conversations
list
[ { "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[{\"81115\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-22 16:33:19.000000+00:00\", \"2021-11-02 23:55:02.000000+00:00\"], \"session_ids\": [\"dbafcda7-a3c1-4f5a-bbb8-e9474fb2f83b\", \"9426f82b-1da7-447f-b7ff-c00b68cafd89\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.254}}, {\"47671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-11 06:22:06.000000+00:00\", \"2020-10-09 03:55:38.000000+00:00\"], \"session_ids\": [\"f3ae1609-c848-4ab1-8849-d63b2b85d326\", \"e859d0fa-b1ce-41b9-980f-71e5b3e24f3c\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 13.846}}, {\"14573\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-01 04:50:59.000000+00:00\", \"2022-09-17 13:05:15.000000+00:00\"], \"session_ids\": [\"ae36373f-01c5-41d1-94fc-0f67ec04f0fd\", \"d4316e9d-2cea-42d1-bc6f-f35becfb968f\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.695}}, {\"41524\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-02-08 05:27:32.000000+00:00\", \"2022-01-08 22:15:02.000000+00:00\"], \"session_ids\": [\"a5e41029-d26a-423f-82c6-33dbb643d348\", \"de14771a-9511-4a8c-a549-b07bb21a79b4\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 8.4}}, {\"46932\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-04-28 19:10:29.000000+00:00\", \"2022-12-20 09:05:39.000000+00:00\", \"2020-01-22 02:08:52.000000+00:00\"], \"session_ids\": [\"e1e9cc22-05ef-49a0-a9ba-1c18f8f69f8d\", \"ee2ccbcd-6764-4f60-9c33-bb4daf3a6c00\", \"883b3080-650e-4067-837d-dc1735a262db\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.158}}, {\"60645\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-01 09:30:13.000000+00:00\", \"2022-07-24 21:45:53.000000+00:00\", \"2019-12-20 10:51:18.000000+00:00\", \"2019-07-16 13:19:06.000000+00:00\", \"2020-06-03 19:05:52.000000+00:00\"], \"session_ids\": [\"4e353c3d-9c03-4dd2-97fc-0c6447b44d15\", \"9d279822-ea3e-46b9-a255-e5aac261a5e0\", \"2d52af80-20db-42e2-85c1-a7cf0e289acd\", \"0d0834f6-0f86-4a10-a902-32d22853de70\", \"d21ef28d-32f4-427c-9a90-af916d95b873\"], \"total_duration\": 56.0, \"total_sessions\": 5, \"mean_week_duration\": 0.354}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"81115\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-22 16:33:19.000000+00:00\", \"2021-11-02 23:55:02.000000+00:00\"], \"session_ids\": [\"dbafcda7-a3c1-4f5a-bbb8-e9474fb2f83b\", \"9426f82b-1da7-447f-b7ff-c00b68cafd89\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.254}}, {\"47671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-11 06:22:06.000000+00:00\", \"2020-10-09 03:55:38.000000+00:00\"], \"session_ids\": [\"f3ae1609-c848-4ab1-8849-d63b2b85d326\", \"e859d0fa-b1ce-41b9-980f-71e5b3e24f3c\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 13.846}}]\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[{\"81115\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-22 16:33:19.000000+00:00\", \"2021-11-02 23:55:02.000000+00:00\"], \"session_ids\": [\"dbafcda7-a3c1-4f5a-bbb8-e9474fb2f83b\", \"9426f82b-1da7-447f-b7ff-c00b68cafd89\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.254}}, {\"47671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-11 06:22:06.000000+00:00\", \"2020-10-09 03:55:38.000000+00:00\"], \"session_ids\": [\"f3ae1609-c848-4ab1-8849-d63b2b85d326\", \"e859d0fa-b1ce-41b9-980f-71e5b3e24f3c\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 13.846}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about 7 users who are not residents of city Oslo as well as put to use sorting by duration of sessions per week in descending 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{\"51989\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-19 16:34:17.000000+00:00\", \"2019-10-27 08:54:35.000000+00:00\"], \"session_ids\": [\"c35274a6-2007-4f32-892f-44c9507425c2\", \"fba39d2b-d7d8-449e-90a1-b0066718c1ab\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 1.321}, \"8720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-25 17:31:40.000000+00:00\", \"2022-04-28 05:38:52.000000+00:00\"], \"session_ids\": [\"37a64ef7-5832-48d8-95f8-b97cb1a70e6e\", \"db0d7177-4018-4ba9-9868-b18edaff7a77\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 2.173}, \"68498\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-23 05:40:11.000000+00:00\", \"2021-08-11 13:02:09.000000+00:00\"], \"session_ids\": [\"31253798-9b84-4084-be40-a527d387d2aa\", \"6f042c39-0e96-4714-b843-8a9e6a6481ad\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.21}, \"63144\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-11 20:16:48.000000+00:00\", \"2021-05-24 21:59:54.000000+00:00\"], \"session_ids\": [\"c2f8340f-bf9a-4266-a4c5-e822ea858b3b\", \"f65692de-19ef-4083-b36b-921fef7b0188\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 1.421}, \"57617\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-09 01:38:07.000000+00:00\", \"2020-02-29 10:35:22.000000+00:00\", \"2019-06-08 13:13:36.000000+00:00\"], \"session_ids\": [\"6a891035-d4ce-44fc-aec5-0f675a04b25a\", \"d4de8d70-88e3-49f3-8b0a-2016616236de\", \"3688d844-b2ae-4f0d-b0a1-99803fe2adad\"], \"total_duration\": 509.0, \"total_sessions\": 3, \"mean_week_duration\": 2.545}, \"8840\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-26 22:35:16.000000+00:00\", \"2019-02-06 20:06:12.000000+00:00\", \"2019-09-06 16:18:40.000000+00:00\", \"2023-06-04 22:05:33.000000+00:00\", \"2022-06-20 10:45:26.000000+00:00\", \"2021-04-30 20:28:06.000000+00:00\"], \"session_ids\": [\"7e386ef2-f688-4929-a369-ecffd420dea7\", \"18996307-3b16-4ab4-bf86-a88593645d18\", \"17f5ecb1-092f-4828-8ec8-85845614426b\", \"a904436d-d07a-4d52-aeed-129e133fd590\", \"d1930e73-fafd-4458-b95c-61bc55d8e297\", \"f71ccdeb-8d6d-43b1-bc86-8737a90a90c7\"], \"total_duration\": 2084.0, \"total_sessions\": 6, \"mean_week_duration\": 9.221}, \"1900\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-26 04:06:41.000000+00:00\", \"2021-11-10 01:07:11.000000+00:00\"], \"session_ids\": [\"84926d28-3c34-4967-bee8-e7cd88163b5d\", \"0c70ac2c-b0c7-49c0-b05d-f3d5004c3da4\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}, \"48826\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2021-10-17 15:02:03.000000+00:00\", \"2020-03-31 12:39:11.000000+00:00\", \"2021-04-25 13:21:14.000000+00:00\", \"2022-06-19 04:31:15.000000+00:00\", \"2019-07-13 19:40:41.000000+00:00\", \"2021-06-24 17:17:27.000000+00:00\", \"2019-09-08 19:14:24.000000+00:00\", \"2023-05-16 19:51:46.000000+00:00\", \"2022-01-24 16:14:52.000000+00:00\"], \"session_ids\": [\"12d746e2-624b-4baa-845c-ed4c7de20fc6\", \"abcfad95-2081-4832-9276-6e351ad9e4d2\", \"48f654e8-c7a6-424a-a42e-4e8c341cec44\", \"981ac9ff-f6fb-4dc7-9527-a3a3a4a3e624\", \"f5a32a21-a058-4b75-b1f2-97c3d98f9f3d\", \"515a1ef3-8ab1-4ae5-870d-5bdf9ead9993\", \"c86eed2d-29f5-4dbb-b969-c23320e83ddb\", \"2a4325d7-b0fd-491a-b2f1-5f32988485c0\", \"f795361d-6416-40ca-99d5-5faeb751ce2c\"], \"total_duration\": 2545.0, \"total_sessions\": 9, \"mean_week_duration\": 12.662}, \"16436\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-01-27 18:34:35.000000+00:00\", \"2022-07-12 15:54:44.000000+00:00\", \"2022-09-01 12:52:34.000000+00:00\", \"2020-07-03 19:54:36.000000+00:00\", \"2022-01-10 05:03:31.000000+00:00\"], \"session_ids\": [\"e156bf08-9320-4303-93ad-f90721cb63f4\", \"f2a52ffb-5ef8-44b0-b8c1-63f99ba1b28a\", \"b0b355f9-6146-4bd3-a872-15ad66ce30a0\", \"10280d58-6e90-47fa-b26c-f03030808e51\", \"442f25b7-7f45-45c9-8c2c-15e55d017acd\"], \"total_duration\": 429.0, \"total_sessions\": 5, \"mean_week_duration\": 3.796}, \"72063\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-12 09:10:12.000000+00:00\", \"2021-05-01 07:26:38.000000+00:00\", \"2022-02-12 20:05:26.000000+00:00\", \"2021-06-07 00:53:34.000000+00:00\"], \"session_ids\": [\"22ffd755-ca39-4808-9575-ed894a983c36\", \"3a25dc0f-73ce-4170-b634-d852250f0257\", \"1b77a933-0647-4381-8022-c5f14cf1b394\", \"5fd5ae4a-f591-4143-bbd5-ac9ecf113593\"], \"total_duration\": 1129.0, \"total_sessions\": 4, \"mean_week_duration\": 16.129}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Oslo" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Oslo\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"51989\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-19 16:34:17.000000+00:00\", \"2019-10-27 08:54:35.000000+00:00\"], \"session_ids\": [\"c35274a6-2007-4f32-892f-44c9507425c2\", \"fba39d2b-d7d8-449e-90a1-b0066718c1ab\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 1.321}, \"8720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-25 17:31:40.000000+00:00\", \"2022-04-28 05:38:52.000000+00:00\"], \"session_ids\": [\"37a64ef7-5832-48d8-95f8-b97cb1a70e6e\", \"db0d7177-4018-4ba9-9868-b18edaff7a77\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 2.173}, \"68498\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-23 05:40:11.000000+00:00\", \"2021-08-11 13:02:09.000000+00:00\"], \"session_ids\": [\"31253798-9b84-4084-be40-a527d387d2aa\", \"6f042c39-0e96-4714-b843-8a9e6a6481ad\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.21}, \"63144\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-11 20:16:48.000000+00:00\", \"2021-05-24 21:59:54.000000+00:00\"], \"session_ids\": [\"c2f8340f-bf9a-4266-a4c5-e822ea858b3b\", \"f65692de-19ef-4083-b36b-921fef7b0188\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 1.421}, \"57617\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-09 01:38:07.000000+00:00\", \"2020-02-29 10:35:22.000000+00:00\", \"2019-06-08 13:13:36.000000+00:00\"], \"session_ids\": [\"6a891035-d4ce-44fc-aec5-0f675a04b25a\", \"d4de8d70-88e3-49f3-8b0a-2016616236de\", \"3688d844-b2ae-4f0d-b0a1-99803fe2adad\"], \"total_duration\": 509.0, \"total_sessions\": 3, \"mean_week_duration\": 2.545}, \"8840\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-26 22:35:16.000000+00:00\", \"2019-02-06 20:06:12.000000+00:00\", \"2019-09-06 16:18:40.000000+00:00\", \"2023-06-04 22:05:33.000000+00:00\", \"2022-06-20 10:45:26.000000+00:00\", \"2021-04-30 20:28:06.000000+00:00\"], \"session_ids\": [\"7e386ef2-f688-4929-a369-ecffd420dea7\", \"18996307-3b16-4ab4-bf86-a88593645d18\", \"17f5ecb1-092f-4828-8ec8-85845614426b\", \"a904436d-d07a-4d52-aeed-129e133fd590\", \"d1930e73-fafd-4458-b95c-61bc55d8e297\", \"f71ccdeb-8d6d-43b1-bc86-8737a90a90c7\"], \"total_duration\": 2084.0, \"total_sessions\": 6, \"mean_week_duration\": 9.221}, \"1900\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-26 04:06:41.000000+00:00\", \"2021-11-10 01:07:11.000000+00:00\"], \"session_ids\": [\"84926d28-3c34-4967-bee8-e7cd88163b5d\", \"0c70ac2c-b0c7-49c0-b05d-f3d5004c3da4\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}, \"48826\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2021-10-17 15:02:03.000000+00:00\", \"2020-03-31 12:39:11.000000+00:00\", \"2021-04-25 13:21:14.000000+00:00\", \"2022-06-19 04:31:15.000000+00:00\", \"2019-07-13 19:40:41.000000+00:00\", \"2021-06-24 17:17:27.000000+00:00\", \"2019-09-08 19:14:24.000000+00:00\", \"2023-05-16 19:51:46.000000+00:00\", \"2022-01-24 16:14:52.000000+00:00\"], \"session_ids\": [\"12d746e2-624b-4baa-845c-ed4c7de20fc6\", \"abcfad95-2081-4832-9276-6e351ad9e4d2\", \"48f654e8-c7a6-424a-a42e-4e8c341cec44\", \"981ac9ff-f6fb-4dc7-9527-a3a3a4a3e624\", \"f5a32a21-a058-4b75-b1f2-97c3d98f9f3d\", \"515a1ef3-8ab1-4ae5-870d-5bdf9ead9993\", \"c86eed2d-29f5-4dbb-b969-c23320e83ddb\", \"2a4325d7-b0fd-491a-b2f1-5f32988485c0\", \"f795361d-6416-40ca-99d5-5faeb751ce2c\"], \"total_duration\": 2545.0, \"total_sessions\": 9, \"mean_week_duration\": 12.662}, \"16436\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-01-27 18:34:35.000000+00:00\", \"2022-07-12 15:54:44.000000+00:00\", \"2022-09-01 12:52:34.000000+00:00\", \"2020-07-03 19:54:36.000000+00:00\", \"2022-01-10 05:03:31.000000+00:00\"], \"session_ids\": [\"e156bf08-9320-4303-93ad-f90721cb63f4\", \"f2a52ffb-5ef8-44b0-b8c1-63f99ba1b28a\", \"b0b355f9-6146-4bd3-a872-15ad66ce30a0\", \"10280d58-6e90-47fa-b26c-f03030808e51\", \"442f25b7-7f45-45c9-8c2c-15e55d017acd\"], \"total_duration\": 429.0, \"total_sessions\": 5, \"mean_week_duration\": 3.796}, \"72063\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-12 09:10:12.000000+00:00\", \"2021-05-01 07:26:38.000000+00:00\", \"2022-02-12 20:05:26.000000+00:00\", \"2021-06-07 00:53:34.000000+00:00\"], \"session_ids\": [\"22ffd755-ca39-4808-9575-ed894a983c36\", \"3a25dc0f-73ce-4170-b634-d852250f0257\", \"1b77a933-0647-4381-8022-c5f14cf1b394\", \"5fd5ae4a-f591-4143-bbd5-ac9ecf113593\"], \"total_duration\": 1129.0, \"total_sessions\": 4, \"mean_week_duration\": 16.129}}\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[{\"72063\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-12 09:10:12.000000+00:00\", \"2021-05-01 07:26:38.000000+00:00\", \"2022-02-12 20:05:26.000000+00:00\", \"2021-06-07 00:53:34.000000+00:00\"], \"session_ids\": [\"22ffd755-ca39-4808-9575-ed894a983c36\", \"3a25dc0f-73ce-4170-b634-d852250f0257\", \"1b77a933-0647-4381-8022-c5f14cf1b394\", \"5fd5ae4a-f591-4143-bbd5-ac9ecf113593\"], \"total_duration\": 1129.0, \"total_sessions\": 4, \"mean_week_duration\": 16.129}}, {\"48826\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2021-10-17 15:02:03.000000+00:00\", \"2020-03-31 12:39:11.000000+00:00\", \"2021-04-25 13:21:14.000000+00:00\", \"2022-06-19 04:31:15.000000+00:00\", \"2019-07-13 19:40:41.000000+00:00\", \"2021-06-24 17:17:27.000000+00:00\", \"2019-09-08 19:14:24.000000+00:00\", \"2023-05-16 19:51:46.000000+00:00\", \"2022-01-24 16:14:52.000000+00:00\"], \"session_ids\": [\"12d746e2-624b-4baa-845c-ed4c7de20fc6\", \"abcfad95-2081-4832-9276-6e351ad9e4d2\", \"48f654e8-c7a6-424a-a42e-4e8c341cec44\", \"981ac9ff-f6fb-4dc7-9527-a3a3a4a3e624\", \"f5a32a21-a058-4b75-b1f2-97c3d98f9f3d\", \"515a1ef3-8ab1-4ae5-870d-5bdf9ead9993\", \"c86eed2d-29f5-4dbb-b969-c23320e83ddb\", \"2a4325d7-b0fd-491a-b2f1-5f32988485c0\", \"f795361d-6416-40ca-99d5-5faeb751ce2c\"], \"total_duration\": 2545.0, \"total_sessions\": 9, \"mean_week_duration\": 12.662}}, {\"8840\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-26 22:35:16.000000+00:00\", \"2019-02-06 20:06:12.000000+00:00\", \"2019-09-06 16:18:40.000000+00:00\", \"2023-06-04 22:05:33.000000+00:00\", \"2022-06-20 10:45:26.000000+00:00\", \"2021-04-30 20:28:06.000000+00:00\"], \"session_ids\": [\"7e386ef2-f688-4929-a369-ecffd420dea7\", \"18996307-3b16-4ab4-bf86-a88593645d18\", \"17f5ecb1-092f-4828-8ec8-85845614426b\", \"a904436d-d07a-4d52-aeed-129e133fd590\", \"d1930e73-fafd-4458-b95c-61bc55d8e297\", \"f71ccdeb-8d6d-43b1-bc86-8737a90a90c7\"], \"total_duration\": 2084.0, \"total_sessions\": 6, \"mean_week_duration\": 9.221}}, {\"1900\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-26 04:06:41.000000+00:00\", \"2021-11-10 01:07:11.000000+00:00\"], \"session_ids\": [\"84926d28-3c34-4967-bee8-e7cd88163b5d\", \"0c70ac2c-b0c7-49c0-b05d-f3d5004c3da4\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}}, {\"16436\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-01-27 18:34:35.000000+00:00\", \"2022-07-12 15:54:44.000000+00:00\", \"2022-09-01 12:52:34.000000+00:00\", \"2020-07-03 19:54:36.000000+00:00\", \"2022-01-10 05:03:31.000000+00:00\"], \"session_ids\": [\"e156bf08-9320-4303-93ad-f90721cb63f4\", \"f2a52ffb-5ef8-44b0-b8c1-63f99ba1b28a\", \"b0b355f9-6146-4bd3-a872-15ad66ce30a0\", \"10280d58-6e90-47fa-b26c-f03030808e51\", \"442f25b7-7f45-45c9-8c2c-15e55d017acd\"], \"total_duration\": 429.0, \"total_sessions\": 5, \"mean_week_duration\": 3.796}}, {\"57617\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-09 01:38:07.000000+00:00\", \"2020-02-29 10:35:22.000000+00:00\", \"2019-06-08 13:13:36.000000+00:00\"], \"session_ids\": [\"6a891035-d4ce-44fc-aec5-0f675a04b25a\", \"d4de8d70-88e3-49f3-8b0a-2016616236de\", \"3688d844-b2ae-4f0d-b0a1-99803fe2adad\"], \"total_duration\": 509.0, \"total_sessions\": 3, \"mean_week_duration\": 2.545}}, {\"8720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-25 17:31:40.000000+00:00\", \"2022-04-28 05:38:52.000000+00:00\"], \"session_ids\": [\"37a64ef7-5832-48d8-95f8-b97cb1a70e6e\", \"db0d7177-4018-4ba9-9868-b18edaff7a77\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 2.173}}, {\"63144\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-11 20:16:48.000000+00:00\", \"2021-05-24 21:59:54.000000+00:00\"], \"session_ids\": [\"c2f8340f-bf9a-4266-a4c5-e822ea858b3b\", \"f65692de-19ef-4083-b36b-921fef7b0188\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 1.421}}, {\"51989\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-19 16:34:17.000000+00:00\", \"2019-10-27 08:54:35.000000+00:00\"], \"session_ids\": [\"c35274a6-2007-4f32-892f-44c9507425c2\", \"fba39d2b-d7d8-449e-90a1-b0066718c1ab\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 1.321}}, {\"68498\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-23 05:40:11.000000+00:00\", \"2021-08-11 13:02:09.000000+00:00\"], \"session_ids\": [\"31253798-9b84-4084-be40-a527d387d2aa\", \"6f042c39-0e96-4714-b843-8a9e6a6481ad\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.21}}]\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[{\"72063\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-12 09:10:12.000000+00:00\", \"2021-05-01 07:26:38.000000+00:00\", \"2022-02-12 20:05:26.000000+00:00\", \"2021-06-07 00:53:34.000000+00:00\"], \"session_ids\": [\"22ffd755-ca39-4808-9575-ed894a983c36\", \"3a25dc0f-73ce-4170-b634-d852250f0257\", \"1b77a933-0647-4381-8022-c5f14cf1b394\", \"5fd5ae4a-f591-4143-bbd5-ac9ecf113593\"], \"total_duration\": 1129.0, \"total_sessions\": 4, \"mean_week_duration\": 16.129}}, {\"48826\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2021-10-17 15:02:03.000000+00:00\", \"2020-03-31 12:39:11.000000+00:00\", \"2021-04-25 13:21:14.000000+00:00\", \"2022-06-19 04:31:15.000000+00:00\", \"2019-07-13 19:40:41.000000+00:00\", \"2021-06-24 17:17:27.000000+00:00\", \"2019-09-08 19:14:24.000000+00:00\", \"2023-05-16 19:51:46.000000+00:00\", \"2022-01-24 16:14:52.000000+00:00\"], \"session_ids\": [\"12d746e2-624b-4baa-845c-ed4c7de20fc6\", \"abcfad95-2081-4832-9276-6e351ad9e4d2\", \"48f654e8-c7a6-424a-a42e-4e8c341cec44\", \"981ac9ff-f6fb-4dc7-9527-a3a3a4a3e624\", \"f5a32a21-a058-4b75-b1f2-97c3d98f9f3d\", \"515a1ef3-8ab1-4ae5-870d-5bdf9ead9993\", \"c86eed2d-29f5-4dbb-b969-c23320e83ddb\", \"2a4325d7-b0fd-491a-b2f1-5f32988485c0\", \"f795361d-6416-40ca-99d5-5faeb751ce2c\"], \"total_duration\": 2545.0, \"total_sessions\": 9, \"mean_week_duration\": 12.662}}, {\"8840\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-26 22:35:16.000000+00:00\", \"2019-02-06 20:06:12.000000+00:00\", \"2019-09-06 16:18:40.000000+00:00\", \"2023-06-04 22:05:33.000000+00:00\", \"2022-06-20 10:45:26.000000+00:00\", \"2021-04-30 20:28:06.000000+00:00\"], \"session_ids\": [\"7e386ef2-f688-4929-a369-ecffd420dea7\", \"18996307-3b16-4ab4-bf86-a88593645d18\", \"17f5ecb1-092f-4828-8ec8-85845614426b\", \"a904436d-d07a-4d52-aeed-129e133fd590\", \"d1930e73-fafd-4458-b95c-61bc55d8e297\", \"f71ccdeb-8d6d-43b1-bc86-8737a90a90c7\"], \"total_duration\": 2084.0, \"total_sessions\": 6, \"mean_week_duration\": 9.221}}, {\"1900\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-26 04:06:41.000000+00:00\", \"2021-11-10 01:07:11.000000+00:00\"], \"session_ids\": [\"84926d28-3c34-4967-bee8-e7cd88163b5d\", \"0c70ac2c-b0c7-49c0-b05d-f3d5004c3da4\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}}, {\"16436\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-01-27 18:34:35.000000+00:00\", \"2022-07-12 15:54:44.000000+00:00\", \"2022-09-01 12:52:34.000000+00:00\", \"2020-07-03 19:54:36.000000+00:00\", \"2022-01-10 05:03:31.000000+00:00\"], \"session_ids\": [\"e156bf08-9320-4303-93ad-f90721cb63f4\", \"f2a52ffb-5ef8-44b0-b8c1-63f99ba1b28a\", \"b0b355f9-6146-4bd3-a872-15ad66ce30a0\", \"10280d58-6e90-47fa-b26c-f03030808e51\", \"442f25b7-7f45-45c9-8c2c-15e55d017acd\"], \"total_duration\": 429.0, \"total_sessions\": 5, \"mean_week_duration\": 3.796}}, {\"57617\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-09 01:38:07.000000+00:00\", \"2020-02-29 10:35:22.000000+00:00\", \"2019-06-08 13:13:36.000000+00:00\"], \"session_ids\": [\"6a891035-d4ce-44fc-aec5-0f675a04b25a\", \"d4de8d70-88e3-49f3-8b0a-2016616236de\", \"3688d844-b2ae-4f0d-b0a1-99803fe2adad\"], \"total_duration\": 509.0, \"total_sessions\": 3, \"mean_week_duration\": 2.545}}, {\"8720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-25 17:31:40.000000+00:00\", \"2022-04-28 05:38:52.000000+00:00\"], \"session_ids\": [\"37a64ef7-5832-48d8-95f8-b97cb1a70e6e\", \"db0d7177-4018-4ba9-9868-b18edaff7a77\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 2.173}}]\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[{\"72063\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-12 09:10:12.000000+00:00\", \"2021-05-01 07:26:38.000000+00:00\", \"2022-02-12 20:05:26.000000+00:00\", \"2021-06-07 00:53:34.000000+00:00\"], \"session_ids\": [\"22ffd755-ca39-4808-9575-ed894a983c36\", \"3a25dc0f-73ce-4170-b634-d852250f0257\", \"1b77a933-0647-4381-8022-c5f14cf1b394\", \"5fd5ae4a-f591-4143-bbd5-ac9ecf113593\"], \"total_duration\": 1129.0, \"total_sessions\": 4, \"mean_week_duration\": 16.129}}, {\"48826\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2021-10-17 15:02:03.000000+00:00\", \"2020-03-31 12:39:11.000000+00:00\", \"2021-04-25 13:21:14.000000+00:00\", \"2022-06-19 04:31:15.000000+00:00\", \"2019-07-13 19:40:41.000000+00:00\", \"2021-06-24 17:17:27.000000+00:00\", \"2019-09-08 19:14:24.000000+00:00\", \"2023-05-16 19:51:46.000000+00:00\", \"2022-01-24 16:14:52.000000+00:00\"], \"session_ids\": [\"12d746e2-624b-4baa-845c-ed4c7de20fc6\", \"abcfad95-2081-4832-9276-6e351ad9e4d2\", \"48f654e8-c7a6-424a-a42e-4e8c341cec44\", \"981ac9ff-f6fb-4dc7-9527-a3a3a4a3e624\", \"f5a32a21-a058-4b75-b1f2-97c3d98f9f3d\", \"515a1ef3-8ab1-4ae5-870d-5bdf9ead9993\", \"c86eed2d-29f5-4dbb-b969-c23320e83ddb\", \"2a4325d7-b0fd-491a-b2f1-5f32988485c0\", \"f795361d-6416-40ca-99d5-5faeb751ce2c\"], \"total_duration\": 2545.0, \"total_sessions\": 9, \"mean_week_duration\": 12.662}}, {\"8840\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-26 22:35:16.000000+00:00\", \"2019-02-06 20:06:12.000000+00:00\", \"2019-09-06 16:18:40.000000+00:00\", \"2023-06-04 22:05:33.000000+00:00\", \"2022-06-20 10:45:26.000000+00:00\", \"2021-04-30 20:28:06.000000+00:00\"], \"session_ids\": [\"7e386ef2-f688-4929-a369-ecffd420dea7\", \"18996307-3b16-4ab4-bf86-a88593645d18\", \"17f5ecb1-092f-4828-8ec8-85845614426b\", \"a904436d-d07a-4d52-aeed-129e133fd590\", \"d1930e73-fafd-4458-b95c-61bc55d8e297\", \"f71ccdeb-8d6d-43b1-bc86-8737a90a90c7\"], \"total_duration\": 2084.0, \"total_sessions\": 6, \"mean_week_duration\": 9.221}}, {\"1900\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-26 04:06:41.000000+00:00\", \"2021-11-10 01:07:11.000000+00:00\"], \"session_ids\": [\"84926d28-3c34-4967-bee8-e7cd88163b5d\", \"0c70ac2c-b0c7-49c0-b05d-f3d5004c3da4\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}}, {\"16436\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-01-27 18:34:35.000000+00:00\", \"2022-07-12 15:54:44.000000+00:00\", \"2022-09-01 12:52:34.000000+00:00\", \"2020-07-03 19:54:36.000000+00:00\", \"2022-01-10 05:03:31.000000+00:00\"], \"session_ids\": [\"e156bf08-9320-4303-93ad-f90721cb63f4\", \"f2a52ffb-5ef8-44b0-b8c1-63f99ba1b28a\", \"b0b355f9-6146-4bd3-a872-15ad66ce30a0\", \"10280d58-6e90-47fa-b26c-f03030808e51\", \"442f25b7-7f45-45c9-8c2c-15e55d017acd\"], \"total_duration\": 429.0, \"total_sessions\": 5, \"mean_week_duration\": 3.796}}, {\"57617\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-09 01:38:07.000000+00:00\", \"2020-02-29 10:35:22.000000+00:00\", \"2019-06-08 13:13:36.000000+00:00\"], \"session_ids\": [\"6a891035-d4ce-44fc-aec5-0f675a04b25a\", \"d4de8d70-88e3-49f3-8b0a-2016616236de\", \"3688d844-b2ae-4f0d-b0a1-99803fe2adad\"], \"total_duration\": 509.0, \"total_sessions\": 3, \"mean_week_duration\": 2.545}}, {\"8720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-25 17:31:40.000000+00:00\", \"2022-04-28 05:38:52.000000+00:00\"], \"session_ids\": [\"37a64ef7-5832-48d8-95f8-b97cb1a70e6e\", \"db0d7177-4018-4ba9-9868-b18edaff7a77\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 2.173}}]\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 5 users who have sessions summation bigger than 2 as well as put to use sorting by town name from the largest to the smallest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"86707\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-09-25 19:13:03.000000+00:00\", \"2020-10-05 07:28:58.000000+00:00\", \"2022-03-31 00:37:25.000000+00:00\", \"2022-06-08 07:25:15.000000+00:00\", \"2021-04-25 06:25:25.000000+00:00\", \"2021-08-29 22:54:49.000000+00:00\"], \"session_ids\": [\"b81c0c9c-e9d7-4d7e-90a5-2a445b7a51ef\", \"8c8db626-1b4b-42b3-b96d-a732456679d8\", \"ff3e9fa2-128a-4707-9e84-bc33f862e3d4\", \"9452b692-b731-487b-ad8c-1792ce1788b1\", \"54014ff3-1681-4354-a5e3-a756623e3299\", \"eebc8cba-8c3a-4780-bb7f-3427ede34300\"], \"total_duration\": 1581.0, \"total_sessions\": 6, \"mean_week_duration\": 11.213}, \"96848\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-12-07 09:46:01.000000+00:00\", \"2020-02-07 17:09:30.000000+00:00\"], \"session_ids\": [\"45a2d837-0ae2-4221-95e1-8e90b2f7f762\", \"40029466-964e-4f7c-ba57-2bb5b0ea9688\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 1.114}, \"42360\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-01-27 05:54:17.000000+00:00\", \"2021-03-14 10:55:23.000000+00:00\"], \"session_ids\": [\"fcc7ce74-217e-4ae1-850f-4af1d62f4b6c\", \"39878e8c-9dde-43e1-a639-f4e098f40b36\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.163}, \"34992\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-07-28 00:41:58.000000+00:00\", \"2022-09-03 02:42:58.000000+00:00\", \"2021-11-26 12:50:28.000000+00:00\", \"2019-01-17 01:52:45.000000+00:00\"], \"session_ids\": [\"a06c85bb-0174-4073-a883-309c8f1c41d9\", \"c798e12d-b99f-410d-b42b-055d19b72c27\", \"eb26e8cd-90db-4764-bdef-2b1bdedf392b\", \"2356032a-dff4-4a07-a9fd-f0645986b23c\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.232}, \"93218\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-05 05:39:19.000000+00:00\", \"2019-04-13 09:48:09.000000+00:00\", \"2022-02-13 14:56:56.000000+00:00\"], \"session_ids\": [\"129da712-37a8-4dcf-8e55-d32f3fad4d53\", \"f7ada189-9d7f-46d0-9304-81948dab0f81\", \"015f608d-3f43-46ab-ad4d-e5acc556fadf\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 0.923}, \"90666\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-26 03:56:54.000000+00:00\", \"2020-01-08 00:13:50.000000+00:00\", \"2019-03-06 05:22:47.000000+00:00\"], \"session_ids\": [\"1ec44282-8810-4140-8497-3f263865d820\", \"e81055d1-c911-4b88-a777-1f5f945d6c83\", \"e9f6747f-0c8f-4a39-9daa-cca693284410\"], \"total_duration\": 520.0, \"total_sessions\": 3, \"mean_week_duration\": 11.818}, \"72392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 9, \"Fallout Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-01-04 12:27:51.000000+00:00\", \"2019-05-03 00:21:05.000000+00:00\"], \"session_ids\": [\"e3a8f3c0-fb88-4fee-996e-55fd3f714070\", \"b96238b8-bec9-41b4-b735-30e8c0fa19f4\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.143}, \"87163\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-12-14 06:28:11.000000+00:00\", \"2021-10-04 14:30:09.000000+00:00\"], \"session_ids\": [\"75a9908f-be4f-485a-a573-9f6f2f82b7e6\", \"cac58aee-589e-4ec9-be18-a1dc79e1de54\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 2.69}, \"62170\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-27 13:13:53.000000+00:00\", \"2021-01-01 14:17:23.000000+00:00\"], \"session_ids\": [\"00dc0ef0-1905-472e-a524-6afb9bf1ce5c\", \"f7f14359-c5a8-463b-a45f-7f8f22fefaa0\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 13.786}, \"82594\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-15 10:16:00.000000+00:00\", \"2022-07-18 17:37:50.000000+00:00\"], \"session_ids\": [\"25ff3609-497c-48f0-8b8f-75cb330b4380\", \"28234fba-ecfc-4d98-a9f4-c738eb3cf232\"], \"total_duration\": 405.0, \"total_sessions\": 2, \"mean_week_duration\": 3.553}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or greater than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"86707\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-09-25 19:13:03.000000+00:00\", \"2020-10-05 07:28:58.000000+00:00\", \"2022-03-31 00:37:25.000000+00:00\", \"2022-06-08 07:25:15.000000+00:00\", \"2021-04-25 06:25:25.000000+00:00\", \"2021-08-29 22:54:49.000000+00:00\"], \"session_ids\": [\"b81c0c9c-e9d7-4d7e-90a5-2a445b7a51ef\", \"8c8db626-1b4b-42b3-b96d-a732456679d8\", \"ff3e9fa2-128a-4707-9e84-bc33f862e3d4\", \"9452b692-b731-487b-ad8c-1792ce1788b1\", \"54014ff3-1681-4354-a5e3-a756623e3299\", \"eebc8cba-8c3a-4780-bb7f-3427ede34300\"], \"total_duration\": 1581.0, \"total_sessions\": 6, \"mean_week_duration\": 11.213}, \"96848\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-12-07 09:46:01.000000+00:00\", \"2020-02-07 17:09:30.000000+00:00\"], \"session_ids\": [\"45a2d837-0ae2-4221-95e1-8e90b2f7f762\", \"40029466-964e-4f7c-ba57-2bb5b0ea9688\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 1.114}, \"42360\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-01-27 05:54:17.000000+00:00\", \"2021-03-14 10:55:23.000000+00:00\"], \"session_ids\": [\"fcc7ce74-217e-4ae1-850f-4af1d62f4b6c\", \"39878e8c-9dde-43e1-a639-f4e098f40b36\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.163}, \"34992\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-07-28 00:41:58.000000+00:00\", \"2022-09-03 02:42:58.000000+00:00\", \"2021-11-26 12:50:28.000000+00:00\", \"2019-01-17 01:52:45.000000+00:00\"], \"session_ids\": [\"a06c85bb-0174-4073-a883-309c8f1c41d9\", \"c798e12d-b99f-410d-b42b-055d19b72c27\", \"eb26e8cd-90db-4764-bdef-2b1bdedf392b\", \"2356032a-dff4-4a07-a9fd-f0645986b23c\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.232}, \"93218\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-05 05:39:19.000000+00:00\", \"2019-04-13 09:48:09.000000+00:00\", \"2022-02-13 14:56:56.000000+00:00\"], \"session_ids\": [\"129da712-37a8-4dcf-8e55-d32f3fad4d53\", \"f7ada189-9d7f-46d0-9304-81948dab0f81\", \"015f608d-3f43-46ab-ad4d-e5acc556fadf\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 0.923}, \"90666\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-26 03:56:54.000000+00:00\", \"2020-01-08 00:13:50.000000+00:00\", \"2019-03-06 05:22:47.000000+00:00\"], \"session_ids\": [\"1ec44282-8810-4140-8497-3f263865d820\", \"e81055d1-c911-4b88-a777-1f5f945d6c83\", \"e9f6747f-0c8f-4a39-9daa-cca693284410\"], \"total_duration\": 520.0, \"total_sessions\": 3, \"mean_week_duration\": 11.818}, \"72392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 9, \"Fallout Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-01-04 12:27:51.000000+00:00\", \"2019-05-03 00:21:05.000000+00:00\"], \"session_ids\": [\"e3a8f3c0-fb88-4fee-996e-55fd3f714070\", \"b96238b8-bec9-41b4-b735-30e8c0fa19f4\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.143}, \"87163\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-12-14 06:28:11.000000+00:00\", \"2021-10-04 14:30:09.000000+00:00\"], \"session_ids\": [\"75a9908f-be4f-485a-a573-9f6f2f82b7e6\", \"cac58aee-589e-4ec9-be18-a1dc79e1de54\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 2.69}, \"62170\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-27 13:13:53.000000+00:00\", \"2021-01-01 14:17:23.000000+00:00\"], \"session_ids\": [\"00dc0ef0-1905-472e-a524-6afb9bf1ce5c\", \"f7f14359-c5a8-463b-a45f-7f8f22fefaa0\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 13.786}, \"82594\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-15 10:16:00.000000+00:00\", \"2022-07-18 17:37:50.000000+00:00\"], \"session_ids\": [\"25ff3609-497c-48f0-8b8f-75cb330b4380\", \"28234fba-ecfc-4d98-a9f4-c738eb3cf232\"], \"total_duration\": 405.0, \"total_sessions\": 2, \"mean_week_duration\": 3.553}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"90666\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-26 03:56:54.000000+00:00\", \"2020-01-08 00:13:50.000000+00:00\", \"2019-03-06 05:22:47.000000+00:00\"], \"session_ids\": [\"1ec44282-8810-4140-8497-3f263865d820\", \"e81055d1-c911-4b88-a777-1f5f945d6c83\", \"e9f6747f-0c8f-4a39-9daa-cca693284410\"], \"total_duration\": 520.0, \"total_sessions\": 3, \"mean_week_duration\": 11.818}}, {\"96848\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-12-07 09:46:01.000000+00:00\", \"2020-02-07 17:09:30.000000+00:00\"], \"session_ids\": [\"45a2d837-0ae2-4221-95e1-8e90b2f7f762\", \"40029466-964e-4f7c-ba57-2bb5b0ea9688\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 1.114}}, {\"34992\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-07-28 00:41:58.000000+00:00\", \"2022-09-03 02:42:58.000000+00:00\", \"2021-11-26 12:50:28.000000+00:00\", \"2019-01-17 01:52:45.000000+00:00\"], \"session_ids\": [\"a06c85bb-0174-4073-a883-309c8f1c41d9\", \"c798e12d-b99f-410d-b42b-055d19b72c27\", \"eb26e8cd-90db-4764-bdef-2b1bdedf392b\", \"2356032a-dff4-4a07-a9fd-f0645986b23c\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.232}}, {\"72392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 9, \"Fallout Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-01-04 12:27:51.000000+00:00\", \"2019-05-03 00:21:05.000000+00:00\"], \"session_ids\": [\"e3a8f3c0-fb88-4fee-996e-55fd3f714070\", \"b96238b8-bec9-41b4-b735-30e8c0fa19f4\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.143}}, {\"62170\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-27 13:13:53.000000+00:00\", \"2021-01-01 14:17:23.000000+00:00\"], \"session_ids\": [\"00dc0ef0-1905-472e-a524-6afb9bf1ce5c\", \"f7f14359-c5a8-463b-a45f-7f8f22fefaa0\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 13.786}}, {\"93218\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-05 05:39:19.000000+00:00\", \"2019-04-13 09:48:09.000000+00:00\", \"2022-02-13 14:56:56.000000+00:00\"], \"session_ids\": [\"129da712-37a8-4dcf-8e55-d32f3fad4d53\", \"f7ada189-9d7f-46d0-9304-81948dab0f81\", \"015f608d-3f43-46ab-ad4d-e5acc556fadf\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 0.923}}, {\"42360\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-01-27 05:54:17.000000+00:00\", \"2021-03-14 10:55:23.000000+00:00\"], \"session_ids\": [\"fcc7ce74-217e-4ae1-850f-4af1d62f4b6c\", \"39878e8c-9dde-43e1-a639-f4e098f40b36\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.163}}, {\"87163\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-12-14 06:28:11.000000+00:00\", \"2021-10-04 14:30:09.000000+00:00\"], \"session_ids\": [\"75a9908f-be4f-485a-a573-9f6f2f82b7e6\", \"cac58aee-589e-4ec9-be18-a1dc79e1de54\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 2.69}}, {\"82594\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-15 10:16:00.000000+00:00\", \"2022-07-18 17:37:50.000000+00:00\"], \"session_ids\": [\"25ff3609-497c-48f0-8b8f-75cb330b4380\", \"28234fba-ecfc-4d98-a9f4-c738eb3cf232\"], \"total_duration\": 405.0, \"total_sessions\": 2, \"mean_week_duration\": 3.553}}, {\"86707\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-09-25 19:13:03.000000+00:00\", \"2020-10-05 07:28:58.000000+00:00\", \"2022-03-31 00:37:25.000000+00:00\", \"2022-06-08 07:25:15.000000+00:00\", \"2021-04-25 06:25:25.000000+00:00\", \"2021-08-29 22:54:49.000000+00:00\"], \"session_ids\": [\"b81c0c9c-e9d7-4d7e-90a5-2a445b7a51ef\", \"8c8db626-1b4b-42b3-b96d-a732456679d8\", \"ff3e9fa2-128a-4707-9e84-bc33f862e3d4\", \"9452b692-b731-487b-ad8c-1792ce1788b1\", \"54014ff3-1681-4354-a5e3-a756623e3299\", \"eebc8cba-8c3a-4780-bb7f-3427ede34300\"], \"total_duration\": 1581.0, \"total_sessions\": 6, \"mean_week_duration\": 11.213}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 5 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"90666\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-26 03:56:54.000000+00:00\", \"2020-01-08 00:13:50.000000+00:00\", \"2019-03-06 05:22:47.000000+00:00\"], \"session_ids\": [\"1ec44282-8810-4140-8497-3f263865d820\", \"e81055d1-c911-4b88-a777-1f5f945d6c83\", \"e9f6747f-0c8f-4a39-9daa-cca693284410\"], \"total_duration\": 520.0, \"total_sessions\": 3, \"mean_week_duration\": 11.818}}, {\"96848\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-12-07 09:46:01.000000+00:00\", \"2020-02-07 17:09:30.000000+00:00\"], \"session_ids\": [\"45a2d837-0ae2-4221-95e1-8e90b2f7f762\", \"40029466-964e-4f7c-ba57-2bb5b0ea9688\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 1.114}}, {\"34992\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-07-28 00:41:58.000000+00:00\", \"2022-09-03 02:42:58.000000+00:00\", \"2021-11-26 12:50:28.000000+00:00\", \"2019-01-17 01:52:45.000000+00:00\"], \"session_ids\": [\"a06c85bb-0174-4073-a883-309c8f1c41d9\", \"c798e12d-b99f-410d-b42b-055d19b72c27\", \"eb26e8cd-90db-4764-bdef-2b1bdedf392b\", \"2356032a-dff4-4a07-a9fd-f0645986b23c\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.232}}, {\"72392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 9, \"Fallout Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-01-04 12:27:51.000000+00:00\", \"2019-05-03 00:21:05.000000+00:00\"], \"session_ids\": [\"e3a8f3c0-fb88-4fee-996e-55fd3f714070\", \"b96238b8-bec9-41b4-b735-30e8c0fa19f4\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.143}}, {\"62170\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-27 13:13:53.000000+00:00\", \"2021-01-01 14:17:23.000000+00:00\"], \"session_ids\": [\"00dc0ef0-1905-472e-a524-6afb9bf1ce5c\", \"f7f14359-c5a8-463b-a45f-7f8f22fefaa0\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 13.786}}]\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[{\"90666\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-05-26 03:56:54.000000+00:00\", \"2020-01-08 00:13:50.000000+00:00\", \"2019-03-06 05:22:47.000000+00:00\"], \"session_ids\": [\"1ec44282-8810-4140-8497-3f263865d820\", \"e81055d1-c911-4b88-a777-1f5f945d6c83\", \"e9f6747f-0c8f-4a39-9daa-cca693284410\"], \"total_duration\": 520.0, \"total_sessions\": 3, \"mean_week_duration\": 11.818}}, {\"96848\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-12-07 09:46:01.000000+00:00\", \"2020-02-07 17:09:30.000000+00:00\"], \"session_ids\": [\"45a2d837-0ae2-4221-95e1-8e90b2f7f762\", \"40029466-964e-4f7c-ba57-2bb5b0ea9688\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 1.114}}, {\"34992\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-07-28 00:41:58.000000+00:00\", \"2022-09-03 02:42:58.000000+00:00\", \"2021-11-26 12:50:28.000000+00:00\", \"2019-01-17 01:52:45.000000+00:00\"], \"session_ids\": [\"a06c85bb-0174-4073-a883-309c8f1c41d9\", \"c798e12d-b99f-410d-b42b-055d19b72c27\", \"eb26e8cd-90db-4764-bdef-2b1bdedf392b\", \"2356032a-dff4-4a07-a9fd-f0645986b23c\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.232}}, {\"72392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 9, \"Fallout Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-01-04 12:27:51.000000+00:00\", \"2019-05-03 00:21:05.000000+00:00\"], \"session_ids\": [\"e3a8f3c0-fb88-4fee-996e-55fd3f714070\", \"b96238b8-bec9-41b4-b735-30e8c0fa19f4\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.143}}, {\"62170\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 10, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-27 13:13:53.000000+00:00\", \"2021-01-01 14:17:23.000000+00:00\"], \"session_ids\": [\"00dc0ef0-1905-472e-a524-6afb9bf1ce5c\", \"f7f14359-c5a8-463b-a45f-7f8f22fefaa0\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 13.786}}]\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 5 users I can't find living in city Zurich in addition sort by sum of duration in desc." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83937\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-07-05 03:02:34.000000+00:00\", \"2020-03-08 15:56:35.000000+00:00\", \"2019-06-02 17:25:24.000000+00:00\", \"2019-09-24 17:14:32.000000+00:00\", \"2021-05-30 05:11:27.000000+00:00\"], \"session_ids\": [\"4d7d1441-cffa-48ea-97b8-476d8f44e09e\", \"e1dcdb87-ea9c-4eff-9983-d3b6bdec7581\", \"854112d7-ccd8-4422-b674-7b6acb0f8e2f\", \"cf579340-34d2-4fe8-bd38-32aa1946917f\", \"3f3eec83-7162-4409-8050-95b79038ddc2\"], \"total_duration\": 167.0, \"total_sessions\": 5, \"mean_week_duration\": 1.532}, \"16522\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-02-13 15:02:54.000000+00:00\", \"2020-09-13 14:19:16.000000+00:00\", \"2021-07-16 13:39:44.000000+00:00\", \"2021-05-15 18:22:43.000000+00:00\"], \"session_ids\": [\"83611c62-d4df-49e0-bccd-f1b2aeaff48f\", \"7cfdb702-1ca8-43ba-bb21-088b9c9f9580\", \"bbb7fd8a-6a56-45ec-9006-e16f452f3ecd\", \"8149db9f-a3c3-43ea-9ecb-34f7b1011cda\"], \"total_duration\": 803.0, \"total_sessions\": 4, \"mean_week_duration\": 6.323}, \"81935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-09 19:12:45.000000+00:00\", \"2021-02-20 14:10:51.000000+00:00\", \"2022-10-13 06:38:42.000000+00:00\"], \"session_ids\": [\"68007d1e-c92c-4743-96bf-d967de4cc30b\", \"8e09699e-8140-4c7d-b11d-97d5b88c9af4\", \"bd2384d9-da5e-49e5-8997-7f2edaee6086\"], \"total_duration\": 382.0, \"total_sessions\": 3, \"mean_week_duration\": 3.351}, \"15908\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-20 09:37:50.000000+00:00\", \"2022-10-04 07:01:49.000000+00:00\"], \"session_ids\": [\"2cbfc0f3-12fb-49dd-9633-62bf8e2c68c3\", \"1a252091-c0cd-4e4c-ae4d-50efec99dcca\"], \"total_duration\": 346.0, \"total_sessions\": 2, \"mean_week_duration\": 31.455}, \"61214\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-12-13 05:52:02.000000+00:00\", \"2021-09-27 11:51:30.000000+00:00\"], \"session_ids\": [\"fe3eaf6e-88d1-454e-acdf-dce40d611d3d\", \"a815aa24-29f3-4e27-9215-6cd55d2fbe6c\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 24.909}, \"86131\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-01-21 04:27:01.000000+00:00\", \"2021-10-25 00:32:49.000000+00:00\"], \"session_ids\": [\"f197ac3f-07f5-46e0-a688-b86fcd6e8fdb\", \"92bb8475-c455-4951-8924-383d67d452cc\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 4.37}, \"69761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-16 14:21:21.000000+00:00\", \"2021-02-17 23:25:06.000000+00:00\", \"2020-09-23 15:00:11.000000+00:00\"], \"session_ids\": [\"e207676f-ff76-4c6a-91cf-65ab9e45beb5\", \"2b33d0d6-67e4-4c4b-b0f8-23c1195f0779\", \"dc236bb1-da10-4e36-ac25-4dc1f10a5de7\"], \"total_duration\": 377.0, \"total_sessions\": 3, \"mean_week_duration\": 3.733}, \"39526\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-05-26 04:03:46.000000+00:00\", \"2019-12-26 14:13:50.000000+00:00\"], \"session_ids\": [\"2bfbcde0-32be-479c-812c-653179be962d\", \"007f8944-9f2a-4818-b117-aa258484e766\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 1.603}, \"95220\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-18 00:26:52.000000+00:00\", \"2019-07-04 23:25:58.000000+00:00\", \"2022-12-20 01:29:24.000000+00:00\", \"2020-11-06 10:09:28.000000+00:00\"], \"session_ids\": [\"4500e5be-e45c-43e3-9178-81821bdfe4a1\", \"3269c5a0-96d7-4147-afdf-34aaa674e1a0\", \"8fc40f03-d7a9-4941-bfc9-6bc6b95effa1\", \"2cd83792-fc00-4861-8309-682f21b3d424\"], \"total_duration\": 85.0, \"total_sessions\": 4, \"mean_week_duration\": 0.447}, \"22422\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-14 21:41:38.000000+00:00\", \"2022-10-29 17:48:07.000000+00:00\"], \"session_ids\": [\"d7937bcf-7054-4c2a-baa1-aa71d925064e\", \"bf5eca8a-60a6-4cca-8be5-f346db190edf\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 19.625}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Zurich" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Zurich\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83937\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-07-05 03:02:34.000000+00:00\", \"2020-03-08 15:56:35.000000+00:00\", \"2019-06-02 17:25:24.000000+00:00\", \"2019-09-24 17:14:32.000000+00:00\", \"2021-05-30 05:11:27.000000+00:00\"], \"session_ids\": [\"4d7d1441-cffa-48ea-97b8-476d8f44e09e\", \"e1dcdb87-ea9c-4eff-9983-d3b6bdec7581\", \"854112d7-ccd8-4422-b674-7b6acb0f8e2f\", \"cf579340-34d2-4fe8-bd38-32aa1946917f\", \"3f3eec83-7162-4409-8050-95b79038ddc2\"], \"total_duration\": 167.0, \"total_sessions\": 5, \"mean_week_duration\": 1.532}, \"16522\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-02-13 15:02:54.000000+00:00\", \"2020-09-13 14:19:16.000000+00:00\", \"2021-07-16 13:39:44.000000+00:00\", \"2021-05-15 18:22:43.000000+00:00\"], \"session_ids\": [\"83611c62-d4df-49e0-bccd-f1b2aeaff48f\", \"7cfdb702-1ca8-43ba-bb21-088b9c9f9580\", \"bbb7fd8a-6a56-45ec-9006-e16f452f3ecd\", \"8149db9f-a3c3-43ea-9ecb-34f7b1011cda\"], \"total_duration\": 803.0, \"total_sessions\": 4, \"mean_week_duration\": 6.323}, \"81935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-09 19:12:45.000000+00:00\", \"2021-02-20 14:10:51.000000+00:00\", \"2022-10-13 06:38:42.000000+00:00\"], \"session_ids\": [\"68007d1e-c92c-4743-96bf-d967de4cc30b\", \"8e09699e-8140-4c7d-b11d-97d5b88c9af4\", \"bd2384d9-da5e-49e5-8997-7f2edaee6086\"], \"total_duration\": 382.0, \"total_sessions\": 3, \"mean_week_duration\": 3.351}, \"15908\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-20 09:37:50.000000+00:00\", \"2022-10-04 07:01:49.000000+00:00\"], \"session_ids\": [\"2cbfc0f3-12fb-49dd-9633-62bf8e2c68c3\", \"1a252091-c0cd-4e4c-ae4d-50efec99dcca\"], \"total_duration\": 346.0, \"total_sessions\": 2, \"mean_week_duration\": 31.455}, \"61214\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-12-13 05:52:02.000000+00:00\", \"2021-09-27 11:51:30.000000+00:00\"], \"session_ids\": [\"fe3eaf6e-88d1-454e-acdf-dce40d611d3d\", \"a815aa24-29f3-4e27-9215-6cd55d2fbe6c\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 24.909}, \"86131\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-01-21 04:27:01.000000+00:00\", \"2021-10-25 00:32:49.000000+00:00\"], \"session_ids\": [\"f197ac3f-07f5-46e0-a688-b86fcd6e8fdb\", \"92bb8475-c455-4951-8924-383d67d452cc\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 4.37}, \"69761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-16 14:21:21.000000+00:00\", \"2021-02-17 23:25:06.000000+00:00\", \"2020-09-23 15:00:11.000000+00:00\"], \"session_ids\": [\"e207676f-ff76-4c6a-91cf-65ab9e45beb5\", \"2b33d0d6-67e4-4c4b-b0f8-23c1195f0779\", \"dc236bb1-da10-4e36-ac25-4dc1f10a5de7\"], \"total_duration\": 377.0, \"total_sessions\": 3, \"mean_week_duration\": 3.733}, \"39526\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-05-26 04:03:46.000000+00:00\", \"2019-12-26 14:13:50.000000+00:00\"], \"session_ids\": [\"2bfbcde0-32be-479c-812c-653179be962d\", \"007f8944-9f2a-4818-b117-aa258484e766\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 1.603}, \"95220\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-18 00:26:52.000000+00:00\", \"2019-07-04 23:25:58.000000+00:00\", \"2022-12-20 01:29:24.000000+00:00\", \"2020-11-06 10:09:28.000000+00:00\"], \"session_ids\": [\"4500e5be-e45c-43e3-9178-81821bdfe4a1\", \"3269c5a0-96d7-4147-afdf-34aaa674e1a0\", \"8fc40f03-d7a9-4941-bfc9-6bc6b95effa1\", \"2cd83792-fc00-4861-8309-682f21b3d424\"], \"total_duration\": 85.0, \"total_sessions\": 4, \"mean_week_duration\": 0.447}, \"22422\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-14 21:41:38.000000+00:00\", \"2022-10-29 17:48:07.000000+00:00\"], \"session_ids\": [\"d7937bcf-7054-4c2a-baa1-aa71d925064e\", \"bf5eca8a-60a6-4cca-8be5-f346db190edf\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 19.625}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"16522\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-02-13 15:02:54.000000+00:00\", \"2020-09-13 14:19:16.000000+00:00\", \"2021-07-16 13:39:44.000000+00:00\", \"2021-05-15 18:22:43.000000+00:00\"], \"session_ids\": [\"83611c62-d4df-49e0-bccd-f1b2aeaff48f\", \"7cfdb702-1ca8-43ba-bb21-088b9c9f9580\", \"bbb7fd8a-6a56-45ec-9006-e16f452f3ecd\", \"8149db9f-a3c3-43ea-9ecb-34f7b1011cda\"], \"total_duration\": 803.0, \"total_sessions\": 4, \"mean_week_duration\": 6.323}}, {\"22422\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-14 21:41:38.000000+00:00\", \"2022-10-29 17:48:07.000000+00:00\"], \"session_ids\": [\"d7937bcf-7054-4c2a-baa1-aa71d925064e\", \"bf5eca8a-60a6-4cca-8be5-f346db190edf\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 19.625}}, {\"86131\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-01-21 04:27:01.000000+00:00\", \"2021-10-25 00:32:49.000000+00:00\"], \"session_ids\": [\"f197ac3f-07f5-46e0-a688-b86fcd6e8fdb\", \"92bb8475-c455-4951-8924-383d67d452cc\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 4.37}}, {\"81935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-09 19:12:45.000000+00:00\", \"2021-02-20 14:10:51.000000+00:00\", \"2022-10-13 06:38:42.000000+00:00\"], \"session_ids\": [\"68007d1e-c92c-4743-96bf-d967de4cc30b\", \"8e09699e-8140-4c7d-b11d-97d5b88c9af4\", \"bd2384d9-da5e-49e5-8997-7f2edaee6086\"], \"total_duration\": 382.0, \"total_sessions\": 3, \"mean_week_duration\": 3.351}}, {\"69761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-16 14:21:21.000000+00:00\", \"2021-02-17 23:25:06.000000+00:00\", \"2020-09-23 15:00:11.000000+00:00\"], \"session_ids\": [\"e207676f-ff76-4c6a-91cf-65ab9e45beb5\", \"2b33d0d6-67e4-4c4b-b0f8-23c1195f0779\", \"dc236bb1-da10-4e36-ac25-4dc1f10a5de7\"], \"total_duration\": 377.0, \"total_sessions\": 3, \"mean_week_duration\": 3.733}}, {\"15908\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-20 09:37:50.000000+00:00\", \"2022-10-04 07:01:49.000000+00:00\"], \"session_ids\": [\"2cbfc0f3-12fb-49dd-9633-62bf8e2c68c3\", \"1a252091-c0cd-4e4c-ae4d-50efec99dcca\"], \"total_duration\": 346.0, \"total_sessions\": 2, \"mean_week_duration\": 31.455}}, {\"61214\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-12-13 05:52:02.000000+00:00\", \"2021-09-27 11:51:30.000000+00:00\"], \"session_ids\": [\"fe3eaf6e-88d1-454e-acdf-dce40d611d3d\", \"a815aa24-29f3-4e27-9215-6cd55d2fbe6c\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 24.909}}, {\"39526\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-05-26 04:03:46.000000+00:00\", \"2019-12-26 14:13:50.000000+00:00\"], \"session_ids\": [\"2bfbcde0-32be-479c-812c-653179be962d\", \"007f8944-9f2a-4818-b117-aa258484e766\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 1.603}}, {\"83937\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-07-05 03:02:34.000000+00:00\", \"2020-03-08 15:56:35.000000+00:00\", \"2019-06-02 17:25:24.000000+00:00\", \"2019-09-24 17:14:32.000000+00:00\", \"2021-05-30 05:11:27.000000+00:00\"], \"session_ids\": [\"4d7d1441-cffa-48ea-97b8-476d8f44e09e\", \"e1dcdb87-ea9c-4eff-9983-d3b6bdec7581\", \"854112d7-ccd8-4422-b674-7b6acb0f8e2f\", \"cf579340-34d2-4fe8-bd38-32aa1946917f\", \"3f3eec83-7162-4409-8050-95b79038ddc2\"], \"total_duration\": 167.0, \"total_sessions\": 5, \"mean_week_duration\": 1.532}}, {\"95220\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-18 00:26:52.000000+00:00\", \"2019-07-04 23:25:58.000000+00:00\", \"2022-12-20 01:29:24.000000+00:00\", \"2020-11-06 10:09:28.000000+00:00\"], \"session_ids\": [\"4500e5be-e45c-43e3-9178-81821bdfe4a1\", \"3269c5a0-96d7-4147-afdf-34aaa674e1a0\", \"8fc40f03-d7a9-4941-bfc9-6bc6b95effa1\", \"2cd83792-fc00-4861-8309-682f21b3d424\"], \"total_duration\": 85.0, \"total_sessions\": 4, \"mean_week_duration\": 0.447}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"16522\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-02-13 15:02:54.000000+00:00\", \"2020-09-13 14:19:16.000000+00:00\", \"2021-07-16 13:39:44.000000+00:00\", \"2021-05-15 18:22:43.000000+00:00\"], \"session_ids\": [\"83611c62-d4df-49e0-bccd-f1b2aeaff48f\", \"7cfdb702-1ca8-43ba-bb21-088b9c9f9580\", \"bbb7fd8a-6a56-45ec-9006-e16f452f3ecd\", \"8149db9f-a3c3-43ea-9ecb-34f7b1011cda\"], \"total_duration\": 803.0, \"total_sessions\": 4, \"mean_week_duration\": 6.323}}, {\"22422\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-14 21:41:38.000000+00:00\", \"2022-10-29 17:48:07.000000+00:00\"], \"session_ids\": [\"d7937bcf-7054-4c2a-baa1-aa71d925064e\", \"bf5eca8a-60a6-4cca-8be5-f346db190edf\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 19.625}}, {\"86131\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-01-21 04:27:01.000000+00:00\", \"2021-10-25 00:32:49.000000+00:00\"], \"session_ids\": [\"f197ac3f-07f5-46e0-a688-b86fcd6e8fdb\", \"92bb8475-c455-4951-8924-383d67d452cc\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 4.37}}, {\"81935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-09 19:12:45.000000+00:00\", \"2021-02-20 14:10:51.000000+00:00\", \"2022-10-13 06:38:42.000000+00:00\"], \"session_ids\": [\"68007d1e-c92c-4743-96bf-d967de4cc30b\", \"8e09699e-8140-4c7d-b11d-97d5b88c9af4\", \"bd2384d9-da5e-49e5-8997-7f2edaee6086\"], \"total_duration\": 382.0, \"total_sessions\": 3, \"mean_week_duration\": 3.351}}, {\"69761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-16 14:21:21.000000+00:00\", \"2021-02-17 23:25:06.000000+00:00\", \"2020-09-23 15:00:11.000000+00:00\"], \"session_ids\": [\"e207676f-ff76-4c6a-91cf-65ab9e45beb5\", \"2b33d0d6-67e4-4c4b-b0f8-23c1195f0779\", \"dc236bb1-da10-4e36-ac25-4dc1f10a5de7\"], \"total_duration\": 377.0, \"total_sessions\": 3, \"mean_week_duration\": 3.733}}]\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[{\"16522\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-02-13 15:02:54.000000+00:00\", \"2020-09-13 14:19:16.000000+00:00\", \"2021-07-16 13:39:44.000000+00:00\", \"2021-05-15 18:22:43.000000+00:00\"], \"session_ids\": [\"83611c62-d4df-49e0-bccd-f1b2aeaff48f\", \"7cfdb702-1ca8-43ba-bb21-088b9c9f9580\", \"bbb7fd8a-6a56-45ec-9006-e16f452f3ecd\", \"8149db9f-a3c3-43ea-9ecb-34f7b1011cda\"], \"total_duration\": 803.0, \"total_sessions\": 4, \"mean_week_duration\": 6.323}}, {\"22422\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-04-14 21:41:38.000000+00:00\", \"2022-10-29 17:48:07.000000+00:00\"], \"session_ids\": [\"d7937bcf-7054-4c2a-baa1-aa71d925064e\", \"bf5eca8a-60a6-4cca-8be5-f346db190edf\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 19.625}}, {\"86131\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-01-21 04:27:01.000000+00:00\", \"2021-10-25 00:32:49.000000+00:00\"], \"session_ids\": [\"f197ac3f-07f5-46e0-a688-b86fcd6e8fdb\", \"92bb8475-c455-4951-8924-383d67d452cc\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 4.37}}, {\"81935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-09 19:12:45.000000+00:00\", \"2021-02-20 14:10:51.000000+00:00\", \"2022-10-13 06:38:42.000000+00:00\"], \"session_ids\": [\"68007d1e-c92c-4743-96bf-d967de4cc30b\", \"8e09699e-8140-4c7d-b11d-97d5b88c9af4\", \"bd2384d9-da5e-49e5-8997-7f2edaee6086\"], \"total_duration\": 382.0, \"total_sessions\": 3, \"mean_week_duration\": 3.351}}, {\"69761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-16 14:21:21.000000+00:00\", \"2021-02-17 23:25:06.000000+00:00\", \"2020-09-23 15:00:11.000000+00:00\"], \"session_ids\": [\"e207676f-ff76-4c6a-91cf-65ab9e45beb5\", \"2b33d0d6-67e4-4c4b-b0f8-23c1195f0779\", \"dc236bb1-da10-4e36-ac25-4dc1f10a5de7\"], \"total_duration\": 377.0, \"total_sessions\": 3, \"mean_week_duration\": 3.733}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about user with a aver of time using the app per week that is above 0 and below 28, exclusive both nums and put to use sorting by city naming from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"31322\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-13 15:52:00.000000+00:00\", \"2019-08-30 20:58:28.000000+00:00\", \"2021-03-25 07:42:21.000000+00:00\"], \"session_ids\": [\"b70b94a3-6ac5-409e-bbcf-64b0d148582c\", \"51442ac1-f6a3-4066-89a6-45850272fad4\", \"7d33aecd-936d-4bcb-909d-ea705f9993fa\"], \"total_duration\": 878.0, \"total_sessions\": 3, \"mean_week_duration\": 10.707}, \"62569\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-10 23:41:27.000000+00:00\", \"2022-07-07 12:53:12.000000+00:00\"], \"session_ids\": [\"5cd41bcc-d5a3-4be9-952e-f2567e699da8\", \"3c4d65e1-c337-4cc3-925b-b5d8df1d7fc7\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 17.143}, \"74046\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-01 23:06:32.000000+00:00\", \"2022-11-14 06:34:03.000000+00:00\", \"2021-05-29 05:11:26.000000+00:00\"], \"session_ids\": [\"7c0ac4a1-8990-4d44-9f18-b8aadb83825d\", \"93834a8d-f9d5-401c-8994-9ac50ff17699\", \"1c22a709-6aa0-4d7f-8fff-c4866c54e040\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.766}, \"34911\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-06-05 13:49:57.000000+00:00\", \"2020-09-15 08:16:02.000000+00:00\", \"2022-05-03 20:25:40.000000+00:00\", \"2020-04-11 03:55:01.000000+00:00\", \"2022-11-21 18:07:37.000000+00:00\", \"2023-02-11 08:18:29.000000+00:00\", \"2020-08-29 20:02:55.000000+00:00\", \"2022-01-14 09:23:18.000000+00:00\", \"2023-06-19 16:50:14.000000+00:00\", \"2022-01-21 23:38:29.000000+00:00\"], \"session_ids\": [\"08c8697c-6d5d-4545-bb26-5d078097cd92\", \"0fe3310a-08dc-4801-8572-c19b13c8dc4e\", \"0d28aa26-ca3f-4007-a127-4cbd673dde70\", \"7ffddc8a-5dff-4261-866a-4697ac1e938b\", \"6a214e6a-e1e6-4251-a0b1-0e71c6cb22e1\", \"6e17700a-f512-422a-b69f-ecbd86fa3301\", \"d956bd1c-07fb-4863-bd7f-ca6479ea45c9\", \"b72b34b6-ba03-4ae3-98e2-970c4e9d0a26\", \"47b5af78-a28f-4fcb-a272-2d3105ce8048\", \"bea715a6-f139-412e-b0ba-c79c06cdb76c\"], \"total_duration\": 14448.0, \"total_sessions\": 10, \"mean_week_duration\": 86.515}, \"76028\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-26 15:08:43.000000+00:00\", \"2019-07-15 12:06:08.000000+00:00\"], \"session_ids\": [\"3b978156-38ec-400f-870f-5c51d43d2339\", \"c883e220-a34a-4eaa-8692-a7d4996a3bf6\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 1.461}, \"27083\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-03 05:08:58.000000+00:00\", \"2022-04-29 07:52:39.000000+00:00\", \"2021-12-01 05:36:45.000000+00:00\", \"2023-01-21 22:05:19.000000+00:00\"], \"session_ids\": [\"1d2a0faf-1bfe-4f21-8618-77ced2d735c9\", \"5b5cccac-c53e-40c1-89c8-752d3a6c3515\", \"20be5554-5565-4e00-8a03-e905f23eb0a3\", \"5af74561-f987-42b3-bcda-92107319b90a\"], \"total_duration\": 1179.0, \"total_sessions\": 4, \"mean_week_duration\": 19.65}, \"73339\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-12 16:10:43.000000+00:00\", \"2023-03-17 13:06:19.000000+00:00\"], \"session_ids\": [\"153c8d1a-2f58-463e-85ca-16a53997417b\", \"b29167d0-37be-4c94-a1f1-2d719ed6e30a\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 3.051}, \"93706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-09 14:35:23.000000+00:00\", \"2022-04-30 01:09:19.000000+00:00\"], \"session_ids\": [\"8ee379cc-5254-4cd9-8185-d1180c106171\", \"14be29bc-1ed6-4f48-aa61-63420fb9bcee\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 0.939}, \"90165\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-11 08:27:40.000000+00:00\", \"2019-04-08 09:59:37.000000+00:00\", \"2020-02-13 07:04:52.000000+00:00\"], \"session_ids\": [\"e3bf00d8-78cc-43d7-88be-fe791b1092cf\", \"ff4a6d81-07e3-4f3f-bd59-38e97cb53a5d\", \"3b8a7dbb-3c73-4d13-99ef-248dc32aec5a\"], \"total_duration\": 47.0, \"total_sessions\": 3, \"mean_week_duration\": 1.044}, \"99143\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-19 03:54:47.000000+00:00\", \"2019-11-12 21:58:23.000000+00:00\"], \"session_ids\": [\"39520507-cc52-4645-b86a-577ca213f879\", \"70843d49-3e3e-4378-9172-40c39a07a057\"], \"total_duration\": 438.0, \"total_sessions\": 2, \"mean_week_duration\": 8.111}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 0 and are less than 28" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[0, 28]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"31322\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-13 15:52:00.000000+00:00\", \"2019-08-30 20:58:28.000000+00:00\", \"2021-03-25 07:42:21.000000+00:00\"], \"session_ids\": [\"b70b94a3-6ac5-409e-bbcf-64b0d148582c\", \"51442ac1-f6a3-4066-89a6-45850272fad4\", \"7d33aecd-936d-4bcb-909d-ea705f9993fa\"], \"total_duration\": 878.0, \"total_sessions\": 3, \"mean_week_duration\": 10.707}, \"62569\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-10 23:41:27.000000+00:00\", \"2022-07-07 12:53:12.000000+00:00\"], \"session_ids\": [\"5cd41bcc-d5a3-4be9-952e-f2567e699da8\", \"3c4d65e1-c337-4cc3-925b-b5d8df1d7fc7\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 17.143}, \"74046\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-01 23:06:32.000000+00:00\", \"2022-11-14 06:34:03.000000+00:00\", \"2021-05-29 05:11:26.000000+00:00\"], \"session_ids\": [\"7c0ac4a1-8990-4d44-9f18-b8aadb83825d\", \"93834a8d-f9d5-401c-8994-9ac50ff17699\", \"1c22a709-6aa0-4d7f-8fff-c4866c54e040\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.766}, \"76028\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-26 15:08:43.000000+00:00\", \"2019-07-15 12:06:08.000000+00:00\"], \"session_ids\": [\"3b978156-38ec-400f-870f-5c51d43d2339\", \"c883e220-a34a-4eaa-8692-a7d4996a3bf6\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 1.461}, \"27083\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-03 05:08:58.000000+00:00\", \"2022-04-29 07:52:39.000000+00:00\", \"2021-12-01 05:36:45.000000+00:00\", \"2023-01-21 22:05:19.000000+00:00\"], \"session_ids\": [\"1d2a0faf-1bfe-4f21-8618-77ced2d735c9\", \"5b5cccac-c53e-40c1-89c8-752d3a6c3515\", \"20be5554-5565-4e00-8a03-e905f23eb0a3\", \"5af74561-f987-42b3-bcda-92107319b90a\"], \"total_duration\": 1179.0, \"total_sessions\": 4, \"mean_week_duration\": 19.65}, \"73339\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-12 16:10:43.000000+00:00\", \"2023-03-17 13:06:19.000000+00:00\"], \"session_ids\": [\"153c8d1a-2f58-463e-85ca-16a53997417b\", \"b29167d0-37be-4c94-a1f1-2d719ed6e30a\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 3.051}, \"93706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-09 14:35:23.000000+00:00\", \"2022-04-30 01:09:19.000000+00:00\"], \"session_ids\": [\"8ee379cc-5254-4cd9-8185-d1180c106171\", \"14be29bc-1ed6-4f48-aa61-63420fb9bcee\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 0.939}, \"90165\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-11 08:27:40.000000+00:00\", \"2019-04-08 09:59:37.000000+00:00\", \"2020-02-13 07:04:52.000000+00:00\"], \"session_ids\": [\"e3bf00d8-78cc-43d7-88be-fe791b1092cf\", \"ff4a6d81-07e3-4f3f-bd59-38e97cb53a5d\", \"3b8a7dbb-3c73-4d13-99ef-248dc32aec5a\"], \"total_duration\": 47.0, \"total_sessions\": 3, \"mean_week_duration\": 1.044}, \"99143\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-19 03:54:47.000000+00:00\", \"2019-11-12 21:58:23.000000+00:00\"], \"session_ids\": [\"39520507-cc52-4645-b86a-577ca213f879\", \"70843d49-3e3e-4378-9172-40c39a07a057\"], \"total_duration\": 438.0, \"total_sessions\": 2, \"mean_week_duration\": 8.111}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"31322\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-13 15:52:00.000000+00:00\", \"2019-08-30 20:58:28.000000+00:00\", \"2021-03-25 07:42:21.000000+00:00\"], \"session_ids\": [\"b70b94a3-6ac5-409e-bbcf-64b0d148582c\", \"51442ac1-f6a3-4066-89a6-45850272fad4\", \"7d33aecd-936d-4bcb-909d-ea705f9993fa\"], \"total_duration\": 878.0, \"total_sessions\": 3, \"mean_week_duration\": 10.707}}, {\"27083\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-03 05:08:58.000000+00:00\", \"2022-04-29 07:52:39.000000+00:00\", \"2021-12-01 05:36:45.000000+00:00\", \"2023-01-21 22:05:19.000000+00:00\"], \"session_ids\": [\"1d2a0faf-1bfe-4f21-8618-77ced2d735c9\", \"5b5cccac-c53e-40c1-89c8-752d3a6c3515\", \"20be5554-5565-4e00-8a03-e905f23eb0a3\", \"5af74561-f987-42b3-bcda-92107319b90a\"], \"total_duration\": 1179.0, \"total_sessions\": 4, \"mean_week_duration\": 19.65}}, {\"90165\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-11 08:27:40.000000+00:00\", \"2019-04-08 09:59:37.000000+00:00\", \"2020-02-13 07:04:52.000000+00:00\"], \"session_ids\": [\"e3bf00d8-78cc-43d7-88be-fe791b1092cf\", \"ff4a6d81-07e3-4f3f-bd59-38e97cb53a5d\", \"3b8a7dbb-3c73-4d13-99ef-248dc32aec5a\"], \"total_duration\": 47.0, \"total_sessions\": 3, \"mean_week_duration\": 1.044}}, {\"73339\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-12 16:10:43.000000+00:00\", \"2023-03-17 13:06:19.000000+00:00\"], \"session_ids\": [\"153c8d1a-2f58-463e-85ca-16a53997417b\", \"b29167d0-37be-4c94-a1f1-2d719ed6e30a\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 3.051}}, {\"62569\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-10 23:41:27.000000+00:00\", \"2022-07-07 12:53:12.000000+00:00\"], \"session_ids\": [\"5cd41bcc-d5a3-4be9-952e-f2567e699da8\", \"3c4d65e1-c337-4cc3-925b-b5d8df1d7fc7\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 17.143}}, {\"99143\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-19 03:54:47.000000+00:00\", \"2019-11-12 21:58:23.000000+00:00\"], \"session_ids\": [\"39520507-cc52-4645-b86a-577ca213f879\", \"70843d49-3e3e-4378-9172-40c39a07a057\"], \"total_duration\": 438.0, \"total_sessions\": 2, \"mean_week_duration\": 8.111}}, {\"93706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-09 14:35:23.000000+00:00\", \"2022-04-30 01:09:19.000000+00:00\"], \"session_ids\": [\"8ee379cc-5254-4cd9-8185-d1180c106171\", \"14be29bc-1ed6-4f48-aa61-63420fb9bcee\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 0.939}}, {\"74046\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-01 23:06:32.000000+00:00\", \"2022-11-14 06:34:03.000000+00:00\", \"2021-05-29 05:11:26.000000+00:00\"], \"session_ids\": [\"7c0ac4a1-8990-4d44-9f18-b8aadb83825d\", \"93834a8d-f9d5-401c-8994-9ac50ff17699\", \"1c22a709-6aa0-4d7f-8fff-c4866c54e040\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.766}}, {\"76028\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-26 15:08:43.000000+00:00\", \"2019-07-15 12:06:08.000000+00:00\"], \"session_ids\": [\"3b978156-38ec-400f-870f-5c51d43d2339\", \"c883e220-a34a-4eaa-8692-a7d4996a3bf6\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 1.461}}]\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[{\"31322\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-13 15:52:00.000000+00:00\", \"2019-08-30 20:58:28.000000+00:00\", \"2021-03-25 07:42:21.000000+00:00\"], \"session_ids\": [\"b70b94a3-6ac5-409e-bbcf-64b0d148582c\", \"51442ac1-f6a3-4066-89a6-45850272fad4\", \"7d33aecd-936d-4bcb-909d-ea705f9993fa\"], \"total_duration\": 878.0, \"total_sessions\": 3, \"mean_week_duration\": 10.707}}]\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[{\"31322\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-13 15:52:00.000000+00:00\", \"2019-08-30 20:58:28.000000+00:00\", \"2021-03-25 07:42:21.000000+00:00\"], \"session_ids\": [\"b70b94a3-6ac5-409e-bbcf-64b0d148582c\", \"51442ac1-f6a3-4066-89a6-45850272fad4\", \"7d33aecd-936d-4bcb-909d-ea705f9993fa\"], \"total_duration\": 878.0, \"total_sessions\": 3, \"mean_week_duration\": 10.707}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on 3 users who have sessions count less than 3 (not including) and greater than 5 plus put to use sorting by urban title form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"62493\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-27 01:04:05.000000+00:00\", \"2021-11-20 16:55:37.000000+00:00\", \"2020-12-01 01:48:55.000000+00:00\"], \"session_ids\": [\"7135e5ab-c071-4dd9-849b-1e3a399b3db1\", \"ad3033e6-a00d-44b7-9b1f-496a6160f209\", \"95e995f1-991d-4cb7-9115-b161579087cb\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.59}, \"24879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-11-23 11:54:00.000000+00:00\", \"2022-07-31 12:45:49.000000+00:00\", \"2019-11-15 12:55:54.000000+00:00\"], \"session_ids\": [\"d966ac8b-1c67-4208-a82c-c158f1c92d53\", \"eff3e1a6-0317-4cae-b65d-2fceddff7991\", \"8c7956ee-3a92-4f7f-9b87-5e064f4f0bed\"], \"total_duration\": 51.0, \"total_sessions\": 3, \"mean_week_duration\": 0.359}, \"51530\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Cairo\", \"datetimes\": [\"2019-07-20 15:33:47.000000+00:00\", \"2022-08-24 18:52:15.000000+00:00\"], \"session_ids\": [\"a10c4107-a150-4ba8-831f-0352eb005f72\", \"84ea2a00-f5e0-4b93-90a1-662fc57dde2d\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.099}, \"89985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-17 18:16:16.000000+00:00\", \"2021-11-09 11:49:17.000000+00:00\"], \"session_ids\": [\"5b7e4f51-7837-4cec-aa71-ae50b92594e5\", \"bd16452c-f8c1-45ce-bd5c-d1e7224829b1\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.279}, \"77119\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-02 15:33:58.000000+00:00\", \"2020-05-17 15:53:03.000000+00:00\"], \"session_ids\": [\"c9141f17-76dc-49cd-ae51-9a3f6919a5d7\", \"aba10255-e493-46c0-a9e1-ef672b2afc21\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 1.152}, \"50578\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-09-25 12:19:25.000000+00:00\", \"2023-06-18 17:29:38.000000+00:00\"], \"session_ids\": [\"513141cb-6545-40b4-bef7-a1fa87ada502\", \"59954788-c7c9-4aab-9e01-0ea5a66b5b55\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 4.187}, \"28597\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-02-29 03:50:55.000000+00:00\", \"2022-01-17 20:23:49.000000+00:00\"], \"session_ids\": [\"d833ce17-7c3a-4e69-b200-ee3dce3a1459\", \"131215d7-c9bc-43b3-8177-fabe1a7dc099\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 0.646}, \"34583\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-04 06:13:32.000000+00:00\", \"2019-09-19 23:46:48.000000+00:00\", \"2020-01-19 21:21:42.000000+00:00\"], \"session_ids\": [\"3ac119f2-0344-4402-9e13-d24bb6f5d639\", \"29760592-181e-4c20-a71e-5ba6e7b6dc2b\", \"93ecd5b8-6f7e-4ab7-a55f-e00dbd95f6dd\"], \"total_duration\": 112.0, \"total_sessions\": 3, \"mean_week_duration\": 0.842}, \"29574\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-23 20:11:32.000000+00:00\", \"2021-06-18 18:43:05.000000+00:00\", \"2021-01-15 04:44:44.000000+00:00\", \"2019-07-02 18:45:27.000000+00:00\", \"2023-01-27 18:13:41.000000+00:00\", \"2019-04-27 13:25:01.000000+00:00\", \"2023-03-10 18:57:15.000000+00:00\", \"2019-02-24 23:44:50.000000+00:00\", \"2021-08-05 05:53:04.000000+00:00\", \"2019-03-20 14:18:44.000000+00:00\"], \"session_ids\": [\"a1620a15-bdb2-4dea-b698-0ad0598a4cb8\", \"b5658085-2e3f-4ce3-94ff-2e36a35a4be6\", \"566a88f1-ff26-4925-9edf-4b338de3bb1b\", \"6eda39bf-bc1b-4a13-b633-02daa3623fa0\", \"23b8bb54-1796-486e-98ba-9a516743440f\", \"17682fe4-b552-4fb6-9d75-aa91f2e58365\", \"f2453df3-7611-43fa-b193-578d9a06a6d5\", \"791c6ade-1f9f-4026-ba68-72bd729a7678\", \"ae58201f-f58f-4f11-8a75-2bd64ffc8029\", \"39c31993-392e-4232-8d03-8f119c5b881a\"], \"total_duration\": 4574.0, \"total_sessions\": 10, \"mean_week_duration\": 21.678}, \"36391\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-01-26 12:58:45.000000+00:00\", \"2022-03-13 23:50:36.000000+00:00\"], \"session_ids\": [\"52ca57c2-6633-42bb-9e02-c9a9b9cb530d\", \"224f0af9-4c3e-42fd-9a94-5037d95d023e\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 2.286}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are less than 3 and are equal or greater than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[3, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"51530\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Cairo\", \"datetimes\": [\"2019-07-20 15:33:47.000000+00:00\", \"2022-08-24 18:52:15.000000+00:00\"], \"session_ids\": [\"a10c4107-a150-4ba8-831f-0352eb005f72\", \"84ea2a00-f5e0-4b93-90a1-662fc57dde2d\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.099}, \"89985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-17 18:16:16.000000+00:00\", \"2021-11-09 11:49:17.000000+00:00\"], \"session_ids\": [\"5b7e4f51-7837-4cec-aa71-ae50b92594e5\", \"bd16452c-f8c1-45ce-bd5c-d1e7224829b1\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.279}, \"77119\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-02 15:33:58.000000+00:00\", \"2020-05-17 15:53:03.000000+00:00\"], \"session_ids\": [\"c9141f17-76dc-49cd-ae51-9a3f6919a5d7\", \"aba10255-e493-46c0-a9e1-ef672b2afc21\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 1.152}, \"50578\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-09-25 12:19:25.000000+00:00\", \"2023-06-18 17:29:38.000000+00:00\"], \"session_ids\": [\"513141cb-6545-40b4-bef7-a1fa87ada502\", \"59954788-c7c9-4aab-9e01-0ea5a66b5b55\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 4.187}, \"28597\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-02-29 03:50:55.000000+00:00\", \"2022-01-17 20:23:49.000000+00:00\"], \"session_ids\": [\"d833ce17-7c3a-4e69-b200-ee3dce3a1459\", \"131215d7-c9bc-43b3-8177-fabe1a7dc099\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 0.646}, \"36391\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-01-26 12:58:45.000000+00:00\", \"2022-03-13 23:50:36.000000+00:00\"], \"session_ids\": [\"52ca57c2-6633-42bb-9e02-c9a9b9cb530d\", \"224f0af9-4c3e-42fd-9a94-5037d95d023e\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 2.286}, \"29574\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-23 20:11:32.000000+00:00\", \"2021-06-18 18:43:05.000000+00:00\", \"2021-01-15 04:44:44.000000+00:00\", \"2019-07-02 18:45:27.000000+00:00\", \"2023-01-27 18:13:41.000000+00:00\", \"2019-04-27 13:25:01.000000+00:00\", \"2023-03-10 18:57:15.000000+00:00\", \"2019-02-24 23:44:50.000000+00:00\", \"2021-08-05 05:53:04.000000+00:00\", \"2019-03-20 14:18:44.000000+00:00\"], \"session_ids\": [\"a1620a15-bdb2-4dea-b698-0ad0598a4cb8\", \"b5658085-2e3f-4ce3-94ff-2e36a35a4be6\", \"566a88f1-ff26-4925-9edf-4b338de3bb1b\", \"6eda39bf-bc1b-4a13-b633-02daa3623fa0\", \"23b8bb54-1796-486e-98ba-9a516743440f\", \"17682fe4-b552-4fb6-9d75-aa91f2e58365\", \"f2453df3-7611-43fa-b193-578d9a06a6d5\", \"791c6ade-1f9f-4026-ba68-72bd729a7678\", \"ae58201f-f58f-4f11-8a75-2bd64ffc8029\", \"39c31993-392e-4232-8d03-8f119c5b881a\"], \"total_duration\": 4574.0, \"total_sessions\": 10, \"mean_week_duration\": 21.678}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"50578\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-09-25 12:19:25.000000+00:00\", \"2023-06-18 17:29:38.000000+00:00\"], \"session_ids\": [\"513141cb-6545-40b4-bef7-a1fa87ada502\", \"59954788-c7c9-4aab-9e01-0ea5a66b5b55\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 4.187}}, {\"51530\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Cairo\", \"datetimes\": [\"2019-07-20 15:33:47.000000+00:00\", \"2022-08-24 18:52:15.000000+00:00\"], \"session_ids\": [\"a10c4107-a150-4ba8-831f-0352eb005f72\", \"84ea2a00-f5e0-4b93-90a1-662fc57dde2d\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.099}}, {\"77119\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-02 15:33:58.000000+00:00\", \"2020-05-17 15:53:03.000000+00:00\"], \"session_ids\": [\"c9141f17-76dc-49cd-ae51-9a3f6919a5d7\", \"aba10255-e493-46c0-a9e1-ef672b2afc21\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 1.152}}, {\"89985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-17 18:16:16.000000+00:00\", \"2021-11-09 11:49:17.000000+00:00\"], \"session_ids\": [\"5b7e4f51-7837-4cec-aa71-ae50b92594e5\", \"bd16452c-f8c1-45ce-bd5c-d1e7224829b1\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.279}}, {\"36391\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-01-26 12:58:45.000000+00:00\", \"2022-03-13 23:50:36.000000+00:00\"], \"session_ids\": [\"52ca57c2-6633-42bb-9e02-c9a9b9cb530d\", \"224f0af9-4c3e-42fd-9a94-5037d95d023e\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 2.286}}, {\"28597\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-02-29 03:50:55.000000+00:00\", \"2022-01-17 20:23:49.000000+00:00\"], \"session_ids\": [\"d833ce17-7c3a-4e69-b200-ee3dce3a1459\", \"131215d7-c9bc-43b3-8177-fabe1a7dc099\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 0.646}}, {\"29574\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-23 20:11:32.000000+00:00\", \"2021-06-18 18:43:05.000000+00:00\", \"2021-01-15 04:44:44.000000+00:00\", \"2019-07-02 18:45:27.000000+00:00\", \"2023-01-27 18:13:41.000000+00:00\", \"2019-04-27 13:25:01.000000+00:00\", \"2023-03-10 18:57:15.000000+00:00\", \"2019-02-24 23:44:50.000000+00:00\", \"2021-08-05 05:53:04.000000+00:00\", \"2019-03-20 14:18:44.000000+00:00\"], \"session_ids\": [\"a1620a15-bdb2-4dea-b698-0ad0598a4cb8\", \"b5658085-2e3f-4ce3-94ff-2e36a35a4be6\", \"566a88f1-ff26-4925-9edf-4b338de3bb1b\", \"6eda39bf-bc1b-4a13-b633-02daa3623fa0\", \"23b8bb54-1796-486e-98ba-9a516743440f\", \"17682fe4-b552-4fb6-9d75-aa91f2e58365\", \"f2453df3-7611-43fa-b193-578d9a06a6d5\", \"791c6ade-1f9f-4026-ba68-72bd729a7678\", \"ae58201f-f58f-4f11-8a75-2bd64ffc8029\", \"39c31993-392e-4232-8d03-8f119c5b881a\"], \"total_duration\": 4574.0, \"total_sessions\": 10, \"mean_week_duration\": 21.678}}]\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[{\"50578\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-09-25 12:19:25.000000+00:00\", \"2023-06-18 17:29:38.000000+00:00\"], \"session_ids\": [\"513141cb-6545-40b4-bef7-a1fa87ada502\", \"59954788-c7c9-4aab-9e01-0ea5a66b5b55\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 4.187}}, {\"51530\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Cairo\", \"datetimes\": [\"2019-07-20 15:33:47.000000+00:00\", \"2022-08-24 18:52:15.000000+00:00\"], \"session_ids\": [\"a10c4107-a150-4ba8-831f-0352eb005f72\", \"84ea2a00-f5e0-4b93-90a1-662fc57dde2d\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.099}}, {\"77119\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-02 15:33:58.000000+00:00\", \"2020-05-17 15:53:03.000000+00:00\"], \"session_ids\": [\"c9141f17-76dc-49cd-ae51-9a3f6919a5d7\", \"aba10255-e493-46c0-a9e1-ef672b2afc21\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 1.152}}]\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[{\"50578\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-09-25 12:19:25.000000+00:00\", \"2023-06-18 17:29:38.000000+00:00\"], \"session_ids\": [\"513141cb-6545-40b4-bef7-a1fa87ada502\", \"59954788-c7c9-4aab-9e01-0ea5a66b5b55\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 4.187}}, {\"51530\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Cairo\", \"datetimes\": [\"2019-07-20 15:33:47.000000+00:00\", \"2022-08-24 18:52:15.000000+00:00\"], \"session_ids\": [\"a10c4107-a150-4ba8-831f-0352eb005f72\", \"84ea2a00-f5e0-4b93-90a1-662fc57dde2d\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.099}}, {\"77119\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-02 15:33:58.000000+00:00\", \"2020-05-17 15:53:03.000000+00:00\"], \"session_ids\": [\"c9141f17-76dc-49cd-ae51-9a3f6919a5d7\", \"aba10255-e493-46c0-a9e1-ef672b2afc21\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 1.152}}]\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 2 users whose time spent on the site per week is equal to 8 and in addition apply sorting by all sessions quantity 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{\"11795\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-18 02:10:20.000000+00:00\", \"2019-05-14 00:14:19.000000+00:00\", \"2019-03-03 12:04:06.000000+00:00\"], \"session_ids\": [\"aa2247fc-ecc7-4e3e-8389-4ae7f2765126\", \"4bbd4930-dc12-421a-acad-c051e074ef59\", \"e69e83a3-1e27-4aa1-b9c4-7ca47f8ba259\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.178}, \"46553\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-04-02 05:35:29.000000+00:00\", \"2021-08-15 11:48:07.000000+00:00\"], \"session_ids\": [\"c0c0e404-5ec9-476c-b8bc-705112f9c837\", \"0bab5871-8ef7-4477-9449-05c084628780\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 5.091}, \"2013\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-19 12:40:56.000000+00:00\", \"2019-07-21 09:36:57.000000+00:00\", \"2020-06-06 22:46:05.000000+00:00\", \"2023-01-19 09:07:26.000000+00:00\"], \"session_ids\": [\"46c6c19a-ce0a-41de-9187-400707fa4aca\", \"bd886b0c-d5ca-4d3e-ab90-e21bb1084895\", \"40ccf88a-557a-482d-a607-c9b0228dec88\", \"b3307714-66de-458d-811a-602ad898c0ab\"], \"total_duration\": 1415.0, \"total_sessions\": 4, \"mean_week_duration\": 7.732}, \"5577\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-13 21:57:09.000000+00:00\", \"2021-08-30 01:29:49.000000+00:00\", \"2020-06-28 21:06:51.000000+00:00\", \"2022-10-07 16:55:26.000000+00:00\"], \"session_ids\": [\"bcfa755c-a80d-43e8-8cf1-b3518160f81e\", \"7d7786a5-a2d5-493a-b677-367afc4621db\", \"a26e43fc-2d78-4fa1-94b1-4741a674cb76\", \"d2340601-e387-4a98-b01f-ac741e709011\"], \"total_duration\": 1021.0, \"total_sessions\": 4, \"mean_week_duration\": 8.58}, \"20772\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-27 05:19:30.000000+00:00\", \"2022-12-03 02:02:45.000000+00:00\"], \"session_ids\": [\"0f108e02-3a06-4a2d-a16a-d6389ba31eb8\", \"c03bd3ef-7800-466b-bb95-120bfa580139\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 0.952}, \"41098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-07-06 11:49:23.000000+00:00\", \"2023-06-18 10:06:21.000000+00:00\"], \"session_ids\": [\"bfdc4337-aa24-4455-bb9f-c9ed2eaef274\", \"199371d0-4c00-425b-a023-bc564d3d7a94\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 1.485}, \"95347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-20 07:53:29.000000+00:00\", \"2021-04-08 21:44:01.000000+00:00\"], \"session_ids\": [\"1e3a4c04-e3eb-45f7-8501-0edc924b9905\", \"fe3622f3-b3a0-4454-989e-e37665472e96\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 12.833}, \"29471\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-01-07 13:48:58.000000+00:00\", \"2021-03-02 10:02:09.000000+00:00\", \"2022-07-03 22:44:05.000000+00:00\"], \"session_ids\": [\"3ab4dace-6ee6-4bf3-b9ca-cd8755fc94bf\", \"7de7ca62-6dc3-42d2-bec8-bb10cc5518e4\", \"b53b2d93-6202-4a74-96d6-09253d59c87a\"], \"total_duration\": 426.0, \"total_sessions\": 3, \"mean_week_duration\": 2.341}, \"59150\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-11-26 23:17:13.000000+00:00\", \"2021-10-03 08:06:20.000000+00:00\", \"2019-06-19 07:01:12.000000+00:00\", \"2022-09-19 02:14:00.000000+00:00\", \"2022-10-02 04:55:02.000000+00:00\"], \"session_ids\": [\"227dfc84-bc03-44dc-bfce-1fd43741a951\", \"8be22446-28fc-481b-9fde-538edac01d64\", \"ccbea732-9b3e-463f-827d-7ce815151ff9\", \"964f9757-31b8-474e-8bb7-d11e50cf0862\", \"61d01074-62cf-407e-82fc-3c72e6617201\"], \"total_duration\": 1391.0, \"total_sessions\": 5, \"mean_week_duration\": 8.087}, \"62659\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 10, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-30 08:57:47.000000+00:00\", \"2019-05-05 15:22:49.000000+00:00\"], \"session_ids\": [\"e3347613-7639-44fd-928c-31c7969b564b\", \"d7a906bd-74dd-400a-8e67-99b70d25ac2c\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.136}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[8, 45]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about users I can't find living in city Kuala Lumpur also carry out sorting by town name ascendingly." } ]
[ { "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{\"75258\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-29 10:15:46.000000+00:00\", \"2019-07-21 07:26:45.000000+00:00\", \"2023-03-30 20:09:53.000000+00:00\", \"2020-10-17 10:24:04.000000+00:00\"], \"session_ids\": [\"2e0dd2e2-1baf-4901-9032-5571a4de8313\", \"39570c17-82f9-4248-b440-d193c327ac6c\", \"6fc6f33e-7ab9-4c0f-9afa-3bebbfb92af6\", \"f8ca0b6d-c649-4a23-9c98-7bcc3fda49ee\"], \"total_duration\": 560.0, \"total_sessions\": 4, \"mean_week_duration\": 2.902}, \"19643\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-11-08 07:35:54.000000+00:00\", \"2020-03-21 19:48:03.000000+00:00\", \"2020-03-03 06:53:07.000000+00:00\", \"2020-01-26 12:48:25.000000+00:00\", \"2023-02-21 07:03:57.000000+00:00\"], \"session_ids\": [\"3c21e278-57ef-435d-bfe0-97f96b25724d\", \"9ed1c52d-dc1c-4822-ba46-29d8782ea529\", \"30926f19-9628-4d34-aae6-9d224652df9f\", \"4a5249f3-229f-49ae-9c65-e0797166ed95\", \"72d587ae-6935-4e5a-9d69-52888609449e\"], \"total_duration\": 53.0, \"total_sessions\": 5, \"mean_week_duration\": 0.308}, \"24500\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-18 21:26:31.000000+00:00\", \"2020-05-21 00:25:24.000000+00:00\"], \"session_ids\": [\"d2d897a6-fa48-4beb-95fc-39dfabb401f7\", \"29710121-3b98-4e58-973d-b893b268e24c\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.735}, \"17379\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-02-25 22:26:54.000000+00:00\", \"2020-09-16 07:14:11.000000+00:00\"], \"session_ids\": [\"de62a8df-4645-4769-9c83-88ad65314f73\", \"7c38365a-64ef-4ceb-b639-96e57e744c31\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.915}, \"19962\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-31 02:49:23.000000+00:00\", \"2021-02-22 03:47:15.000000+00:00\"], \"session_ids\": [\"c51e109b-aaab-4fa7-8d70-3067e527c1ea\", \"41b50e64-834d-4544-94f9-5ea49bb6b9c1\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.362}, \"20414\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-03 05:41:48.000000+00:00\", \"2019-09-12 10:19:50.000000+00:00\"], \"session_ids\": [\"7c50c9d7-c154-412e-8626-48dc2a4f7ef0\", \"b74a9e0d-7666-4da2-af0c-2912ce6b478a\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 1.739}, \"3550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-13 16:43:02.000000+00:00\", \"2022-11-28 03:39:38.000000+00:00\"], \"session_ids\": [\"5f9abf2e-e501-4b9b-b1f9-2bf3db890dde\", \"aa49ddf7-5a22-41db-bb92-8b7d00054768\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 2.696}, \"49718\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-09-04 02:00:53.000000+00:00\", \"2021-08-10 12:21:14.000000+00:00\"], \"session_ids\": [\"b4458ff4-316c-4997-99b7-2cac85623cc0\", \"0502e974-b0d8-4d7b-be1e-d848c9add3f4\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 1.018}, \"6655\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-31 20:37:08.000000+00:00\", \"2019-07-22 10:46:01.000000+00:00\", \"2019-07-03 19:34:09.000000+00:00\"], \"session_ids\": [\"bda7aa66-c396-4e88-b383-b7ef8e55de5f\", \"1b29e93c-ac12-4105-945a-d73421b47f77\", \"8d30c8b8-66d9-4754-bccc-26991853dafe\"], \"total_duration\": 78.0, \"total_sessions\": 3, \"mean_week_duration\": 0.382}, \"12993\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-09 14:35:04.000000+00:00\", \"2022-05-11 13:25:01.000000+00:00\", \"2022-10-20 08:36:20.000000+00:00\"], \"session_ids\": [\"a6df06f6-ceb8-46ff-8497-d5d653c640cd\", \"33f11829-80dc-4ed7-b799-de4f2b1e096b\", \"7d11277f-6a38-46ae-9e68-877360890ef6\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 1.648}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is not Kuala Lumpur" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Kuala Lumpur\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"75258\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-29 10:15:46.000000+00:00\", \"2019-07-21 07:26:45.000000+00:00\", \"2023-03-30 20:09:53.000000+00:00\", \"2020-10-17 10:24:04.000000+00:00\"], \"session_ids\": [\"2e0dd2e2-1baf-4901-9032-5571a4de8313\", \"39570c17-82f9-4248-b440-d193c327ac6c\", \"6fc6f33e-7ab9-4c0f-9afa-3bebbfb92af6\", \"f8ca0b6d-c649-4a23-9c98-7bcc3fda49ee\"], \"total_duration\": 560.0, \"total_sessions\": 4, \"mean_week_duration\": 2.902}, \"19643\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-11-08 07:35:54.000000+00:00\", \"2020-03-21 19:48:03.000000+00:00\", \"2020-03-03 06:53:07.000000+00:00\", \"2020-01-26 12:48:25.000000+00:00\", \"2023-02-21 07:03:57.000000+00:00\"], \"session_ids\": [\"3c21e278-57ef-435d-bfe0-97f96b25724d\", \"9ed1c52d-dc1c-4822-ba46-29d8782ea529\", \"30926f19-9628-4d34-aae6-9d224652df9f\", \"4a5249f3-229f-49ae-9c65-e0797166ed95\", \"72d587ae-6935-4e5a-9d69-52888609449e\"], \"total_duration\": 53.0, \"total_sessions\": 5, \"mean_week_duration\": 0.308}, \"24500\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-18 21:26:31.000000+00:00\", \"2020-05-21 00:25:24.000000+00:00\"], \"session_ids\": [\"d2d897a6-fa48-4beb-95fc-39dfabb401f7\", \"29710121-3b98-4e58-973d-b893b268e24c\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.735}, \"17379\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-02-25 22:26:54.000000+00:00\", \"2020-09-16 07:14:11.000000+00:00\"], \"session_ids\": [\"de62a8df-4645-4769-9c83-88ad65314f73\", \"7c38365a-64ef-4ceb-b639-96e57e744c31\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.915}, \"19962\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-31 02:49:23.000000+00:00\", \"2021-02-22 03:47:15.000000+00:00\"], \"session_ids\": [\"c51e109b-aaab-4fa7-8d70-3067e527c1ea\", \"41b50e64-834d-4544-94f9-5ea49bb6b9c1\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.362}, \"20414\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-03 05:41:48.000000+00:00\", \"2019-09-12 10:19:50.000000+00:00\"], \"session_ids\": [\"7c50c9d7-c154-412e-8626-48dc2a4f7ef0\", \"b74a9e0d-7666-4da2-af0c-2912ce6b478a\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 1.739}, \"3550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-13 16:43:02.000000+00:00\", \"2022-11-28 03:39:38.000000+00:00\"], \"session_ids\": [\"5f9abf2e-e501-4b9b-b1f9-2bf3db890dde\", \"aa49ddf7-5a22-41db-bb92-8b7d00054768\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 2.696}, \"49718\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-09-04 02:00:53.000000+00:00\", \"2021-08-10 12:21:14.000000+00:00\"], \"session_ids\": [\"b4458ff4-316c-4997-99b7-2cac85623cc0\", \"0502e974-b0d8-4d7b-be1e-d848c9add3f4\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 1.018}, \"6655\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-31 20:37:08.000000+00:00\", \"2019-07-22 10:46:01.000000+00:00\", \"2019-07-03 19:34:09.000000+00:00\"], \"session_ids\": [\"bda7aa66-c396-4e88-b383-b7ef8e55de5f\", \"1b29e93c-ac12-4105-945a-d73421b47f77\", \"8d30c8b8-66d9-4754-bccc-26991853dafe\"], \"total_duration\": 78.0, \"total_sessions\": 3, \"mean_week_duration\": 0.382}, \"12993\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-09 14:35:04.000000+00:00\", \"2022-05-11 13:25:01.000000+00:00\", \"2022-10-20 08:36:20.000000+00:00\"], \"session_ids\": [\"a6df06f6-ceb8-46ff-8497-d5d653c640cd\", \"33f11829-80dc-4ed7-b799-de4f2b1e096b\", \"7d11277f-6a38-46ae-9e68-877360890ef6\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 1.648}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"12993\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-09 14:35:04.000000+00:00\", \"2022-05-11 13:25:01.000000+00:00\", \"2022-10-20 08:36:20.000000+00:00\"], \"session_ids\": [\"a6df06f6-ceb8-46ff-8497-d5d653c640cd\", \"33f11829-80dc-4ed7-b799-de4f2b1e096b\", \"7d11277f-6a38-46ae-9e68-877360890ef6\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 1.648}}, {\"20414\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-03 05:41:48.000000+00:00\", \"2019-09-12 10:19:50.000000+00:00\"], \"session_ids\": [\"7c50c9d7-c154-412e-8626-48dc2a4f7ef0\", \"b74a9e0d-7666-4da2-af0c-2912ce6b478a\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 1.739}}, {\"6655\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-31 20:37:08.000000+00:00\", \"2019-07-22 10:46:01.000000+00:00\", \"2019-07-03 19:34:09.000000+00:00\"], \"session_ids\": [\"bda7aa66-c396-4e88-b383-b7ef8e55de5f\", \"1b29e93c-ac12-4105-945a-d73421b47f77\", \"8d30c8b8-66d9-4754-bccc-26991853dafe\"], \"total_duration\": 78.0, \"total_sessions\": 3, \"mean_week_duration\": 0.382}}, {\"24500\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-18 21:26:31.000000+00:00\", \"2020-05-21 00:25:24.000000+00:00\"], \"session_ids\": [\"d2d897a6-fa48-4beb-95fc-39dfabb401f7\", \"29710121-3b98-4e58-973d-b893b268e24c\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.735}}, {\"3550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-13 16:43:02.000000+00:00\", \"2022-11-28 03:39:38.000000+00:00\"], \"session_ids\": [\"5f9abf2e-e501-4b9b-b1f9-2bf3db890dde\", \"aa49ddf7-5a22-41db-bb92-8b7d00054768\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 2.696}}, {\"17379\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-02-25 22:26:54.000000+00:00\", \"2020-09-16 07:14:11.000000+00:00\"], \"session_ids\": [\"de62a8df-4645-4769-9c83-88ad65314f73\", \"7c38365a-64ef-4ceb-b639-96e57e744c31\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.915}}, {\"49718\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-09-04 02:00:53.000000+00:00\", \"2021-08-10 12:21:14.000000+00:00\"], \"session_ids\": [\"b4458ff4-316c-4997-99b7-2cac85623cc0\", \"0502e974-b0d8-4d7b-be1e-d848c9add3f4\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 1.018}}, {\"19643\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-11-08 07:35:54.000000+00:00\", \"2020-03-21 19:48:03.000000+00:00\", \"2020-03-03 06:53:07.000000+00:00\", \"2020-01-26 12:48:25.000000+00:00\", \"2023-02-21 07:03:57.000000+00:00\"], \"session_ids\": [\"3c21e278-57ef-435d-bfe0-97f96b25724d\", \"9ed1c52d-dc1c-4822-ba46-29d8782ea529\", \"30926f19-9628-4d34-aae6-9d224652df9f\", \"4a5249f3-229f-49ae-9c65-e0797166ed95\", \"72d587ae-6935-4e5a-9d69-52888609449e\"], \"total_duration\": 53.0, \"total_sessions\": 5, \"mean_week_duration\": 0.308}}, {\"75258\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-29 10:15:46.000000+00:00\", \"2019-07-21 07:26:45.000000+00:00\", \"2023-03-30 20:09:53.000000+00:00\", \"2020-10-17 10:24:04.000000+00:00\"], \"session_ids\": [\"2e0dd2e2-1baf-4901-9032-5571a4de8313\", \"39570c17-82f9-4248-b440-d193c327ac6c\", \"6fc6f33e-7ab9-4c0f-9afa-3bebbfb92af6\", \"f8ca0b6d-c649-4a23-9c98-7bcc3fda49ee\"], \"total_duration\": 560.0, \"total_sessions\": 4, \"mean_week_duration\": 2.902}}, {\"19962\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-31 02:49:23.000000+00:00\", \"2021-02-22 03:47:15.000000+00:00\"], \"session_ids\": [\"c51e109b-aaab-4fa7-8d70-3067e527c1ea\", \"41b50e64-834d-4544-94f9-5ea49bb6b9c1\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.362}}]\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[{\"12993\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-09 14:35:04.000000+00:00\", \"2022-05-11 13:25:01.000000+00:00\", \"2022-10-20 08:36:20.000000+00:00\"], \"session_ids\": [\"a6df06f6-ceb8-46ff-8497-d5d653c640cd\", \"33f11829-80dc-4ed7-b799-de4f2b1e096b\", \"7d11277f-6a38-46ae-9e68-877360890ef6\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 1.648}}, {\"20414\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-03 05:41:48.000000+00:00\", \"2019-09-12 10:19:50.000000+00:00\"], \"session_ids\": [\"7c50c9d7-c154-412e-8626-48dc2a4f7ef0\", \"b74a9e0d-7666-4da2-af0c-2912ce6b478a\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 1.739}}, {\"6655\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-31 20:37:08.000000+00:00\", \"2019-07-22 10:46:01.000000+00:00\", \"2019-07-03 19:34:09.000000+00:00\"], \"session_ids\": [\"bda7aa66-c396-4e88-b383-b7ef8e55de5f\", \"1b29e93c-ac12-4105-945a-d73421b47f77\", \"8d30c8b8-66d9-4754-bccc-26991853dafe\"], \"total_duration\": 78.0, \"total_sessions\": 3, \"mean_week_duration\": 0.382}}, {\"24500\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-18 21:26:31.000000+00:00\", \"2020-05-21 00:25:24.000000+00:00\"], \"session_ids\": [\"d2d897a6-fa48-4beb-95fc-39dfabb401f7\", \"29710121-3b98-4e58-973d-b893b268e24c\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.735}}, {\"3550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-13 16:43:02.000000+00:00\", \"2022-11-28 03:39:38.000000+00:00\"], \"session_ids\": [\"5f9abf2e-e501-4b9b-b1f9-2bf3db890dde\", \"aa49ddf7-5a22-41db-bb92-8b7d00054768\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 2.696}}, {\"17379\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-02-25 22:26:54.000000+00:00\", \"2020-09-16 07:14:11.000000+00:00\"], \"session_ids\": [\"de62a8df-4645-4769-9c83-88ad65314f73\", \"7c38365a-64ef-4ceb-b639-96e57e744c31\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.915}}, {\"49718\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-09-04 02:00:53.000000+00:00\", \"2021-08-10 12:21:14.000000+00:00\"], \"session_ids\": [\"b4458ff4-316c-4997-99b7-2cac85623cc0\", \"0502e974-b0d8-4d7b-be1e-d848c9add3f4\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 1.018}}, {\"19643\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-11-08 07:35:54.000000+00:00\", \"2020-03-21 19:48:03.000000+00:00\", \"2020-03-03 06:53:07.000000+00:00\", \"2020-01-26 12:48:25.000000+00:00\", \"2023-02-21 07:03:57.000000+00:00\"], \"session_ids\": [\"3c21e278-57ef-435d-bfe0-97f96b25724d\", \"9ed1c52d-dc1c-4822-ba46-29d8782ea529\", \"30926f19-9628-4d34-aae6-9d224652df9f\", \"4a5249f3-229f-49ae-9c65-e0797166ed95\", \"72d587ae-6935-4e5a-9d69-52888609449e\"], \"total_duration\": 53.0, \"total_sessions\": 5, \"mean_week_duration\": 0.308}}, {\"75258\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-29 10:15:46.000000+00:00\", \"2019-07-21 07:26:45.000000+00:00\", \"2023-03-30 20:09:53.000000+00:00\", \"2020-10-17 10:24:04.000000+00:00\"], \"session_ids\": [\"2e0dd2e2-1baf-4901-9032-5571a4de8313\", \"39570c17-82f9-4248-b440-d193c327ac6c\", \"6fc6f33e-7ab9-4c0f-9afa-3bebbfb92af6\", \"f8ca0b6d-c649-4a23-9c98-7bcc3fda49ee\"], \"total_duration\": 560.0, \"total_sessions\": 4, \"mean_week_duration\": 2.902}}, {\"19962\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-31 02:49:23.000000+00:00\", \"2021-02-22 03:47:15.000000+00:00\"], \"session_ids\": [\"c51e109b-aaab-4fa7-8d70-3067e527c1ea\", \"41b50e64-834d-4544-94f9-5ea49bb6b9c1\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 2.362}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Offer me knowledge about 3 users whose city is Istanbul , perform sorting by sum of duration form the lowest to the highest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"31129\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-07-21 18:39:30.000000+00:00\", \"2023-05-28 07:11:00.000000+00:00\", \"2022-01-12 11:12:48.000000+00:00\", \"2019-11-15 12:57:07.000000+00:00\", \"2021-09-22 15:09:01.000000+00:00\"], \"session_ids\": [\"4662371e-74ad-4c08-81c7-ce4d0515782b\", \"cc63eb82-6248-4ba2-b5de-19c84075cb9f\", \"0b1d2c43-f309-49cb-8eef-0264ed7d010d\", \"0d851278-fcd0-498b-854e-8287eef749cb\", \"984daba0-0639-4636-aadd-7c8317ac1b94\"], \"total_duration\": 132.0, \"total_sessions\": 5, \"mean_week_duration\": 0.714}, \"15830\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-23 12:40:58.000000+00:00\", \"2019-05-02 12:29:57.000000+00:00\", \"2020-06-22 23:54:57.000000+00:00\", \"2019-05-25 18:42:13.000000+00:00\"], \"session_ids\": [\"0baba0d5-d180-4059-a153-017105629653\", \"161a8e0a-8b11-48d3-a5d6-65996cb090a2\", \"d825ae19-60be-4e3b-b865-73d82b4bef9e\", \"bc04cc03-8f98-4eb7-a4e8-48b3097d1f14\"], \"total_duration\": 2003.0, \"total_sessions\": 4, \"mean_week_duration\": 33.383}, \"27659\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-06-16 02:18:39.000000+00:00\", \"2020-08-09 23:13:57.000000+00:00\", \"2022-07-07 00:47:07.000000+00:00\", \"2022-07-07 09:34:53.000000+00:00\", \"2019-12-21 17:04:12.000000+00:00\"], \"session_ids\": [\"26ca68ba-2db9-4f3a-89c3-1cec70b796e9\", \"b36e8d03-1716-411f-94ba-40e2e144ce94\", \"18dff974-d20b-48df-8baa-c7e2d5ab6537\", \"4d88e93e-0791-4f20-9d33-b0e63f293b82\", \"17846236-bb93-45f5-a88d-5a6c58006bea\"], \"total_duration\": 3502.0, \"total_sessions\": 5, \"mean_week_duration\": 26.331}, \"60856\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-20 16:16:59.000000+00:00\", \"2019-08-26 04:26:55.000000+00:00\", \"2019-11-02 17:25:01.000000+00:00\"], \"session_ids\": [\"b79974ba-e0c7-4d35-a255-d2d68ed8d9e7\", \"c0ee6b9d-197b-4fd9-8c7b-76311831a609\", \"8e9c2edf-79d5-40ae-bce0-306a6cae894e\"], \"total_duration\": 66.0, \"total_sessions\": 3, \"mean_week_duration\": 0.391}, \"21052\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-11 08:38:47.000000+00:00\", \"2022-09-05 13:10:27.000000+00:00\", \"2022-02-07 19:56:23.000000+00:00\"], \"session_ids\": [\"22d6623f-ab0b-4474-9b1e-ae6297ba2659\", \"3571b72d-971a-460f-a895-e54fa24535e4\", \"19b054be-41d9-4f6a-bc8b-ba7b8f706ab3\"], \"total_duration\": 577.0, \"total_sessions\": 3, \"mean_week_duration\": 9.459}, \"73342\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-01 13:12:11.000000+00:00\", \"2020-04-13 02:53:48.000000+00:00\", \"2021-10-12 14:47:37.000000+00:00\", \"2019-01-25 18:44:25.000000+00:00\", \"2020-09-03 02:20:00.000000+00:00\", \"2019-08-13 22:48:19.000000+00:00\", \"2020-09-20 17:55:25.000000+00:00\"], \"session_ids\": [\"930d186b-bbe0-459f-839d-f5d2058a1bd8\", \"9fd545aa-fd4c-4cee-9311-e1bbbf315dcc\", \"04fa916e-f1b9-4912-b07f-c24c88c12986\", \"ab8be463-4e2c-43d0-a898-5881e9933a57\", \"f2030a58-4a56-40e5-8220-388045c7adda\", \"764a0f5d-58ec-487f-9855-c58f498fa7f9\", \"86aec1b0-be9f-47d2-91ba-361b22e01271\"], \"total_duration\": 4662.0, \"total_sessions\": 7, \"mean_week_duration\": 32.831}, \"40722\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-05 13:48:01.000000+00:00\", \"2021-05-28 10:40:47.000000+00:00\"], \"session_ids\": [\"4c57150a-001a-46fe-b8e3-08ff6659b0db\", \"45f808d9-fd98-4d28-ba3d-da1e94ef5227\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.81}, \"25718\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-12-20 14:07:52.000000+00:00\", \"2022-06-12 19:38:50.000000+00:00\", \"2023-06-07 21:50:06.000000+00:00\", \"2019-04-02 08:14:03.000000+00:00\", \"2019-10-28 09:02:42.000000+00:00\"], \"session_ids\": [\"6c2a4647-2efa-467e-bc64-6cd2841d120d\", \"2c1f04f4-68a5-4f62-bbbd-21cb03853ae8\", \"076daaa4-b66a-4416-af52-ed7551ffdc8f\", \"56e78f7a-87e5-472c-ab71-9a7c5eb6d3b7\", \"b6b3d9af-f2aa-4318-b2fb-8002ebd30d2c\"], \"total_duration\": 578.0, \"total_sessions\": 5, \"mean_week_duration\": 2.639}, \"56490\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-05-28 18:51:42.000000+00:00\", \"2021-07-19 19:37:40.000000+00:00\"], \"session_ids\": [\"9c7d2089-d38e-4893-aea9-ca98afd1ffcb\", \"789fcbd6-132f-4f96-88c1-c0e2057bcd8a\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 2.557}, \"82260\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-31 19:42:23.000000+00:00\", \"2022-04-16 01:04:12.000000+00:00\"], \"session_ids\": [\"3ba20c5c-b481-484f-ba63-997b131ca279\", \"696ba919-ef79-4bd7-a895-b079be61f0b7\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 21.6}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is Istanbul" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Istanbul\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm eager to find out about 8 users who are living in cities Bangkok, Madrid, Nassau, Rio de Janeiro, Santiago, Copenhagen in addition implement sorting by sessions summation asc as well as keep only 4 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"47648\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-12-20 06:21:36.000000+00:00\", \"2021-09-15 21:47:24.000000+00:00\", \"2023-01-27 02:28:33.000000+00:00\", \"2022-04-23 10:24:00.000000+00:00\", \"2020-04-01 19:32:35.000000+00:00\", \"2019-10-22 15:47:02.000000+00:00\", \"2020-06-12 21:21:58.000000+00:00\", \"2023-03-23 23:53:07.000000+00:00\", \"2020-04-22 07:09:42.000000+00:00\", \"2023-03-28 23:28:45.000000+00:00\"], \"session_ids\": [\"6d75e605-ae5a-46a2-b67b-f4abd6edb5d0\", \"6e596ae1-0c21-4cc3-9093-433372552390\", \"b88210f5-9ac8-4bde-b0f6-7081aa687b95\", \"515ea792-c076-4d5a-993d-54f1e72a091c\", \"2495f944-1b6d-4d88-b640-3fb905c0f950\", \"3a90583a-dbc3-46fe-ae84-0901f1a99e10\", \"c56d157a-39fb-434e-af63-aa640c1585b8\", \"9325b8c7-281f-4b38-a62c-cb522298cb35\", \"69ba377d-7db6-468e-afdd-4d9dfb184d80\", \"d7957c5e-83bb-4701-be88-40f6f31bbe63\"], \"total_duration\": 124.0, \"total_sessions\": 10, \"mean_week_duration\": 0.693}, \"66937\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-15 13:08:34.000000+00:00\", \"2023-06-13 22:01:29.000000+00:00\"], \"session_ids\": [\"41a3acac-7150-4904-88ac-6bea297b134c\", \"0413b719-c52c-4188-8ecc-c651afd17c21\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 5.754}, \"83058\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-04-24 07:53:57.000000+00:00\", \"2023-06-14 08:53:41.000000+00:00\"], \"session_ids\": [\"eaf43981-a3c0-416a-8a60-620e74f2487e\", \"8ab9d177-b946-4383-a196-e86729668d0c\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.473}, \"65241\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-05-24 08:41:26.000000+00:00\", \"2021-08-29 23:22:00.000000+00:00\"], \"session_ids\": [\"dbf8f544-a12b-468b-bfa7-c7390ec1e70f\", \"dba4bfd9-27f4-46bb-a39d-fa6dd8fa43de\"], \"total_duration\": 269.0, \"total_sessions\": 2, \"mean_week_duration\": 19.214}, \"16044\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 4}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-30 14:56:00.000000+00:00\", \"2022-12-17 14:24:52.000000+00:00\", \"2021-01-20 13:49:43.000000+00:00\"], \"session_ids\": [\"16d4c424-8f4d-49b6-bc0d-842b20fc9f18\", \"b0f0269f-cc97-4935-823a-01688c0b4a8f\", \"b9179194-49ff-4a90-9838-e1077796141c\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.317}, \"4241\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-20 20:32:31.000000+00:00\", \"2020-05-06 02:49:56.000000+00:00\"], \"session_ids\": [\"297f7c92-7687-4ef7-988a-af9f17f80826\", \"38764177-253c-416a-92d6-4a4f3bc50bea\"], \"total_duration\": 431.0, \"total_sessions\": 2, \"mean_week_duration\": 2.644}, \"85094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-02 21:15:21.000000+00:00\", \"2022-12-10 04:24:05.000000+00:00\"], \"session_ids\": [\"dc9adc76-4a28-4404-b147-354b8987058f\", \"db7c1180-94ac-4d28-b286-cd9d67c98993\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.493}, \"91646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-07 11:23:53.000000+00:00\", \"2021-12-13 15:03:56.000000+00:00\", \"2021-11-27 13:49:01.000000+00:00\", \"2022-09-26 03:10:49.000000+00:00\", \"2021-02-11 07:32:05.000000+00:00\", \"2020-10-12 18:23:38.000000+00:00\", \"2021-11-27 10:43:37.000000+00:00\"], \"session_ids\": [\"378050f2-c38a-4fa8-8aa3-f8e4f61c2cec\", \"d8c26774-c565-42bb-8ca5-7cadef651e38\", \"99fa4d71-e008-4119-acdf-e275fc6dbae7\", \"d7b151b0-459a-431a-882d-b46d7de70727\", \"ef537550-ba5d-447b-aa48-373ce3ce1c26\", \"cc0aa404-8e54-4320-9118-edc352fe15a2\", \"2d177974-810b-4a16-a983-2e50ee9eb7c1\"], \"total_duration\": 550.0, \"total_sessions\": 7, \"mean_week_duration\": 2.895}, \"9713\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-09 05:12:33.000000+00:00\", \"2020-10-09 17:25:57.000000+00:00\"], \"session_ids\": [\"c26b787c-5138-4742-a4b4-68f28d53d7d3\", \"f3facef5-212a-4fd4-8e6f-d15c1bff83b9\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 4.348}, \"60024\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-10-31 21:11:51.000000+00:00\", \"2019-05-07 15:12:57.000000+00:00\", \"2022-04-26 02:29:04.000000+00:00\", \"2022-07-28 06:59:30.000000+00:00\", \"2020-09-22 06:28:36.000000+00:00\", \"2019-12-14 11:06:57.000000+00:00\", \"2020-03-30 12:52:32.000000+00:00\", \"2022-08-11 18:10:41.000000+00:00\"], \"session_ids\": [\"ff155830-05bd-43f1-9a79-b56ad63e43c4\", \"eaa2766e-9107-4740-97ba-4cfdee0657b6\", \"da78d89b-1665-4ae8-83ba-b481a29ab315\", \"359a7b78-b82d-4641-80b3-8369074f7a1b\", \"1b5468c7-e11d-4d03-a845-5629a8fdc912\", \"bda1589c-6803-4baa-9d38-87ffc2abc6fd\", \"c48a0669-ac39-4138-b614-a0819fd5d0ae\", \"3d03201f-135b-492b-9e33-f4fca12dff6f\"], \"total_duration\": 410.0, \"total_sessions\": 8, \"mean_week_duration\": 2.398}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are Bangkok, Madrid, Nassau, Rio de Janeiro, Santiago, Copenhagen" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Bangkok\", \"Madrid\", \"Nassau\", \"Rio de Janeiro\", \"Santiago\", \"Copenhagen\"]]}}}\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 with a total sessions that is above 3, exclusive 3 and in addition apply sorting by time using the app per week from the smallest value to the largest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"27718\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-15 10:24:06.000000+00:00\", \"2020-03-17 14:53:05.000000+00:00\"], \"session_ids\": [\"2f7d212e-9c2a-47f2-a379-ad501c1370dd\", \"07045866-fb3a-4808-b9ee-cc76a68c5d44\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 4.864}, \"31172\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-10-17 01:59:13.000000+00:00\", \"2020-03-09 00:11:33.000000+00:00\"], \"session_ids\": [\"0bbdc6b8-2b2f-4836-9d5c-0ab666f335d9\", \"b4da35a1-712b-4bdc-ad4a-4b5374a76f75\"], \"total_duration\": 379.0, \"total_sessions\": 2, \"mean_week_duration\": 11.844}, \"47774\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-12-09 22:18:05.000000+00:00\", \"2022-03-15 02:59:40.000000+00:00\", \"2020-01-07 20:46:07.000000+00:00\", \"2021-10-07 17:20:50.000000+00:00\", \"2020-11-09 03:41:39.000000+00:00\", \"2020-11-03 17:29:17.000000+00:00\"], \"session_ids\": [\"22792964-0a7d-4aae-82e9-219587e1e965\", \"b808e7c8-197c-45a5-a336-e0db5c5d90e0\", \"f28fc01e-7f1c-45c5-a381-e45d66157c5a\", \"eae59a9c-69b1-4598-98fb-7745561611c3\", \"39f78ff7-2ad9-4ed5-b4e2-fde20a238abb\", \"e3b3701e-573b-449c-b4e0-6258082a7bb1\"], \"total_duration\": 1945.0, \"total_sessions\": 6, \"mean_week_duration\": 16.483}, \"4795\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-07-30 03:44:31.000000+00:00\", \"2022-09-18 01:35:52.000000+00:00\", \"2022-05-21 02:20:44.000000+00:00\"], \"session_ids\": [\"efa9234b-46f2-4b85-89fa-096090b90cd9\", \"d5d8b879-d04c-4f52-b980-0f2a0af9cecf\", \"937b4ffb-5d17-4de9-804c-0435ab2287f7\"], \"total_duration\": 971.0, \"total_sessions\": 3, \"mean_week_duration\": 57.118}, \"71627\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-11 21:01:28.000000+00:00\", \"2020-08-23 15:41:17.000000+00:00\"], \"session_ids\": [\"aec38640-052c-488b-8476-e73c1d459f53\", \"6aa62f17-4183-4795-b29c-0521d2a0b066\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 64.0}, \"78550\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-04-26 05:14:13.000000+00:00\", \"2023-01-13 01:41:00.000000+00:00\"], \"session_ids\": [\"2bca29aa-0791-4176-be88-54645e8d9936\", \"94d12a65-a9a3-4cdc-accc-71eccd7a0f59\"], \"total_duration\": 431.0, \"total_sessions\": 2, \"mean_week_duration\": 4.789}, \"12430\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-16 20:21:08.000000+00:00\", \"2021-11-08 10:58:16.000000+00:00\", \"2019-06-21 13:10:24.000000+00:00\", \"2021-02-05 08:11:37.000000+00:00\", \"2019-01-29 12:06:51.000000+00:00\", \"2021-07-08 21:37:53.000000+00:00\"], \"session_ids\": [\"49e08036-2c65-43a9-8782-4387314d96cb\", \"7f5a8374-b19c-4543-88c7-254c2264892e\", \"add5fa79-fd9d-42b4-ba66-db697694b615\", \"42505505-e8bb-44a1-9928-07cb9d23c94e\", \"aa2f20cc-782b-4b2d-aeee-7bc3e6e26210\", \"c24346c7-7dd5-4030-aac9-49be85f1b02c\"], \"total_duration\": 2525.0, \"total_sessions\": 6, \"mean_week_duration\": 12.198}, \"3629\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-08-21 08:25:54.000000+00:00\", \"2019-08-12 15:59:53.000000+00:00\", \"2019-02-11 18:48:36.000000+00:00\", \"2019-10-23 12:51:04.000000+00:00\", \"2020-11-22 17:50:16.000000+00:00\", \"2022-10-04 11:01:26.000000+00:00\"], \"session_ids\": [\"bdbe3d10-97ab-4316-9c7f-fb4a1b22d3e7\", \"470859b8-47b1-4001-86e0-b11bc5f73890\", \"3fa54f32-84e7-4c07-9507-7621f2231bd5\", \"52a87946-4fab-4c91-988c-82391598c3af\", \"12db5eb0-78c7-47a3-b06e-f390d28bd620\", \"ef107798-f75b-4740-b4b3-b2958fa9d4e5\"], \"total_duration\": 1526.0, \"total_sessions\": 6, \"mean_week_duration\": 8.032}, \"1516\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Paris\", \"datetimes\": [\"2023-06-11 07:47:18.000000+00:00\", \"2023-03-03 18:25:02.000000+00:00\"], \"session_ids\": [\"f28387e7-7c78-418c-9615-63a986515eda\", \"c44be623-ec63-4cc0-abd4-a6880ff901a2\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 2.333}, \"72553\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-01 02:04:56.000000+00:00\", \"2019-07-13 21:38:35.000000+00:00\", \"2019-12-20 13:13:09.000000+00:00\", \"2022-10-23 02:12:39.000000+00:00\", \"2023-02-03 00:17:00.000000+00:00\"], \"session_ids\": [\"6f573f58-b865-4911-a195-9a59097eea50\", \"113c5e0a-ff82-4516-a74b-5296687527da\", \"0e63b79c-23fc-4d9d-872a-19f2f1d14f56\", \"a1887edb-1f77-4f69-b8e4-d7e91c9b69e6\", \"e1cf8fb3-e023-489b-9918-e69c09a07337\"], \"total_duration\": 3677.0, \"total_sessions\": 5, \"mean_week_duration\": 19.769}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are greater than 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\"]]}, \"all_values\": {\"total_sessions\": [[3, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"47774\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-12-09 22:18:05.000000+00:00\", \"2022-03-15 02:59:40.000000+00:00\", \"2020-01-07 20:46:07.000000+00:00\", \"2021-10-07 17:20:50.000000+00:00\", \"2020-11-09 03:41:39.000000+00:00\", \"2020-11-03 17:29:17.000000+00:00\"], \"session_ids\": [\"22792964-0a7d-4aae-82e9-219587e1e965\", \"b808e7c8-197c-45a5-a336-e0db5c5d90e0\", \"f28fc01e-7f1c-45c5-a381-e45d66157c5a\", \"eae59a9c-69b1-4598-98fb-7745561611c3\", \"39f78ff7-2ad9-4ed5-b4e2-fde20a238abb\", \"e3b3701e-573b-449c-b4e0-6258082a7bb1\"], \"total_duration\": 1945.0, \"total_sessions\": 6, \"mean_week_duration\": 16.483}, \"12430\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-16 20:21:08.000000+00:00\", \"2021-11-08 10:58:16.000000+00:00\", \"2019-06-21 13:10:24.000000+00:00\", \"2021-02-05 08:11:37.000000+00:00\", \"2019-01-29 12:06:51.000000+00:00\", \"2021-07-08 21:37:53.000000+00:00\"], \"session_ids\": [\"49e08036-2c65-43a9-8782-4387314d96cb\", \"7f5a8374-b19c-4543-88c7-254c2264892e\", \"add5fa79-fd9d-42b4-ba66-db697694b615\", \"42505505-e8bb-44a1-9928-07cb9d23c94e\", \"aa2f20cc-782b-4b2d-aeee-7bc3e6e26210\", \"c24346c7-7dd5-4030-aac9-49be85f1b02c\"], \"total_duration\": 2525.0, \"total_sessions\": 6, \"mean_week_duration\": 12.198}, \"3629\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-08-21 08:25:54.000000+00:00\", \"2019-08-12 15:59:53.000000+00:00\", \"2019-02-11 18:48:36.000000+00:00\", \"2019-10-23 12:51:04.000000+00:00\", \"2020-11-22 17:50:16.000000+00:00\", \"2022-10-04 11:01:26.000000+00:00\"], \"session_ids\": [\"bdbe3d10-97ab-4316-9c7f-fb4a1b22d3e7\", \"470859b8-47b1-4001-86e0-b11bc5f73890\", \"3fa54f32-84e7-4c07-9507-7621f2231bd5\", \"52a87946-4fab-4c91-988c-82391598c3af\", \"12db5eb0-78c7-47a3-b06e-f390d28bd620\", \"ef107798-f75b-4740-b4b3-b2958fa9d4e5\"], \"total_duration\": 1526.0, \"total_sessions\": 6, \"mean_week_duration\": 8.032}, \"72553\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-01 02:04:56.000000+00:00\", \"2019-07-13 21:38:35.000000+00:00\", \"2019-12-20 13:13:09.000000+00:00\", \"2022-10-23 02:12:39.000000+00:00\", \"2023-02-03 00:17:00.000000+00:00\"], \"session_ids\": [\"6f573f58-b865-4911-a195-9a59097eea50\", \"113c5e0a-ff82-4516-a74b-5296687527da\", \"0e63b79c-23fc-4d9d-872a-19f2f1d14f56\", \"a1887edb-1f77-4f69-b8e4-d7e91c9b69e6\", \"e1cf8fb3-e023-489b-9918-e69c09a07337\"], \"total_duration\": 3677.0, \"total_sessions\": 5, \"mean_week_duration\": 19.769}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by mean_week_duration" }, { "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[{\"3629\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-08-21 08:25:54.000000+00:00\", \"2019-08-12 15:59:53.000000+00:00\", \"2019-02-11 18:48:36.000000+00:00\", \"2019-10-23 12:51:04.000000+00:00\", \"2020-11-22 17:50:16.000000+00:00\", \"2022-10-04 11:01:26.000000+00:00\"], \"session_ids\": [\"bdbe3d10-97ab-4316-9c7f-fb4a1b22d3e7\", \"470859b8-47b1-4001-86e0-b11bc5f73890\", \"3fa54f32-84e7-4c07-9507-7621f2231bd5\", \"52a87946-4fab-4c91-988c-82391598c3af\", \"12db5eb0-78c7-47a3-b06e-f390d28bd620\", \"ef107798-f75b-4740-b4b3-b2958fa9d4e5\"], \"total_duration\": 1526.0, \"total_sessions\": 6, \"mean_week_duration\": 8.032}}, {\"12430\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-16 20:21:08.000000+00:00\", \"2021-11-08 10:58:16.000000+00:00\", \"2019-06-21 13:10:24.000000+00:00\", \"2021-02-05 08:11:37.000000+00:00\", \"2019-01-29 12:06:51.000000+00:00\", \"2021-07-08 21:37:53.000000+00:00\"], \"session_ids\": [\"49e08036-2c65-43a9-8782-4387314d96cb\", \"7f5a8374-b19c-4543-88c7-254c2264892e\", \"add5fa79-fd9d-42b4-ba66-db697694b615\", \"42505505-e8bb-44a1-9928-07cb9d23c94e\", \"aa2f20cc-782b-4b2d-aeee-7bc3e6e26210\", \"c24346c7-7dd5-4030-aac9-49be85f1b02c\"], \"total_duration\": 2525.0, \"total_sessions\": 6, \"mean_week_duration\": 12.198}}, {\"47774\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-12-09 22:18:05.000000+00:00\", \"2022-03-15 02:59:40.000000+00:00\", \"2020-01-07 20:46:07.000000+00:00\", \"2021-10-07 17:20:50.000000+00:00\", \"2020-11-09 03:41:39.000000+00:00\", \"2020-11-03 17:29:17.000000+00:00\"], \"session_ids\": [\"22792964-0a7d-4aae-82e9-219587e1e965\", \"b808e7c8-197c-45a5-a336-e0db5c5d90e0\", \"f28fc01e-7f1c-45c5-a381-e45d66157c5a\", \"eae59a9c-69b1-4598-98fb-7745561611c3\", \"39f78ff7-2ad9-4ed5-b4e2-fde20a238abb\", \"e3b3701e-573b-449c-b4e0-6258082a7bb1\"], \"total_duration\": 1945.0, \"total_sessions\": 6, \"mean_week_duration\": 16.483}}, {\"72553\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-01 02:04:56.000000+00:00\", \"2019-07-13 21:38:35.000000+00:00\", \"2019-12-20 13:13:09.000000+00:00\", \"2022-10-23 02:12:39.000000+00:00\", \"2023-02-03 00:17:00.000000+00:00\"], \"session_ids\": [\"6f573f58-b865-4911-a195-9a59097eea50\", \"113c5e0a-ff82-4516-a74b-5296687527da\", \"0e63b79c-23fc-4d9d-872a-19f2f1d14f56\", \"a1887edb-1f77-4f69-b8e4-d7e91c9b69e6\", \"e1cf8fb3-e023-489b-9918-e69c09a07337\"], \"total_duration\": 3677.0, \"total_sessions\": 5, \"mean_week_duration\": 19.769}}]\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[{\"3629\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-08-21 08:25:54.000000+00:00\", \"2019-08-12 15:59:53.000000+00:00\", \"2019-02-11 18:48:36.000000+00:00\", \"2019-10-23 12:51:04.000000+00:00\", \"2020-11-22 17:50:16.000000+00:00\", \"2022-10-04 11:01:26.000000+00:00\"], \"session_ids\": [\"bdbe3d10-97ab-4316-9c7f-fb4a1b22d3e7\", \"470859b8-47b1-4001-86e0-b11bc5f73890\", \"3fa54f32-84e7-4c07-9507-7621f2231bd5\", \"52a87946-4fab-4c91-988c-82391598c3af\", \"12db5eb0-78c7-47a3-b06e-f390d28bd620\", \"ef107798-f75b-4740-b4b3-b2958fa9d4e5\"], \"total_duration\": 1526.0, \"total_sessions\": 6, \"mean_week_duration\": 8.032}}]\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[{\"3629\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-08-21 08:25:54.000000+00:00\", \"2019-08-12 15:59:53.000000+00:00\", \"2019-02-11 18:48:36.000000+00:00\", \"2019-10-23 12:51:04.000000+00:00\", \"2020-11-22 17:50:16.000000+00:00\", \"2022-10-04 11:01:26.000000+00:00\"], \"session_ids\": [\"bdbe3d10-97ab-4316-9c7f-fb4a1b22d3e7\", \"470859b8-47b1-4001-86e0-b11bc5f73890\", \"3fa54f32-84e7-4c07-9507-7621f2231bd5\", \"52a87946-4fab-4c91-988c-82391598c3af\", \"12db5eb0-78c7-47a3-b06e-f390d28bd620\", \"ef107798-f75b-4740-b4b3-b2958fa9d4e5\"], \"total_duration\": 1526.0, \"total_sessions\": 6, \"mean_week_duration\": 8.032}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm eager to find out about users whose count of sessions exceeds 10 while staying below 4, exclusive 10 + carry out sorting by site usage time per week in desc order." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"60165\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-31 16:08:45.000000+00:00\", \"2022-02-16 00:45:25.000000+00:00\", \"2019-06-15 10:58:11.000000+00:00\", \"2019-08-22 09:47:43.000000+00:00\", \"2019-05-08 08:25:44.000000+00:00\"], \"session_ids\": [\"33024210-c6cc-41bc-a58f-d78fd2d1b42d\", \"f7827a46-f7ab-4424-91c4-b335695df8f8\", \"02b8be26-1b25-42d8-8e49-478c04aeeea1\", \"c664254b-29d8-43d1-8a02-c93969d7d16a\", \"fec8ae20-f98f-408a-8795-44a03bf38b28\"], \"total_duration\": 894.0, \"total_sessions\": 5, \"mean_week_duration\": 4.217}, \"92474\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-06-03 05:30:20.000000+00:00\", \"2020-06-21 16:55:48.000000+00:00\"], \"session_ids\": [\"e404caa1-2b30-4882-893d-f371b84c79b7\", \"d4c06bae-8a26-4588-805f-a5125ca7b893\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.396}, \"61514\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-05-07 07:05:32.000000+00:00\", \"2019-12-05 21:01:02.000000+00:00\"], \"session_ids\": [\"04d9e111-d70e-401e-98ac-2b34dbde4ab4\", \"3153cdd4-a8cf-4d6d-a6d0-cce5046bbeab\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 21.0}, \"72129\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-11-14 00:43:30.000000+00:00\", \"2023-02-24 08:29:32.000000+00:00\"], \"session_ids\": [\"eabc2470-d285-4f3e-90c6-e12b96aedd32\", \"81f1c0f5-c18d-4d3b-953c-89f014b323de\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 2.087}, \"68982\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-15 11:28:45.000000+00:00\", \"2020-02-08 04:51:28.000000+00:00\"], \"session_ids\": [\"0abedc2f-e550-46c7-9559-429b1b3916d2\", \"4e4c720b-99b8-4bcb-b7a9-fc6df46cc097\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 4.75}, \"28588\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-10-21 21:04:45.000000+00:00\", \"2023-03-12 03:00:34.000000+00:00\"], \"session_ids\": [\"e19de98e-f751-4631-993b-5dbbeb727922\", \"cc4c7232-2176-4080-8027-9b56737cf901\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 8.095}, \"39151\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-09 10:50:35.000000+00:00\", \"2019-06-02 07:53:02.000000+00:00\"], \"session_ids\": [\"9bcce7f7-d740-4ae3-ab2e-efbb918ec2e8\", \"b57f6561-7d1c-4951-887f-85df62b9258d\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 47.75}, \"5644\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-06 18:54:46.000000+00:00\", \"2019-07-24 00:02:04.000000+00:00\", \"2020-04-24 22:45:57.000000+00:00\"], \"session_ids\": [\"aff79c32-95bd-464b-a59f-c5129571adfa\", \"aab77973-749e-4987-a301-ddb77fe8680e\", \"d66fdf2d-dcae-4e28-a71f-108e6a39770b\"], \"total_duration\": 480.0, \"total_sessions\": 3, \"mean_week_duration\": 2.376}, \"28157\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-10-27 08:37:51.000000+00:00\", \"2020-01-19 17:53:01.000000+00:00\", \"2023-01-01 04:50:29.000000+00:00\", \"2021-01-21 20:58:48.000000+00:00\", \"2022-07-25 21:33:20.000000+00:00\"], \"session_ids\": [\"e535e7f2-1e32-47e8-aabf-ebb4c14ad1dd\", \"a1952351-8089-4481-a633-3f057069c534\", \"9987aceb-7fc8-470b-9d7b-e2842acce29a\", \"69597dfb-b959-4270-b1ab-73306e3de3b0\", \"10185018-7fdc-4e2c-a68c-4a879c958620\"], \"total_duration\": 2123.0, \"total_sessions\": 5, \"mean_week_duration\": 12.789}, \"36451\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-07-28 10:41:09.000000+00:00\", \"2022-07-26 13:02:18.000000+00:00\", \"2021-03-18 14:32:50.000000+00:00\"], \"session_ids\": [\"4e9a4930-b1be-4aeb-b71a-f4abe17c6d47\", \"8b0e6f99-20d6-4703-8d0f-81fc15a50643\", \"021bf5f4-7b38-4100-bcf7-1c831eb70a69\"], \"total_duration\": 718.0, \"total_sessions\": 3, \"mean_week_duration\": 6.904}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 4 and are greater than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[4, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"92474\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-06-03 05:30:20.000000+00:00\", \"2020-06-21 16:55:48.000000+00:00\"], \"session_ids\": [\"e404caa1-2b30-4882-893d-f371b84c79b7\", \"d4c06bae-8a26-4588-805f-a5125ca7b893\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.396}, \"61514\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-05-07 07:05:32.000000+00:00\", \"2019-12-05 21:01:02.000000+00:00\"], \"session_ids\": [\"04d9e111-d70e-401e-98ac-2b34dbde4ab4\", \"3153cdd4-a8cf-4d6d-a6d0-cce5046bbeab\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 21.0}, \"72129\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-11-14 00:43:30.000000+00:00\", \"2023-02-24 08:29:32.000000+00:00\"], \"session_ids\": [\"eabc2470-d285-4f3e-90c6-e12b96aedd32\", \"81f1c0f5-c18d-4d3b-953c-89f014b323de\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 2.087}, \"68982\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-15 11:28:45.000000+00:00\", \"2020-02-08 04:51:28.000000+00:00\"], \"session_ids\": [\"0abedc2f-e550-46c7-9559-429b1b3916d2\", \"4e4c720b-99b8-4bcb-b7a9-fc6df46cc097\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 4.75}, \"28588\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-10-21 21:04:45.000000+00:00\", \"2023-03-12 03:00:34.000000+00:00\"], \"session_ids\": [\"e19de98e-f751-4631-993b-5dbbeb727922\", \"cc4c7232-2176-4080-8027-9b56737cf901\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 8.095}, \"39151\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-09 10:50:35.000000+00:00\", \"2019-06-02 07:53:02.000000+00:00\"], \"session_ids\": [\"9bcce7f7-d740-4ae3-ab2e-efbb918ec2e8\", \"b57f6561-7d1c-4951-887f-85df62b9258d\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 47.75}, \"5644\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-06 18:54:46.000000+00:00\", \"2019-07-24 00:02:04.000000+00:00\", \"2020-04-24 22:45:57.000000+00:00\"], \"session_ids\": [\"aff79c32-95bd-464b-a59f-c5129571adfa\", \"aab77973-749e-4987-a301-ddb77fe8680e\", \"d66fdf2d-dcae-4e28-a71f-108e6a39770b\"], \"total_duration\": 480.0, \"total_sessions\": 3, \"mean_week_duration\": 2.376}, \"36451\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-07-28 10:41:09.000000+00:00\", \"2022-07-26 13:02:18.000000+00:00\", \"2021-03-18 14:32:50.000000+00:00\"], \"session_ids\": [\"4e9a4930-b1be-4aeb-b71a-f4abe17c6d47\", \"8b0e6f99-20d6-4703-8d0f-81fc15a50643\", \"021bf5f4-7b38-4100-bcf7-1c831eb70a69\"], \"total_duration\": 718.0, \"total_sessions\": 3, \"mean_week_duration\": 6.904}}\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[{\"39151\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-09 10:50:35.000000+00:00\", \"2019-06-02 07:53:02.000000+00:00\"], \"session_ids\": [\"9bcce7f7-d740-4ae3-ab2e-efbb918ec2e8\", \"b57f6561-7d1c-4951-887f-85df62b9258d\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 47.75}}, {\"61514\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-05-07 07:05:32.000000+00:00\", \"2019-12-05 21:01:02.000000+00:00\"], \"session_ids\": [\"04d9e111-d70e-401e-98ac-2b34dbde4ab4\", \"3153cdd4-a8cf-4d6d-a6d0-cce5046bbeab\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 21.0}}, {\"28588\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-10-21 21:04:45.000000+00:00\", \"2023-03-12 03:00:34.000000+00:00\"], \"session_ids\": [\"e19de98e-f751-4631-993b-5dbbeb727922\", \"cc4c7232-2176-4080-8027-9b56737cf901\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 8.095}}, {\"36451\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-07-28 10:41:09.000000+00:00\", \"2022-07-26 13:02:18.000000+00:00\", \"2021-03-18 14:32:50.000000+00:00\"], \"session_ids\": [\"4e9a4930-b1be-4aeb-b71a-f4abe17c6d47\", \"8b0e6f99-20d6-4703-8d0f-81fc15a50643\", \"021bf5f4-7b38-4100-bcf7-1c831eb70a69\"], \"total_duration\": 718.0, \"total_sessions\": 3, \"mean_week_duration\": 6.904}}, {\"68982\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-15 11:28:45.000000+00:00\", \"2020-02-08 04:51:28.000000+00:00\"], \"session_ids\": [\"0abedc2f-e550-46c7-9559-429b1b3916d2\", \"4e4c720b-99b8-4bcb-b7a9-fc6df46cc097\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 4.75}}, {\"5644\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-06 18:54:46.000000+00:00\", \"2019-07-24 00:02:04.000000+00:00\", \"2020-04-24 22:45:57.000000+00:00\"], \"session_ids\": [\"aff79c32-95bd-464b-a59f-c5129571adfa\", \"aab77973-749e-4987-a301-ddb77fe8680e\", \"d66fdf2d-dcae-4e28-a71f-108e6a39770b\"], \"total_duration\": 480.0, \"total_sessions\": 3, \"mean_week_duration\": 2.376}}, {\"72129\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-11-14 00:43:30.000000+00:00\", \"2023-02-24 08:29:32.000000+00:00\"], \"session_ids\": [\"eabc2470-d285-4f3e-90c6-e12b96aedd32\", \"81f1c0f5-c18d-4d3b-953c-89f014b323de\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 2.087}}, {\"92474\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-06-03 05:30:20.000000+00:00\", \"2020-06-21 16:55:48.000000+00:00\"], \"session_ids\": [\"e404caa1-2b30-4882-893d-f371b84c79b7\", \"d4c06bae-8a26-4588-805f-a5125ca7b893\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.396}}]\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[{\"39151\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-09 10:50:35.000000+00:00\", \"2019-06-02 07:53:02.000000+00:00\"], \"session_ids\": [\"9bcce7f7-d740-4ae3-ab2e-efbb918ec2e8\", \"b57f6561-7d1c-4951-887f-85df62b9258d\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 47.75}}, {\"61514\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-05-07 07:05:32.000000+00:00\", \"2019-12-05 21:01:02.000000+00:00\"], \"session_ids\": [\"04d9e111-d70e-401e-98ac-2b34dbde4ab4\", \"3153cdd4-a8cf-4d6d-a6d0-cce5046bbeab\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 21.0}}, {\"28588\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-10-21 21:04:45.000000+00:00\", \"2023-03-12 03:00:34.000000+00:00\"], \"session_ids\": [\"e19de98e-f751-4631-993b-5dbbeb727922\", \"cc4c7232-2176-4080-8027-9b56737cf901\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 8.095}}, {\"36451\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-07-28 10:41:09.000000+00:00\", \"2022-07-26 13:02:18.000000+00:00\", \"2021-03-18 14:32:50.000000+00:00\"], \"session_ids\": [\"4e9a4930-b1be-4aeb-b71a-f4abe17c6d47\", \"8b0e6f99-20d6-4703-8d0f-81fc15a50643\", \"021bf5f4-7b38-4100-bcf7-1c831eb70a69\"], \"total_duration\": 718.0, \"total_sessions\": 3, \"mean_week_duration\": 6.904}}, {\"68982\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-15 11:28:45.000000+00:00\", \"2020-02-08 04:51:28.000000+00:00\"], \"session_ids\": [\"0abedc2f-e550-46c7-9559-429b1b3916d2\", \"4e4c720b-99b8-4bcb-b7a9-fc6df46cc097\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 4.75}}, {\"5644\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-06 18:54:46.000000+00:00\", \"2019-07-24 00:02:04.000000+00:00\", \"2020-04-24 22:45:57.000000+00:00\"], \"session_ids\": [\"aff79c32-95bd-464b-a59f-c5129571adfa\", \"aab77973-749e-4987-a301-ddb77fe8680e\", \"d66fdf2d-dcae-4e28-a71f-108e6a39770b\"], \"total_duration\": 480.0, \"total_sessions\": 3, \"mean_week_duration\": 2.376}}, {\"72129\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-11-14 00:43:30.000000+00:00\", \"2023-02-24 08:29:32.000000+00:00\"], \"session_ids\": [\"eabc2470-d285-4f3e-90c6-e12b96aedd32\", \"81f1c0f5-c18d-4d3b-953c-89f014b323de\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 2.087}}, {\"92474\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-06-03 05:30:20.000000+00:00\", \"2020-06-21 16:55:48.000000+00:00\"], \"session_ids\": [\"e404caa1-2b30-4882-893d-f371b84c79b7\", \"d4c06bae-8a26-4588-805f-a5125ca7b893\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.396}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me 6 users whose time using the app is equal to than 1996 plus execute sorting by site usage time per week form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"57543\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-31 23:09:29.000000+00:00\", \"2021-11-05 01:08:49.000000+00:00\"], \"session_ids\": [\"8d398d76-beb4-47ac-af55-32c1a2e7f0c5\", \"8467cc83-559b-449b-9b08-d6f6c2342b48\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 3.822}, \"15190\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-19 15:08:30.000000+00:00\", \"2022-08-02 02:26:11.000000+00:00\", \"2020-09-10 15:53:44.000000+00:00\", \"2020-04-20 00:23:45.000000+00:00\", \"2019-10-31 05:52:02.000000+00:00\"], \"session_ids\": [\"c968bbc9-0252-438c-92fc-899b276b38aa\", \"e081f7d4-53b1-4bb7-9e0f-eaa7432f5cc9\", \"e2ffdf8c-7f81-4c68-a7bf-628c7ecce6f2\", \"36fc57b6-cd36-4049-91bc-7943e5608878\", \"5095937c-150d-4e75-a800-33caa343328f\"], \"total_duration\": 181.0, \"total_sessions\": 5, \"mean_week_duration\": 0.953}, \"63723\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-05 21:13:10.000000+00:00\", \"2021-07-18 10:04:42.000000+00:00\"], \"session_ids\": [\"a7200b1d-ce8d-4896-82a3-e17b504793e1\", \"69de18af-3d9f-4385-ae0f-26191be9138d\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 6.459}, \"70896\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-19 12:32:16.000000+00:00\", \"2022-12-21 07:10:37.000000+00:00\"], \"session_ids\": [\"c31e89a4-bf53-4076-b1f4-d3e4742be141\", \"fe535ed5-26d5-4660-b8b6-2aae2e1cedc2\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 1.045}, \"46710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-18 06:41:14.000000+00:00\", \"2019-02-27 04:01:14.000000+00:00\"], \"session_ids\": [\"c43d9198-2762-4da9-99ef-1e7940737c92\", \"fb608ca2-0f9c-4473-8dfb-84ae4f2b0689\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 1.966}, \"68728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-10-17 08:41:37.000000+00:00\", \"2019-09-04 07:11:30.000000+00:00\", \"2022-12-10 11:35:36.000000+00:00\", \"2021-07-14 15:55:35.000000+00:00\", \"2022-03-11 18:03:18.000000+00:00\", \"2022-11-25 21:04:02.000000+00:00\"], \"session_ids\": [\"d17f2e67-343d-40cf-ac2b-63f8280c6377\", \"55f1ee22-5935-4cd9-a3d6-d419a91ec8b3\", \"237d4f44-9968-4646-81ef-f0aadd8c617f\", \"57c26c86-5001-476f-ace7-b4a45f4c7097\", \"ee3e2c76-09a6-4573-a31e-a1428f572311\", \"e0eb350f-8094-4dbf-b089-52a64bf89bf1\"], \"total_duration\": 5559.0, \"total_sessions\": 6, \"mean_week_duration\": 32.509}, \"48962\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"London\", \"datetimes\": [\"2019-07-11 03:27:30.000000+00:00\", \"2019-06-03 17:07:10.000000+00:00\", \"2020-10-10 17:27:32.000000+00:00\", \"2020-04-15 16:40:19.000000+00:00\"], \"session_ids\": [\"a22b3edd-7fb0-4185-9888-198061730f59\", \"9dd1f6ac-1870-4400-8e25-0f702fba8552\", \"1c8c54fb-2b8b-4502-b389-a019fba697bb\", \"32278834-3a5c-4256-bc29-02fb357e0bd2\"], \"total_duration\": 97.0, \"total_sessions\": 4, \"mean_week_duration\": 1.366}, \"93158\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-04-30 11:09:35.000000+00:00\", \"2020-04-28 08:18:17.000000+00:00\"], \"session_ids\": [\"1f8ceacf-cc8e-47a2-a812-116802990c08\", \"aee0d625-da32-48d2-9166-e2c84a0d17bf\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 3.324}, \"74275\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-02-14 18:48:46.000000+00:00\", \"2021-08-20 14:24:10.000000+00:00\"], \"session_ids\": [\"25d9145e-32cd-448d-890b-db2b404fba8b\", \"0344254c-5716-4453-a8ed-0436c98f524d\"], \"total_duration\": 269.0, \"total_sessions\": 2, \"mean_week_duration\": 2.053}, \"83549\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 8, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-10-29 12:52:11.000000+00:00\", \"2022-12-25 10:51:53.000000+00:00\", \"2019-09-04 06:27:38.000000+00:00\", \"2021-09-29 16:51:21.000000+00:00\", \"2022-03-14 19:00:26.000000+00:00\", \"2019-04-22 18:44:58.000000+00:00\", \"2020-02-11 11:52:16.000000+00:00\", \"2023-01-23 03:34:18.000000+00:00\"], \"session_ids\": [\"da98bfa2-0c16-470c-91c8-662c451f0544\", \"5c234461-d619-41e0-aa9d-460a28d46f24\", \"adb58f29-a84d-432b-8f48-37cd040773d7\", \"e98d07f3-b0d9-463d-8e3b-b5e10d308662\", \"a470372e-c3e0-4b74-b3bf-a1bf38929bfb\", \"9b26c9ff-facd-44d0-8c9f-1489e80b8321\", \"ebe64cbe-96d3-41c5-80a1-c28ae377d125\", \"23b451d4-4cea-4cdd-8152-2d9d8158ed72\"], \"total_duration\": 1287.0, \"total_sessions\": 8, \"mean_week_duration\": 6.566}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are 1996" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"==\"]]}, \"all_values\": {\"total_duration\": [[1996, 2911]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show 8 users to me who are inhabitants of cities San Jose, San Juan in addition carry out sorting by quantity of sessions form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"47097\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-05-19 04:42:27.000000+00:00\", \"2020-08-25 12:58:40.000000+00:00\"], \"session_ids\": [\"c7b38016-bd55-4b2b-ba3e-3d4930fc41dc\", \"0186e54a-7eb4-4372-9b69-ec0f8d87c22e\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 7.786}, \"60765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-15 15:46:30.000000+00:00\", \"2022-12-12 17:24:26.000000+00:00\"], \"session_ids\": [\"5b656c5a-1a62-4408-a8ed-255c0d7c2632\", \"9fc24a36-bf20-416a-916e-461f82af8595\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 0.822}, \"56283\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2023-06-11 19:53:44.000000+00:00\", \"2020-11-17 05:20:31.000000+00:00\", \"2020-12-18 00:59:24.000000+00:00\", \"2020-10-30 20:35:37.000000+00:00\", \"2019-07-14 11:13:45.000000+00:00\", \"2021-02-18 02:36:42.000000+00:00\", \"2023-01-06 06:40:33.000000+00:00\", \"2023-02-28 05:40:44.000000+00:00\", \"2019-09-21 21:42:41.000000+00:00\", \"2021-07-02 02:55:32.000000+00:00\"], \"session_ids\": [\"b5ab5a38-3e27-432a-8568-db400ac0a369\", \"3371243f-80d7-4cd3-a103-6d8779145a76\", \"a159ba16-f8de-4c15-8ef0-2c95f843b329\", \"bff79071-5820-4bd7-a951-c1a473ac0029\", \"40ca363c-d917-4199-b81b-cb2092068f39\", \"1a3ed06b-3784-4879-bdf6-9e43c3361ef0\", \"ba444823-5464-4b73-be4c-5b4625b8d012\", \"7766ad06-3c8d-44aa-b31b-b8e05a85c959\", \"befacb87-71b4-4172-ba9e-9ea6023350f3\", \"9c5e9a44-9a22-4f34-aaa3-5bbac49452f8\"], \"total_duration\": 11384.0, \"total_sessions\": 10, \"mean_week_duration\": 55.804}, \"2924\": {\"keyflows\": {\"Sign In Flow\": 12, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-06 07:52:13.000000+00:00\", \"2021-07-04 23:56:23.000000+00:00\"], \"session_ids\": [\"d19b7466-3ac9-4d8d-ac02-818e03aa8bce\", \"0ce96af9-db88-4432-b14e-1d8ca7692742\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.44}, \"69273\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-12-31 12:06:13.000000+00:00\", \"2019-11-26 23:48:23.000000+00:00\", \"2021-08-11 03:55:42.000000+00:00\", \"2019-06-21 17:05:19.000000+00:00\", \"2021-08-28 21:04:05.000000+00:00\", \"2023-04-05 14:58:32.000000+00:00\", \"2021-12-22 08:39:43.000000+00:00\", \"2023-03-03 19:07:58.000000+00:00\", \"2019-12-22 22:04:15.000000+00:00\"], \"session_ids\": [\"38652a36-e32b-480f-8fec-e2443e2c6bde\", \"5e2b6706-0d4b-44f4-ac92-466a9bb7accc\", \"e670775c-7272-4632-8a88-727cfbbffed7\", \"3c22d496-3140-4f9d-b05f-4b5983e3c8ac\", \"5f221474-77ca-429b-9689-30095ed1e630\", \"c73a7350-7c3c-491f-8c04-ca77bd65d071\", \"1fc18a16-0503-4085-8c02-cea9876c13a6\", \"ac1de4ca-7963-46c5-8869-62ecfd7b25da\", \"c904ef6e-ae25-4c3a-9dcc-66615f8d3b35\"], \"total_duration\": 11804.0, \"total_sessions\": 9, \"mean_week_duration\": 59.616}, \"20115\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-04 07:05:37.000000+00:00\", \"2022-01-26 18:05:04.000000+00:00\"], \"session_ids\": [\"cdd657a6-b8ab-4967-913b-710ce5f5f9a6\", \"f4251ad3-7666-40f5-8f84-fb9c39bfb7a8\"], \"total_duration\": 256.0, \"total_sessions\": 2, \"mean_week_duration\": 9.481}, \"53934\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-19 03:07:48.000000+00:00\", \"2021-01-21 02:53:38.000000+00:00\", \"2019-05-26 20:39:26.000000+00:00\"], \"session_ids\": [\"f499aa3f-d9a1-406a-b86a-494da103833e\", \"bb833a1b-48bd-46e4-92b6-9e1b1a06fbd9\", \"17ac7970-dddb-418e-abce-d24ed0cc761a\"], \"total_duration\": 729.0, \"total_sessions\": 3, \"mean_week_duration\": 7.01}, \"56268\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-10-10 16:46:13.000000+00:00\", \"2020-01-01 07:20:38.000000+00:00\", \"2019-01-07 15:48:38.000000+00:00\", \"2020-02-12 07:42:18.000000+00:00\", \"2022-11-11 14:19:52.000000+00:00\", \"2019-10-07 03:11:07.000000+00:00\", \"2019-10-06 07:39:27.000000+00:00\", \"2021-12-25 13:14:16.000000+00:00\", \"2023-03-21 16:39:29.000000+00:00\"], \"session_ids\": [\"ee471adc-94f8-44f3-a5eb-6966e9adf1e6\", \"3b39f5c5-d19e-4eaa-9446-7207c56b7e30\", \"322b6dc5-fac1-4d99-9b65-9438d39258f6\", \"bd35197e-4400-4823-9f7d-412f07e9237e\", \"0656e4eb-b241-4fd6-97de-4d3732056fd0\", \"bbc1a83e-b023-4f3c-81b1-c4c07129d48e\", \"a5d4acbd-4c54-4169-b73f-c1ceafad05d1\", \"1072fca6-9762-4a4c-8731-26f6e60af7e8\", \"1e9ebb93-ebed-4804-b0e2-5533d6c1b7d0\"], \"total_duration\": 25098.0, \"total_sessions\": 9, \"mean_week_duration\": 114.082}, \"73935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-05-15 10:55:02.000000+00:00\", \"2020-04-04 08:22:11.000000+00:00\"], \"session_ids\": [\"adeab43a-af60-48b7-a8cf-c1d9c50bd448\", \"90f426b6-e32f-4205-8f68-b7852ec05f79\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 28.0}, \"76045\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-10-06 16:30:40.000000+00:00\", \"2022-02-20 08:51:48.000000+00:00\", \"2019-12-09 22:21:37.000000+00:00\"], \"session_ids\": [\"92c1fc0e-5341-4bbd-a9e7-8a5380959825\", \"3cfecba3-157c-42ae-b490-327daa5d4270\", \"4d6d3e43-8881-443d-81da-22b46d103516\"], \"total_duration\": 850.0, \"total_sessions\": 3, \"mean_week_duration\": 6.855}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are San Jose, San Juan" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"San Jose\", \"San Juan\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"73935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-05-15 10:55:02.000000+00:00\", \"2020-04-04 08:22:11.000000+00:00\"], \"session_ids\": [\"adeab43a-af60-48b7-a8cf-c1d9c50bd448\", \"90f426b6-e32f-4205-8f68-b7852ec05f79\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 28.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"73935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-05-15 10:55:02.000000+00:00\", \"2020-04-04 08:22:11.000000+00:00\"], \"session_ids\": [\"adeab43a-af60-48b7-a8cf-c1d9c50bd448\", \"90f426b6-e32f-4205-8f68-b7852ec05f79\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 28.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 8 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"73935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-05-15 10:55:02.000000+00:00\", \"2020-04-04 08:22:11.000000+00:00\"], \"session_ids\": [\"adeab43a-af60-48b7-a8cf-c1d9c50bd448\", \"90f426b6-e32f-4205-8f68-b7852ec05f79\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 28.0}}]\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[{\"73935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-05-15 10:55:02.000000+00:00\", \"2020-04-04 08:22:11.000000+00:00\"], \"session_ids\": [\"adeab43a-af60-48b7-a8cf-c1d9c50bd448\", \"90f426b6-e32f-4205-8f68-b7852ec05f79\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 28.0}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 5 users pieces of information who are folks of city Vienna additionaly sort by all sessions quantity in descending 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{\"8325\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-09-02 09:22:26.000000+00:00\", \"2019-02-13 16:26:55.000000+00:00\"], \"session_ids\": [\"1f86a963-0760-4e7d-bd75-7fb0986fa0d2\", \"39abe52f-adb4-4c86-a8a0-a6d51acc0e6e\"], \"total_duration\": 260.0, \"total_sessions\": 2, \"mean_week_duration\": 3.21}, \"96834\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-09-11 00:46:19.000000+00:00\", \"2022-01-11 04:44:40.000000+00:00\", \"2019-01-16 15:04:25.000000+00:00\", \"2020-08-13 01:35:44.000000+00:00\"], \"session_ids\": [\"77888463-aae7-4ddd-8075-5de584ff6863\", \"90081a3e-426c-4ab1-9203-3bd78b9faa5b\", \"44d2c0b9-0e8a-46eb-b85a-be72fac91493\", \"4017ced8-de44-40fc-adbf-a06cd3a457ce\"], \"total_duration\": 65.0, \"total_sessions\": 4, \"mean_week_duration\": 0.417}, \"98378\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-12-27 23:55:05.000000+00:00\", \"2021-06-05 03:48:18.000000+00:00\", \"2020-01-04 20:03:20.000000+00:00\"], \"session_ids\": [\"818b3951-58ad-44d9-ab61-648abd9285f8\", \"66c35ff6-8056-47f5-b4db-644f3fcb9e1d\", \"3fd4abdb-cbb8-4e01-a86f-ed725265ee99\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.141}, \"64062\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-03-01 05:04:44.000000+00:00\", \"2021-05-30 12:47:56.000000+00:00\"], \"session_ids\": [\"df418fdd-01a2-434a-9e9e-71dbca2afde9\", \"24570dc9-7637-482b-9633-e81ee0b327df\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.354}, \"18393\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-07-24 15:35:56.000000+00:00\", \"2019-10-25 00:36:26.000000+00:00\", \"2022-07-25 15:37:07.000000+00:00\", \"2023-03-19 14:34:47.000000+00:00\", \"2019-03-11 02:36:46.000000+00:00\", \"2023-06-12 16:56:42.000000+00:00\", \"2021-07-16 09:30:01.000000+00:00\", \"2021-12-10 12:32:33.000000+00:00\", \"2022-05-25 20:53:18.000000+00:00\"], \"session_ids\": [\"2a3afd69-f631-4b4d-85d7-0ad4ea0bb4ad\", \"837a07cb-dcdb-4d96-b355-dc8f7ad8532a\", \"ae972735-7a81-4643-9fbb-f85f0196f81e\", \"cc62bfc7-62a2-4486-9006-63628f06001b\", \"a598f0f2-8467-40f7-a454-32521966eb59\", \"2f4326e8-5c55-44a2-8ce0-10765868ca25\", \"9961137b-3ff3-442e-9b2c-e4b24569c674\", \"6d5f5bb2-2d1c-4d41-af12-388e2f5368b5\", \"7db0ea31-eba2-4af0-8540-70b61ff1c334\"], \"total_duration\": 2936.0, \"total_sessions\": 9, \"mean_week_duration\": 13.225}, \"98491\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 7, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-06 09:18:31.000000+00:00\", \"2019-12-31 03:39:03.000000+00:00\", \"2023-06-26 01:56:32.000000+00:00\", \"2020-03-08 13:48:06.000000+00:00\", \"2023-01-14 03:50:19.000000+00:00\"], \"session_ids\": [\"fefd4684-6eea-4cde-b36d-6ec3288c3151\", \"18c1a12c-7ee3-4c7f-b162-80aa37134d7b\", \"86d6c1ce-82aa-4be4-85f3-8009b9ba3120\", \"fd1cfbef-6591-4f69-956d-9b1b3bd2c3cc\", \"b82d6361-bd24-4fd0-bcd0-d4056b602d63\"], \"total_duration\": 3860.0, \"total_sessions\": 5, \"mean_week_duration\": 21.209}, \"24111\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-10 18:12:01.000000+00:00\", \"2022-07-04 12:05:15.000000+00:00\", \"2021-01-12 10:06:03.000000+00:00\", \"2020-12-11 13:18:50.000000+00:00\"], \"session_ids\": [\"5ef30d64-c4b7-4290-b607-097852763198\", \"ec051eea-2be4-461f-80f0-0eb76133c4f0\", \"3c0d70c6-0b8d-44d4-be55-3a50623aee6a\", \"64ca8932-db05-4441-810b-254dc71a8250\"], \"total_duration\": 206.0, \"total_sessions\": 4, \"mean_week_duration\": 1.585}, \"56615\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-09 04:15:00.000000+00:00\", \"2022-03-14 22:45:50.000000+00:00\", \"2023-04-24 20:50:10.000000+00:00\", \"2019-10-29 15:46:38.000000+00:00\", \"2020-07-19 13:48:59.000000+00:00\", \"2020-10-03 23:38:43.000000+00:00\"], \"session_ids\": [\"a8599dc2-a188-4751-b71c-153a5d9f5f31\", \"88b67967-7775-4b97-9d9b-3afa43910063\", \"5de2bc14-b7d9-4aa7-99d3-3fe4a8b006ba\", \"d7377580-432a-4e59-aebe-05c619f1f3e0\", \"35a6784e-3b1f-441e-8a08-b66deed5f7c4\", \"ddb9fe2d-c79a-44a2-b2a4-ef6f57ce0a34\"], \"total_duration\": 135.0, \"total_sessions\": 6, \"mean_week_duration\": 0.742}, \"86364\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-12 14:53:09.000000+00:00\", \"2021-01-29 08:43:17.000000+00:00\", \"2019-11-17 16:37:38.000000+00:00\", \"2022-11-01 12:25:09.000000+00:00\"], \"session_ids\": [\"26f6285e-f9e7-4856-bf03-eef19722e21c\", \"1dc052c0-c776-464a-9266-8342130eb612\", \"4f9aa06e-248f-457e-ae44-9d83f9fc854d\", \"3ad2dfe2-1291-4ede-ab23-c65f0c800a1e\"], \"total_duration\": 708.0, \"total_sessions\": 4, \"mean_week_duration\": 4.568}, \"56727\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-16 01:45:42.000000+00:00\", \"2020-06-05 01:50:18.000000+00:00\", \"2022-10-24 00:16:54.000000+00:00\"], \"session_ids\": [\"8a554a4a-7dce-419a-a8eb-ce658e603eb2\", \"b3208b92-1322-41b2-8d11-a456388febd3\", \"02cf2b9f-cc23-400c-81e1-635275855217\"], \"total_duration\": 76.0, \"total_sessions\": 3, \"mean_week_duration\": 0.608}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is Vienna" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Vienna\"]]}}}\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 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": "Show user to me who is user with highest count of sessions as well as put to use sorting by total_sessions ascendingly." } ]
[ { "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{\"48439\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-11 11:27:15.000000+00:00\", \"2022-02-16 07:53:13.000000+00:00\"], \"session_ids\": [\"781abd28-fb17-45b6-8e29-cc9f7186eed2\", \"6b48e8d4-56d9-4d04-9c79-bf941670581d\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 2.103}, \"61599\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-09-17 17:18:06.000000+00:00\", \"2020-01-21 21:37:01.000000+00:00\"], \"session_ids\": [\"903df2bd-8b1b-4566-9704-2998e32ff669\", \"27eb868b-862c-4fab-af1f-f262cba33759\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 3.122}, \"33000\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-19 12:26:43.000000+00:00\", \"2022-10-29 03:23:46.000000+00:00\", \"2022-09-13 13:12:07.000000+00:00\", \"2020-01-24 20:38:47.000000+00:00\", \"2019-09-03 12:16:40.000000+00:00\", \"2019-07-30 15:47:50.000000+00:00\", \"2019-12-24 13:33:31.000000+00:00\", \"2021-10-28 11:32:14.000000+00:00\", \"2020-11-29 13:27:03.000000+00:00\", \"2019-06-24 13:49:53.000000+00:00\", \"2020-10-20 18:11:03.000000+00:00\"], \"session_ids\": [\"8989e6b6-a81f-4c7c-aa0f-d5c9a19faa5b\", \"fc32a9d2-c25d-48fb-b5a3-8dcd9cddf9fd\", \"294d6202-4d76-40a7-980f-d17e5c29fdad\", \"c012d15e-fe0c-44cd-8e51-d577e493cabb\", \"2ad9ec47-d6cb-46a5-b718-0e43a6c05ab5\", \"a4b2a459-7be2-480c-a1e3-8090748ced5f\", \"fd094e05-ead1-4682-875e-b5cab35ac3b5\", \"09242e6f-b554-46cd-9bb1-43723219b09e\", \"cb702aa2-6c2f-406b-8526-8b4ea7d843f1\", \"a8550251-f44c-4fa5-8236-d5ee802a08a3\", \"e46615b1-f084-4226-b21f-f2384f5981d4\"], \"total_duration\": 6180.0, \"total_sessions\": 11, \"mean_week_duration\": 33.048}, \"30043\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-14 01:52:38.000000+00:00\", \"2019-09-05 11:11:06.000000+00:00\", \"2022-12-10 16:14:59.000000+00:00\", \"2021-02-26 23:38:58.000000+00:00\", \"2019-07-12 08:57:37.000000+00:00\", \"2022-03-15 15:11:27.000000+00:00\", \"2021-04-02 00:03:20.000000+00:00\", \"2020-04-11 19:15:46.000000+00:00\", \"2022-02-04 01:40:39.000000+00:00\", \"2020-12-22 05:10:59.000000+00:00\"], \"session_ids\": [\"6b6f34a4-258c-4de7-a54c-d6a87b58bf73\", \"f22fc0e0-3239-466a-bff6-758a3c90546a\", \"12283452-11b9-4535-b456-7b6cd5c1dc31\", \"78ec4aa5-4e71-41b3-9b14-ddd7418d5bc1\", \"90e70ea3-47d4-45fb-abc6-55f92435e638\", \"ca1737d8-e669-4fa2-aec4-fb5c7d19bdb7\", \"2ddac82e-e2bc-48a0-9e1b-3d40d948fee0\", \"e0da8be7-d8df-4634-9e34-21e00b22603d\", \"69486017-421d-461d-ab28-4e6d87e0a6e1\", \"e4dfb76a-84d0-4d19-be84-91ce22c78a90\"], \"total_duration\": 22900.0, \"total_sessions\": 10, \"mean_week_duration\": 127.933}, \"56488\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-09-09 06:53:56.000000+00:00\", \"2022-08-20 01:06:55.000000+00:00\", \"2021-09-17 15:07:39.000000+00:00\"], \"session_ids\": [\"0e9735e1-dd1e-45e8-a4ca-831b41738b40\", \"8325451f-5f83-40bc-aa33-bd5932f1a62e\", \"d875b8da-d3cb-403e-8cae-c296d7009394\"], \"total_duration\": 336.0, \"total_sessions\": 3, \"mean_week_duration\": 3.294}, \"55993\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-06-26 12:56:11.000000+00:00\", \"2020-01-23 02:41:50.000000+00:00\"], \"session_ids\": [\"32de4daf-9bcf-4bcf-984b-d83244cd3690\", \"2f86de05-f73e-470e-8cc8-dc6b08203858\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.827}, \"75311\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-03 03:46:46.000000+00:00\", \"2022-03-01 21:15:03.000000+00:00\"], \"session_ids\": [\"1e3c5851-9499-4f41-931a-04414c0c8882\", \"62405539-d882-4879-85ca-1efa5cc1bcbc\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 21.857}, \"7458\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-03-13 05:40:00.000000+00:00\", \"2021-08-16 07:48:56.000000+00:00\", \"2019-06-02 08:24:35.000000+00:00\", \"2022-06-14 23:15:58.000000+00:00\"], \"session_ids\": [\"3af20d24-9849-4338-9044-55863bbcc340\", \"a792f2d5-fa37-4887-8b0b-62822c0c17aa\", \"b4bcbe78-7639-4b00-9a12-fa50333ed51f\", \"23781d3f-fe32-43eb-aca3-36ce9554bcfa\"], \"total_duration\": 648.0, \"total_sessions\": 4, \"mean_week_duration\": 4.075}, \"75467\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-19 17:43:04.000000+00:00\", \"2019-05-12 17:36:07.000000+00:00\", \"2019-04-17 16:51:51.000000+00:00\", \"2021-08-25 13:28:31.000000+00:00\", \"2020-06-12 19:42:30.000000+00:00\", \"2022-08-26 17:34:38.000000+00:00\", \"2021-02-28 09:47:14.000000+00:00\", \"2019-12-12 20:36:30.000000+00:00\", \"2022-07-25 19:50:23.000000+00:00\"], \"session_ids\": [\"0fb50d7d-d3d5-493f-a15d-8c8661877162\", \"d3abcf38-9423-4330-a5f3-af548b790c4e\", \"12ce28a7-fbd7-497e-926c-44e60a6045a2\", \"3a3e37ee-d246-4c27-87fc-5796c6d6f8ba\", \"f1a41d1c-3995-42f3-a45f-d4c8c4bbee31\", \"d5e01620-ee35-4fca-a0ec-7e5f94f27c8e\", \"a84ba11f-dfdd-4260-a80d-0e8bf4a70cc9\", \"1cc96acf-b781-420f-8355-738e4ccadad5\", \"88ea637a-5c94-49c1-a5b6-08d63e21afe1\"], \"total_duration\": 22097.0, \"total_sessions\": 9, \"mean_week_duration\": 115.089}, \"4801\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-03-05 07:54:25.000000+00:00\", \"2019-03-26 23:24:09.000000+00:00\"], \"session_ids\": [\"27fac17c-14b2-4bce-97c8-b6313b88604c\", \"375e89fd-f093-4a33-9ae6-850808fdc34d\"], \"total_duration\": 463.0, \"total_sessions\": 2, \"mean_week_duration\": 4.539}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the highest 1 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": 1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"33000\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-19 12:26:43.000000+00:00\", \"2022-10-29 03:23:46.000000+00:00\", \"2022-09-13 13:12:07.000000+00:00\", \"2020-01-24 20:38:47.000000+00:00\", \"2019-09-03 12:16:40.000000+00:00\", \"2019-07-30 15:47:50.000000+00:00\", \"2019-12-24 13:33:31.000000+00:00\", \"2021-10-28 11:32:14.000000+00:00\", \"2020-11-29 13:27:03.000000+00:00\", \"2019-06-24 13:49:53.000000+00:00\", \"2020-10-20 18:11:03.000000+00:00\"], \"session_ids\": [\"8989e6b6-a81f-4c7c-aa0f-d5c9a19faa5b\", \"fc32a9d2-c25d-48fb-b5a3-8dcd9cddf9fd\", \"294d6202-4d76-40a7-980f-d17e5c29fdad\", \"c012d15e-fe0c-44cd-8e51-d577e493cabb\", \"2ad9ec47-d6cb-46a5-b718-0e43a6c05ab5\", \"a4b2a459-7be2-480c-a1e3-8090748ced5f\", \"fd094e05-ead1-4682-875e-b5cab35ac3b5\", \"09242e6f-b554-46cd-9bb1-43723219b09e\", \"cb702aa2-6c2f-406b-8526-8b4ea7d843f1\", \"a8550251-f44c-4fa5-8236-d5ee802a08a3\", \"e46615b1-f084-4226-b21f-f2384f5981d4\"], \"total_duration\": 6180.0, \"total_sessions\": 11, \"mean_week_duration\": 33.048}}, {\"30043\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-14 01:52:38.000000+00:00\", \"2019-09-05 11:11:06.000000+00:00\", \"2022-12-10 16:14:59.000000+00:00\", \"2021-02-26 23:38:58.000000+00:00\", \"2019-07-12 08:57:37.000000+00:00\", \"2022-03-15 15:11:27.000000+00:00\", \"2021-04-02 00:03:20.000000+00:00\", \"2020-04-11 19:15:46.000000+00:00\", \"2022-02-04 01:40:39.000000+00:00\", \"2020-12-22 05:10:59.000000+00:00\"], \"session_ids\": [\"6b6f34a4-258c-4de7-a54c-d6a87b58bf73\", \"f22fc0e0-3239-466a-bff6-758a3c90546a\", \"12283452-11b9-4535-b456-7b6cd5c1dc31\", \"78ec4aa5-4e71-41b3-9b14-ddd7418d5bc1\", \"90e70ea3-47d4-45fb-abc6-55f92435e638\", \"ca1737d8-e669-4fa2-aec4-fb5c7d19bdb7\", \"2ddac82e-e2bc-48a0-9e1b-3d40d948fee0\", \"e0da8be7-d8df-4634-9e34-21e00b22603d\", \"69486017-421d-461d-ab28-4e6d87e0a6e1\", \"e4dfb76a-84d0-4d19-be84-91ce22c78a90\"], \"total_duration\": 22900.0, \"total_sessions\": 10, \"mean_week_duration\": 127.933}}, {\"75467\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-19 17:43:04.000000+00:00\", \"2019-05-12 17:36:07.000000+00:00\", \"2019-04-17 16:51:51.000000+00:00\", \"2021-08-25 13:28:31.000000+00:00\", \"2020-06-12 19:42:30.000000+00:00\", \"2022-08-26 17:34:38.000000+00:00\", \"2021-02-28 09:47:14.000000+00:00\", \"2019-12-12 20:36:30.000000+00:00\", \"2022-07-25 19:50:23.000000+00:00\"], \"session_ids\": [\"0fb50d7d-d3d5-493f-a15d-8c8661877162\", \"d3abcf38-9423-4330-a5f3-af548b790c4e\", \"12ce28a7-fbd7-497e-926c-44e60a6045a2\", \"3a3e37ee-d246-4c27-87fc-5796c6d6f8ba\", \"f1a41d1c-3995-42f3-a45f-d4c8c4bbee31\", \"d5e01620-ee35-4fca-a0ec-7e5f94f27c8e\", \"a84ba11f-dfdd-4260-a80d-0e8bf4a70cc9\", \"1cc96acf-b781-420f-8355-738e4ccadad5\", \"88ea637a-5c94-49c1-a5b6-08d63e21afe1\"], \"total_duration\": 22097.0, \"total_sessions\": 9, \"mean_week_duration\": 115.089}}]\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[{\"75467\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-19 17:43:04.000000+00:00\", \"2019-05-12 17:36:07.000000+00:00\", \"2019-04-17 16:51:51.000000+00:00\", \"2021-08-25 13:28:31.000000+00:00\", \"2020-06-12 19:42:30.000000+00:00\", \"2022-08-26 17:34:38.000000+00:00\", \"2021-02-28 09:47:14.000000+00:00\", \"2019-12-12 20:36:30.000000+00:00\", \"2022-07-25 19:50:23.000000+00:00\"], \"session_ids\": [\"0fb50d7d-d3d5-493f-a15d-8c8661877162\", \"d3abcf38-9423-4330-a5f3-af548b790c4e\", \"12ce28a7-fbd7-497e-926c-44e60a6045a2\", \"3a3e37ee-d246-4c27-87fc-5796c6d6f8ba\", \"f1a41d1c-3995-42f3-a45f-d4c8c4bbee31\", \"d5e01620-ee35-4fca-a0ec-7e5f94f27c8e\", \"a84ba11f-dfdd-4260-a80d-0e8bf4a70cc9\", \"1cc96acf-b781-420f-8355-738e4ccadad5\", \"88ea637a-5c94-49c1-a5b6-08d63e21afe1\"], \"total_duration\": 22097.0, \"total_sessions\": 9, \"mean_week_duration\": 115.089}}, {\"30043\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-14 01:52:38.000000+00:00\", \"2019-09-05 11:11:06.000000+00:00\", \"2022-12-10 16:14:59.000000+00:00\", \"2021-02-26 23:38:58.000000+00:00\", \"2019-07-12 08:57:37.000000+00:00\", \"2022-03-15 15:11:27.000000+00:00\", \"2021-04-02 00:03:20.000000+00:00\", \"2020-04-11 19:15:46.000000+00:00\", \"2022-02-04 01:40:39.000000+00:00\", \"2020-12-22 05:10:59.000000+00:00\"], \"session_ids\": [\"6b6f34a4-258c-4de7-a54c-d6a87b58bf73\", \"f22fc0e0-3239-466a-bff6-758a3c90546a\", \"12283452-11b9-4535-b456-7b6cd5c1dc31\", \"78ec4aa5-4e71-41b3-9b14-ddd7418d5bc1\", \"90e70ea3-47d4-45fb-abc6-55f92435e638\", \"ca1737d8-e669-4fa2-aec4-fb5c7d19bdb7\", \"2ddac82e-e2bc-48a0-9e1b-3d40d948fee0\", \"e0da8be7-d8df-4634-9e34-21e00b22603d\", \"69486017-421d-461d-ab28-4e6d87e0a6e1\", \"e4dfb76a-84d0-4d19-be84-91ce22c78a90\"], \"total_duration\": 22900.0, \"total_sessions\": 10, \"mean_week_duration\": 127.933}}, {\"33000\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 6}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-19 12:26:43.000000+00:00\", \"2022-10-29 03:23:46.000000+00:00\", \"2022-09-13 13:12:07.000000+00:00\", \"2020-01-24 20:38:47.000000+00:00\", \"2019-09-03 12:16:40.000000+00:00\", \"2019-07-30 15:47:50.000000+00:00\", \"2019-12-24 13:33:31.000000+00:00\", \"2021-10-28 11:32:14.000000+00:00\", \"2020-11-29 13:27:03.000000+00:00\", \"2019-06-24 13:49:53.000000+00:00\", \"2020-10-20 18:11:03.000000+00:00\"], \"session_ids\": [\"8989e6b6-a81f-4c7c-aa0f-d5c9a19faa5b\", \"fc32a9d2-c25d-48fb-b5a3-8dcd9cddf9fd\", \"294d6202-4d76-40a7-980f-d17e5c29fdad\", \"c012d15e-fe0c-44cd-8e51-d577e493cabb\", \"2ad9ec47-d6cb-46a5-b718-0e43a6c05ab5\", \"a4b2a459-7be2-480c-a1e3-8090748ced5f\", \"fd094e05-ead1-4682-875e-b5cab35ac3b5\", \"09242e6f-b554-46cd-9bb1-43723219b09e\", \"cb702aa2-6c2f-406b-8526-8b4ea7d843f1\", \"a8550251-f44c-4fa5-8236-d5ee802a08a3\", \"e46615b1-f084-4226-b21f-f2384f5981d4\"], \"total_duration\": 6180.0, \"total_sessions\": 11, \"mean_week_duration\": 33.048}}]\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[{\"75467\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-19 17:43:04.000000+00:00\", \"2019-05-12 17:36:07.000000+00:00\", \"2019-04-17 16:51:51.000000+00:00\", \"2021-08-25 13:28:31.000000+00:00\", \"2020-06-12 19:42:30.000000+00:00\", \"2022-08-26 17:34:38.000000+00:00\", \"2021-02-28 09:47:14.000000+00:00\", \"2019-12-12 20:36:30.000000+00:00\", \"2022-07-25 19:50:23.000000+00:00\"], \"session_ids\": [\"0fb50d7d-d3d5-493f-a15d-8c8661877162\", \"d3abcf38-9423-4330-a5f3-af548b790c4e\", \"12ce28a7-fbd7-497e-926c-44e60a6045a2\", \"3a3e37ee-d246-4c27-87fc-5796c6d6f8ba\", \"f1a41d1c-3995-42f3-a45f-d4c8c4bbee31\", \"d5e01620-ee35-4fca-a0ec-7e5f94f27c8e\", \"a84ba11f-dfdd-4260-a80d-0e8bf4a70cc9\", \"1cc96acf-b781-420f-8355-738e4ccadad5\", \"88ea637a-5c94-49c1-a5b6-08d63e21afe1\"], \"total_duration\": 22097.0, \"total_sessions\": 9, \"mean_week_duration\": 115.089}}]\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[{\"75467\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-19 17:43:04.000000+00:00\", \"2019-05-12 17:36:07.000000+00:00\", \"2019-04-17 16:51:51.000000+00:00\", \"2021-08-25 13:28:31.000000+00:00\", \"2020-06-12 19:42:30.000000+00:00\", \"2022-08-26 17:34:38.000000+00:00\", \"2021-02-28 09:47:14.000000+00:00\", \"2019-12-12 20:36:30.000000+00:00\", \"2022-07-25 19:50:23.000000+00:00\"], \"session_ids\": [\"0fb50d7d-d3d5-493f-a15d-8c8661877162\", \"d3abcf38-9423-4330-a5f3-af548b790c4e\", \"12ce28a7-fbd7-497e-926c-44e60a6045a2\", \"3a3e37ee-d246-4c27-87fc-5796c6d6f8ba\", \"f1a41d1c-3995-42f3-a45f-d4c8c4bbee31\", \"d5e01620-ee35-4fca-a0ec-7e5f94f27c8e\", \"a84ba11f-dfdd-4260-a80d-0e8bf4a70cc9\", \"1cc96acf-b781-420f-8355-738e4ccadad5\", \"88ea637a-5c94-49c1-a5b6-08d63e21afe1\"], \"total_duration\": 22097.0, \"total_sessions\": 9, \"mean_week_duration\": 115.089}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into users who are at the peak of user rankings based on total time using the app , and perform sorting by number of sessions asc." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"15295\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-03-14 11:32:21.000000+00:00\", \"2019-05-29 09:04:07.000000+00:00\"], \"session_ids\": [\"b23c5773-cc7a-49c2-8366-cf80b524f403\", \"8e25dc25-584c-4af1-a4ba-a080cee99b65\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}, \"61698\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-27 19:47:44.000000+00:00\", \"2020-02-15 08:22:05.000000+00:00\"], \"session_ids\": [\"a47938e3-0c70-48dd-b412-ecf56dbb5aa5\", \"0cc6f39c-1292-48e8-af66-63b9ac31d4bf\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}, \"58695\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-20 10:42:45.000000+00:00\", \"2022-03-05 01:38:36.000000+00:00\"], \"session_ids\": [\"acbddf68-04da-47b4-8598-a43ec8c9b82f\", \"691608cb-0514-44c8-a695-a81647267618\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 5.429}, \"91648\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-07 08:22:43.000000+00:00\", \"2021-09-19 05:42:59.000000+00:00\"], \"session_ids\": [\"b1c18a35-d829-45de-94e1-73e7992ecc35\", \"393cea6a-9ae0-4b48-9b4f-62d771daeec4\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 4.32}, \"81105\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-10 11:08:12.000000+00:00\", \"2021-03-15 21:28:38.000000+00:00\"], \"session_ids\": [\"2c4ccd01-75ad-402d-b2ef-c96f8bade88b\", \"e4e85f4c-9162-4661-8252-7dd0d790a734\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 1.789}, \"32972\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-05-24 05:27:33.000000+00:00\", \"2021-07-03 11:01:20.000000+00:00\"], \"session_ids\": [\"6a876541-8585-4298-aa4a-6aa39c22c7ec\", \"fb912a8b-c11d-4d76-8b40-68e76bc31a8f\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.631}, \"88794\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-04-12 15:24:13.000000+00:00\", \"2019-08-16 18:40:46.000000+00:00\", \"2019-01-03 10:02:36.000000+00:00\", \"2023-05-13 20:23:23.000000+00:00\", \"2019-02-21 14:31:38.000000+00:00\", \"2021-04-10 11:31:00.000000+00:00\", \"2022-06-13 18:52:41.000000+00:00\"], \"session_ids\": [\"b1d2dc4f-923c-4957-acd1-377827caa7f1\", \"35da9690-e85a-4338-b3da-edc17bfa284b\", \"387e4f64-1b90-40ef-93c3-ea6cff1a7946\", \"9eed0936-98a1-4824-9f37-93e6f0160615\", \"eedad22f-e8fb-4c9c-bd0b-4a741b367c3f\", \"a11d8469-8710-4e14-abed-c1ff4451c108\", \"d2c10cca-0ded-4a9d-853e-b8fb3ceeba50\"], \"total_duration\": 3111.0, \"total_sessions\": 7, \"mean_week_duration\": 13.645}, \"18440\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-05 12:18:24.000000+00:00\", \"2022-02-24 11:52:05.000000+00:00\", \"2021-04-08 09:04:21.000000+00:00\"], \"session_ids\": [\"94811b05-9ef9-43b5-8443-cacb02a76751\", \"f8951311-f314-4bec-bb8e-66ddd3984e25\", \"21730110-d981-4703-b40d-5a11a8db3f48\"], \"total_duration\": 486.0, \"total_sessions\": 3, \"mean_week_duration\": 5.586}, \"82812\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-12-02 03:41:55.000000+00:00\", \"2020-09-05 17:06:46.000000+00:00\", \"2019-11-11 09:27:33.000000+00:00\", \"2019-10-21 02:18:39.000000+00:00\"], \"session_ids\": [\"4fec9589-532f-4333-8bd2-ada7524e781c\", \"4ee7ba39-fbdf-4b79-af20-0b7729942492\", \"133aa2f7-c301-415c-8978-41255b24db26\", \"ffcec8d8-35c9-4053-831f-61ceb81862d1\"], \"total_duration\": 1793.0, \"total_sessions\": 4, \"mean_week_duration\": 16.153}, \"99632\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-13 14:48:27.000000+00:00\", \"2019-04-29 01:26:52.000000+00:00\", \"2019-07-22 19:08:36.000000+00:00\", \"2021-02-07 01:38:03.000000+00:00\"], \"session_ids\": [\"15388bb2-9cc2-4954-ab4e-806267a14612\", \"d327fbaa-72de-4766-9f18-8931edfcf3f5\", \"3df2b5e1-b09f-45f5-bf76-7cd3da27e15e\", \"40f62bf3-f8d2-457b-837e-d6509c205aaf\"], \"total_duration\": 653.0, \"total_sessions\": 4, \"mean_week_duration\": 4.353}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the highest total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": -1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"88794\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-04-12 15:24:13.000000+00:00\", \"2019-08-16 18:40:46.000000+00:00\", \"2019-01-03 10:02:36.000000+00:00\", \"2023-05-13 20:23:23.000000+00:00\", \"2019-02-21 14:31:38.000000+00:00\", \"2021-04-10 11:31:00.000000+00:00\", \"2022-06-13 18:52:41.000000+00:00\"], \"session_ids\": [\"b1d2dc4f-923c-4957-acd1-377827caa7f1\", \"35da9690-e85a-4338-b3da-edc17bfa284b\", \"387e4f64-1b90-40ef-93c3-ea6cff1a7946\", \"9eed0936-98a1-4824-9f37-93e6f0160615\", \"eedad22f-e8fb-4c9c-bd0b-4a741b367c3f\", \"a11d8469-8710-4e14-abed-c1ff4451c108\", \"d2c10cca-0ded-4a9d-853e-b8fb3ceeba50\"], \"total_duration\": 3111.0, \"total_sessions\": 7, \"mean_week_duration\": 13.645}}, {\"82812\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-12-02 03:41:55.000000+00:00\", \"2020-09-05 17:06:46.000000+00:00\", \"2019-11-11 09:27:33.000000+00:00\", \"2019-10-21 02:18:39.000000+00:00\"], \"session_ids\": [\"4fec9589-532f-4333-8bd2-ada7524e781c\", \"4ee7ba39-fbdf-4b79-af20-0b7729942492\", \"133aa2f7-c301-415c-8978-41255b24db26\", \"ffcec8d8-35c9-4053-831f-61ceb81862d1\"], \"total_duration\": 1793.0, \"total_sessions\": 4, \"mean_week_duration\": 16.153}}, {\"99632\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-13 14:48:27.000000+00:00\", \"2019-04-29 01:26:52.000000+00:00\", \"2019-07-22 19:08:36.000000+00:00\", \"2021-02-07 01:38:03.000000+00:00\"], \"session_ids\": [\"15388bb2-9cc2-4954-ab4e-806267a14612\", \"d327fbaa-72de-4766-9f18-8931edfcf3f5\", \"3df2b5e1-b09f-45f5-bf76-7cd3da27e15e\", \"40f62bf3-f8d2-457b-837e-d6509c205aaf\"], \"total_duration\": 653.0, \"total_sessions\": 4, \"mean_week_duration\": 4.353}}]\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[{\"82812\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-12-02 03:41:55.000000+00:00\", \"2020-09-05 17:06:46.000000+00:00\", \"2019-11-11 09:27:33.000000+00:00\", \"2019-10-21 02:18:39.000000+00:00\"], \"session_ids\": [\"4fec9589-532f-4333-8bd2-ada7524e781c\", \"4ee7ba39-fbdf-4b79-af20-0b7729942492\", \"133aa2f7-c301-415c-8978-41255b24db26\", \"ffcec8d8-35c9-4053-831f-61ceb81862d1\"], \"total_duration\": 1793.0, \"total_sessions\": 4, \"mean_week_duration\": 16.153}}, {\"99632\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-13 14:48:27.000000+00:00\", \"2019-04-29 01:26:52.000000+00:00\", \"2019-07-22 19:08:36.000000+00:00\", \"2021-02-07 01:38:03.000000+00:00\"], \"session_ids\": [\"15388bb2-9cc2-4954-ab4e-806267a14612\", \"d327fbaa-72de-4766-9f18-8931edfcf3f5\", \"3df2b5e1-b09f-45f5-bf76-7cd3da27e15e\", \"40f62bf3-f8d2-457b-837e-d6509c205aaf\"], \"total_duration\": 653.0, \"total_sessions\": 4, \"mean_week_duration\": 4.353}}, {\"88794\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-04-12 15:24:13.000000+00:00\", \"2019-08-16 18:40:46.000000+00:00\", \"2019-01-03 10:02:36.000000+00:00\", \"2023-05-13 20:23:23.000000+00:00\", \"2019-02-21 14:31:38.000000+00:00\", \"2021-04-10 11:31:00.000000+00:00\", \"2022-06-13 18:52:41.000000+00:00\"], \"session_ids\": [\"b1d2dc4f-923c-4957-acd1-377827caa7f1\", \"35da9690-e85a-4338-b3da-edc17bfa284b\", \"387e4f64-1b90-40ef-93c3-ea6cff1a7946\", \"9eed0936-98a1-4824-9f37-93e6f0160615\", \"eedad22f-e8fb-4c9c-bd0b-4a741b367c3f\", \"a11d8469-8710-4e14-abed-c1ff4451c108\", \"d2c10cca-0ded-4a9d-853e-b8fb3ceeba50\"], \"total_duration\": 3111.0, \"total_sessions\": 7, \"mean_week_duration\": 13.645}}]\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[{\"82812\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-12-02 03:41:55.000000+00:00\", \"2020-09-05 17:06:46.000000+00:00\", \"2019-11-11 09:27:33.000000+00:00\", \"2019-10-21 02:18:39.000000+00:00\"], \"session_ids\": [\"4fec9589-532f-4333-8bd2-ada7524e781c\", \"4ee7ba39-fbdf-4b79-af20-0b7729942492\", \"133aa2f7-c301-415c-8978-41255b24db26\", \"ffcec8d8-35c9-4053-831f-61ceb81862d1\"], \"total_duration\": 1793.0, \"total_sessions\": 4, \"mean_week_duration\": 16.153}}, {\"99632\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-13 14:48:27.000000+00:00\", \"2019-04-29 01:26:52.000000+00:00\", \"2019-07-22 19:08:36.000000+00:00\", \"2021-02-07 01:38:03.000000+00:00\"], \"session_ids\": [\"15388bb2-9cc2-4954-ab4e-806267a14612\", \"d327fbaa-72de-4766-9f18-8931edfcf3f5\", \"3df2b5e1-b09f-45f5-bf76-7cd3da27e15e\", \"40f62bf3-f8d2-457b-837e-d6509c205aaf\"], \"total_duration\": 653.0, \"total_sessions\": 4, \"mean_week_duration\": 4.353}}, {\"88794\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-04-12 15:24:13.000000+00:00\", \"2019-08-16 18:40:46.000000+00:00\", \"2019-01-03 10:02:36.000000+00:00\", \"2023-05-13 20:23:23.000000+00:00\", \"2019-02-21 14:31:38.000000+00:00\", \"2021-04-10 11:31:00.000000+00:00\", \"2022-06-13 18:52:41.000000+00:00\"], \"session_ids\": [\"b1d2dc4f-923c-4957-acd1-377827caa7f1\", \"35da9690-e85a-4338-b3da-edc17bfa284b\", \"387e4f64-1b90-40ef-93c3-ea6cff1a7946\", \"9eed0936-98a1-4824-9f37-93e6f0160615\", \"eedad22f-e8fb-4c9c-bd0b-4a741b367c3f\", \"a11d8469-8710-4e14-abed-c1ff4451c108\", \"d2c10cca-0ded-4a9d-853e-b8fb3ceeba50\"], \"total_duration\": 3111.0, \"total_sessions\": 7, \"mean_week_duration\": 13.645}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm eager to find out about users whose mean week duration is less than 1 and strictly greater than 35 , put to use sorting by name of the city 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{\"93942\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-03-07 12:13:10.000000+00:00\", \"2022-03-26 10:47:53.000000+00:00\"], \"session_ids\": [\"25ea1344-c4ae-481c-9ae2-a3ce22e569db\", \"e7cb95fb-60c6-418d-bea9-1b807307e22f\"], \"total_duration\": 389.0, \"total_sessions\": 2, \"mean_week_duration\": 3.636}, \"63651\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-01 11:29:27.000000+00:00\", \"2022-07-14 12:36:54.000000+00:00\", \"2022-03-01 16:48:52.000000+00:00\", \"2019-07-12 18:29:16.000000+00:00\", \"2020-09-25 16:04:14.000000+00:00\", \"2019-01-19 15:04:00.000000+00:00\"], \"session_ids\": [\"e493c667-f638-4022-beaa-ac10761428f6\", \"7e6afd57-5e58-422e-a576-3abf6a168c99\", \"fa10a596-386c-4343-9ccd-d8ca7d72957d\", \"55f9f01b-e776-4fc5-9be2-14385a87cba8\", \"5bcf99b5-fd00-4e6f-aad7-bbe45ce8fd23\", \"4abf0617-d5bb-4962-bb09-f936b6f1fef8\"], \"total_duration\": 127.0, \"total_sessions\": 6, \"mean_week_duration\": 0.698}, \"10661\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-05-26 03:42:32.000000+00:00\", \"2022-07-31 13:33:16.000000+00:00\"], \"session_ids\": [\"0784ed54-e6cb-4980-8031-1f4bd30af16c\", \"e4556ac4-7584-4af4-937c-82c3ca3047af\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 7.116}, \"19207\": {\"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\": \"Jakarta\", \"datetimes\": [\"2020-10-10 20:40:12.000000+00:00\", \"2021-08-21 00:20:06.000000+00:00\", \"2021-12-02 06:47:10.000000+00:00\", \"2022-05-30 11:52:44.000000+00:00\", \"2021-10-11 08:15:26.000000+00:00\", \"2020-04-14 19:56:07.000000+00:00\", \"2020-06-20 02:18:56.000000+00:00\", \"2021-04-21 10:10:24.000000+00:00\", \"2022-12-14 02:24:57.000000+00:00\", \"2019-12-07 07:09:36.000000+00:00\", \"2021-11-22 12:17:41.000000+00:00\"], \"session_ids\": [\"3c28b842-0112-4bc4-a4fc-599fc87e7d93\", \"281caf89-359e-4d5e-9b41-5338b535c461\", \"90783900-50a9-4ac3-b491-b44a3b2d6be9\", \"98d0126f-28e7-4ec5-95e3-a41c995f58c2\", \"a591fcf2-53c4-4345-a5f4-ef69888c3828\", \"c8d2231b-ef65-4cbb-a7f1-43e903d5e56b\", \"5186c66a-a024-4bb6-a899-168bd7778aba\", \"24aa7099-bc22-4975-bb12-388c1e7704a9\", \"fdb648b0-48ed-4d4e-8ef6-1cc97600d343\", \"45431424-31ac-4836-a6ef-2983c6b66e38\", \"e4f6fea8-8b7c-409e-9d68-3581ef824f83\"], \"total_duration\": 41080.0, \"total_sessions\": 11, \"mean_week_duration\": 260.0}, \"55642\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-03-11 13:25:56.000000+00:00\", \"2021-09-13 05:55:46.000000+00:00\", \"2019-08-21 05:39:40.000000+00:00\", \"2021-03-12 12:22:06.000000+00:00\"], \"session_ids\": [\"5976f9da-d7dc-490a-b3eb-4012e76f5e1a\", \"d9d61295-8249-4c43-bfa0-108b24f9a88a\", \"570188d5-2ae4-4cf3-9c5a-1d0f64e05634\", \"51bca89b-2bd8-4816-943b-e7c58f6aabbb\"], \"total_duration\": 1084.0, \"total_sessions\": 4, \"mean_week_duration\": 10.037}, \"41424\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-05-16 10:07:51.000000+00:00\", \"2020-02-09 08:54:52.000000+00:00\", \"2021-04-06 00:20:14.000000+00:00\"], \"session_ids\": [\"591d3632-5e5b-4c87-b017-40878fedc26d\", \"10755c0c-fec2-4b35-942d-2cdca5212fb7\", \"1fcd36e1-71f7-4c08-aa7d-6b1ed8db677d\"], \"total_duration\": 463.0, \"total_sessions\": 3, \"mean_week_duration\": 7.59}, \"51330\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-26 04:14:14.000000+00:00\", \"2020-05-15 10:41:55.000000+00:00\"], \"session_ids\": [\"5e0829ec-f7cf-48c8-a4ac-be14574d64e8\", \"3e7c4bbd-b4a2-421d-bd04-85e5ffd37ab4\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.337}, \"12799\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-01-25 05:01:53.000000+00:00\", \"2021-11-17 00:14:26.000000+00:00\"], \"session_ids\": [\"b4e4988b-4350-4cd3-98f0-13d0e02ebbfd\", \"3069ab65-121c-4f83-a62a-1e21866eb5d1\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 4.081}, \"10649\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-05-10 12:18:05.000000+00:00\", \"2022-12-07 12:18:49.000000+00:00\"], \"session_ids\": [\"4fb23e5a-04f8-43d9-8c3e-07e15a1d940f\", \"d9d36b5a-29cb-4a02-837e-8e072af736b0\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 1.193}, \"18388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-16 10:51:30.000000+00:00\", \"2021-09-11 22:14:17.000000+00:00\", \"2022-09-17 17:32:59.000000+00:00\", \"2020-12-17 01:32:21.000000+00:00\"], \"session_ids\": [\"c119f0e0-c514-4a80-a3ab-35cf543cc845\", \"26540d18-93fa-4339-abfc-9f042cbf016d\", \"673881f4-afe4-4915-8757-dfb6881215dc\", \"863c51da-2c53-498e-8e1f-a4f299afe303\"], \"total_duration\": 660.0, \"total_sessions\": 4, \"mean_week_duration\": 5.641}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 1 and are greater than 35" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[1, 35]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"63651\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-01 11:29:27.000000+00:00\", \"2022-07-14 12:36:54.000000+00:00\", \"2022-03-01 16:48:52.000000+00:00\", \"2019-07-12 18:29:16.000000+00:00\", \"2020-09-25 16:04:14.000000+00:00\", \"2019-01-19 15:04:00.000000+00:00\"], \"session_ids\": [\"e493c667-f638-4022-beaa-ac10761428f6\", \"7e6afd57-5e58-422e-a576-3abf6a168c99\", \"fa10a596-386c-4343-9ccd-d8ca7d72957d\", \"55f9f01b-e776-4fc5-9be2-14385a87cba8\", \"5bcf99b5-fd00-4e6f-aad7-bbe45ce8fd23\", \"4abf0617-d5bb-4962-bb09-f936b6f1fef8\"], \"total_duration\": 127.0, \"total_sessions\": 6, \"mean_week_duration\": 0.698}, \"51330\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-26 04:14:14.000000+00:00\", \"2020-05-15 10:41:55.000000+00:00\"], \"session_ids\": [\"5e0829ec-f7cf-48c8-a4ac-be14574d64e8\", \"3e7c4bbd-b4a2-421d-bd04-85e5ffd37ab4\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.337}, \"19207\": {\"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\": \"Jakarta\", \"datetimes\": [\"2020-10-10 20:40:12.000000+00:00\", \"2021-08-21 00:20:06.000000+00:00\", \"2021-12-02 06:47:10.000000+00:00\", \"2022-05-30 11:52:44.000000+00:00\", \"2021-10-11 08:15:26.000000+00:00\", \"2020-04-14 19:56:07.000000+00:00\", \"2020-06-20 02:18:56.000000+00:00\", \"2021-04-21 10:10:24.000000+00:00\", \"2022-12-14 02:24:57.000000+00:00\", \"2019-12-07 07:09:36.000000+00:00\", \"2021-11-22 12:17:41.000000+00:00\"], \"session_ids\": [\"3c28b842-0112-4bc4-a4fc-599fc87e7d93\", \"281caf89-359e-4d5e-9b41-5338b535c461\", \"90783900-50a9-4ac3-b491-b44a3b2d6be9\", \"98d0126f-28e7-4ec5-95e3-a41c995f58c2\", \"a591fcf2-53c4-4345-a5f4-ef69888c3828\", \"c8d2231b-ef65-4cbb-a7f1-43e903d5e56b\", \"5186c66a-a024-4bb6-a899-168bd7778aba\", \"24aa7099-bc22-4975-bb12-388c1e7704a9\", \"fdb648b0-48ed-4d4e-8ef6-1cc97600d343\", \"45431424-31ac-4836-a6ef-2983c6b66e38\", \"e4f6fea8-8b7c-409e-9d68-3581ef824f83\"], \"total_duration\": 41080.0, \"total_sessions\": 11, \"mean_week_duration\": 260.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"51330\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-26 04:14:14.000000+00:00\", \"2020-05-15 10:41:55.000000+00:00\"], \"session_ids\": [\"5e0829ec-f7cf-48c8-a4ac-be14574d64e8\", \"3e7c4bbd-b4a2-421d-bd04-85e5ffd37ab4\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.337}}, {\"19207\": {\"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\": \"Jakarta\", \"datetimes\": [\"2020-10-10 20:40:12.000000+00:00\", \"2021-08-21 00:20:06.000000+00:00\", \"2021-12-02 06:47:10.000000+00:00\", \"2022-05-30 11:52:44.000000+00:00\", \"2021-10-11 08:15:26.000000+00:00\", \"2020-04-14 19:56:07.000000+00:00\", \"2020-06-20 02:18:56.000000+00:00\", \"2021-04-21 10:10:24.000000+00:00\", \"2022-12-14 02:24:57.000000+00:00\", \"2019-12-07 07:09:36.000000+00:00\", \"2021-11-22 12:17:41.000000+00:00\"], \"session_ids\": [\"3c28b842-0112-4bc4-a4fc-599fc87e7d93\", \"281caf89-359e-4d5e-9b41-5338b535c461\", \"90783900-50a9-4ac3-b491-b44a3b2d6be9\", \"98d0126f-28e7-4ec5-95e3-a41c995f58c2\", \"a591fcf2-53c4-4345-a5f4-ef69888c3828\", \"c8d2231b-ef65-4cbb-a7f1-43e903d5e56b\", \"5186c66a-a024-4bb6-a899-168bd7778aba\", \"24aa7099-bc22-4975-bb12-388c1e7704a9\", \"fdb648b0-48ed-4d4e-8ef6-1cc97600d343\", \"45431424-31ac-4836-a6ef-2983c6b66e38\", \"e4f6fea8-8b7c-409e-9d68-3581ef824f83\"], \"total_duration\": 41080.0, \"total_sessions\": 11, \"mean_week_duration\": 260.0}}, {\"63651\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-01 11:29:27.000000+00:00\", \"2022-07-14 12:36:54.000000+00:00\", \"2022-03-01 16:48:52.000000+00:00\", \"2019-07-12 18:29:16.000000+00:00\", \"2020-09-25 16:04:14.000000+00:00\", \"2019-01-19 15:04:00.000000+00:00\"], \"session_ids\": [\"e493c667-f638-4022-beaa-ac10761428f6\", \"7e6afd57-5e58-422e-a576-3abf6a168c99\", \"fa10a596-386c-4343-9ccd-d8ca7d72957d\", \"55f9f01b-e776-4fc5-9be2-14385a87cba8\", \"5bcf99b5-fd00-4e6f-aad7-bbe45ce8fd23\", \"4abf0617-d5bb-4962-bb09-f936b6f1fef8\"], \"total_duration\": 127.0, \"total_sessions\": 6, \"mean_week_duration\": 0.698}}]\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[{\"51330\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-26 04:14:14.000000+00:00\", \"2020-05-15 10:41:55.000000+00:00\"], \"session_ids\": [\"5e0829ec-f7cf-48c8-a4ac-be14574d64e8\", \"3e7c4bbd-b4a2-421d-bd04-85e5ffd37ab4\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.337}}, {\"19207\": {\"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\": \"Jakarta\", \"datetimes\": [\"2020-10-10 20:40:12.000000+00:00\", \"2021-08-21 00:20:06.000000+00:00\", \"2021-12-02 06:47:10.000000+00:00\", \"2022-05-30 11:52:44.000000+00:00\", \"2021-10-11 08:15:26.000000+00:00\", \"2020-04-14 19:56:07.000000+00:00\", \"2020-06-20 02:18:56.000000+00:00\", \"2021-04-21 10:10:24.000000+00:00\", \"2022-12-14 02:24:57.000000+00:00\", \"2019-12-07 07:09:36.000000+00:00\", \"2021-11-22 12:17:41.000000+00:00\"], \"session_ids\": [\"3c28b842-0112-4bc4-a4fc-599fc87e7d93\", \"281caf89-359e-4d5e-9b41-5338b535c461\", \"90783900-50a9-4ac3-b491-b44a3b2d6be9\", \"98d0126f-28e7-4ec5-95e3-a41c995f58c2\", \"a591fcf2-53c4-4345-a5f4-ef69888c3828\", \"c8d2231b-ef65-4cbb-a7f1-43e903d5e56b\", \"5186c66a-a024-4bb6-a899-168bd7778aba\", \"24aa7099-bc22-4975-bb12-388c1e7704a9\", \"fdb648b0-48ed-4d4e-8ef6-1cc97600d343\", \"45431424-31ac-4836-a6ef-2983c6b66e38\", \"e4f6fea8-8b7c-409e-9d68-3581ef824f83\"], \"total_duration\": 41080.0, \"total_sessions\": 11, \"mean_week_duration\": 260.0}}, {\"63651\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-01 11:29:27.000000+00:00\", \"2022-07-14 12:36:54.000000+00:00\", \"2022-03-01 16:48:52.000000+00:00\", \"2019-07-12 18:29:16.000000+00:00\", \"2020-09-25 16:04:14.000000+00:00\", \"2019-01-19 15:04:00.000000+00:00\"], \"session_ids\": [\"e493c667-f638-4022-beaa-ac10761428f6\", \"7e6afd57-5e58-422e-a576-3abf6a168c99\", \"fa10a596-386c-4343-9ccd-d8ca7d72957d\", \"55f9f01b-e776-4fc5-9be2-14385a87cba8\", \"5bcf99b5-fd00-4e6f-aad7-bbe45ce8fd23\", \"4abf0617-d5bb-4962-bb09-f936b6f1fef8\"], \"total_duration\": 127.0, \"total_sessions\": 6, \"mean_week_duration\": 0.698}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about 2 users whose duration summation of sessions per week is less than 40 and strictly greater than 14 additionaly do sorting by duration summation of sessions per week ascendingly." } ]
[ { "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{\"12384\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2023-03-29 01:00:12.000000+00:00\", \"2021-02-22 18:13:29.000000+00:00\"], \"session_ids\": [\"47aca658-1c35-4434-b38f-c87e56417878\", \"49e585c8-9f92-4a06-8618-606e9e8599b8\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.236}, \"95537\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 9, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-08-31 07:50:42.000000+00:00\", \"2019-07-27 18:22:41.000000+00:00\"], \"session_ids\": [\"732a185a-ef37-4c4e-9b45-6064bb404e33\", \"2305f0e5-9210-4fca-8722-df7d3813d520\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.34}, \"51384\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-29 11:29:20.000000+00:00\", \"2019-03-23 13:42:55.000000+00:00\", \"2022-03-25 09:48:09.000000+00:00\", \"2022-02-26 01:45:24.000000+00:00\"], \"session_ids\": [\"1f502b8d-8a8c-4521-999b-a3c7a564da3d\", \"f624f3b0-19d6-498d-bc80-8cb9afe4f505\", \"8ab6fe8f-3fdf-4b75-a5f2-db50139eacf0\", \"219b23b0-9e42-4e7d-8fc2-a64a4d4dfc9a\"], \"total_duration\": 33.0, \"total_sessions\": 4, \"mean_week_duration\": 0.21}, \"1164\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-10-16 21:51:29.000000+00:00\", \"2020-03-25 21:51:23.000000+00:00\"], \"session_ids\": [\"6e3aed39-5030-4483-b8b5-c549afa48d9d\", \"d4883710-8163-4c95-bec4-40666f0ee16a\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 4.78}, \"15591\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-03-21 23:39:57.000000+00:00\", \"2020-09-22 22:31:08.000000+00:00\", \"2020-07-01 12:38:16.000000+00:00\", \"2022-03-15 07:03:59.000000+00:00\", \"2021-07-24 15:26:27.000000+00:00\", \"2019-02-26 00:33:49.000000+00:00\", \"2022-12-19 22:22:53.000000+00:00\", \"2019-04-13 09:12:52.000000+00:00\"], \"session_ids\": [\"844d8782-64a1-432c-a149-439638e26432\", \"5c7050ee-5995-449e-bdbc-fe8c25d73401\", \"cfd65724-5c37-49bd-9d7c-76913f0f74cb\", \"2d70f81b-0add-4424-9654-3261a4ae6be9\", \"247613f5-af89-4ad8-81a4-902aed893a1c\", \"caabb227-6ae9-4072-a360-26389cfc897c\", \"91fb71ce-7fe1-4465-8605-b27dd3792a2b\", \"e31c0973-f7bd-4d2c-817c-98a436e96e65\"], \"total_duration\": 4912.0, \"total_sessions\": 8, \"mean_week_duration\": 24.683}, \"65207\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-08-07 10:18:58.000000+00:00\", \"2019-08-14 09:59:00.000000+00:00\"], \"session_ids\": [\"367fdde9-7c42-4d8f-a2ae-b84b05c599dd\", \"5740bbcd-f33b-4b68-abb3-521f320f31b4\"], \"total_duration\": 288.0, \"total_sessions\": 2, \"mean_week_duration\": 288.0}, \"39607\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-07-03 10:46:24.000000+00:00\", \"2021-01-26 23:57:47.000000+00:00\", \"2019-05-04 23:56:46.000000+00:00\", \"2022-01-31 07:34:06.000000+00:00\", \"2021-04-03 12:42:48.000000+00:00\", \"2019-05-05 05:02:58.000000+00:00\", \"2019-11-10 01:42:51.000000+00:00\", \"2023-06-28 03:07:55.000000+00:00\"], \"session_ids\": [\"35c62466-649a-467c-a47f-f01a19378c62\", \"a82fe1ea-6d84-4466-827b-788471cf8398\", \"86aa42b2-7747-4873-a382-a145d563918b\", \"a8f39b80-022e-4b99-9cf8-91fe5e955902\", \"0b8fe5d8-a0a0-409d-b405-2ac710168df4\", \"508c01af-0395-4f9c-b0a7-dfe5a4692efa\", \"8aeb9b75-26e2-4c81-8023-42be6a5ff8ca\", \"3538e3f9-99e8-4b01-a40f-cde04a5952fd\"], \"total_duration\": 4874.0, \"total_sessions\": 8, \"mean_week_duration\": 22.461}, \"26735\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2020-03-15 04:33:46.000000+00:00\", \"2022-01-19 13:09:21.000000+00:00\", \"2022-06-10 22:08:50.000000+00:00\", \"2021-11-25 07:20:06.000000+00:00\", \"2023-01-18 09:30:10.000000+00:00\", \"2022-07-30 18:35:15.000000+00:00\", \"2023-01-06 00:34:48.000000+00:00\", \"2020-11-04 19:50:17.000000+00:00\", \"2021-12-12 03:48:32.000000+00:00\", \"2022-08-05 16:53:52.000000+00:00\"], \"session_ids\": [\"d52c2c51-4999-487c-9e39-68ac511370ce\", \"f2a6c96f-10a8-42d0-890c-034c7681a3be\", \"ef505c1b-5496-4603-8d96-6fbaf9f071f0\", \"eeca7e26-1a82-43b5-b974-3d135b49f39a\", \"59bff4d2-8f0c-4421-a49c-b1b8ee2eb1f1\", \"3f9b7860-e24a-4a53-83b1-1eabe1a12332\", \"b8f99c5b-4408-465d-913d-ce2678e3e8b9\", \"fdd1251b-d3dc-493d-a5c9-9cd3499f3196\", \"e0dc2dc6-ccfd-464e-99e2-15dbfcd4ac3d\", \"cac9b264-eeba-4919-ad53-62531a1847f0\"], \"total_duration\": 39884.0, \"total_sessions\": 10, \"mean_week_duration\": 267.678}, \"88350\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-06-22 09:16:43.000000+00:00\", \"2023-02-24 10:39:30.000000+00:00\", \"2020-10-08 05:04:57.000000+00:00\"], \"session_ids\": [\"6ed89f7d-f655-4e0c-afde-c82a0af0e22e\", \"36948c4d-d7cd-4e5c-aeb2-a47fb85f2999\", \"9e971a3e-bf39-48e4-a10d-2a4b545fe1b3\"], \"total_duration\": 700.0, \"total_sessions\": 3, \"mean_week_duration\": 5.6}, \"81488\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-01-27 09:55:45.000000+00:00\", \"2020-02-12 12:41:26.000000+00:00\", \"2022-08-24 05:18:41.000000+00:00\", \"2019-09-25 18:03:46.000000+00:00\", \"2023-01-27 19:17:37.000000+00:00\", \"2023-06-26 23:53:10.000000+00:00\", \"2021-01-15 16:56:48.000000+00:00\", \"2019-07-29 11:14:23.000000+00:00\"], \"session_ids\": [\"1a5ac12e-d8b9-497a-927b-f08b59f68f2d\", \"96943bf1-e006-48a6-afb7-062e25ffd312\", \"db9dc8a2-b55b-4049-89fa-2bffcf9d468e\", \"ea4d93b5-1bfa-476b-8acf-0e6908347dc8\", \"ef3958ef-129a-4897-9d7e-7c51b8a6ee1b\", \"8e391720-f286-4631-810f-281057ce8a24\", \"fe0bda62-cca4-4a20-bdfd-c1802858729e\", \"b8d341f6-b0a2-40f1-a329-458c29806d1b\"], \"total_duration\": 8710.0, \"total_sessions\": 8, \"mean_week_duration\": 42.696}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 14 and are equal or less than 40" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[14, 40]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"15591\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-03-21 23:39:57.000000+00:00\", \"2020-09-22 22:31:08.000000+00:00\", \"2020-07-01 12:38:16.000000+00:00\", \"2022-03-15 07:03:59.000000+00:00\", \"2021-07-24 15:26:27.000000+00:00\", \"2019-02-26 00:33:49.000000+00:00\", \"2022-12-19 22:22:53.000000+00:00\", \"2019-04-13 09:12:52.000000+00:00\"], \"session_ids\": [\"844d8782-64a1-432c-a149-439638e26432\", \"5c7050ee-5995-449e-bdbc-fe8c25d73401\", \"cfd65724-5c37-49bd-9d7c-76913f0f74cb\", \"2d70f81b-0add-4424-9654-3261a4ae6be9\", \"247613f5-af89-4ad8-81a4-902aed893a1c\", \"caabb227-6ae9-4072-a360-26389cfc897c\", \"91fb71ce-7fe1-4465-8605-b27dd3792a2b\", \"e31c0973-f7bd-4d2c-817c-98a436e96e65\"], \"total_duration\": 4912.0, \"total_sessions\": 8, \"mean_week_duration\": 24.683}, \"39607\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-07-03 10:46:24.000000+00:00\", \"2021-01-26 23:57:47.000000+00:00\", \"2019-05-04 23:56:46.000000+00:00\", \"2022-01-31 07:34:06.000000+00:00\", \"2021-04-03 12:42:48.000000+00:00\", \"2019-05-05 05:02:58.000000+00:00\", \"2019-11-10 01:42:51.000000+00:00\", \"2023-06-28 03:07:55.000000+00:00\"], \"session_ids\": [\"35c62466-649a-467c-a47f-f01a19378c62\", \"a82fe1ea-6d84-4466-827b-788471cf8398\", \"86aa42b2-7747-4873-a382-a145d563918b\", \"a8f39b80-022e-4b99-9cf8-91fe5e955902\", \"0b8fe5d8-a0a0-409d-b405-2ac710168df4\", \"508c01af-0395-4f9c-b0a7-dfe5a4692efa\", \"8aeb9b75-26e2-4c81-8023-42be6a5ff8ca\", \"3538e3f9-99e8-4b01-a40f-cde04a5952fd\"], \"total_duration\": 4874.0, \"total_sessions\": 8, \"mean_week_duration\": 22.461}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"39607\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-07-03 10:46:24.000000+00:00\", \"2021-01-26 23:57:47.000000+00:00\", \"2019-05-04 23:56:46.000000+00:00\", \"2022-01-31 07:34:06.000000+00:00\", \"2021-04-03 12:42:48.000000+00:00\", \"2019-05-05 05:02:58.000000+00:00\", \"2019-11-10 01:42:51.000000+00:00\", \"2023-06-28 03:07:55.000000+00:00\"], \"session_ids\": [\"35c62466-649a-467c-a47f-f01a19378c62\", \"a82fe1ea-6d84-4466-827b-788471cf8398\", \"86aa42b2-7747-4873-a382-a145d563918b\", \"a8f39b80-022e-4b99-9cf8-91fe5e955902\", \"0b8fe5d8-a0a0-409d-b405-2ac710168df4\", \"508c01af-0395-4f9c-b0a7-dfe5a4692efa\", \"8aeb9b75-26e2-4c81-8023-42be6a5ff8ca\", \"3538e3f9-99e8-4b01-a40f-cde04a5952fd\"], \"total_duration\": 4874.0, \"total_sessions\": 8, \"mean_week_duration\": 22.461}}, {\"15591\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-03-21 23:39:57.000000+00:00\", \"2020-09-22 22:31:08.000000+00:00\", \"2020-07-01 12:38:16.000000+00:00\", \"2022-03-15 07:03:59.000000+00:00\", \"2021-07-24 15:26:27.000000+00:00\", \"2019-02-26 00:33:49.000000+00:00\", \"2022-12-19 22:22:53.000000+00:00\", \"2019-04-13 09:12:52.000000+00:00\"], \"session_ids\": [\"844d8782-64a1-432c-a149-439638e26432\", \"5c7050ee-5995-449e-bdbc-fe8c25d73401\", \"cfd65724-5c37-49bd-9d7c-76913f0f74cb\", \"2d70f81b-0add-4424-9654-3261a4ae6be9\", \"247613f5-af89-4ad8-81a4-902aed893a1c\", \"caabb227-6ae9-4072-a360-26389cfc897c\", \"91fb71ce-7fe1-4465-8605-b27dd3792a2b\", \"e31c0973-f7bd-4d2c-817c-98a436e96e65\"], \"total_duration\": 4912.0, \"total_sessions\": 8, \"mean_week_duration\": 24.683}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"39607\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-07-03 10:46:24.000000+00:00\", \"2021-01-26 23:57:47.000000+00:00\", \"2019-05-04 23:56:46.000000+00:00\", \"2022-01-31 07:34:06.000000+00:00\", \"2021-04-03 12:42:48.000000+00:00\", \"2019-05-05 05:02:58.000000+00:00\", \"2019-11-10 01:42:51.000000+00:00\", \"2023-06-28 03:07:55.000000+00:00\"], \"session_ids\": [\"35c62466-649a-467c-a47f-f01a19378c62\", \"a82fe1ea-6d84-4466-827b-788471cf8398\", \"86aa42b2-7747-4873-a382-a145d563918b\", \"a8f39b80-022e-4b99-9cf8-91fe5e955902\", \"0b8fe5d8-a0a0-409d-b405-2ac710168df4\", \"508c01af-0395-4f9c-b0a7-dfe5a4692efa\", \"8aeb9b75-26e2-4c81-8023-42be6a5ff8ca\", \"3538e3f9-99e8-4b01-a40f-cde04a5952fd\"], \"total_duration\": 4874.0, \"total_sessions\": 8, \"mean_week_duration\": 22.461}}, {\"15591\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-03-21 23:39:57.000000+00:00\", \"2020-09-22 22:31:08.000000+00:00\", \"2020-07-01 12:38:16.000000+00:00\", \"2022-03-15 07:03:59.000000+00:00\", \"2021-07-24 15:26:27.000000+00:00\", \"2019-02-26 00:33:49.000000+00:00\", \"2022-12-19 22:22:53.000000+00:00\", \"2019-04-13 09:12:52.000000+00:00\"], \"session_ids\": [\"844d8782-64a1-432c-a149-439638e26432\", \"5c7050ee-5995-449e-bdbc-fe8c25d73401\", \"cfd65724-5c37-49bd-9d7c-76913f0f74cb\", \"2d70f81b-0add-4424-9654-3261a4ae6be9\", \"247613f5-af89-4ad8-81a4-902aed893a1c\", \"caabb227-6ae9-4072-a360-26389cfc897c\", \"91fb71ce-7fe1-4465-8605-b27dd3792a2b\", \"e31c0973-f7bd-4d2c-817c-98a436e96e65\"], \"total_duration\": 4912.0, \"total_sessions\": 8, \"mean_week_duration\": 24.683}}]\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[{\"39607\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-07-03 10:46:24.000000+00:00\", \"2021-01-26 23:57:47.000000+00:00\", \"2019-05-04 23:56:46.000000+00:00\", \"2022-01-31 07:34:06.000000+00:00\", \"2021-04-03 12:42:48.000000+00:00\", \"2019-05-05 05:02:58.000000+00:00\", \"2019-11-10 01:42:51.000000+00:00\", \"2023-06-28 03:07:55.000000+00:00\"], \"session_ids\": [\"35c62466-649a-467c-a47f-f01a19378c62\", \"a82fe1ea-6d84-4466-827b-788471cf8398\", \"86aa42b2-7747-4873-a382-a145d563918b\", \"a8f39b80-022e-4b99-9cf8-91fe5e955902\", \"0b8fe5d8-a0a0-409d-b405-2ac710168df4\", \"508c01af-0395-4f9c-b0a7-dfe5a4692efa\", \"8aeb9b75-26e2-4c81-8023-42be6a5ff8ca\", \"3538e3f9-99e8-4b01-a40f-cde04a5952fd\"], \"total_duration\": 4874.0, \"total_sessions\": 8, \"mean_week_duration\": 22.461}}, {\"15591\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-03-21 23:39:57.000000+00:00\", \"2020-09-22 22:31:08.000000+00:00\", \"2020-07-01 12:38:16.000000+00:00\", \"2022-03-15 07:03:59.000000+00:00\", \"2021-07-24 15:26:27.000000+00:00\", \"2019-02-26 00:33:49.000000+00:00\", \"2022-12-19 22:22:53.000000+00:00\", \"2019-04-13 09:12:52.000000+00:00\"], \"session_ids\": [\"844d8782-64a1-432c-a149-439638e26432\", \"5c7050ee-5995-449e-bdbc-fe8c25d73401\", \"cfd65724-5c37-49bd-9d7c-76913f0f74cb\", \"2d70f81b-0add-4424-9654-3261a4ae6be9\", \"247613f5-af89-4ad8-81a4-902aed893a1c\", \"caabb227-6ae9-4072-a360-26389cfc897c\", \"91fb71ce-7fe1-4465-8605-b27dd3792a2b\", \"e31c0973-f7bd-4d2c-817c-98a436e96e65\"], \"total_duration\": 4912.0, \"total_sessions\": 8, \"mean_week_duration\": 24.683}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about 7 users with a total duration amount that is lower than 1033, exclusive 1033 also apply sorting by town title risingly plus provide me only with 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"37332\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-14 01:27:20.000000+00:00\", \"2023-01-11 01:31:08.000000+00:00\"], \"session_ids\": [\"910d1cae-1b73-4861-b61f-42f4fbaba2a1\", \"a5c5adf5-1bd8-47e5-998d-a984ee0e3a8b\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 3.423}, \"47193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-05-01 05:14:28.000000+00:00\", \"2020-05-22 01:30:05.000000+00:00\", \"2022-04-18 05:43:22.000000+00:00\", \"2020-04-07 13:52:45.000000+00:00\", \"2022-06-27 10:22:17.000000+00:00\"], \"session_ids\": [\"fa5ac15d-b653-4116-bb6b-d660fe893781\", \"3826360f-15f0-4402-b050-882593c8d7a6\", \"1ab14597-8b93-4333-b612-a595980df521\", \"0084ad9d-e1be-4c46-b15b-515d4315d1dc\", \"b2b3b52d-7d67-45b7-b8eb-e8984416863d\"], \"total_duration\": 114.0, \"total_sessions\": 5, \"mean_week_duration\": 0.983}, \"32695\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-04-04 01:06:07.000000+00:00\", \"2019-04-02 14:00:08.000000+00:00\"], \"session_ids\": [\"4ced9a8b-42e2-4f0f-bdbe-174fdb9c4b6a\", \"8b4e355e-3f30-4b4d-82e6-7cf6ea9ba1ae\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 1.177}, \"12599\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-11-02 01:04:52.000000+00:00\", \"2020-12-18 17:15:05.000000+00:00\", \"2022-06-07 09:14:33.000000+00:00\", \"2019-01-31 04:45:44.000000+00:00\", \"2019-04-20 19:52:46.000000+00:00\", \"2020-02-14 21:40:38.000000+00:00\", \"2021-06-10 08:06:28.000000+00:00\", \"2020-10-19 04:50:33.000000+00:00\", \"2021-06-10 08:53:17.000000+00:00\"], \"session_ids\": [\"a030bd46-5b7b-41ea-b7cc-1abbde2b34fb\", \"02bb8dd1-dcf0-41ee-9a59-f47d8a8c263d\", \"40f000fd-c3d9-4a21-890e-adbcba8b264d\", \"59d05acf-204a-47cb-b8d1-02a16a9115ee\", \"8bc5dfd5-767b-4e15-9aaa-e2a99a884555\", \"80f2f957-3978-434d-ba9c-a905228eda71\", \"b9dbf96f-cd09-49f3-9377-405be03f7f7c\", \"32b214a5-50ce-42e4-9568-89c096290850\", \"25e48326-613e-4e88-8a89-eabc09695f80\"], \"total_duration\": 915.0, \"total_sessions\": 9, \"mean_week_duration\": 5.229}, \"58874\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-12 09:55:28.000000+00:00\", \"2022-07-05 20:30:56.000000+00:00\"], \"session_ids\": [\"ff782726-6fc4-4dd5-bc44-5ec8935c6867\", \"b6eac367-a99f-4dbd-a1e6-5544dcaa04c4\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.099}, \"39186\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-12-06 00:00:33.000000+00:00\", \"2023-03-16 18:06:48.000000+00:00\", \"2021-06-20 12:40:33.000000+00:00\", \"2019-10-22 15:31:12.000000+00:00\"], \"session_ids\": [\"c4b3cf4e-e7b8-48e0-9c02-5a155f4a413b\", \"c3e90cd8-1fc3-4315-bf11-d2a798a94982\", \"892f3bd1-a94f-4608-b042-0091411c3d33\", \"c9af5f02-1eec-42c8-b039-5f1b26a26af8\"], \"total_duration\": 1438.0, \"total_sessions\": 4, \"mean_week_duration\": 8.079}, \"45077\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-04-06 02:34:26.000000+00:00\", \"2019-06-26 04:42:48.000000+00:00\", \"2020-05-28 03:40:22.000000+00:00\", \"2020-11-04 08:03:40.000000+00:00\"], \"session_ids\": [\"1cbdcaa5-2717-477d-976f-f9d5d515b41b\", \"c0255b6d-1a21-4811-ad3d-1515bdde3fc3\", \"4f1b5a06-39f8-4928-b8c0-1f0c71d2127e\", \"9339d284-cd1d-40dd-b7ef-a4728fe96e2f\"], \"total_duration\": 249.0, \"total_sessions\": 4, \"mean_week_duration\": 3.507}, \"61037\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-26 22:18:47.000000+00:00\", \"2021-04-11 15:34:00.000000+00:00\"], \"session_ids\": [\"eb3537e0-da57-4b7f-89cd-51ed926482a5\", \"87be631d-4f13-4c80-91b9-34f9fa3b1854\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.894}, \"44478\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-10-03 17:30:09.000000+00:00\", \"2021-02-08 04:23:26.000000+00:00\"], \"session_ids\": [\"c6c83796-9929-4842-a782-df3f207d1b7d\", \"c84a4edd-ceff-4b1a-8b1c-fab2e2727d76\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.824}, \"4329\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-03 22:27:04.000000+00:00\", \"2023-06-25 07:17:47.000000+00:00\", \"2020-12-04 20:14:15.000000+00:00\", \"2023-02-11 01:51:51.000000+00:00\", \"2019-05-25 22:38:31.000000+00:00\", \"2021-08-09 10:33:05.000000+00:00\"], \"session_ids\": [\"326657da-8bd8-4c99-b85d-8738edd434b9\", \"7291975f-012f-4a70-b7b1-a8b07fffbab1\", \"14278671-82de-43d4-9838-8cd6b1cc9f4e\", \"8c71904d-e1f1-40bd-a504-a9895cf82b53\", \"cb9641e4-34d8-470f-b255-37ee5847e9dc\", \"6cae5a97-488d-40a1-92af-54554c03a0bb\"], \"total_duration\": 1510.0, \"total_sessions\": 6, \"mean_week_duration\": 7.089}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are less than 1033" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[1033, 3647]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"37332\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-14 01:27:20.000000+00:00\", \"2023-01-11 01:31:08.000000+00:00\"], \"session_ids\": [\"910d1cae-1b73-4861-b61f-42f4fbaba2a1\", \"a5c5adf5-1bd8-47e5-998d-a984ee0e3a8b\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 3.423}, \"47193\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-05-01 05:14:28.000000+00:00\", \"2020-05-22 01:30:05.000000+00:00\", \"2022-04-18 05:43:22.000000+00:00\", \"2020-04-07 13:52:45.000000+00:00\", \"2022-06-27 10:22:17.000000+00:00\"], \"session_ids\": [\"fa5ac15d-b653-4116-bb6b-d660fe893781\", \"3826360f-15f0-4402-b050-882593c8d7a6\", \"1ab14597-8b93-4333-b612-a595980df521\", \"0084ad9d-e1be-4c46-b15b-515d4315d1dc\", \"b2b3b52d-7d67-45b7-b8eb-e8984416863d\"], \"total_duration\": 114.0, \"total_sessions\": 5, \"mean_week_duration\": 0.983}, \"32695\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-04-04 01:06:07.000000+00:00\", \"2019-04-02 14:00:08.000000+00:00\"], \"session_ids\": [\"4ced9a8b-42e2-4f0f-bdbe-174fdb9c4b6a\", \"8b4e355e-3f30-4b4d-82e6-7cf6ea9ba1ae\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 1.177}, \"12599\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-11-02 01:04:52.000000+00:00\", \"2020-12-18 17:15:05.000000+00:00\", \"2022-06-07 09:14:33.000000+00:00\", \"2019-01-31 04:45:44.000000+00:00\", \"2019-04-20 19:52:46.000000+00:00\", \"2020-02-14 21:40:38.000000+00:00\", \"2021-06-10 08:06:28.000000+00:00\", \"2020-10-19 04:50:33.000000+00:00\", \"2021-06-10 08:53:17.000000+00:00\"], \"session_ids\": [\"a030bd46-5b7b-41ea-b7cc-1abbde2b34fb\", \"02bb8dd1-dcf0-41ee-9a59-f47d8a8c263d\", \"40f000fd-c3d9-4a21-890e-adbcba8b264d\", \"59d05acf-204a-47cb-b8d1-02a16a9115ee\", \"8bc5dfd5-767b-4e15-9aaa-e2a99a884555\", \"80f2f957-3978-434d-ba9c-a905228eda71\", \"b9dbf96f-cd09-49f3-9377-405be03f7f7c\", \"32b214a5-50ce-42e4-9568-89c096290850\", \"25e48326-613e-4e88-8a89-eabc09695f80\"], \"total_duration\": 915.0, \"total_sessions\": 9, \"mean_week_duration\": 5.229}, \"58874\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-12 09:55:28.000000+00:00\", \"2022-07-05 20:30:56.000000+00:00\"], \"session_ids\": [\"ff782726-6fc4-4dd5-bc44-5ec8935c6867\", \"b6eac367-a99f-4dbd-a1e6-5544dcaa04c4\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.099}, \"45077\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-04-06 02:34:26.000000+00:00\", \"2019-06-26 04:42:48.000000+00:00\", \"2020-05-28 03:40:22.000000+00:00\", \"2020-11-04 08:03:40.000000+00:00\"], \"session_ids\": [\"1cbdcaa5-2717-477d-976f-f9d5d515b41b\", \"c0255b6d-1a21-4811-ad3d-1515bdde3fc3\", \"4f1b5a06-39f8-4928-b8c0-1f0c71d2127e\", \"9339d284-cd1d-40dd-b7ef-a4728fe96e2f\"], \"total_duration\": 249.0, \"total_sessions\": 4, \"mean_week_duration\": 3.507}, \"61037\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-26 22:18:47.000000+00:00\", \"2021-04-11 15:34:00.000000+00:00\"], \"session_ids\": [\"eb3537e0-da57-4b7f-89cd-51ed926482a5\", \"87be631d-4f13-4c80-91b9-34f9fa3b1854\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.894}, \"44478\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-10-03 17:30:09.000000+00:00\", \"2021-02-08 04:23:26.000000+00:00\"], \"session_ids\": [\"c6c83796-9929-4842-a782-df3f207d1b7d\", \"c84a4edd-ceff-4b1a-8b1c-fab2e2727d76\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.824}}\n```\n" } ]