ca24-02d8-4e09-8f18-eb8a4a552739\", \"ace6ce24-c2fa-4702-ad22-837d4b815eb7\", \"cad324fb-e91f-4828-bf65-7bea35a84d03\", \"1c6ca502-5e24-458a-a676-e8dcf874a471\", \"8968e363-23cc-4875-a38c-1f9dcc7e8e32\", \"9d165c58-9092-4352-9f25-f0847acddfa3\"], \"total_duration\": 9488.0, \"total_sessions\": 9, \"mean_week_duration\": 51.565}, \"77237\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-06-04 14:39:02.000000+00:00\", \"2020-04-10 21:10:08.000000+00:00\", \"2020-02-29 19:13:42.000000+00:00\", \"2020-02-08 14:13:41.000000+00:00\", \"2023-04-10 02:24:04.000000+00:00\", \"2019-10-09 08:06:02.000000+00:00\", \"2020-09-17 18:54:10.000000+00:00\", \"2021-08-24 05:56:58.000000+00:00\", \"2020-02-24 14:46:31.000000+00:00\", \"2020-12-18 13:09:58.000000+00:00\", \"2022-04-19 19:43:30.000000+00:00\"], \"session_ids\": [\"e447180b-4a46-49b7-b073-9e6e143d0ba9\", \"80a7c5bd-7ef8-47ee-a2dd-972c50fbf3ff\", \"8e9b0e06-c5f3-4342-8db1-aab3c82963aa\", \"eddde7bd-1a78-4afc-bdaa-27eb810652f4\", \"bf74c529-502e-4b41-a47c-f83c45be18ff\", \"d9bcb708-476e-48d1-a798-868e56c1961f\", \"33c82944-88e0-48e0-8871-5c0d5797ab6f\", \"2f9a00f2-0740-42fa-a069-fb1a194d9fce\", \"26e129ba-7f4e-4311-86d2-243d43f8080a\", \"733a185f-fec6-4366-905b-6a4e2815a64a\", \"7e3434e5-d0f9-4eb9-968f-6590df27378c\"], \"total_duration\": 23912.0, \"total_sessions\": 11, \"mean_week_duration\": 130.667}, \"48866\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-04 06:14:16.000000+00:00\", \"2022-01-23 12:26:49.000000+00:00\"], \"session_ids\": [\"9bfe3d52-02c4-4bb0-831d-153798101c16\", \"8dacff51-fd58-4bfe-9314-ec465bc52618\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 3.274}, \"46467\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-24 11:16:28.000000+00:00\", \"2023-03-25 06:58:09.000000+00:00\", \"2021-03-11 11:43:19.000000+00:00\", \"2021-12-25 13:15:13.000000+00:00\"], \"session_ids\": [\"f31e82eb-2281-46c3-9608-2fd8c7fee3cf\", \"6a4b87af-10b8-4d51-aca1-23c07c0316ec\", \"5f06cc75-59a7-4493-a471-c452ec217076\", \"3a17e243-67db-436d-9e20-523edee2afdf\"], \"total_duration\": 906.0, \"total_sessions\": 4, \"mean_week_duration\": 8.467}, \"31851\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-10-08 11:30:38.000000+00:00\", \"2019-02-07 15:37:05.000000+00:00\", \"2023-03-14 08:14:51.000000+00:00\", \"2022-02-14 04:28:42.000000+00:00\", \"2021-03-21 20:58:52.000000+00:00\", \"2019-02-20 22:09:20.000000+00:00\", \"2023-03-14 03:13:35.000000+00:00\", \"2019-02-16 13:47:12.000000+00:00\", \"2019-05-01 02:49:51.000000+00:00\"], \"session_ids\": [\"79c20b4a-a62b-4c73-a7ef-87d838adc477\", \"6445bdee-a66a-4e8e-8243-c49bdab95500\", \"dfa93afc-3990-44f4-9bbf-d2c23f491420\", \"08454352-1782-4414-a9ff-f6f700047259\", \"e054e15d-2be5-46d7-a778-b8f74fc896a2\", \"509fd768-8edf-4f04-9084-c2135a90f219\", \"0b870e22-ec07-4c7b-b8fe-057f122255a0\", \"8a6edf3b-97af-4b06-a828-6d4e649f7b31\", \"35750a20-db79-46b0-a388-816af9e05259\"], \"total_duration\": 2678.0, \"total_sessions\": 9, \"mean_week_duration\": 12.514}, \"96671\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-02-21 01:04:10.000000+00:00\", \"2022-02-13 18:21:10.000000+00:00\", \"2021-02-06 10:17:21.000000+00:00\", \"2021-09-01 20:06:17.000000+00:00\"], \"session_ids\": [\"0524d949-08a8-48f1-8f14-96ff562c130d\", \"8b243b6a-bf8f-480c-85d0-fdd7c7892494\", \"114ecbd2-2df4-4421-929a-57700877e778\", \"b7ee9e79-7044-44e6-8c12-bd54403b2d94\"], \"total_duration\": 32.0, \"total_sessions\": 4, \"mean_week_duration\": 0.308}}\n```\n"
}
] |
[
{
"role": "message-agent",
"value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 1982 and are greater than 4390"
},
{
"role": "message-agent",
"value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[1982, 4390]]}}}\n```\n"
},
{
"role": "system",
"value": "Observation: \n```\n{\"9909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-04-15 07:52:52.000000+00:00\", \"2023-02-23 12:58:47.000000+00:00\"], \"session_ids\": [\"c49ea619-c66f-4f0c-8396-cd3755556576\", \"61bd439d-3ea7-4764-9f1f-523c70d7ad85\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.313}, \"68246\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-07 19:48:51.000000+00:00\", \"2021-03-20 17:50:55.000000+00:00\", \"2022-12-28 23:30:02.000000+00:00\"], \"session_ids\": [\"b884b1aa-0fc8-4366-bd33-ea4d4bb9c4e1\", \"1cd2c4f4-cec4-4a46-b215-2846f9aee048\", \"4f335419-5eb9-447b-8905-5766b0e44e62\"], \"total_duration\": 758.0, \"total_sessions\": 3, \"mean_week_duration\": 5.156}, \"38815\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-12-18 05:14:16.000000+00:00\", \"2023-03-21 05:45:48.000000+00:00\", \"2019-04-30 16:20:39.000000+00:00\"], \"session_ids\": [\"c2067d81-9c5f-4a77-bce6-9c6ca9cb9771\", \"e3db3f6c-8fe2-4438-a5d6-a4d14809798b\", \"1fe4c662-7740-45d2-bbd7-2af7dd4be4ec\"], \"total_duration\": 237.0, \"total_sessions\": 3, \"mean_week_duration\": 1.167}, \"48866\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-04 06:14:16.000000+00:00\", \"2022-01-23 12:26:49.000000+00:00\"], \"session_ids\": [\"9bfe3d52-02c4-4bb0-831d-153798101c16\", \"8dacff51-fd58-4bfe-9314-ec465bc52618\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 3.274}, \"46467\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-24 11:16:28.000000+00:00\", \"2023-03-25 06:58:09.000000+00:00\", \"2021-03-11 11:43:19.000000+00:00\", \"2021-12-25 13:15:13.000000+00:00\"], \"session_ids\": [\"f31e82eb-2281-46c3-9608-2fd8c7fee3cf\", \"6a4b87af-10b8-4d51-aca1-23c07c0316ec\", \"5f06cc75-59a7-4493-a471-c452ec217076\", \"3a17e243-67db-436d-9e20-523edee2afdf\"], \"total_duration\": 906.0, \"total_sessions\": 4, \"mean_week_duration\": 8.467}, \"96671\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-02-21 01:04:10.000000+00:00\", \"2022-02-13 18:21:10.000000+00:00\", \"2021-02-06 10:17:21.000000+00:00\", \"2021-09-01 20:06:17.000000+00:00\"], \"session_ids\": [\"0524d949-08a8-48f1-8f14-96ff562c130d\", \"8b243b6a-bf8f-480c-85d0-fdd7c7892494\", \"114ecbd2-2df4-4421-929a-57700877e778\", \"b7ee9e79-7044-44e6-8c12-bd54403b2d94\"], \"total_duration\": 32.0, \"total_sessions\": 4, \"mean_week_duration\": 0.308}, \"14548\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-11-04 03:18:56.000000+00:00\", \"2020-06-09 07:27:56.000000+00:00\", \"2022-10-18 15:18:27.000000+00:00\", \"2021-04-03 15:30:31.000000+00:00\", \"2023-02-14 00:45:40.000000+00:00\", \"2023-04-29 22:06:49.000000+00:00\", \"2020-07-15 13:43:09.000000+00:00\", \"2019-10-23 20:41:19.000000+00:00\", \"2020-06-07 20:16:30.000000+00:00\"], \"session_ids\": [\"db760daa-fa48-4873-a321-1b76b69e9e5e\", \"f9fc6e53-ec0e-4849-8f40-6c8edd3cb473\", \"11684471-9d5c-458f-8b59-61973d334125\", \"20f2ca24-02d8-4e09-8f18-eb8a4a552739\", \"ace6ce24-c2fa-4702-ad22-837d4b815eb7\", \"cad324fb-e91f-4828-bf65-7bea35a84d03\", \"1c6ca502-5e24-458a-a676-e8dcf874a471\", \"8968e363-23cc-4875-a38c-1f9dcc7e8e32\", \"9d165c58-9092-4352-9f25-f0847acddfa3\"], \"total_duration\": 9488.0, \"total_sessions\": 9, \"mean_week_duration\": 51.565}, \"77237\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-06-04 14:39:02.000000+00:00\", \"2020-04-10 21:10:08.000000+00:00\", \"2020-02-29 19:13:42.000000+00:00\", \"2020-02-08 14:13:41.000000+00:00\", \"2023-04-10 02:24:04.000000+00:00\", \"2019-10-09 08:06:02.000000+00:00\", \"2020-09-17 18:54:10.000000+00:00\", \"2021-08-24 05:56:58.000000+00:00\", \"2020-02-24 14:46:31.000000+00:00\", \"2020-12-18 13:09:58.000000+00:00\", \"2022-04-19 19:43:30.000000+00:00\"], \"session_ids\": [\"e447180b-4a46-49b7-b073-9e6e143d0ba9\", \"80a7c5bd-7ef8-47ee-a2dd-972c50fbf3ff\", \"8e9b0e06-c5f3-4342-8db1-aab3c82963aa\", \"eddde7bd-1a78-4afc-bdaa-27eb810652f4\", \"bf74c529-502e-4b41-a47c-f83c45be18ff\", \"d9bcb708-476e-48d1-a798-868e56c1961f\", \"33c82944-88e0-48e0-8871-5c0d5797ab6f\", \"2f9a00f2-0740-42fa-a069-fb1a194d9fce\", \"26e129ba-7f4e-4311-86d2-243d43f8080a\", \"733a185f-fec6-4366-905b-6a4e2815a64a\", \"7e3434e5-d0f9-4eb9-968f-6590df27378c\"], \"total_duration\": 23912.0, \"total_sessions\": 11, \"mean_week_duration\": 130.667}}\n```\n"
}
] |
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