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[{\"5403\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-15 22:29:32.000000+00:00\", \"2020-03-27 13:17:01.000000+00:00\", \"2020-09-03 10:46:55.000000+00:00\"], \"session_ids\": [\"196bab6e-3a5d-4a35-ac7c-4ebd749d84c3\", \"40d8ef6c-94b6-47ff-adad-da9e6b378b2f\", \"5eb11d91-a464-4e50-a8e7-5579682a770b\"], \"total_duration\": 927.0, \"total_sessions\": 3, \"mean_week_duration\": 15.45}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"5403\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-15 22:29:32.000000+00:00\", \"2020-03-27 13:17:01.000000+00:00\", \"2020-09-03 10:46:55.000000+00:00\"], \"session_ids\": [\"196bab6e-3a5d-4a35-ac7c-4ebd749d84c3\", \"40d8ef6c-94b6-47ff-adad-da9e6b378b2f\", \"5eb11d91-a464-4e50-a8e7-5579682a770b\"], \"total_duration\": 927.0, \"total_sessions\": 3, \"mean_week_duration\": 15.45}}]\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[{\"5403\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-15 22:29:32.000000+00:00\", \"2020-03-27 13:17:01.000000+00:00\", \"2020-09-03 10:46:55.000000+00:00\"], \"session_ids\": [\"196bab6e-3a5d-4a35-ac7c-4ebd749d84c3\", \"40d8ef6c-94b6-47ff-adad-da9e6b378b2f\", \"5eb11d91-a464-4e50-a8e7-5579682a770b\"], \"total_duration\": 927.0, \"total_sessions\": 3, \"mean_week_duration\": 15.45}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about 5 users with a mean_week_duration that is higher than 45 and lower than 22, exclusively , moreover sort by total_sessions 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{\"5496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-07-02 18:51:44.000000+00:00\", \"2019-08-29 07:38:23.000000+00:00\", \"2023-03-25 15:51:04.000000+00:00\", \"2020-02-15 00:09:33.000000+00:00\"], \"session_ids\": [\"f1090a9a-7ae9-40c0-85e6-acdff94f7ed7\", \"9542560c-f782-45e3-b940-633058cc3836\", \"c39e64e5-4ba9-4dbe-9cfb-b817eaa748b5\", \"16244eeb-4643-4deb-a551-ca1f7fbe6256\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.316}, \"90966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-11-19 15:27:12.000000+00:00\", \"2021-06-16 16:05:27.000000+00:00\"], \"session_ids\": [\"3a24147c-0cde-4355-9b55-1f6d355cdb18\", \"8e79701f-cb04-42e2-9ac8-6c7f5ceb434a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 2.609}, \"3286\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-26 03:10:21.000000+00:00\", \"2022-10-11 02:51:29.000000+00:00\"], \"session_ids\": [\"0187e91f-c175-4df5-8408-631ab9ed141f\", \"3808be64-dd08-4de2-a123-cd449dd59e74\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 5.838}, \"8519\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-05 20:15:26.000000+00:00\", \"2020-10-24 16:53:48.000000+00:00\", \"2022-07-20 14:20:14.000000+00:00\", \"2022-11-29 01:15:40.000000+00:00\", \"2022-01-31 19:01:24.000000+00:00\", \"2019-02-18 18:23:49.000000+00:00\"], \"session_ids\": [\"ec3742db-d436-449d-a771-17655c66f874\", \"7fc9da47-4826-450e-a7ca-5e3efe6ac06b\", \"ceff2528-3a18-4904-9d82-53e4dbf77569\", \"af40ef21-0e15-4593-a7c0-36cecfbd9044\", \"dedf100c-b055-46d4-96f4-4533cfe2c93b\", \"da8b1cb8-1dee-4a98-bddd-d6e60c900561\"], \"total_duration\": 269.0, \"total_sessions\": 6, \"mean_week_duration\": 1.365}, \"50286\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2019-09-10 11:10:39.000000+00:00\", \"2020-04-10 22:39:49.000000+00:00\", \"2023-02-03 12:01:14.000000+00:00\", \"2020-07-23 08:48:06.000000+00:00\", \"2022-12-19 13:13:32.000000+00:00\", \"2021-05-20 06:29:13.000000+00:00\", \"2020-11-20 22:38:03.000000+00:00\", \"2020-04-24 00:06:03.000000+00:00\", \"2019-07-18 07:20:27.000000+00:00\", \"2022-09-15 16:19:22.000000+00:00\", \"2020-09-19 21:40:37.000000+00:00\"], \"session_ids\": [\"120871a2-e459-4da1-8dc6-5f10bf5e375d\", \"20462d58-6855-4231-9496-1e0a70c57c3f\", \"ae22f0de-5a65-4708-b0cc-19773fee4258\", \"f740c333-db4b-42a5-9646-3c0e9dd8e483\", \"fb162fe2-4b68-449e-8cfd-51325ed05210\", \"a6566d96-8cc1-47c1-8336-50c068b973a7\", \"31bc21cd-2b33-416b-949b-f2434789e418\", \"bdd0f39d-fb85-4f33-adbd-c2524c0252b5\", \"9ee7d778-5f26-4f4d-9275-eae90cff6b97\", \"37dc19e6-dafd-468c-bd14-f42c191d8970\", \"7540b4c5-fe8f-4f6b-a52e-fdf83afdbb22\"], \"total_duration\": 307.0, \"total_sessions\": 11, \"mean_week_duration\": 1.651}, \"58491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-06 09:06:07.000000+00:00\", \"2021-07-11 07:32:18.000000+00:00\"], \"session_ids\": [\"257af146-5686-49ac-acbd-5bc46475d3db\", \"ea86834a-51c3-4378-aa5b-efaba7bcde59\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 6.101}, \"84103\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-07-13 06:34:48.000000+00:00\", \"2020-03-18 00:47:36.000000+00:00\"], \"session_ids\": [\"e65f5039-50ea-449b-8a6a-e4026a0fe668\", \"f820f985-e123-412a-a6dc-9f9554ffc243\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 1.551}, \"18455\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-09-06 01:34:11.000000+00:00\", \"2023-03-23 03:37:16.000000+00:00\", \"2021-09-27 20:25:01.000000+00:00\"], \"session_ids\": [\"fcae2208-f767-4d73-8cc0-d8fba5b0f1f2\", \"97bc24fd-8043-44f7-a8f0-db0e94cecdd0\", \"5414aba8-424a-4895-bf9d-6c776aa9bd3a\"], \"total_duration\": 755.0, \"total_sessions\": 3, \"mean_week_duration\": 9.679}, \"11509\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-02-20 07:12:52.000000+00:00\", \"2021-10-09 23:23:06.000000+00:00\", \"2023-02-05 03:15:37.000000+00:00\"], \"session_ids\": [\"607348f1-1780-450f-a216-ebb02695bdaa\", \"34f845d6-2189-4519-b446-d046083ba45f\", \"2993851a-d6e1-47b8-b9fc-97cda52e5385\"], \"total_duration\": 997.0, \"total_sessions\": 3, \"mean_week_duration\": 4.816}, \"98347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-06-01 23:00:55.000000+00:00\", \"2022-09-19 13:27:07.000000+00:00\"], \"session_ids\": [\"666de514-77c7-40f1-9cd9-4d55da7944a0\", \"1293a6fa-ab2d-4bd7-af89-97322c2084e0\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 1.025}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are less than 22 and are greater than 45" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[22, 45]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"5496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-07-02 18:51:44.000000+00:00\", \"2019-08-29 07:38:23.000000+00:00\", \"2023-03-25 15:51:04.000000+00:00\", \"2020-02-15 00:09:33.000000+00:00\"], \"session_ids\": [\"f1090a9a-7ae9-40c0-85e6-acdff94f7ed7\", \"9542560c-f782-45e3-b940-633058cc3836\", \"c39e64e5-4ba9-4dbe-9cfb-b817eaa748b5\", \"16244eeb-4643-4deb-a551-ca1f7fbe6256\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.316}, \"90966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-11-19 15:27:12.000000+00:00\", \"2021-06-16 16:05:27.000000+00:00\"], \"session_ids\": [\"3a24147c-0cde-4355-9b55-1f6d355cdb18\", \"8e79701f-cb04-42e2-9ac8-6c7f5ceb434a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 2.609}, \"3286\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-26 03:10:21.000000+00:00\", \"2022-10-11 02:51:29.000000+00:00\"], \"session_ids\": [\"0187e91f-c175-4df5-8408-631ab9ed141f\", \"3808be64-dd08-4de2-a123-cd449dd59e74\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 5.838}, \"8519\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-05 20:15:26.000000+00:00\", \"2020-10-24 16:53:48.000000+00:00\", \"2022-07-20 14:20:14.000000+00:00\", \"2022-11-29 01:15:40.000000+00:00\", \"2022-01-31 19:01:24.000000+00:00\", \"2019-02-18 18:23:49.000000+00:00\"], \"session_ids\": [\"ec3742db-d436-449d-a771-17655c66f874\", \"7fc9da47-4826-450e-a7ca-5e3efe6ac06b\", \"ceff2528-3a18-4904-9d82-53e4dbf77569\", \"af40ef21-0e15-4593-a7c0-36cecfbd9044\", \"dedf100c-b055-46d4-96f4-4533cfe2c93b\", \"da8b1cb8-1dee-4a98-bddd-d6e60c900561\"], \"total_duration\": 269.0, \"total_sessions\": 6, \"mean_week_duration\": 1.365}, \"50286\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2019-09-10 11:10:39.000000+00:00\", \"2020-04-10 22:39:49.000000+00:00\", \"2023-02-03 12:01:14.000000+00:00\", \"2020-07-23 08:48:06.000000+00:00\", \"2022-12-19 13:13:32.000000+00:00\", \"2021-05-20 06:29:13.000000+00:00\", \"2020-11-20 22:38:03.000000+00:00\", \"2020-04-24 00:06:03.000000+00:00\", \"2019-07-18 07:20:27.000000+00:00\", \"2022-09-15 16:19:22.000000+00:00\", \"2020-09-19 21:40:37.000000+00:00\"], \"session_ids\": [\"120871a2-e459-4da1-8dc6-5f10bf5e375d\", \"20462d58-6855-4231-9496-1e0a70c57c3f\", \"ae22f0de-5a65-4708-b0cc-19773fee4258\", \"f740c333-db4b-42a5-9646-3c0e9dd8e483\", \"fb162fe2-4b68-449e-8cfd-51325ed05210\", \"a6566d96-8cc1-47c1-8336-50c068b973a7\", \"31bc21cd-2b33-416b-949b-f2434789e418\", \"bdd0f39d-fb85-4f33-adbd-c2524c0252b5\", \"9ee7d778-5f26-4f4d-9275-eae90cff6b97\", \"37dc19e6-dafd-468c-bd14-f42c191d8970\", \"7540b4c5-fe8f-4f6b-a52e-fdf83afdbb22\"], \"total_duration\": 307.0, \"total_sessions\": 11, \"mean_week_duration\": 1.651}, \"58491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-06 09:06:07.000000+00:00\", \"2021-07-11 07:32:18.000000+00:00\"], \"session_ids\": [\"257af146-5686-49ac-acbd-5bc46475d3db\", \"ea86834a-51c3-4378-aa5b-efaba7bcde59\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 6.101}, \"84103\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-07-13 06:34:48.000000+00:00\", \"2020-03-18 00:47:36.000000+00:00\"], \"session_ids\": [\"e65f5039-50ea-449b-8a6a-e4026a0fe668\", \"f820f985-e123-412a-a6dc-9f9554ffc243\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 1.551}, \"18455\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-09-06 01:34:11.000000+00:00\", \"2023-03-23 03:37:16.000000+00:00\", \"2021-09-27 20:25:01.000000+00:00\"], \"session_ids\": [\"fcae2208-f767-4d73-8cc0-d8fba5b0f1f2\", \"97bc24fd-8043-44f7-a8f0-db0e94cecdd0\", \"5414aba8-424a-4895-bf9d-6c776aa9bd3a\"], \"total_duration\": 755.0, \"total_sessions\": 3, \"mean_week_duration\": 9.679}, \"11509\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-02-20 07:12:52.000000+00:00\", \"2021-10-09 23:23:06.000000+00:00\", \"2023-02-05 03:15:37.000000+00:00\"], \"session_ids\": [\"607348f1-1780-450f-a216-ebb02695bdaa\", \"34f845d6-2189-4519-b446-d046083ba45f\", \"2993851a-d6e1-47b8-b9fc-97cda52e5385\"], \"total_duration\": 997.0, \"total_sessions\": 3, \"mean_week_duration\": 4.816}, \"98347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-06-01 23:00:55.000000+00:00\", \"2022-09-19 13:27:07.000000+00:00\"], \"session_ids\": [\"666de514-77c7-40f1-9cd9-4d55da7944a0\", \"1293a6fa-ab2d-4bd7-af89-97322c2084e0\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 1.025}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"50286\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2019-09-10 11:10:39.000000+00:00\", \"2020-04-10 22:39:49.000000+00:00\", \"2023-02-03 12:01:14.000000+00:00\", \"2020-07-23 08:48:06.000000+00:00\", \"2022-12-19 13:13:32.000000+00:00\", \"2021-05-20 06:29:13.000000+00:00\", \"2020-11-20 22:38:03.000000+00:00\", \"2020-04-24 00:06:03.000000+00:00\", \"2019-07-18 07:20:27.000000+00:00\", \"2022-09-15 16:19:22.000000+00:00\", \"2020-09-19 21:40:37.000000+00:00\"], \"session_ids\": [\"120871a2-e459-4da1-8dc6-5f10bf5e375d\", \"20462d58-6855-4231-9496-1e0a70c57c3f\", \"ae22f0de-5a65-4708-b0cc-19773fee4258\", \"f740c333-db4b-42a5-9646-3c0e9dd8e483\", \"fb162fe2-4b68-449e-8cfd-51325ed05210\", \"a6566d96-8cc1-47c1-8336-50c068b973a7\", \"31bc21cd-2b33-416b-949b-f2434789e418\", \"bdd0f39d-fb85-4f33-adbd-c2524c0252b5\", \"9ee7d778-5f26-4f4d-9275-eae90cff6b97\", \"37dc19e6-dafd-468c-bd14-f42c191d8970\", \"7540b4c5-fe8f-4f6b-a52e-fdf83afdbb22\"], \"total_duration\": 307.0, \"total_sessions\": 11, \"mean_week_duration\": 1.651}}, {\"8519\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-05 20:15:26.000000+00:00\", \"2020-10-24 16:53:48.000000+00:00\", \"2022-07-20 14:20:14.000000+00:00\", \"2022-11-29 01:15:40.000000+00:00\", \"2022-01-31 19:01:24.000000+00:00\", \"2019-02-18 18:23:49.000000+00:00\"], \"session_ids\": [\"ec3742db-d436-449d-a771-17655c66f874\", \"7fc9da47-4826-450e-a7ca-5e3efe6ac06b\", \"ceff2528-3a18-4904-9d82-53e4dbf77569\", \"af40ef21-0e15-4593-a7c0-36cecfbd9044\", \"dedf100c-b055-46d4-96f4-4533cfe2c93b\", \"da8b1cb8-1dee-4a98-bddd-d6e60c900561\"], \"total_duration\": 269.0, \"total_sessions\": 6, \"mean_week_duration\": 1.365}}, {\"5496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-07-02 18:51:44.000000+00:00\", \"2019-08-29 07:38:23.000000+00:00\", \"2023-03-25 15:51:04.000000+00:00\", \"2020-02-15 00:09:33.000000+00:00\"], \"session_ids\": [\"f1090a9a-7ae9-40c0-85e6-acdff94f7ed7\", \"9542560c-f782-45e3-b940-633058cc3836\", \"c39e64e5-4ba9-4dbe-9cfb-b817eaa748b5\", \"16244eeb-4643-4deb-a551-ca1f7fbe6256\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.316}}, {\"18455\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-09-06 01:34:11.000000+00:00\", \"2023-03-23 03:37:16.000000+00:00\", \"2021-09-27 20:25:01.000000+00:00\"], \"session_ids\": [\"fcae2208-f767-4d73-8cc0-d8fba5b0f1f2\", \"97bc24fd-8043-44f7-a8f0-db0e94cecdd0\", \"5414aba8-424a-4895-bf9d-6c776aa9bd3a\"], \"total_duration\": 755.0, \"total_sessions\": 3, \"mean_week_duration\": 9.679}}, {\"11509\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-02-20 07:12:52.000000+00:00\", \"2021-10-09 23:23:06.000000+00:00\", \"2023-02-05 03:15:37.000000+00:00\"], \"session_ids\": [\"607348f1-1780-450f-a216-ebb02695bdaa\", \"34f845d6-2189-4519-b446-d046083ba45f\", \"2993851a-d6e1-47b8-b9fc-97cda52e5385\"], \"total_duration\": 997.0, \"total_sessions\": 3, \"mean_week_duration\": 4.816}}, {\"90966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-11-19 15:27:12.000000+00:00\", \"2021-06-16 16:05:27.000000+00:00\"], \"session_ids\": [\"3a24147c-0cde-4355-9b55-1f6d355cdb18\", \"8e79701f-cb04-42e2-9ac8-6c7f5ceb434a\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 2.609}}, {\"3286\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-06-26 03:10:21.000000+00:00\", \"2022-10-11 02:51:29.000000+00:00\"], \"session_ids\": [\"0187e91f-c175-4df5-8408-631ab9ed141f\", \"3808be64-dd08-4de2-a123-cd449dd59e74\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 5.838}}, {\"58491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-06 09:06:07.000000+00:00\", \"2021-07-11 07:32:18.000000+00:00\"], \"session_ids\": [\"257af146-5686-49ac-acbd-5bc46475d3db\", \"ea86834a-51c3-4378-aa5b-efaba7bcde59\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 6.101}}, {\"84103\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-07-13 06:34:48.000000+00:00\", \"2020-03-18 00:47:36.000000+00:00\"], \"session_ids\": [\"e65f5039-50ea-449b-8a6a-e4026a0fe668\", \"f820f985-e123-412a-a6dc-9f9554ffc243\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 1.551}}, {\"98347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-06-01 23:00:55.000000+00:00\", \"2022-09-19 13:27:07.000000+00:00\"], \"session_ids\": [\"666de514-77c7-40f1-9cd9-4d55da7944a0\", \"1293a6fa-ab2d-4bd7-af89-97322c2084e0\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 1.025}}]\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[{\"50286\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2019-09-10 11:10:39.000000+00:00\", \"2020-04-10 22:39:49.000000+00:00\", \"2023-02-03 12:01:14.000000+00:00\", \"2020-07-23 08:48:06.000000+00:00\", \"2022-12-19 13:13:32.000000+00:00\", \"2021-05-20 06:29:13.000000+00:00\", \"2020-11-20 22:38:03.000000+00:00\", \"2020-04-24 00:06:03.000000+00:00\", \"2019-07-18 07:20:27.000000+00:00\", \"2022-09-15 16:19:22.000000+00:00\", \"2020-09-19 21:40:37.000000+00:00\"], \"session_ids\": [\"120871a2-e459-4da1-8dc6-5f10bf5e375d\", \"20462d58-6855-4231-9496-1e0a70c57c3f\", \"ae22f0de-5a65-4708-b0cc-19773fee4258\", \"f740c333-db4b-42a5-9646-3c0e9dd8e483\", \"fb162fe2-4b68-449e-8cfd-51325ed05210\", \"a6566d96-8cc1-47c1-8336-50c068b973a7\", \"31bc21cd-2b33-416b-949b-f2434789e418\", \"bdd0f39d-fb85-4f33-adbd-c2524c0252b5\", \"9ee7d778-5f26-4f4d-9275-eae90cff6b97\", \"37dc19e6-dafd-468c-bd14-f42c191d8970\", \"7540b4c5-fe8f-4f6b-a52e-fdf83afdbb22\"], \"total_duration\": 307.0, \"total_sessions\": 11, \"mean_week_duration\": 1.651}}, {\"8519\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-05 20:15:26.000000+00:00\", \"2020-10-24 16:53:48.000000+00:00\", \"2022-07-20 14:20:14.000000+00:00\", \"2022-11-29 01:15:40.000000+00:00\", \"2022-01-31 19:01:24.000000+00:00\", \"2019-02-18 18:23:49.000000+00:00\"], \"session_ids\": [\"ec3742db-d436-449d-a771-17655c66f874\", \"7fc9da47-4826-450e-a7ca-5e3efe6ac06b\", \"ceff2528-3a18-4904-9d82-53e4dbf77569\", \"af40ef21-0e15-4593-a7c0-36cecfbd9044\", \"dedf100c-b055-46d4-96f4-4533cfe2c93b\", \"da8b1cb8-1dee-4a98-bddd-d6e60c900561\"], \"total_duration\": 269.0, \"total_sessions\": 6, \"mean_week_duration\": 1.365}}, {\"5496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-07-02 18:51:44.000000+00:00\", \"2019-08-29 07:38:23.000000+00:00\", \"2023-03-25 15:51:04.000000+00:00\", \"2020-02-15 00:09:33.000000+00:00\"], \"session_ids\": [\"f1090a9a-7ae9-40c0-85e6-acdff94f7ed7\", \"9542560c-f782-45e3-b940-633058cc3836\", \"c39e64e5-4ba9-4dbe-9cfb-b817eaa748b5\", \"16244eeb-4643-4deb-a551-ca1f7fbe6256\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.316}}, {\"18455\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-09-06 01:34:11.000000+00:00\", \"2023-03-23 03:37:16.000000+00:00\", \"2021-09-27 20:25:01.000000+00:00\"], \"session_ids\": [\"fcae2208-f767-4d73-8cc0-d8fba5b0f1f2\", \"97bc24fd-8043-44f7-a8f0-db0e94cecdd0\", \"5414aba8-424a-4895-bf9d-6c776aa9bd3a\"], \"total_duration\": 755.0, \"total_sessions\": 3, \"mean_week_duration\": 9.679}}, {\"11509\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-02-20 07:12:52.000000+00:00\", \"2021-10-09 23:23:06.000000+00:00\", \"2023-02-05 03:15:37.000000+00:00\"], \"session_ids\": [\"607348f1-1780-450f-a216-ebb02695bdaa\", \"34f845d6-2189-4519-b446-d046083ba45f\", \"2993851a-d6e1-47b8-b9fc-97cda52e5385\"], \"total_duration\": 997.0, \"total_sessions\": 3, \"mean_week_duration\": 4.816}}]\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[{\"50286\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2019-09-10 11:10:39.000000+00:00\", \"2020-04-10 22:39:49.000000+00:00\", \"2023-02-03 12:01:14.000000+00:00\", \"2020-07-23 08:48:06.000000+00:00\", \"2022-12-19 13:13:32.000000+00:00\", \"2021-05-20 06:29:13.000000+00:00\", \"2020-11-20 22:38:03.000000+00:00\", \"2020-04-24 00:06:03.000000+00:00\", \"2019-07-18 07:20:27.000000+00:00\", \"2022-09-15 16:19:22.000000+00:00\", \"2020-09-19 21:40:37.000000+00:00\"], \"session_ids\": [\"120871a2-e459-4da1-8dc6-5f10bf5e375d\", \"20462d58-6855-4231-9496-1e0a70c57c3f\", \"ae22f0de-5a65-4708-b0cc-19773fee4258\", \"f740c333-db4b-42a5-9646-3c0e9dd8e483\", \"fb162fe2-4b68-449e-8cfd-51325ed05210\", \"a6566d96-8cc1-47c1-8336-50c068b973a7\", \"31bc21cd-2b33-416b-949b-f2434789e418\", \"bdd0f39d-fb85-4f33-adbd-c2524c0252b5\", \"9ee7d778-5f26-4f4d-9275-eae90cff6b97\", \"37dc19e6-dafd-468c-bd14-f42c191d8970\", \"7540b4c5-fe8f-4f6b-a52e-fdf83afdbb22\"], \"total_duration\": 307.0, \"total_sessions\": 11, \"mean_week_duration\": 1.651}}, {\"8519\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-05 20:15:26.000000+00:00\", \"2020-10-24 16:53:48.000000+00:00\", \"2022-07-20 14:20:14.000000+00:00\", \"2022-11-29 01:15:40.000000+00:00\", \"2022-01-31 19:01:24.000000+00:00\", \"2019-02-18 18:23:49.000000+00:00\"], \"session_ids\": [\"ec3742db-d436-449d-a771-17655c66f874\", \"7fc9da47-4826-450e-a7ca-5e3efe6ac06b\", \"ceff2528-3a18-4904-9d82-53e4dbf77569\", \"af40ef21-0e15-4593-a7c0-36cecfbd9044\", \"dedf100c-b055-46d4-96f4-4533cfe2c93b\", \"da8b1cb8-1dee-4a98-bddd-d6e60c900561\"], \"total_duration\": 269.0, \"total_sessions\": 6, \"mean_week_duration\": 1.365}}, {\"5496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-07-02 18:51:44.000000+00:00\", \"2019-08-29 07:38:23.000000+00:00\", \"2023-03-25 15:51:04.000000+00:00\", \"2020-02-15 00:09:33.000000+00:00\"], \"session_ids\": [\"f1090a9a-7ae9-40c0-85e6-acdff94f7ed7\", \"9542560c-f782-45e3-b940-633058cc3836\", \"c39e64e5-4ba9-4dbe-9cfb-b817eaa748b5\", \"16244eeb-4643-4deb-a551-ca1f7fbe6256\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.316}}, {\"18455\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-09-06 01:34:11.000000+00:00\", \"2023-03-23 03:37:16.000000+00:00\", \"2021-09-27 20:25:01.000000+00:00\"], \"session_ids\": [\"fcae2208-f767-4d73-8cc0-d8fba5b0f1f2\", \"97bc24fd-8043-44f7-a8f0-db0e94cecdd0\", \"5414aba8-424a-4895-bf9d-6c776aa9bd3a\"], \"total_duration\": 755.0, \"total_sessions\": 3, \"mean_week_duration\": 9.679}}, {\"11509\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-02-20 07:12:52.000000+00:00\", \"2021-10-09 23:23:06.000000+00:00\", \"2023-02-05 03:15:37.000000+00:00\"], \"session_ids\": [\"607348f1-1780-450f-a216-ebb02695bdaa\", \"34f845d6-2189-4519-b446-d046083ba45f\", \"2993851a-d6e1-47b8-b9fc-97cda52e5385\"], \"total_duration\": 997.0, \"total_sessions\": 3, \"mean_week_duration\": 4.816}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about 2 users who are living in city Vienna plus sort by sum of sessions risingly in addition display only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"32399\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-03-12 09:53:53.000000+00:00\", \"2019-09-16 11:12:26.000000+00:00\", \"2021-05-01 19:45:44.000000+00:00\"], \"session_ids\": [\"764d2822-b7ca-4347-9e1f-6192f2decadb\", \"7e17c74a-4f98-45ea-bafe-aade24ee5685\", \"35841382-423c-4e5c-9d77-8b8eb19bad85\"], \"total_duration\": 36.0, \"total_sessions\": 3, \"mean_week_duration\": 0.424}, \"97833\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-10-20 14:26:12.000000+00:00\", \"2020-12-05 09:54:39.000000+00:00\"], \"session_ids\": [\"35ed7650-e4f7-446c-a057-d65eafcf7b14\", \"3590d5c8-ff97-401f-9163-732ae1b238f5\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.543}, \"62810\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-27 00:09:53.000000+00:00\", \"2022-12-13 03:00:09.000000+00:00\", \"2023-04-03 11:03:20.000000+00:00\", \"2019-11-25 11:22:38.000000+00:00\"], \"session_ids\": [\"f30bf1da-2c5d-4672-98c3-b884466b5ab6\", \"0b13ec89-aa4f-42cf-a438-ed60bedbece3\", \"5832acdb-9b99-48f2-b01a-6439e3c1e274\", \"6bbf191f-dd3f-41dd-b9a5-6ee394d9be51\"], \"total_duration\": 299.0, \"total_sessions\": 4, \"mean_week_duration\": 1.709}, \"3825\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-03 07:09:15.000000+00:00\", \"2021-08-26 03:05:39.000000+00:00\"], \"session_ids\": [\"ccd9a40f-bb20-4299-b39a-5cdb85e96932\", \"e2f8e939-bf5d-432b-982d-0e9c23e8b580\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 4.083}, \"69337\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-10 21:31:51.000000+00:00\", \"2021-09-22 11:36:26.000000+00:00\", \"2021-12-31 06:47:03.000000+00:00\", \"2022-12-20 17:52:46.000000+00:00\", \"2023-03-10 09:08:49.000000+00:00\", \"2020-11-10 19:03:16.000000+00:00\"], \"session_ids\": [\"4e80a2f6-5745-479c-ac3c-4699724b7531\", \"3db15a85-776b-40da-8a7c-0ce05c533054\", \"08f4530a-12c3-4195-b818-6aaf387914d5\", \"3c183fa9-9455-4818-aa12-6d3e80cdd35e\", \"951254cc-8f9e-4876-ac39-1878a3c04377\", \"7f5ede7a-7018-4043-bfa9-32f536aba8b8\"], \"total_duration\": 2785.0, \"total_sessions\": 6, \"mean_week_duration\": 18.322}, \"14073\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-20 18:08:36.000000+00:00\", \"2021-07-20 09:00:09.000000+00:00\", \"2021-01-20 04:04:03.000000+00:00\", \"2019-07-27 09:24:26.000000+00:00\"], \"session_ids\": [\"3ab75ddb-2d5f-41c3-a301-5fa1616cc046\", \"67288084-0e86-4d66-919b-e42192d47a2d\", \"9f2098ea-0bdf-44f0-82fb-25c6f4fd5fc2\", \"c01ba92a-d346-4403-ac51-799cc85bbaea\"], \"total_duration\": 297.0, \"total_sessions\": 4, \"mean_week_duration\": 2.856}, \"22966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-06-20 04:09:12.000000+00:00\", \"2019-10-04 19:55:27.000000+00:00\", \"2022-09-06 21:02:27.000000+00:00\"], \"session_ids\": [\"ada8fdbc-7894-4825-9fb9-fa2cf99fb8ea\", \"fb1a3f09-4fc1-428b-a792-6bd73e639978\", \"49d38f6e-0493-4c48-80b6-4a9818850a8a\"], \"total_duration\": 61.0, \"total_sessions\": 3, \"mean_week_duration\": 0.399}, \"80173\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-08 17:01:34.000000+00:00\", \"2020-08-16 02:04:05.000000+00:00\"], \"session_ids\": [\"60b48f95-e571-4133-a9b1-b31aa2a23987\", \"5f30e024-dc95-42fe-9e62-4d46bfa2f93d\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 28.533}, \"33447\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-01 17:33:45.000000+00:00\", \"2022-04-20 14:22:13.000000+00:00\", \"2020-04-16 12:11:05.000000+00:00\"], \"session_ids\": [\"e626d77e-4856-4246-8078-90145528650f\", \"0a77c511-e86c-4f63-9154-c0113cafecd0\", \"03390d0b-e5dd-476b-a797-658b6cc707a9\"], \"total_duration\": 49.0, \"total_sessions\": 3, \"mean_week_duration\": 0.308}, \"67596\": {\"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\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-01-24 12:55:45.000000+00:00\", \"2023-02-18 04:31:11.000000+00:00\"], \"session_ids\": [\"5084a91d-0862-4d6c-a742-34dab82ff90a\", \"5ea3b69f-3a40-4b99-a35d-dc3d2e91a4e0\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 1.607}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose 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{\"67596\": {\"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\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-01-24 12:55:45.000000+00:00\", \"2023-02-18 04:31:11.000000+00:00\"], \"session_ids\": [\"5084a91d-0862-4d6c-a742-34dab82ff90a\", \"5ea3b69f-3a40-4b99-a35d-dc3d2e91a4e0\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 1.607}}\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[{\"67596\": {\"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\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-01-24 12:55:45.000000+00:00\", \"2023-02-18 04:31:11.000000+00:00\"], \"session_ids\": [\"5084a91d-0862-4d6c-a742-34dab82ff90a\", \"5ea3b69f-3a40-4b99-a35d-dc3d2e91a4e0\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 1.607}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"67596\": {\"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\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-01-24 12:55:45.000000+00:00\", \"2023-02-18 04:31:11.000000+00:00\"], \"session_ids\": [\"5084a91d-0862-4d6c-a742-34dab82ff90a\", \"5ea3b69f-3a40-4b99-a35d-dc3d2e91a4e0\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 1.607}}]\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[{\"67596\": {\"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\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-01-24 12:55:45.000000+00:00\", \"2023-02-18 04:31:11.000000+00:00\"], \"session_ids\": [\"5084a91d-0862-4d6c-a742-34dab82ff90a\", \"5ea3b69f-3a40-4b99-a35d-dc3d2e91a4e0\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 1.607}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about 7 users whose duration of sessions per week is staying below 6, exclusively 6 , moreover put to use sorting by duration of sessions per week decliningly additionaly get rid of all records, except 4." } ]
[ { "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{\"87545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-06 22:50:24.000000+00:00\", \"2020-11-05 12:44:31.000000+00:00\", \"2020-05-21 00:27:29.000000+00:00\", \"2022-06-27 06:51:49.000000+00:00\", \"2021-05-18 07:39:26.000000+00:00\"], \"session_ids\": [\"b6bd9783-7539-4c7a-a9e9-3947519967ef\", \"d2547fe0-8a8e-404e-ace3-82a840b6d970\", \"ba03370e-1fdf-4d19-98ca-e141ad325f13\", \"e2614cdb-3a64-43e5-be0a-3ff1a541f41e\", \"d0bd9f1b-2997-461c-a863-6629d0bdb36d\"], \"total_duration\": 1783.0, \"total_sessions\": 5, \"mean_week_duration\": 16.209}, \"39852\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-10-20 18:28:00.000000+00:00\", \"2022-08-31 11:23:47.000000+00:00\"], \"session_ids\": [\"8542c53d-04cf-44bd-8d47-4e1d02a70a88\", \"e089ac49-2520-42ad-bd50-1c33da2f43c5\"], \"total_duration\": 438.0, \"total_sessions\": 2, \"mean_week_duration\": 9.733}, \"44529\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-23 23:36:23.000000+00:00\", \"2020-02-27 06:09:32.000000+00:00\"], \"session_ids\": [\"cb7d44f7-c119-4be0-bd39-ca1cc9f0aca7\", \"06a39990-5dc2-4acb-8b26-20ffcee7162a\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 1.529}, \"47737\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-10 02:50:12.000000+00:00\", \"2020-07-29 15:47:11.000000+00:00\", \"2021-08-09 14:07:50.000000+00:00\"], \"session_ids\": [\"4320b9b4-8716-4f3f-9eb4-c217a3394dea\", \"f4b3a517-c307-447d-9ec7-dd65b296918a\", \"548f0261-3e1b-492f-9e2a-9d3c9408c442\"], \"total_duration\": 796.0, \"total_sessions\": 3, \"mean_week_duration\": 13.492}, \"77330\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-03 22:25:53.000000+00:00\", \"2019-06-21 14:23:02.000000+00:00\", \"2021-08-29 21:00:47.000000+00:00\", \"2019-06-15 01:56:39.000000+00:00\"], \"session_ids\": [\"570863ed-7159-408a-a5b3-fa5646dea15e\", \"168f5757-6a53-49cc-b990-b5adec7a1288\", \"6a849928-a961-42ed-8c82-baecc2c124a6\", \"ef7e6156-f2da-4a44-be2c-7cbc03ca12ef\"], \"total_duration\": 740.0, \"total_sessions\": 4, \"mean_week_duration\": 6.379}, \"79960\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-17 10:06:07.000000+00:00\", \"2019-06-01 12:11:56.000000+00:00\"], \"session_ids\": [\"3527ca2b-c931-4a75-95dc-c669fe51622f\", \"c39b1882-cd92-4fb6-bc07-cfb07884f05a\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 1.19}, \"61131\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-06-27 05:00:42.000000+00:00\", \"2019-06-20 01:19:34.000000+00:00\"], \"session_ids\": [\"f6d3fec0-c08d-4826-974c-772086a1ad57\", \"b237ea88-fba0-4eda-8e19-47745c9aee61\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 0.937}, \"17008\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-02-11 00:26:33.000000+00:00\", \"2022-04-09 15:16:14.000000+00:00\", \"2021-03-04 00:38:00.000000+00:00\"], \"session_ids\": [\"0168d960-7d94-4f73-97c9-9db8d0539ac0\", \"5a90347e-7106-4dac-9d14-cde75f906ca5\", \"31bf46d9-1a13-4c2d-a363-373be8604dc8\"], \"total_duration\": 679.0, \"total_sessions\": 3, \"mean_week_duration\": 11.131}, \"41249\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-27 23:54:19.000000+00:00\", \"2019-02-23 03:18:45.000000+00:00\", \"2022-12-03 19:55:22.000000+00:00\"], \"session_ids\": [\"bf02782b-8788-4474-a3d7-e965a9943daf\", \"8a598eb4-292d-4d06-9060-f7cfaed9ab6d\", \"b21badcc-853a-41b5-92a5-dfeb668a3a79\"], \"total_duration\": 158.0, \"total_sessions\": 3, \"mean_week_duration\": 0.802}, \"65292\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-13 13:42:50.000000+00:00\", \"2021-07-25 02:58:36.000000+00:00\", \"2021-01-11 01:15:43.000000+00:00\"], \"session_ids\": [\"26439f74-52d3-4796-ba3c-e20d51526a75\", \"87854ed1-fa23-466a-bdc1-a8d8d6d5f0d2\", \"c2cfc73a-f6a0-4392-b158-0ef8ddcd498c\"], \"total_duration\": 174.0, \"total_sessions\": 3, \"mean_week_duration\": 4.35}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 6" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[6, 29]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"44529\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-23 23:36:23.000000+00:00\", \"2020-02-27 06:09:32.000000+00:00\"], \"session_ids\": [\"cb7d44f7-c119-4be0-bd39-ca1cc9f0aca7\", \"06a39990-5dc2-4acb-8b26-20ffcee7162a\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 1.529}, \"79960\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-17 10:06:07.000000+00:00\", \"2019-06-01 12:11:56.000000+00:00\"], \"session_ids\": [\"3527ca2b-c931-4a75-95dc-c669fe51622f\", \"c39b1882-cd92-4fb6-bc07-cfb07884f05a\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 1.19}, \"61131\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-06-27 05:00:42.000000+00:00\", \"2019-06-20 01:19:34.000000+00:00\"], \"session_ids\": [\"f6d3fec0-c08d-4826-974c-772086a1ad57\", \"b237ea88-fba0-4eda-8e19-47745c9aee61\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 0.937}, \"41249\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-27 23:54:19.000000+00:00\", \"2019-02-23 03:18:45.000000+00:00\", \"2022-12-03 19:55:22.000000+00:00\"], \"session_ids\": [\"bf02782b-8788-4474-a3d7-e965a9943daf\", \"8a598eb4-292d-4d06-9060-f7cfaed9ab6d\", \"b21badcc-853a-41b5-92a5-dfeb668a3a79\"], \"total_duration\": 158.0, \"total_sessions\": 3, \"mean_week_duration\": 0.802}, \"65292\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-13 13:42:50.000000+00:00\", \"2021-07-25 02:58:36.000000+00:00\", \"2021-01-11 01:15:43.000000+00:00\"], \"session_ids\": [\"26439f74-52d3-4796-ba3c-e20d51526a75\", \"87854ed1-fa23-466a-bdc1-a8d8d6d5f0d2\", \"c2cfc73a-f6a0-4392-b158-0ef8ddcd498c\"], \"total_duration\": 174.0, \"total_sessions\": 3, \"mean_week_duration\": 4.35}}\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[{\"65292\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-13 13:42:50.000000+00:00\", \"2021-07-25 02:58:36.000000+00:00\", \"2021-01-11 01:15:43.000000+00:00\"], \"session_ids\": [\"26439f74-52d3-4796-ba3c-e20d51526a75\", \"87854ed1-fa23-466a-bdc1-a8d8d6d5f0d2\", \"c2cfc73a-f6a0-4392-b158-0ef8ddcd498c\"], \"total_duration\": 174.0, \"total_sessions\": 3, \"mean_week_duration\": 4.35}}, {\"44529\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-23 23:36:23.000000+00:00\", \"2020-02-27 06:09:32.000000+00:00\"], \"session_ids\": [\"cb7d44f7-c119-4be0-bd39-ca1cc9f0aca7\", \"06a39990-5dc2-4acb-8b26-20ffcee7162a\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 1.529}}, {\"79960\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-17 10:06:07.000000+00:00\", \"2019-06-01 12:11:56.000000+00:00\"], \"session_ids\": [\"3527ca2b-c931-4a75-95dc-c669fe51622f\", \"c39b1882-cd92-4fb6-bc07-cfb07884f05a\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 1.19}}, {\"61131\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-06-27 05:00:42.000000+00:00\", \"2019-06-20 01:19:34.000000+00:00\"], \"session_ids\": [\"f6d3fec0-c08d-4826-974c-772086a1ad57\", \"b237ea88-fba0-4eda-8e19-47745c9aee61\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 0.937}}, {\"41249\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-27 23:54:19.000000+00:00\", \"2019-02-23 03:18:45.000000+00:00\", \"2022-12-03 19:55:22.000000+00:00\"], \"session_ids\": [\"bf02782b-8788-4474-a3d7-e965a9943daf\", \"8a598eb4-292d-4d06-9060-f7cfaed9ab6d\", \"b21badcc-853a-41b5-92a5-dfeb668a3a79\"], \"total_duration\": 158.0, \"total_sessions\": 3, \"mean_week_duration\": 0.802}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65292\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-13 13:42:50.000000+00:00\", \"2021-07-25 02:58:36.000000+00:00\", \"2021-01-11 01:15:43.000000+00:00\"], \"session_ids\": [\"26439f74-52d3-4796-ba3c-e20d51526a75\", \"87854ed1-fa23-466a-bdc1-a8d8d6d5f0d2\", \"c2cfc73a-f6a0-4392-b158-0ef8ddcd498c\"], \"total_duration\": 174.0, \"total_sessions\": 3, \"mean_week_duration\": 4.35}}, {\"44529\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-23 23:36:23.000000+00:00\", \"2020-02-27 06:09:32.000000+00:00\"], \"session_ids\": [\"cb7d44f7-c119-4be0-bd39-ca1cc9f0aca7\", \"06a39990-5dc2-4acb-8b26-20ffcee7162a\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 1.529}}, {\"79960\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-17 10:06:07.000000+00:00\", \"2019-06-01 12:11:56.000000+00:00\"], \"session_ids\": [\"3527ca2b-c931-4a75-95dc-c669fe51622f\", \"c39b1882-cd92-4fb6-bc07-cfb07884f05a\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 1.19}}, {\"61131\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-06-27 05:00:42.000000+00:00\", \"2019-06-20 01:19:34.000000+00:00\"], \"session_ids\": [\"f6d3fec0-c08d-4826-974c-772086a1ad57\", \"b237ea88-fba0-4eda-8e19-47745c9aee61\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 0.937}}]\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[{\"65292\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-13 13:42:50.000000+00:00\", \"2021-07-25 02:58:36.000000+00:00\", \"2021-01-11 01:15:43.000000+00:00\"], \"session_ids\": [\"26439f74-52d3-4796-ba3c-e20d51526a75\", \"87854ed1-fa23-466a-bdc1-a8d8d6d5f0d2\", \"c2cfc73a-f6a0-4392-b158-0ef8ddcd498c\"], \"total_duration\": 174.0, \"total_sessions\": 3, \"mean_week_duration\": 4.35}}, {\"44529\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-23 23:36:23.000000+00:00\", \"2020-02-27 06:09:32.000000+00:00\"], \"session_ids\": [\"cb7d44f7-c119-4be0-bd39-ca1cc9f0aca7\", \"06a39990-5dc2-4acb-8b26-20ffcee7162a\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 1.529}}, {\"79960\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-17 10:06:07.000000+00:00\", \"2019-06-01 12:11:56.000000+00:00\"], \"session_ids\": [\"3527ca2b-c931-4a75-95dc-c669fe51622f\", \"c39b1882-cd92-4fb6-bc07-cfb07884f05a\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 1.19}}, {\"61131\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-06-27 05:00:42.000000+00:00\", \"2019-06-20 01:19:34.000000+00:00\"], \"session_ids\": [\"f6d3fec0-c08d-4826-974c-772086a1ad57\", \"b237ea88-fba0-4eda-8e19-47745c9aee61\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 0.937}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding users who currently live in city Istanbul additionaly sort by city naming ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"23322\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-30 03:08:20.000000+00:00\", \"2022-02-08 20:00:34.000000+00:00\", \"2019-05-07 15:16:47.000000+00:00\"], \"session_ids\": [\"7c387234-0c73-4c03-a469-ecd42a300fca\", \"e11f8aa1-a855-457c-b8a0-be71dcac89d3\", \"ba618b05-186c-42e3-a330-5f71bd71d551\"], \"total_duration\": 748.0, \"total_sessions\": 3, \"mean_week_duration\": 3.528}, \"71122\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-23 22:48:19.000000+00:00\", \"2022-02-12 15:34:34.000000+00:00\"], \"session_ids\": [\"384867d8-31a6-4c72-95cd-026b5d783845\", \"bd75255b-e433-45c9-bec4-9d7e15dead26\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 5.714}, \"93040\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-04-17 06:49:10.000000+00:00\", \"2020-01-24 12:36:11.000000+00:00\", \"2022-08-28 11:32:03.000000+00:00\"], \"session_ids\": [\"fad1ca77-01a3-4c5a-87e9-6e2d9beb1963\", \"4c0264be-d641-4ddd-ad25-55477f170f42\", \"2be57f8a-b4dd-459d-a835-62dea51bdfc1\"], \"total_duration\": 152.0, \"total_sessions\": 3, \"mean_week_duration\": 0.899}, \"16931\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-06-03 01:21:13.000000+00:00\", \"2020-06-08 14:22:04.000000+00:00\", \"2020-09-05 20:00:11.000000+00:00\"], \"session_ids\": [\"fa4bcdb5-df58-4f7f-b652-54ac09b4ed21\", \"6346267f-d77d-48a2-b4a9-f4dec8da7afe\", \"96b9e4f2-ce8c-4084-a3b3-ce2fe127d8c3\"], \"total_duration\": 700.0, \"total_sessions\": 3, \"mean_week_duration\": 10.606}, \"46600\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-05-25 16:24:16.000000+00:00\", \"2023-06-28 05:26:31.000000+00:00\"], \"session_ids\": [\"07907f61-fd5c-4362-a4d1-fd125e361985\", \"cea60eb2-7e96-4898-b429-187ec077032e\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 3.982}, \"3061\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-20 02:19:11.000000+00:00\", \"2023-01-20 01:49:17.000000+00:00\", \"2021-01-16 10:43:33.000000+00:00\", \"2020-05-02 12:13:35.000000+00:00\", \"2019-04-17 11:52:22.000000+00:00\", \"2021-10-16 01:08:27.000000+00:00\", \"2019-07-14 19:32:01.000000+00:00\", \"2020-11-22 22:37:16.000000+00:00\", \"2023-01-29 10:36:40.000000+00:00\"], \"session_ids\": [\"f22452b2-a93e-48c8-bae3-4f03b6f146d0\", \"8d584191-d24d-4bea-8d06-41f4bbd53929\", \"b54c4a86-98de-4cd0-a36d-2570f650d7d2\", \"de548b0b-bfa5-41a7-b5cc-46fc117b2ce8\", \"c2775465-b1e7-4eb7-96f4-e50ede19e8c0\", \"9894a8c9-0af3-47d6-85f2-61a0f6d375bd\", \"9f91be3b-0d88-41a2-984e-39a08a1e7b57\", \"593d97c9-8734-4b42-9dbd-c5e69c68ff21\", \"4468ac0e-9bdc-4376-8b9a-30f3ad6ac980\"], \"total_duration\": 12791.0, \"total_sessions\": 9, \"mean_week_duration\": 64.601}, \"17988\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-01-24 17:37:35.000000+00:00\", \"2020-06-11 09:57:11.000000+00:00\"], \"session_ids\": [\"4d3ffc08-0b7c-4341-bea7-b88c099c7b38\", \"da911e64-94f7-41e8-86a4-a7e44368d2b6\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 1.153}, \"10293\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 9, \"Play Game Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2020-04-17 12:43:49.000000+00:00\", \"2020-07-10 17:19:48.000000+00:00\", \"2020-01-11 10:25:28.000000+00:00\", \"2020-11-12 06:50:28.000000+00:00\", \"2020-08-17 21:42:02.000000+00:00\", \"2020-07-13 19:01:00.000000+00:00\"], \"session_ids\": [\"c7b1e3d7-4c78-4bb5-9441-e295450f71a4\", \"5a1895fc-fa29-4b9d-b594-9903e7a9d003\", \"a6a410b7-bfef-4b81-8719-b47b01883a5c\", \"d6083c38-c4d3-4439-9b87-b5041a732ac6\", \"fac07144-78b2-440f-b4d2-34ab898106a8\", \"00157a07-5d9f-42e1-ba0b-c727515746db\"], \"total_duration\": 172.0, \"total_sessions\": 6, \"mean_week_duration\": 3.909}, \"66997\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-08 17:21:37.000000+00:00\", \"2022-06-25 11:40:33.000000+00:00\", \"2022-09-25 12:34:32.000000+00:00\", \"2019-11-07 02:29:35.000000+00:00\"], \"session_ids\": [\"c18862f9-a052-41c9-9360-63abd715883b\", \"ebd5449f-8cab-46b9-96d8-8cf5a936d267\", \"385d9ff7-f659-4021-b899-fa41c5dde8a3\", \"6a7b537d-005e-4698-916f-4b80d1d4d82b\"], \"total_duration\": 823.0, \"total_sessions\": 4, \"mean_week_duration\": 5.45}, \"38014\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-01-19 18:29:33.000000+00:00\", \"2022-08-26 21:53:15.000000+00:00\"], \"session_ids\": [\"02b554bf-9514-4865-968e-58e8e9a8ba3b\", \"101637cd-0b5b-4e38-b090-4a8183560d91\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.243}}\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 there is nothing to show to the requester, I need to tell the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about 8 users who have time using the app per week strictly smaller than 25 and also strictly bigger than 1 in addition perform sorting by total_duration in desc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"61775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-09-14 14:33:27.000000+00:00\", \"2020-05-27 14:23:33.000000+00:00\"], \"session_ids\": [\"8a01e168-9c84-4de0-9673-cc898c14544c\", \"1b922886-7569-4f3e-9b8c-be2aa6c7b9f0\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.838}, \"4553\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-02 15:10:58.000000+00:00\", \"2023-05-20 02:12:08.000000+00:00\", \"2021-11-30 05:21:17.000000+00:00\"], \"session_ids\": [\"31ab65ca-557f-43df-bd24-1afcd025283b\", \"db43e0ed-73c4-4117-8915-10b17b672fa9\", \"92dd0207-a171-43f2-8b31-8a19c76d8068\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 1.014}, \"8102\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-12 04:31:12.000000+00:00\", \"2020-03-15 14:13:49.000000+00:00\", \"2020-12-22 23:51:40.000000+00:00\"], \"session_ids\": [\"f3fa2e84-e701-4d84-b36a-388f0c69bddf\", \"7980c770-dd32-42e4-a778-a9a035d54295\", \"0693a983-ad32-4c30-b028-9b350dd284a4\"], \"total_duration\": 176.0, \"total_sessions\": 3, \"mean_week_duration\": 1.231}, \"55847\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-11-03 15:51:54.000000+00:00\", \"2021-07-27 18:17:47.000000+00:00\", \"2021-09-21 07:43:26.000000+00:00\", \"2022-06-22 19:22:11.000000+00:00\", \"2019-11-15 19:29:20.000000+00:00\", \"2019-07-03 15:12:31.000000+00:00\", \"2022-01-14 01:14:49.000000+00:00\"], \"session_ids\": [\"6677929a-4a4f-4881-b1e2-9673154593b9\", \"8e246404-8b0e-4a57-b038-46ace582c7ed\", \"1c30d7c5-f34f-4adf-8ded-98558e37ce51\", \"09d988e3-0916-472c-823f-76d1370a9dd2\", \"b6934a69-7a63-4f9c-9b86-7cce14056c7e\", \"a6dd23f1-8b1c-4fa2-b691-68d6555c4f11\", \"d12c8e62-a343-447b-9791-3ea3be8813a8\"], \"total_duration\": 6614.0, \"total_sessions\": 7, \"mean_week_duration\": 37.794}, \"77690\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-06 18:38:59.000000+00:00\", \"2021-10-21 04:31:03.000000+00:00\", \"2020-12-26 19:23:07.000000+00:00\", \"2020-08-08 14:01:30.000000+00:00\", \"2021-04-03 17:30:17.000000+00:00\", \"2019-06-11 09:13:47.000000+00:00\"], \"session_ids\": [\"a581daea-0979-4c90-a536-f9f95b60427e\", \"1a550c5d-f87e-4c29-9d19-876adb50b83e\", \"3c547fd9-e8d0-4377-b214-498ec4fbc07b\", \"84ba4d04-83eb-459a-9b2b-df32b2873931\", \"ebbb2238-678c-44ca-88e8-08b99f354997\", \"103906bc-647a-434d-8c1c-78386287e9d6\"], \"total_duration\": 308.0, \"total_sessions\": 6, \"mean_week_duration\": 1.613}, \"66953\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-02-28 04:08:36.000000+00:00\", \"2019-04-30 00:07:44.000000+00:00\", \"2023-05-13 04:35:17.000000+00:00\"], \"session_ids\": [\"84e70f34-0a32-40dc-b717-28a80f0282f8\", \"75309884-0628-4bfc-972a-3444c4143610\", \"ae908fef-06da-410e-bcb8-5617ab42adbf\"], \"total_duration\": 969.0, \"total_sessions\": 3, \"mean_week_duration\": 4.592}, \"85130\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-08-28 20:43:41.000000+00:00\", \"2022-09-03 09:55:13.000000+00:00\"], \"session_ids\": [\"02e74b13-4326-40f7-b93e-7c44ae93ba04\", \"557785ba-39c8-4918-978b-2cb4b6757af5\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.429}, \"81497\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-13 03:41:51.000000+00:00\", \"2019-12-13 19:08:49.000000+00:00\"], \"session_ids\": [\"98b43af0-31a8-444c-abe0-b71beb16e69f\", \"19031602-5728-4cee-9759-f1224ee88ea6\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.22}, \"69332\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-03-29 01:30:14.000000+00:00\", \"2021-05-23 11:30:45.000000+00:00\", \"2020-03-10 09:53:43.000000+00:00\"], \"session_ids\": [\"339c5c98-1eae-4cb0-809c-9a1af1374dd2\", \"9f8e62cc-1c99-4ba7-ba7f-c2429b7cdf99\", \"838952c1-cff2-4c2e-9db0-1dcbcf958244\"], \"total_duration\": 880.0, \"total_sessions\": 3, \"mean_week_duration\": 13.968}, \"18697\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-01-31 15:04:12.000000+00:00\", \"2021-01-08 08:54:03.000000+00:00\"], \"session_ids\": [\"75db1f35-161a-4710-83cb-b3dba0057ce7\", \"5cfa37c2-c486-44d7-b0f0-af3920f97ab0\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 2.347}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 1 and are less than 25" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[1, 25]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"61775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-09-14 14:33:27.000000+00:00\", \"2020-05-27 14:23:33.000000+00:00\"], \"session_ids\": [\"8a01e168-9c84-4de0-9673-cc898c14544c\", \"1b922886-7569-4f3e-9b8c-be2aa6c7b9f0\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.838}, \"4553\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-02 15:10:58.000000+00:00\", \"2023-05-20 02:12:08.000000+00:00\", \"2021-11-30 05:21:17.000000+00:00\"], \"session_ids\": [\"31ab65ca-557f-43df-bd24-1afcd025283b\", \"db43e0ed-73c4-4117-8915-10b17b672fa9\", \"92dd0207-a171-43f2-8b31-8a19c76d8068\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 1.014}, \"8102\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-12 04:31:12.000000+00:00\", \"2020-03-15 14:13:49.000000+00:00\", \"2020-12-22 23:51:40.000000+00:00\"], \"session_ids\": [\"f3fa2e84-e701-4d84-b36a-388f0c69bddf\", \"7980c770-dd32-42e4-a778-a9a035d54295\", \"0693a983-ad32-4c30-b028-9b350dd284a4\"], \"total_duration\": 176.0, \"total_sessions\": 3, \"mean_week_duration\": 1.231}, \"77690\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-06 18:38:59.000000+00:00\", \"2021-10-21 04:31:03.000000+00:00\", \"2020-12-26 19:23:07.000000+00:00\", \"2020-08-08 14:01:30.000000+00:00\", \"2021-04-03 17:30:17.000000+00:00\", \"2019-06-11 09:13:47.000000+00:00\"], \"session_ids\": [\"a581daea-0979-4c90-a536-f9f95b60427e\", \"1a550c5d-f87e-4c29-9d19-876adb50b83e\", \"3c547fd9-e8d0-4377-b214-498ec4fbc07b\", \"84ba4d04-83eb-459a-9b2b-df32b2873931\", \"ebbb2238-678c-44ca-88e8-08b99f354997\", \"103906bc-647a-434d-8c1c-78386287e9d6\"], \"total_duration\": 308.0, \"total_sessions\": 6, \"mean_week_duration\": 1.613}, \"66953\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-02-28 04:08:36.000000+00:00\", \"2019-04-30 00:07:44.000000+00:00\", \"2023-05-13 04:35:17.000000+00:00\"], \"session_ids\": [\"84e70f34-0a32-40dc-b717-28a80f0282f8\", \"75309884-0628-4bfc-972a-3444c4143610\", \"ae908fef-06da-410e-bcb8-5617ab42adbf\"], \"total_duration\": 969.0, \"total_sessions\": 3, \"mean_week_duration\": 4.592}, \"69332\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-03-29 01:30:14.000000+00:00\", \"2021-05-23 11:30:45.000000+00:00\", \"2020-03-10 09:53:43.000000+00:00\"], \"session_ids\": [\"339c5c98-1eae-4cb0-809c-9a1af1374dd2\", \"9f8e62cc-1c99-4ba7-ba7f-c2429b7cdf99\", \"838952c1-cff2-4c2e-9db0-1dcbcf958244\"], \"total_duration\": 880.0, \"total_sessions\": 3, \"mean_week_duration\": 13.968}, \"18697\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-01-31 15:04:12.000000+00:00\", \"2021-01-08 08:54:03.000000+00:00\"], \"session_ids\": [\"75db1f35-161a-4710-83cb-b3dba0057ce7\", \"5cfa37c2-c486-44d7-b0f0-af3920f97ab0\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 2.347}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"66953\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-02-28 04:08:36.000000+00:00\", \"2019-04-30 00:07:44.000000+00:00\", \"2023-05-13 04:35:17.000000+00:00\"], \"session_ids\": [\"84e70f34-0a32-40dc-b717-28a80f0282f8\", \"75309884-0628-4bfc-972a-3444c4143610\", \"ae908fef-06da-410e-bcb8-5617ab42adbf\"], \"total_duration\": 969.0, \"total_sessions\": 3, \"mean_week_duration\": 4.592}}, {\"69332\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-03-29 01:30:14.000000+00:00\", \"2021-05-23 11:30:45.000000+00:00\", \"2020-03-10 09:53:43.000000+00:00\"], \"session_ids\": [\"339c5c98-1eae-4cb0-809c-9a1af1374dd2\", \"9f8e62cc-1c99-4ba7-ba7f-c2429b7cdf99\", \"838952c1-cff2-4c2e-9db0-1dcbcf958244\"], \"total_duration\": 880.0, \"total_sessions\": 3, \"mean_week_duration\": 13.968}}, {\"77690\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-06 18:38:59.000000+00:00\", \"2021-10-21 04:31:03.000000+00:00\", \"2020-12-26 19:23:07.000000+00:00\", \"2020-08-08 14:01:30.000000+00:00\", \"2021-04-03 17:30:17.000000+00:00\", \"2019-06-11 09:13:47.000000+00:00\"], \"session_ids\": [\"a581daea-0979-4c90-a536-f9f95b60427e\", \"1a550c5d-f87e-4c29-9d19-876adb50b83e\", \"3c547fd9-e8d0-4377-b214-498ec4fbc07b\", \"84ba4d04-83eb-459a-9b2b-df32b2873931\", \"ebbb2238-678c-44ca-88e8-08b99f354997\", \"103906bc-647a-434d-8c1c-78386287e9d6\"], \"total_duration\": 308.0, \"total_sessions\": 6, \"mean_week_duration\": 1.613}}, {\"8102\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-12 04:31:12.000000+00:00\", \"2020-03-15 14:13:49.000000+00:00\", \"2020-12-22 23:51:40.000000+00:00\"], \"session_ids\": [\"f3fa2e84-e701-4d84-b36a-388f0c69bddf\", \"7980c770-dd32-42e4-a778-a9a035d54295\", \"0693a983-ad32-4c30-b028-9b350dd284a4\"], \"total_duration\": 176.0, \"total_sessions\": 3, \"mean_week_duration\": 1.231}}, {\"4553\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-02 15:10:58.000000+00:00\", \"2023-05-20 02:12:08.000000+00:00\", \"2021-11-30 05:21:17.000000+00:00\"], \"session_ids\": [\"31ab65ca-557f-43df-bd24-1afcd025283b\", \"db43e0ed-73c4-4117-8915-10b17b672fa9\", \"92dd0207-a171-43f2-8b31-8a19c76d8068\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 1.014}}, {\"18697\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-01-31 15:04:12.000000+00:00\", \"2021-01-08 08:54:03.000000+00:00\"], \"session_ids\": [\"75db1f35-161a-4710-83cb-b3dba0057ce7\", \"5cfa37c2-c486-44d7-b0f0-af3920f97ab0\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 2.347}}, {\"61775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-09-14 14:33:27.000000+00:00\", \"2020-05-27 14:23:33.000000+00:00\"], \"session_ids\": [\"8a01e168-9c84-4de0-9673-cc898c14544c\", \"1b922886-7569-4f3e-9b8c-be2aa6c7b9f0\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.838}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 8 entries and exclude 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[{\"66953\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-02-28 04:08:36.000000+00:00\", \"2019-04-30 00:07:44.000000+00:00\", \"2023-05-13 04:35:17.000000+00:00\"], \"session_ids\": [\"84e70f34-0a32-40dc-b717-28a80f0282f8\", \"75309884-0628-4bfc-972a-3444c4143610\", \"ae908fef-06da-410e-bcb8-5617ab42adbf\"], \"total_duration\": 969.0, \"total_sessions\": 3, \"mean_week_duration\": 4.592}}, {\"69332\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-03-29 01:30:14.000000+00:00\", \"2021-05-23 11:30:45.000000+00:00\", \"2020-03-10 09:53:43.000000+00:00\"], \"session_ids\": [\"339c5c98-1eae-4cb0-809c-9a1af1374dd2\", \"9f8e62cc-1c99-4ba7-ba7f-c2429b7cdf99\", \"838952c1-cff2-4c2e-9db0-1dcbcf958244\"], \"total_duration\": 880.0, \"total_sessions\": 3, \"mean_week_duration\": 13.968}}, {\"77690\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-06 18:38:59.000000+00:00\", \"2021-10-21 04:31:03.000000+00:00\", \"2020-12-26 19:23:07.000000+00:00\", \"2020-08-08 14:01:30.000000+00:00\", \"2021-04-03 17:30:17.000000+00:00\", \"2019-06-11 09:13:47.000000+00:00\"], \"session_ids\": [\"a581daea-0979-4c90-a536-f9f95b60427e\", \"1a550c5d-f87e-4c29-9d19-876adb50b83e\", \"3c547fd9-e8d0-4377-b214-498ec4fbc07b\", \"84ba4d04-83eb-459a-9b2b-df32b2873931\", \"ebbb2238-678c-44ca-88e8-08b99f354997\", \"103906bc-647a-434d-8c1c-78386287e9d6\"], \"total_duration\": 308.0, \"total_sessions\": 6, \"mean_week_duration\": 1.613}}, {\"8102\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-12 04:31:12.000000+00:00\", \"2020-03-15 14:13:49.000000+00:00\", \"2020-12-22 23:51:40.000000+00:00\"], \"session_ids\": [\"f3fa2e84-e701-4d84-b36a-388f0c69bddf\", \"7980c770-dd32-42e4-a778-a9a035d54295\", \"0693a983-ad32-4c30-b028-9b350dd284a4\"], \"total_duration\": 176.0, \"total_sessions\": 3, \"mean_week_duration\": 1.231}}, {\"4553\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-02 15:10:58.000000+00:00\", \"2023-05-20 02:12:08.000000+00:00\", \"2021-11-30 05:21:17.000000+00:00\"], \"session_ids\": [\"31ab65ca-557f-43df-bd24-1afcd025283b\", \"db43e0ed-73c4-4117-8915-10b17b672fa9\", \"92dd0207-a171-43f2-8b31-8a19c76d8068\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 1.014}}, {\"18697\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-01-31 15:04:12.000000+00:00\", \"2021-01-08 08:54:03.000000+00:00\"], \"session_ids\": [\"75db1f35-161a-4710-83cb-b3dba0057ce7\", \"5cfa37c2-c486-44d7-b0f0-af3920f97ab0\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 2.347}}, {\"61775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-09-14 14:33:27.000000+00:00\", \"2020-05-27 14:23:33.000000+00:00\"], \"session_ids\": [\"8a01e168-9c84-4de0-9673-cc898c14544c\", \"1b922886-7569-4f3e-9b8c-be2aa6c7b9f0\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.838}}]\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[{\"66953\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-02-28 04:08:36.000000+00:00\", \"2019-04-30 00:07:44.000000+00:00\", \"2023-05-13 04:35:17.000000+00:00\"], \"session_ids\": [\"84e70f34-0a32-40dc-b717-28a80f0282f8\", \"75309884-0628-4bfc-972a-3444c4143610\", \"ae908fef-06da-410e-bcb8-5617ab42adbf\"], \"total_duration\": 969.0, \"total_sessions\": 3, \"mean_week_duration\": 4.592}}, {\"69332\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-03-29 01:30:14.000000+00:00\", \"2021-05-23 11:30:45.000000+00:00\", \"2020-03-10 09:53:43.000000+00:00\"], \"session_ids\": [\"339c5c98-1eae-4cb0-809c-9a1af1374dd2\", \"9f8e62cc-1c99-4ba7-ba7f-c2429b7cdf99\", \"838952c1-cff2-4c2e-9db0-1dcbcf958244\"], \"total_duration\": 880.0, \"total_sessions\": 3, \"mean_week_duration\": 13.968}}, {\"77690\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-06 18:38:59.000000+00:00\", \"2021-10-21 04:31:03.000000+00:00\", \"2020-12-26 19:23:07.000000+00:00\", \"2020-08-08 14:01:30.000000+00:00\", \"2021-04-03 17:30:17.000000+00:00\", \"2019-06-11 09:13:47.000000+00:00\"], \"session_ids\": [\"a581daea-0979-4c90-a536-f9f95b60427e\", \"1a550c5d-f87e-4c29-9d19-876adb50b83e\", \"3c547fd9-e8d0-4377-b214-498ec4fbc07b\", \"84ba4d04-83eb-459a-9b2b-df32b2873931\", \"ebbb2238-678c-44ca-88e8-08b99f354997\", \"103906bc-647a-434d-8c1c-78386287e9d6\"], \"total_duration\": 308.0, \"total_sessions\": 6, \"mean_week_duration\": 1.613}}, {\"8102\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-12 04:31:12.000000+00:00\", \"2020-03-15 14:13:49.000000+00:00\", \"2020-12-22 23:51:40.000000+00:00\"], \"session_ids\": [\"f3fa2e84-e701-4d84-b36a-388f0c69bddf\", \"7980c770-dd32-42e4-a778-a9a035d54295\", \"0693a983-ad32-4c30-b028-9b350dd284a4\"], \"total_duration\": 176.0, \"total_sessions\": 3, \"mean_week_duration\": 1.231}}, {\"4553\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-02 15:10:58.000000+00:00\", \"2023-05-20 02:12:08.000000+00:00\", \"2021-11-30 05:21:17.000000+00:00\"], \"session_ids\": [\"31ab65ca-557f-43df-bd24-1afcd025283b\", \"db43e0ed-73c4-4117-8915-10b17b672fa9\", \"92dd0207-a171-43f2-8b31-8a19c76d8068\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 1.014}}, {\"18697\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-01-31 15:04:12.000000+00:00\", \"2021-01-08 08:54:03.000000+00:00\"], \"session_ids\": [\"75db1f35-161a-4710-83cb-b3dba0057ce7\", \"5cfa37c2-c486-44d7-b0f0-af3920f97ab0\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 2.347}}, {\"61775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-09-14 14:33:27.000000+00:00\", \"2020-05-27 14:23:33.000000+00:00\"], \"session_ids\": [\"8a01e168-9c84-4de0-9673-cc898c14544c\", \"1b922886-7569-4f3e-9b8c-be2aa6c7b9f0\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.838}}]\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 users pieces of information whose mean_week_duration exceeds 15 while staying below 34, exclusively 34 , and execute sorting by time using the app in ascending , moreover show me only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"26497\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-04-19 13:50:32.000000+00:00\", \"2022-01-12 18:59:19.000000+00:00\"], \"session_ids\": [\"a2940aed-accd-4811-a0af-765b2648f284\", \"ff954e30-76bd-4c40-8bfd-78cb70f710aa\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 3.385}, \"75156\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-04-18 16:53:14.000000+00:00\", \"2019-01-29 20:29:14.000000+00:00\"], \"session_ids\": [\"452d8f65-3b5f-4c7a-9353-d005fad66288\", \"244d6088-1d4c-4822-8bec-606f144636c0\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 12.417}, \"28060\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-12-02 11:37:13.000000+00:00\", \"2021-09-13 09:44:25.000000+00:00\"], \"session_ids\": [\"70bd529d-e453-44e8-be34-ac9546b258f6\", \"0f5f114f-8938-497b-a8a0-1e4b9d9ebd2b\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 7.5}, \"27588\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-09-01 11:36:07.000000+00:00\", \"2020-01-24 03:01:00.000000+00:00\"], \"session_ids\": [\"ffd9b468-3420-43c9-b92b-25550b3dae87\", \"dc7d8fed-b4fb-4721-b0ac-07633cd372e0\"], \"total_duration\": 389.0, \"total_sessions\": 2, \"mean_week_duration\": 2.86}, \"22500\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-05 22:47:43.000000+00:00\", \"2019-08-23 17:09:40.000000+00:00\", \"2022-03-18 01:41:34.000000+00:00\", \"2019-06-29 09:45:47.000000+00:00\"], \"session_ids\": [\"e391eaf5-f2bb-463d-9262-1952fd2d6f9d\", \"cb3b7f22-1640-4870-9065-46110371c4e5\", \"4b92811a-7e18-4f55-b8e4-595d5a2c6f7c\", \"425aed63-3a5b-49d4-aa8d-ccb474afe4e8\"], \"total_duration\": 1954.0, \"total_sessions\": 4, \"mean_week_duration\": 10.339}, \"26455\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-02-03 10:05:45.000000+00:00\", \"2020-07-04 18:22:50.000000+00:00\"], \"session_ids\": [\"097f8ce8-a43b-4609-b7db-50400cb3362c\", \"60f121c1-dc9a-43fa-94f6-18c0f1c862c4\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 1.77}, \"25634\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-03-18 01:50:35.000000+00:00\", \"2022-11-10 15:23:01.000000+00:00\", \"2022-06-21 10:50:31.000000+00:00\", \"2023-03-11 22:38:05.000000+00:00\", \"2020-05-07 22:50:34.000000+00:00\"], \"session_ids\": [\"cb96fcb4-4fc1-464c-b752-4b16d22bac15\", \"053787c3-ab57-4e32-8687-078b17ef2613\", \"04bd2ed6-eeee-464a-b134-551b54405ce3\", \"b060decd-8939-42d5-ad45-69ef9d0262c7\", \"f6308cef-8b87-4ec1-9c68-f9ff8dbc8fec\"], \"total_duration\": 2082.0, \"total_sessions\": 5, \"mean_week_duration\": 10.01}, \"56989\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-05 04:54:08.000000+00:00\", \"2023-05-24 04:28:41.000000+00:00\", \"2022-04-04 12:55:27.000000+00:00\"], \"session_ids\": [\"429780e0-7a2a-4e5d-9a1a-7ed2816dcc7e\", \"db323b44-682d-48f1-9e44-2e1f81f40a6d\", \"5d4d8e01-6396-44a8-83c5-63d0d0d528ac\"], \"total_duration\": 967.0, \"total_sessions\": 3, \"mean_week_duration\": 16.117}, \"28207\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-25 20:31:49.000000+00:00\", \"2022-04-19 06:35:55.000000+00:00\", \"2022-12-01 09:57:49.000000+00:00\"], \"session_ids\": [\"0b7d5f25-5190-4211-bcc7-0c9d299e772f\", \"5ec024ac-0ac0-45ff-b324-22d50bda5cc1\", \"ef542145-dc67-4f40-89bd-072eb2b96ad5\"], \"total_duration\": 833.0, \"total_sessions\": 3, \"mean_week_duration\": 5.142}, \"93741\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-05-17 22:39:38.000000+00:00\", \"2020-04-09 01:45:13.000000+00:00\"], \"session_ids\": [\"bb15f488-43ad-4ad0-9d7a-316721617ca5\", \"fa5dae7d-33c9-436c-8ba4-115fcce06b61\"], \"total_duration\": 468.0, \"total_sessions\": 2, \"mean_week_duration\": 8.069}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or greater than 15 and are less than 34" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[15, 34]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"56989\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-05 04:54:08.000000+00:00\", \"2023-05-24 04:28:41.000000+00:00\", \"2022-04-04 12:55:27.000000+00:00\"], \"session_ids\": [\"429780e0-7a2a-4e5d-9a1a-7ed2816dcc7e\", \"db323b44-682d-48f1-9e44-2e1f81f40a6d\", \"5d4d8e01-6396-44a8-83c5-63d0d0d528ac\"], \"total_duration\": 967.0, \"total_sessions\": 3, \"mean_week_duration\": 16.117}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"56989\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-05 04:54:08.000000+00:00\", \"2023-05-24 04:28:41.000000+00:00\", \"2022-04-04 12:55:27.000000+00:00\"], \"session_ids\": [\"429780e0-7a2a-4e5d-9a1a-7ed2816dcc7e\", \"db323b44-682d-48f1-9e44-2e1f81f40a6d\", \"5d4d8e01-6396-44a8-83c5-63d0d0d528ac\"], \"total_duration\": 967.0, \"total_sessions\": 3, \"mean_week_duration\": 16.117}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"56989\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-05 04:54:08.000000+00:00\", \"2023-05-24 04:28:41.000000+00:00\", \"2022-04-04 12:55:27.000000+00:00\"], \"session_ids\": [\"429780e0-7a2a-4e5d-9a1a-7ed2816dcc7e\", \"db323b44-682d-48f1-9e44-2e1f81f40a6d\", \"5d4d8e01-6396-44a8-83c5-63d0d0d528ac\"], \"total_duration\": 967.0, \"total_sessions\": 3, \"mean_week_duration\": 16.117}}]\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[{\"56989\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-05 04:54:08.000000+00:00\", \"2023-05-24 04:28:41.000000+00:00\", \"2022-04-04 12:55:27.000000+00:00\"], \"session_ids\": [\"429780e0-7a2a-4e5d-9a1a-7ed2816dcc7e\", \"db323b44-682d-48f1-9e44-2e1f81f40a6d\", \"5d4d8e01-6396-44a8-83c5-63d0d0d528ac\"], \"total_duration\": 967.0, \"total_sessions\": 3, \"mean_week_duration\": 16.117}}]\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 whose overall total sessions is strictly greater than 5 and less than 5 as well as do sorting by town_name in asc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"38765\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Sydney\", \"datetimes\": [\"2020-08-02 02:37:48.000000+00:00\", \"2019-12-12 12:38:38.000000+00:00\"], \"session_ids\": [\"8573190c-336d-4671-9bff-70e7e6ebfb3d\", \"22f24e35-d051-49d2-853b-7dfa1c6d1801\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.853}, \"65287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-11-02 22:43:00.000000+00:00\", \"2019-04-10 08:02:39.000000+00:00\"], \"session_ids\": [\"6097d908-5266-41e7-93c7-d9a4c94aa025\", \"54ca1486-c9b9-484e-a1bb-8f08ad380bfe\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.134}, \"49746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-07-12 08:13:13.000000+00:00\", \"2020-08-31 00:02:51.000000+00:00\", \"2022-01-06 01:04:14.000000+00:00\"], \"session_ids\": [\"015006f3-e106-4913-bccd-eb10c4e07ab9\", \"ff359dda-7db6-44ba-bb7c-5bb32185bdbd\", \"0a4d5623-4a34-4835-8c48-0833a25edd4c\"], \"total_duration\": 411.0, \"total_sessions\": 3, \"mean_week_duration\": 5.269}, \"11422\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-20 21:48:02.000000+00:00\", \"2020-02-26 13:35:37.000000+00:00\"], \"session_ids\": [\"7551e9a3-6e43-44d7-9b60-8273f0fb004d\", \"168dd73d-f57b-476d-bd3b-a1fbc28b0e48\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 1.442}, \"19887\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-28 12:27:11.000000+00:00\", \"2020-03-28 13:48:55.000000+00:00\"], \"session_ids\": [\"89ffe26e-8392-4f1f-a98e-c192ef5fdf5a\", \"e8df95c3-129d-4cac-926b-fff14435091a\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 53.889}, \"16440\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2020-01-26 15:24:08.000000+00:00\", \"2019-12-28 18:22:47.000000+00:00\", \"2022-11-20 14:52:08.000000+00:00\"], \"session_ids\": [\"22cb9ef2-02a8-47b6-8437-c18fcaa9f109\", \"c6c9eac8-f6d7-4002-b0ea-795791ae9783\", \"96bcf23f-7007-4afe-847f-9d3b1606f023\"], \"total_duration\": 338.0, \"total_sessions\": 3, \"mean_week_duration\": 2.238}, \"53847\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 7}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-05-13 07:30:26.000000+00:00\", \"2019-08-27 14:09:41.000000+00:00\"], \"session_ids\": [\"0f080d79-4745-4e3d-b8cb-0cde59690027\", \"503f99a4-9457-4a5e-bba9-3d5910946cc1\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.49}, \"22841\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-06-04 15:02:24.000000+00:00\", \"2019-01-12 02:21:13.000000+00:00\"], \"session_ids\": [\"99b40cbe-65a5-40ad-ab3d-27596394d2c6\", \"7cf75949-c7da-4f77-be42-721e2bc28e7b\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}, \"46491\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-08 08:08:16.000000+00:00\", \"2019-01-10 05:56:04.000000+00:00\"], \"session_ids\": [\"bb77cd83-38a3-4f04-ab1c-4f7b5921d54a\", \"2d99e716-1204-4253-b796-ffe58a6ea8fa\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.105}, \"89323\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-06-07 11:55:28.000000+00:00\", \"2022-02-21 11:00:58.000000+00:00\", \"2022-09-24 16:43:05.000000+00:00\"], \"session_ids\": [\"d10d4fa2-9ed7-4218-9aaa-8b1b5d8053eb\", \"71e7e703-2174-4923-b63b-9622fe0a7502\", \"5ef8523d-12b3-443c-b6a6-d24842cba504\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 1.868}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 5 and are greater than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[5, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"38765\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Sydney\", \"datetimes\": [\"2020-08-02 02:37:48.000000+00:00\", \"2019-12-12 12:38:38.000000+00:00\"], \"session_ids\": [\"8573190c-336d-4671-9bff-70e7e6ebfb3d\", \"22f24e35-d051-49d2-853b-7dfa1c6d1801\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.853}, \"65287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-11-02 22:43:00.000000+00:00\", \"2019-04-10 08:02:39.000000+00:00\"], \"session_ids\": [\"6097d908-5266-41e7-93c7-d9a4c94aa025\", \"54ca1486-c9b9-484e-a1bb-8f08ad380bfe\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.134}, \"49746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-07-12 08:13:13.000000+00:00\", \"2020-08-31 00:02:51.000000+00:00\", \"2022-01-06 01:04:14.000000+00:00\"], \"session_ids\": [\"015006f3-e106-4913-bccd-eb10c4e07ab9\", \"ff359dda-7db6-44ba-bb7c-5bb32185bdbd\", \"0a4d5623-4a34-4835-8c48-0833a25edd4c\"], \"total_duration\": 411.0, \"total_sessions\": 3, \"mean_week_duration\": 5.269}, \"11422\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-20 21:48:02.000000+00:00\", \"2020-02-26 13:35:37.000000+00:00\"], \"session_ids\": [\"7551e9a3-6e43-44d7-9b60-8273f0fb004d\", \"168dd73d-f57b-476d-bd3b-a1fbc28b0e48\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 1.442}, \"19887\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-28 12:27:11.000000+00:00\", \"2020-03-28 13:48:55.000000+00:00\"], \"session_ids\": [\"89ffe26e-8392-4f1f-a98e-c192ef5fdf5a\", \"e8df95c3-129d-4cac-926b-fff14435091a\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 53.889}, \"16440\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2020-01-26 15:24:08.000000+00:00\", \"2019-12-28 18:22:47.000000+00:00\", \"2022-11-20 14:52:08.000000+00:00\"], \"session_ids\": [\"22cb9ef2-02a8-47b6-8437-c18fcaa9f109\", \"c6c9eac8-f6d7-4002-b0ea-795791ae9783\", \"96bcf23f-7007-4afe-847f-9d3b1606f023\"], \"total_duration\": 338.0, \"total_sessions\": 3, \"mean_week_duration\": 2.238}, \"53847\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 7}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-05-13 07:30:26.000000+00:00\", \"2019-08-27 14:09:41.000000+00:00\"], \"session_ids\": [\"0f080d79-4745-4e3d-b8cb-0cde59690027\", \"503f99a4-9457-4a5e-bba9-3d5910946cc1\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.49}, \"22841\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-06-04 15:02:24.000000+00:00\", \"2019-01-12 02:21:13.000000+00:00\"], \"session_ids\": [\"99b40cbe-65a5-40ad-ab3d-27596394d2c6\", \"7cf75949-c7da-4f77-be42-721e2bc28e7b\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}, \"46491\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-08 08:08:16.000000+00:00\", \"2019-01-10 05:56:04.000000+00:00\"], \"session_ids\": [\"bb77cd83-38a3-4f04-ab1c-4f7b5921d54a\", \"2d99e716-1204-4253-b796-ffe58a6ea8fa\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.105}, \"89323\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-06-07 11:55:28.000000+00:00\", \"2022-02-21 11:00:58.000000+00:00\", \"2022-09-24 16:43:05.000000+00:00\"], \"session_ids\": [\"d10d4fa2-9ed7-4218-9aaa-8b1b5d8053eb\", \"71e7e703-2174-4923-b63b-9622fe0a7502\", \"5ef8523d-12b3-443c-b6a6-d24842cba504\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 1.868}}\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[{\"19887\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-28 12:27:11.000000+00:00\", \"2020-03-28 13:48:55.000000+00:00\"], \"session_ids\": [\"89ffe26e-8392-4f1f-a98e-c192ef5fdf5a\", \"e8df95c3-129d-4cac-926b-fff14435091a\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 53.889}}, {\"65287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-11-02 22:43:00.000000+00:00\", \"2019-04-10 08:02:39.000000+00:00\"], \"session_ids\": [\"6097d908-5266-41e7-93c7-d9a4c94aa025\", \"54ca1486-c9b9-484e-a1bb-8f08ad380bfe\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.134}}, {\"49746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-07-12 08:13:13.000000+00:00\", \"2020-08-31 00:02:51.000000+00:00\", \"2022-01-06 01:04:14.000000+00:00\"], \"session_ids\": [\"015006f3-e106-4913-bccd-eb10c4e07ab9\", \"ff359dda-7db6-44ba-bb7c-5bb32185bdbd\", \"0a4d5623-4a34-4835-8c48-0833a25edd4c\"], \"total_duration\": 411.0, \"total_sessions\": 3, \"mean_week_duration\": 5.269}}, {\"53847\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 7}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-05-13 07:30:26.000000+00:00\", \"2019-08-27 14:09:41.000000+00:00\"], \"session_ids\": [\"0f080d79-4745-4e3d-b8cb-0cde59690027\", \"503f99a4-9457-4a5e-bba9-3d5910946cc1\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.49}}, {\"11422\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-20 21:48:02.000000+00:00\", \"2020-02-26 13:35:37.000000+00:00\"], \"session_ids\": [\"7551e9a3-6e43-44d7-9b60-8273f0fb004d\", \"168dd73d-f57b-476d-bd3b-a1fbc28b0e48\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 1.442}}, {\"46491\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-08 08:08:16.000000+00:00\", \"2019-01-10 05:56:04.000000+00:00\"], \"session_ids\": [\"bb77cd83-38a3-4f04-ab1c-4f7b5921d54a\", \"2d99e716-1204-4253-b796-ffe58a6ea8fa\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.105}}, {\"89323\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-06-07 11:55:28.000000+00:00\", \"2022-02-21 11:00:58.000000+00:00\", \"2022-09-24 16:43:05.000000+00:00\"], \"session_ids\": [\"d10d4fa2-9ed7-4218-9aaa-8b1b5d8053eb\", \"71e7e703-2174-4923-b63b-9622fe0a7502\", \"5ef8523d-12b3-443c-b6a6-d24842cba504\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 1.868}}, {\"38765\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Sydney\", \"datetimes\": [\"2020-08-02 02:37:48.000000+00:00\", \"2019-12-12 12:38:38.000000+00:00\"], \"session_ids\": [\"8573190c-336d-4671-9bff-70e7e6ebfb3d\", \"22f24e35-d051-49d2-853b-7dfa1c6d1801\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.853}}, {\"16440\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2020-01-26 15:24:08.000000+00:00\", \"2019-12-28 18:22:47.000000+00:00\", \"2022-11-20 14:52:08.000000+00:00\"], \"session_ids\": [\"22cb9ef2-02a8-47b6-8437-c18fcaa9f109\", \"c6c9eac8-f6d7-4002-b0ea-795791ae9783\", \"96bcf23f-7007-4afe-847f-9d3b1606f023\"], \"total_duration\": 338.0, \"total_sessions\": 3, \"mean_week_duration\": 2.238}}, {\"22841\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-06-04 15:02:24.000000+00:00\", \"2019-01-12 02:21:13.000000+00:00\"], \"session_ids\": [\"99b40cbe-65a5-40ad-ab3d-27596394d2c6\", \"7cf75949-c7da-4f77-be42-721e2bc28e7b\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 7 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"19887\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-28 12:27:11.000000+00:00\", \"2020-03-28 13:48:55.000000+00:00\"], \"session_ids\": [\"89ffe26e-8392-4f1f-a98e-c192ef5fdf5a\", \"e8df95c3-129d-4cac-926b-fff14435091a\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 53.889}}, {\"65287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-11-02 22:43:00.000000+00:00\", \"2019-04-10 08:02:39.000000+00:00\"], \"session_ids\": [\"6097d908-5266-41e7-93c7-d9a4c94aa025\", \"54ca1486-c9b9-484e-a1bb-8f08ad380bfe\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.134}}, {\"49746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-07-12 08:13:13.000000+00:00\", \"2020-08-31 00:02:51.000000+00:00\", \"2022-01-06 01:04:14.000000+00:00\"], \"session_ids\": [\"015006f3-e106-4913-bccd-eb10c4e07ab9\", \"ff359dda-7db6-44ba-bb7c-5bb32185bdbd\", \"0a4d5623-4a34-4835-8c48-0833a25edd4c\"], \"total_duration\": 411.0, \"total_sessions\": 3, \"mean_week_duration\": 5.269}}, {\"53847\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 7}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-05-13 07:30:26.000000+00:00\", \"2019-08-27 14:09:41.000000+00:00\"], \"session_ids\": [\"0f080d79-4745-4e3d-b8cb-0cde59690027\", \"503f99a4-9457-4a5e-bba9-3d5910946cc1\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.49}}, {\"11422\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-20 21:48:02.000000+00:00\", \"2020-02-26 13:35:37.000000+00:00\"], \"session_ids\": [\"7551e9a3-6e43-44d7-9b60-8273f0fb004d\", \"168dd73d-f57b-476d-bd3b-a1fbc28b0e48\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 1.442}}, {\"46491\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-08 08:08:16.000000+00:00\", \"2019-01-10 05:56:04.000000+00:00\"], \"session_ids\": [\"bb77cd83-38a3-4f04-ab1c-4f7b5921d54a\", \"2d99e716-1204-4253-b796-ffe58a6ea8fa\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.105}}, {\"89323\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-06-07 11:55:28.000000+00:00\", \"2022-02-21 11:00:58.000000+00:00\", \"2022-09-24 16:43:05.000000+00:00\"], \"session_ids\": [\"d10d4fa2-9ed7-4218-9aaa-8b1b5d8053eb\", \"71e7e703-2174-4923-b63b-9622fe0a7502\", \"5ef8523d-12b3-443c-b6a6-d24842cba504\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 1.868}}]\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[{\"19887\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-28 12:27:11.000000+00:00\", \"2020-03-28 13:48:55.000000+00:00\"], \"session_ids\": [\"89ffe26e-8392-4f1f-a98e-c192ef5fdf5a\", \"e8df95c3-129d-4cac-926b-fff14435091a\"], \"total_duration\": 485.0, \"total_sessions\": 2, \"mean_week_duration\": 53.889}}, {\"65287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-11-02 22:43:00.000000+00:00\", \"2019-04-10 08:02:39.000000+00:00\"], \"session_ids\": [\"6097d908-5266-41e7-93c7-d9a4c94aa025\", \"54ca1486-c9b9-484e-a1bb-8f08ad380bfe\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.134}}, {\"49746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-07-12 08:13:13.000000+00:00\", \"2020-08-31 00:02:51.000000+00:00\", \"2022-01-06 01:04:14.000000+00:00\"], \"session_ids\": [\"015006f3-e106-4913-bccd-eb10c4e07ab9\", \"ff359dda-7db6-44ba-bb7c-5bb32185bdbd\", \"0a4d5623-4a34-4835-8c48-0833a25edd4c\"], \"total_duration\": 411.0, \"total_sessions\": 3, \"mean_week_duration\": 5.269}}, {\"53847\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 7}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-05-13 07:30:26.000000+00:00\", \"2019-08-27 14:09:41.000000+00:00\"], \"session_ids\": [\"0f080d79-4745-4e3d-b8cb-0cde59690027\", \"503f99a4-9457-4a5e-bba9-3d5910946cc1\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.49}}, {\"11422\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-20 21:48:02.000000+00:00\", \"2020-02-26 13:35:37.000000+00:00\"], \"session_ids\": [\"7551e9a3-6e43-44d7-9b60-8273f0fb004d\", \"168dd73d-f57b-476d-bd3b-a1fbc28b0e48\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 1.442}}, {\"46491\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-08 08:08:16.000000+00:00\", \"2019-01-10 05:56:04.000000+00:00\"], \"session_ids\": [\"bb77cd83-38a3-4f04-ab1c-4f7b5921d54a\", \"2d99e716-1204-4253-b796-ffe58a6ea8fa\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.105}}, {\"89323\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-06-07 11:55:28.000000+00:00\", \"2022-02-21 11:00:58.000000+00:00\", \"2022-09-24 16:43:05.000000+00:00\"], \"session_ids\": [\"d10d4fa2-9ed7-4218-9aaa-8b1b5d8053eb\", \"71e7e703-2174-4923-b63b-9622fe0a7502\", \"5ef8523d-12b3-443c-b6a6-d24842cba504\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 1.868}}]\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 with information about user with a mean of duration of sessions per week that is higher than 5 and lower than 38, exclusive both nums and in addition put to use sorting by city naming 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{\"76235\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-06 08:47:12.000000+00:00\", \"2019-06-22 03:46:50.000000+00:00\"], \"session_ids\": [\"27c3be4e-2abf-4b93-9523-db7d69cb867c\", \"725f7ceb-8335-4285-898e-ecea830327e7\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.259}, \"26065\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-11-03 14:06:56.000000+00:00\", \"2020-05-11 10:03:17.000000+00:00\", \"2022-05-10 10:21:30.000000+00:00\", \"2022-12-03 16:36:10.000000+00:00\"], \"session_ids\": [\"558ae3bb-7c26-4f53-b42a-cb10c2a0e3d8\", \"01a03eb3-1891-4a6f-8e0e-380a8da5820f\", \"702de73b-ae8e-4be9-8d2e-33f74aec892d\", \"d12eee80-7b45-4b72-9742-802f7902fa0f\"], \"total_duration\": 1852.0, \"total_sessions\": 4, \"mean_week_duration\": 13.821}, \"99742\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Cairo\", \"datetimes\": [\"2023-03-12 22:08:59.000000+00:00\", \"2020-06-14 20:54:35.000000+00:00\"], \"session_ids\": [\"2863f737-3079-47a2-bbad-7349932e757b\", \"1ecf9537-990d-4160-9cad-701294e7805b\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.112}, \"38297\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-04-23 16:57:58.000000+00:00\", \"2019-02-01 16:50:43.000000+00:00\", \"2020-12-16 19:55:40.000000+00:00\"], \"session_ids\": [\"ecf73840-cbd9-4492-8841-396ac08ee31e\", \"ee48a95b-c706-4ce6-b19a-5fd2c86d2f44\", \"37a85478-f522-4f21-9adb-1b40e4ffaba8\"], \"total_duration\": 68.0, \"total_sessions\": 3, \"mean_week_duration\": 0.694}, \"30221\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-03-23 20:27:24.000000+00:00\", \"2022-07-10 08:59:52.000000+00:00\", \"2020-10-04 14:12:56.000000+00:00\", \"2019-06-01 14:16:07.000000+00:00\", \"2021-03-25 00:32:58.000000+00:00\", \"2022-11-15 15:15:53.000000+00:00\"], \"session_ids\": [\"72c46b4c-1a18-4080-8632-77511e5bfc2a\", \"ffeaa87a-715e-4e05-83f2-675ce0e6f56f\", \"e3700c4c-bba5-4e9a-b043-06e5d9dd1a59\", \"246eaeb4-bcfc-4b98-870d-2f45a8be7a7a\", \"a5cd86ab-f367-47d6-ac7c-f264d7eead07\", \"ce25e888-277f-49c7-88c8-72aa755e4854\"], \"total_duration\": 323.0, \"total_sessions\": 6, \"mean_week_duration\": 1.623}, \"21544\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-04-14 09:21:59.000000+00:00\", \"2021-09-02 03:27:41.000000+00:00\", \"2020-12-19 08:34:08.000000+00:00\", \"2020-01-12 03:06:48.000000+00:00\", \"2021-11-24 08:20:34.000000+00:00\", \"2023-06-07 10:21:22.000000+00:00\", \"2022-03-29 15:21:29.000000+00:00\"], \"session_ids\": [\"26251f8b-6382-4b66-9ffb-bf8260f4f694\", \"81aa814c-c3e9-4666-b29a-cffb9a1bc052\", \"611a4ae6-ed42-4c7d-8c3c-6bb1ef83f973\", \"75e00f22-1958-46a2-9934-279abfc2eb9c\", \"0b9cd18a-cc25-40de-bce8-e41c6ccbe0f2\", \"cb3254d7-f138-4f0c-b94c-4b90e837e850\", \"99911d71-6120-47a9-b483-767011e78329\"], \"total_duration\": 10707.0, \"total_sessions\": 7, \"mean_week_duration\": 60.152}, \"7511\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-06-15 12:30:45.000000+00:00\", \"2021-04-27 16:22:47.000000+00:00\", \"2020-08-18 18:30:57.000000+00:00\", \"2021-08-12 02:22:56.000000+00:00\", \"2019-07-24 09:00:17.000000+00:00\", \"2021-01-02 07:35:17.000000+00:00\"], \"session_ids\": [\"2c1fa419-f5cd-414d-87b9-6e79ffc95a2b\", \"ac5b12f4-0595-4884-9710-a4a186bb30fd\", \"29a95c41-6f8c-497d-b38d-cc52347fe184\", \"db10f13a-0aee-4f5c-b794-4b4123cc6f91\", \"637f8e3a-7ab2-4454-aa20-041d219ab946\", \"a1a4f8f9-70b1-454a-be8a-7dc4f5a16784\"], \"total_duration\": 3139.0, \"total_sessions\": 6, \"mean_week_duration\": 29.336}, \"2528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-03-24 09:10:37.000000+00:00\", \"2020-04-23 05:19:57.000000+00:00\"], \"session_ids\": [\"7124383c-4e24-45c6-8d73-443aab1d7fad\", \"b00b564a-ee5a-43be-8054-ea3d48880e67\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 6.667}, \"15740\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-10-01 12:38:01.000000+00:00\", \"2021-10-31 10:47:27.000000+00:00\"], \"session_ids\": [\"cea2421a-cb01-4515-b999-42be09c83507\", \"8fb3cd79-188e-4556-9d5c-4c2f71bedeb2\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 2.294}, \"85409\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-26 03:21:47.000000+00:00\", \"2020-12-27 07:06:00.000000+00:00\", \"2022-03-02 14:56:55.000000+00:00\"], \"session_ids\": [\"f01964c6-47bf-4ca7-a447-276bc67671b9\", \"361b82b1-575a-4ca6-8476-4d17803def7c\", \"4341c0cf-0cb8-46ae-abf4-23b2a4c1a8d5\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 0.855}}\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 5 and are less than 38" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[5, 38]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"26065\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-11-03 14:06:56.000000+00:00\", \"2020-05-11 10:03:17.000000+00:00\", \"2022-05-10 10:21:30.000000+00:00\", \"2022-12-03 16:36:10.000000+00:00\"], \"session_ids\": [\"558ae3bb-7c26-4f53-b42a-cb10c2a0e3d8\", \"01a03eb3-1891-4a6f-8e0e-380a8da5820f\", \"702de73b-ae8e-4be9-8d2e-33f74aec892d\", \"d12eee80-7b45-4b72-9742-802f7902fa0f\"], \"total_duration\": 1852.0, \"total_sessions\": 4, \"mean_week_duration\": 13.821}, \"7511\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-06-15 12:30:45.000000+00:00\", \"2021-04-27 16:22:47.000000+00:00\", \"2020-08-18 18:30:57.000000+00:00\", \"2021-08-12 02:22:56.000000+00:00\", \"2019-07-24 09:00:17.000000+00:00\", \"2021-01-02 07:35:17.000000+00:00\"], \"session_ids\": [\"2c1fa419-f5cd-414d-87b9-6e79ffc95a2b\", \"ac5b12f4-0595-4884-9710-a4a186bb30fd\", \"29a95c41-6f8c-497d-b38d-cc52347fe184\", \"db10f13a-0aee-4f5c-b794-4b4123cc6f91\", \"637f8e3a-7ab2-4454-aa20-041d219ab946\", \"a1a4f8f9-70b1-454a-be8a-7dc4f5a16784\"], \"total_duration\": 3139.0, \"total_sessions\": 6, \"mean_week_duration\": 29.336}, \"2528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-03-24 09:10:37.000000+00:00\", \"2020-04-23 05:19:57.000000+00:00\"], \"session_ids\": [\"7124383c-4e24-45c6-8d73-443aab1d7fad\", \"b00b564a-ee5a-43be-8054-ea3d48880e67\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 6.667}}\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[{\"2528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-03-24 09:10:37.000000+00:00\", \"2020-04-23 05:19:57.000000+00:00\"], \"session_ids\": [\"7124383c-4e24-45c6-8d73-443aab1d7fad\", \"b00b564a-ee5a-43be-8054-ea3d48880e67\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 6.667}}, {\"7511\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-06-15 12:30:45.000000+00:00\", \"2021-04-27 16:22:47.000000+00:00\", \"2020-08-18 18:30:57.000000+00:00\", \"2021-08-12 02:22:56.000000+00:00\", \"2019-07-24 09:00:17.000000+00:00\", \"2021-01-02 07:35:17.000000+00:00\"], \"session_ids\": [\"2c1fa419-f5cd-414d-87b9-6e79ffc95a2b\", \"ac5b12f4-0595-4884-9710-a4a186bb30fd\", \"29a95c41-6f8c-497d-b38d-cc52347fe184\", \"db10f13a-0aee-4f5c-b794-4b4123cc6f91\", \"637f8e3a-7ab2-4454-aa20-041d219ab946\", \"a1a4f8f9-70b1-454a-be8a-7dc4f5a16784\"], \"total_duration\": 3139.0, \"total_sessions\": 6, \"mean_week_duration\": 29.336}}, {\"26065\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-11-03 14:06:56.000000+00:00\", \"2020-05-11 10:03:17.000000+00:00\", \"2022-05-10 10:21:30.000000+00:00\", \"2022-12-03 16:36:10.000000+00:00\"], \"session_ids\": [\"558ae3bb-7c26-4f53-b42a-cb10c2a0e3d8\", \"01a03eb3-1891-4a6f-8e0e-380a8da5820f\", \"702de73b-ae8e-4be9-8d2e-33f74aec892d\", \"d12eee80-7b45-4b72-9742-802f7902fa0f\"], \"total_duration\": 1852.0, \"total_sessions\": 4, \"mean_week_duration\": 13.821}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"2528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-03-24 09:10:37.000000+00:00\", \"2020-04-23 05:19:57.000000+00:00\"], \"session_ids\": [\"7124383c-4e24-45c6-8d73-443aab1d7fad\", \"b00b564a-ee5a-43be-8054-ea3d48880e67\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 6.667}}]\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[{\"2528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-03-24 09:10:37.000000+00:00\", \"2020-04-23 05:19:57.000000+00:00\"], \"session_ids\": [\"7124383c-4e24-45c6-8d73-443aab1d7fad\", \"b00b564a-ee5a-43be-8054-ea3d48880e67\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 6.667}}]\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 2 users who have overall sessions count bigger than 3 as well as do sorting by urban center name ascending , and save only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"85690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-28 23:05:17.000000+00:00\", \"2022-05-04 13:23:58.000000+00:00\", \"2022-09-23 11:55:31.000000+00:00\", \"2019-12-17 07:09:22.000000+00:00\", \"2022-01-06 04:49:10.000000+00:00\"], \"session_ids\": [\"b3d7defc-08ba-437e-be13-fb01ffcdca73\", \"4aae3ee5-f16f-4d03-8afc-e269582a88b9\", \"a0f4a27b-1ee7-4729-8062-0af2e09a7be8\", \"1faebf52-920c-4c3c-ac3f-3234b9bb99a1\", \"c2c8a83c-1c17-4c38-8a2f-48c685f774d2\"], \"total_duration\": 135.0, \"total_sessions\": 5, \"mean_week_duration\": 0.888}, \"37945\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-04-26 12:15:25.000000+00:00\", \"2019-04-18 09:44:59.000000+00:00\"], \"session_ids\": [\"bb5cb7e7-f846-4ae1-ac70-8c65ada2d5da\", \"21d9d314-3853-4ac8-9276-8c431d2c06ed\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.209}, \"39427\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-23 04:38:03.000000+00:00\", \"2021-05-17 09:19:39.000000+00:00\", \"2022-02-04 07:59:44.000000+00:00\"], \"session_ids\": [\"c710124b-2f52-4623-9fcb-ab6f93d19870\", \"dd9a7df5-8258-4e71-9c76-8150f763bb8b\", \"b2d8cd0e-0fc4-482d-91f8-d80ed9b75faa\"], \"total_duration\": 677.0, \"total_sessions\": 3, \"mean_week_duration\": 4.942}, \"99214\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-20 19:15:24.000000+00:00\", \"2023-06-16 01:50:41.000000+00:00\", \"2019-01-14 11:05:49.000000+00:00\", \"2021-07-24 21:33:53.000000+00:00\", \"2019-07-02 21:02:42.000000+00:00\"], \"session_ids\": [\"3697b0b8-d51a-477d-8362-3caeab7d7e65\", \"bb37b519-1703-4bdd-88e4-5de62f655251\", \"e4a55a64-2c96-4ea1-835c-e6b6954d4d96\", \"95f6f819-7bb6-4c7c-a784-bc74f2aba3a6\", \"06024615-ecd1-4134-85e0-309dad9941e7\"], \"total_duration\": 2024.0, \"total_sessions\": 5, \"mean_week_duration\": 8.762}, \"77182\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-11-04 12:40:58.000000+00:00\", \"2020-12-17 08:20:22.000000+00:00\"], \"session_ids\": [\"a6419a76-e9ab-4dc0-b1d9-ca43b4d6f5ce\", \"0a63627f-14fb-43ce-8378-47ec8c26c9d4\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 6.627}, \"60559\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-01-09 20:20:41.000000+00:00\", \"2023-03-20 02:32:16.000000+00:00\", \"2022-04-22 18:16:29.000000+00:00\", \"2023-01-07 23:10:33.000000+00:00\"], \"session_ids\": [\"eeb7e991-71f6-467f-a1a2-7ab7ad0c6d57\", \"5396eb8a-b3cd-4ab6-b78a-86ad05d21b5d\", \"9568ecf0-4c9d-46ab-b3d5-9b655be45afb\", \"9bfe84ed-8ee5-472c-b373-82091ad3e340\"], \"total_duration\": 251.0, \"total_sessions\": 4, \"mean_week_duration\": 2.183}, \"4614\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-02-16 23:14:42.000000+00:00\", \"2022-08-19 08:34:03.000000+00:00\"], \"session_ids\": [\"3bccb96f-5bbe-4574-977c-044f9c823611\", \"afd8b924-0124-4bbc-bd0e-be86fdc2d9e6\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 1.259}, \"39954\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-12 16:32:38.000000+00:00\", \"2021-01-21 02:59:58.000000+00:00\", \"2019-12-24 11:20:00.000000+00:00\", \"2019-07-11 18:37:32.000000+00:00\"], \"session_ids\": [\"822a242c-8c44-478c-8d1b-ddbed573f53e\", \"be125557-a48d-4af9-b2a8-296515cc2aab\", \"c9df93d1-b63a-4444-8c22-bf633aab0f6c\", \"189a2eb8-dae6-4142-8c26-e7d85f065d9c\"], \"total_duration\": 504.0, \"total_sessions\": 4, \"mean_week_duration\": 3.405}, \"98845\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-20 02:05:13.000000+00:00\", \"2022-03-19 21:50:19.000000+00:00\"], \"session_ids\": [\"96a01a7d-7a9f-4ea5-a063-567569723016\", \"ca1c5e81-7b08-4fbc-97d9-9805e19b37e8\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 0.489}, \"6820\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-19 09:11:34.000000+00:00\", \"2021-10-09 21:46:28.000000+00:00\", \"2019-11-25 00:13:44.000000+00:00\"], \"session_ids\": [\"c2e39da7-80e2-4531-b1af-3c95b6a224db\", \"a756e40b-e04c-47c7-8e27-bf45847eb3db\", \"6332c716-2f7d-47a6-b962-57300f4eedcf\"], \"total_duration\": 62.0, \"total_sessions\": 3, \"mean_week_duration\": 0.512}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or greater than 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[3, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"85690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-28 23:05:17.000000+00:00\", \"2022-05-04 13:23:58.000000+00:00\", \"2022-09-23 11:55:31.000000+00:00\", \"2019-12-17 07:09:22.000000+00:00\", \"2022-01-06 04:49:10.000000+00:00\"], \"session_ids\": [\"b3d7defc-08ba-437e-be13-fb01ffcdca73\", \"4aae3ee5-f16f-4d03-8afc-e269582a88b9\", \"a0f4a27b-1ee7-4729-8062-0af2e09a7be8\", \"1faebf52-920c-4c3c-ac3f-3234b9bb99a1\", \"c2c8a83c-1c17-4c38-8a2f-48c685f774d2\"], \"total_duration\": 135.0, \"total_sessions\": 5, \"mean_week_duration\": 0.888}, \"39427\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-23 04:38:03.000000+00:00\", \"2021-05-17 09:19:39.000000+00:00\", \"2022-02-04 07:59:44.000000+00:00\"], \"session_ids\": [\"c710124b-2f52-4623-9fcb-ab6f93d19870\", \"dd9a7df5-8258-4e71-9c76-8150f763bb8b\", \"b2d8cd0e-0fc4-482d-91f8-d80ed9b75faa\"], \"total_duration\": 677.0, \"total_sessions\": 3, \"mean_week_duration\": 4.942}, \"99214\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-20 19:15:24.000000+00:00\", \"2023-06-16 01:50:41.000000+00:00\", \"2019-01-14 11:05:49.000000+00:00\", \"2021-07-24 21:33:53.000000+00:00\", \"2019-07-02 21:02:42.000000+00:00\"], \"session_ids\": [\"3697b0b8-d51a-477d-8362-3caeab7d7e65\", \"bb37b519-1703-4bdd-88e4-5de62f655251\", \"e4a55a64-2c96-4ea1-835c-e6b6954d4d96\", \"95f6f819-7bb6-4c7c-a784-bc74f2aba3a6\", \"06024615-ecd1-4134-85e0-309dad9941e7\"], \"total_duration\": 2024.0, \"total_sessions\": 5, \"mean_week_duration\": 8.762}, \"60559\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-01-09 20:20:41.000000+00:00\", \"2023-03-20 02:32:16.000000+00:00\", \"2022-04-22 18:16:29.000000+00:00\", \"2023-01-07 23:10:33.000000+00:00\"], \"session_ids\": [\"eeb7e991-71f6-467f-a1a2-7ab7ad0c6d57\", \"5396eb8a-b3cd-4ab6-b78a-86ad05d21b5d\", \"9568ecf0-4c9d-46ab-b3d5-9b655be45afb\", \"9bfe84ed-8ee5-472c-b373-82091ad3e340\"], \"total_duration\": 251.0, \"total_sessions\": 4, \"mean_week_duration\": 2.183}, \"39954\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-12 16:32:38.000000+00:00\", \"2021-01-21 02:59:58.000000+00:00\", \"2019-12-24 11:20:00.000000+00:00\", \"2019-07-11 18:37:32.000000+00:00\"], \"session_ids\": [\"822a242c-8c44-478c-8d1b-ddbed573f53e\", \"be125557-a48d-4af9-b2a8-296515cc2aab\", \"c9df93d1-b63a-4444-8c22-bf633aab0f6c\", \"189a2eb8-dae6-4142-8c26-e7d85f065d9c\"], \"total_duration\": 504.0, \"total_sessions\": 4, \"mean_week_duration\": 3.405}, \"6820\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-19 09:11:34.000000+00:00\", \"2021-10-09 21:46:28.000000+00:00\", \"2019-11-25 00:13:44.000000+00:00\"], \"session_ids\": [\"c2e39da7-80e2-4531-b1af-3c95b6a224db\", \"a756e40b-e04c-47c7-8e27-bf45847eb3db\", \"6332c716-2f7d-47a6-b962-57300f4eedcf\"], \"total_duration\": 62.0, \"total_sessions\": 3, \"mean_week_duration\": 0.512}}\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[{\"99214\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-20 19:15:24.000000+00:00\", \"2023-06-16 01:50:41.000000+00:00\", \"2019-01-14 11:05:49.000000+00:00\", \"2021-07-24 21:33:53.000000+00:00\", \"2019-07-02 21:02:42.000000+00:00\"], \"session_ids\": [\"3697b0b8-d51a-477d-8362-3caeab7d7e65\", \"bb37b519-1703-4bdd-88e4-5de62f655251\", \"e4a55a64-2c96-4ea1-835c-e6b6954d4d96\", \"95f6f819-7bb6-4c7c-a784-bc74f2aba3a6\", \"06024615-ecd1-4134-85e0-309dad9941e7\"], \"total_duration\": 2024.0, \"total_sessions\": 5, \"mean_week_duration\": 8.762}}, {\"39427\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-23 04:38:03.000000+00:00\", \"2021-05-17 09:19:39.000000+00:00\", \"2022-02-04 07:59:44.000000+00:00\"], \"session_ids\": [\"c710124b-2f52-4623-9fcb-ab6f93d19870\", \"dd9a7df5-8258-4e71-9c76-8150f763bb8b\", \"b2d8cd0e-0fc4-482d-91f8-d80ed9b75faa\"], \"total_duration\": 677.0, \"total_sessions\": 3, \"mean_week_duration\": 4.942}}, {\"6820\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-19 09:11:34.000000+00:00\", \"2021-10-09 21:46:28.000000+00:00\", \"2019-11-25 00:13:44.000000+00:00\"], \"session_ids\": [\"c2e39da7-80e2-4531-b1af-3c95b6a224db\", \"a756e40b-e04c-47c7-8e27-bf45847eb3db\", \"6332c716-2f7d-47a6-b962-57300f4eedcf\"], \"total_duration\": 62.0, \"total_sessions\": 3, \"mean_week_duration\": 0.512}}, {\"39954\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-12 16:32:38.000000+00:00\", \"2021-01-21 02:59:58.000000+00:00\", \"2019-12-24 11:20:00.000000+00:00\", \"2019-07-11 18:37:32.000000+00:00\"], \"session_ids\": [\"822a242c-8c44-478c-8d1b-ddbed573f53e\", \"be125557-a48d-4af9-b2a8-296515cc2aab\", \"c9df93d1-b63a-4444-8c22-bf633aab0f6c\", \"189a2eb8-dae6-4142-8c26-e7d85f065d9c\"], \"total_duration\": 504.0, \"total_sessions\": 4, \"mean_week_duration\": 3.405}}, {\"85690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-28 23:05:17.000000+00:00\", \"2022-05-04 13:23:58.000000+00:00\", \"2022-09-23 11:55:31.000000+00:00\", \"2019-12-17 07:09:22.000000+00:00\", \"2022-01-06 04:49:10.000000+00:00\"], \"session_ids\": [\"b3d7defc-08ba-437e-be13-fb01ffcdca73\", \"4aae3ee5-f16f-4d03-8afc-e269582a88b9\", \"a0f4a27b-1ee7-4729-8062-0af2e09a7be8\", \"1faebf52-920c-4c3c-ac3f-3234b9bb99a1\", \"c2c8a83c-1c17-4c38-8a2f-48c685f774d2\"], \"total_duration\": 135.0, \"total_sessions\": 5, \"mean_week_duration\": 0.888}}, {\"60559\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-01-09 20:20:41.000000+00:00\", \"2023-03-20 02:32:16.000000+00:00\", \"2022-04-22 18:16:29.000000+00:00\", \"2023-01-07 23:10:33.000000+00:00\"], \"session_ids\": [\"eeb7e991-71f6-467f-a1a2-7ab7ad0c6d57\", \"5396eb8a-b3cd-4ab6-b78a-86ad05d21b5d\", \"9568ecf0-4c9d-46ab-b3d5-9b655be45afb\", \"9bfe84ed-8ee5-472c-b373-82091ad3e340\"], \"total_duration\": 251.0, \"total_sessions\": 4, \"mean_week_duration\": 2.183}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"99214\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-20 19:15:24.000000+00:00\", \"2023-06-16 01:50:41.000000+00:00\", \"2019-01-14 11:05:49.000000+00:00\", \"2021-07-24 21:33:53.000000+00:00\", \"2019-07-02 21:02:42.000000+00:00\"], \"session_ids\": [\"3697b0b8-d51a-477d-8362-3caeab7d7e65\", \"bb37b519-1703-4bdd-88e4-5de62f655251\", \"e4a55a64-2c96-4ea1-835c-e6b6954d4d96\", \"95f6f819-7bb6-4c7c-a784-bc74f2aba3a6\", \"06024615-ecd1-4134-85e0-309dad9941e7\"], \"total_duration\": 2024.0, \"total_sessions\": 5, \"mean_week_duration\": 8.762}}, {\"39427\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-23 04:38:03.000000+00:00\", \"2021-05-17 09:19:39.000000+00:00\", \"2022-02-04 07:59:44.000000+00:00\"], \"session_ids\": [\"c710124b-2f52-4623-9fcb-ab6f93d19870\", \"dd9a7df5-8258-4e71-9c76-8150f763bb8b\", \"b2d8cd0e-0fc4-482d-91f8-d80ed9b75faa\"], \"total_duration\": 677.0, \"total_sessions\": 3, \"mean_week_duration\": 4.942}}, {\"6820\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-19 09:11:34.000000+00:00\", \"2021-10-09 21:46:28.000000+00:00\", \"2019-11-25 00:13:44.000000+00:00\"], \"session_ids\": [\"c2e39da7-80e2-4531-b1af-3c95b6a224db\", \"a756e40b-e04c-47c7-8e27-bf45847eb3db\", \"6332c716-2f7d-47a6-b962-57300f4eedcf\"], \"total_duration\": 62.0, \"total_sessions\": 3, \"mean_week_duration\": 0.512}}, {\"39954\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-12 16:32:38.000000+00:00\", \"2021-01-21 02:59:58.000000+00:00\", \"2019-12-24 11:20:00.000000+00:00\", \"2019-07-11 18:37:32.000000+00:00\"], \"session_ids\": [\"822a242c-8c44-478c-8d1b-ddbed573f53e\", \"be125557-a48d-4af9-b2a8-296515cc2aab\", \"c9df93d1-b63a-4444-8c22-bf633aab0f6c\", \"189a2eb8-dae6-4142-8c26-e7d85f065d9c\"], \"total_duration\": 504.0, \"total_sessions\": 4, \"mean_week_duration\": 3.405}}]\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[{\"99214\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-20 19:15:24.000000+00:00\", \"2023-06-16 01:50:41.000000+00:00\", \"2019-01-14 11:05:49.000000+00:00\", \"2021-07-24 21:33:53.000000+00:00\", \"2019-07-02 21:02:42.000000+00:00\"], \"session_ids\": [\"3697b0b8-d51a-477d-8362-3caeab7d7e65\", \"bb37b519-1703-4bdd-88e4-5de62f655251\", \"e4a55a64-2c96-4ea1-835c-e6b6954d4d96\", \"95f6f819-7bb6-4c7c-a784-bc74f2aba3a6\", \"06024615-ecd1-4134-85e0-309dad9941e7\"], \"total_duration\": 2024.0, \"total_sessions\": 5, \"mean_week_duration\": 8.762}}, {\"39427\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-23 04:38:03.000000+00:00\", \"2021-05-17 09:19:39.000000+00:00\", \"2022-02-04 07:59:44.000000+00:00\"], \"session_ids\": [\"c710124b-2f52-4623-9fcb-ab6f93d19870\", \"dd9a7df5-8258-4e71-9c76-8150f763bb8b\", \"b2d8cd0e-0fc4-482d-91f8-d80ed9b75faa\"], \"total_duration\": 677.0, \"total_sessions\": 3, \"mean_week_duration\": 4.942}}, {\"6820\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-19 09:11:34.000000+00:00\", \"2021-10-09 21:46:28.000000+00:00\", \"2019-11-25 00:13:44.000000+00:00\"], \"session_ids\": [\"c2e39da7-80e2-4531-b1af-3c95b6a224db\", \"a756e40b-e04c-47c7-8e27-bf45847eb3db\", \"6332c716-2f7d-47a6-b962-57300f4eedcf\"], \"total_duration\": 62.0, \"total_sessions\": 3, \"mean_week_duration\": 0.512}}, {\"39954\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-12 16:32:38.000000+00:00\", \"2021-01-21 02:59:58.000000+00:00\", \"2019-12-24 11:20:00.000000+00:00\", \"2019-07-11 18:37:32.000000+00:00\"], \"session_ids\": [\"822a242c-8c44-478c-8d1b-ddbed573f53e\", \"be125557-a48d-4af9-b2a8-296515cc2aab\", \"c9df93d1-b63a-4444-8c22-bf633aab0f6c\", \"189a2eb8-dae6-4142-8c26-e7d85f065d9c\"], \"total_duration\": 504.0, \"total_sessions\": 4, \"mean_week_duration\": 3.405}}]\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 who hold the bottom position in total duration and implement sorting by mean of duration of sessions 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{\"86182\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-01-25 17:49:48.000000+00:00\", \"2021-01-19 09:51:06.000000+00:00\"], \"session_ids\": [\"9b62a931-1691-4dca-9161-4ecd1d4b9fcb\", \"78a22531-ba2d-43f7-89d8-7c530f35fd99\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.423}, \"50487\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-03-11 22:19:54.000000+00:00\", \"2019-01-25 08:09:49.000000+00:00\"], \"session_ids\": [\"3ba50f37-bbab-4e09-8981-d2d4c0ea4b1a\", \"85e067e3-11b9-4bc0-a68b-b47f55ba83b6\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 0.347}, \"3353\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-02-07 16:24:21.000000+00:00\", \"2019-11-24 23:29:48.000000+00:00\", \"2022-08-07 23:25:29.000000+00:00\", \"2022-03-08 15:40:33.000000+00:00\"], \"session_ids\": [\"289cafd4-b69c-48ee-b2b7-379ddac05fa9\", \"510e8e53-4398-49b2-8473-e3c478ca4829\", \"b75345b4-183b-42f8-9e62-3094e21596a2\", \"d3c6e83f-7df2-422f-ad5b-ccdf96423565\"], \"total_duration\": 234.0, \"total_sessions\": 4, \"mean_week_duration\": 1.66}, \"60534\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-02 10:37:50.000000+00:00\", \"2022-06-30 08:25:19.000000+00:00\"], \"session_ids\": [\"464d8e58-6b20-4215-8383-f1bbcb0f2e3e\", \"999c8af5-8ba0-407a-a7cb-b4c9e554c00f\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 4.492}, \"83313\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-18 05:22:20.000000+00:00\", \"2020-07-27 19:35:02.000000+00:00\"], \"session_ids\": [\"49e74854-6134-4b36-857d-fc9f8d4249d6\", \"9a88988e-5bdf-4c29-8dea-7d2b5e15456f\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 1.583}, \"73375\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-06-25 03:34:52.000000+00:00\", \"2019-11-27 11:10:50.000000+00:00\"], \"session_ids\": [\"d8544df5-9e33-4e88-b3ab-85c5e5c4e101\", \"f0c57049-3355-4a97-b877-458364b0e6d2\"], \"total_duration\": 335.0, \"total_sessions\": 2, \"mean_week_duration\": 4.036}, \"86128\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-08-09 06:02:04.000000+00:00\", \"2023-04-03 10:41:37.000000+00:00\"], \"session_ids\": [\"6a4a0216-cf51-4d08-a15a-574241a7b416\", \"07917ff8-6840-422a-9579-96264ee967b8\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 5.035}, \"54133\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-15 12:57:07.000000+00:00\", \"2023-06-14 04:18:53.000000+00:00\"], \"session_ids\": [\"2693b182-289a-4e5f-9843-d4b2da654578\", \"faf40c4d-f203-4193-b6c0-2cd884cd1593\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.112}, \"1927\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-15 19:56:57.000000+00:00\", \"2022-07-01 17:28:17.000000+00:00\"], \"session_ids\": [\"e8cdd871-467d-4583-bf25-545148d5c682\", \"36d964a4-baba-4a85-9a57-a0a2fbf52741\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 9.676}, \"27200\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-05 19:14:35.000000+00:00\", \"2020-07-19 08:17:20.000000+00:00\"], \"session_ids\": [\"4b317a23-c68b-4bdb-9bcd-6ca03540a311\", \"90474a3c-7448-4416-8750-f29e0434e0fb\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.175}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the lowest 2 total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": 2}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"83313\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-18 05:22:20.000000+00:00\", \"2020-07-27 19:35:02.000000+00:00\"], \"session_ids\": [\"49e74854-6134-4b36-857d-fc9f8d4249d6\", \"9a88988e-5bdf-4c29-8dea-7d2b5e15456f\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 1.583}}, {\"54133\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-15 12:57:07.000000+00:00\", \"2023-06-14 04:18:53.000000+00:00\"], \"session_ids\": [\"2693b182-289a-4e5f-9843-d4b2da654578\", \"faf40c4d-f203-4193-b6c0-2cd884cd1593\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.112}}, {\"27200\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-05 19:14:35.000000+00:00\", \"2020-07-19 08:17:20.000000+00:00\"], \"session_ids\": [\"4b317a23-c68b-4bdb-9bcd-6ca03540a311\", \"90474a3c-7448-4416-8750-f29e0434e0fb\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.175}}]\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[{\"54133\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-15 12:57:07.000000+00:00\", \"2023-06-14 04:18:53.000000+00:00\"], \"session_ids\": [\"2693b182-289a-4e5f-9843-d4b2da654578\", \"faf40c4d-f203-4193-b6c0-2cd884cd1593\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.112}}, {\"27200\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-05 19:14:35.000000+00:00\", \"2020-07-19 08:17:20.000000+00:00\"], \"session_ids\": [\"4b317a23-c68b-4bdb-9bcd-6ca03540a311\", \"90474a3c-7448-4416-8750-f29e0434e0fb\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.175}}, {\"83313\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-18 05:22:20.000000+00:00\", \"2020-07-27 19:35:02.000000+00:00\"], \"session_ids\": [\"49e74854-6134-4b36-857d-fc9f8d4249d6\", \"9a88988e-5bdf-4c29-8dea-7d2b5e15456f\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 1.583}}]\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[{\"54133\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-15 12:57:07.000000+00:00\", \"2023-06-14 04:18:53.000000+00:00\"], \"session_ids\": [\"2693b182-289a-4e5f-9843-d4b2da654578\", \"faf40c4d-f203-4193-b6c0-2cd884cd1593\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.112}}, {\"27200\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-05 19:14:35.000000+00:00\", \"2020-07-19 08:17:20.000000+00:00\"], \"session_ids\": [\"4b317a23-c68b-4bdb-9bcd-6ca03540a311\", \"90474a3c-7448-4416-8750-f29e0434e0fb\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.175}}]\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[{\"54133\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-15 12:57:07.000000+00:00\", \"2023-06-14 04:18:53.000000+00:00\"], \"session_ids\": [\"2693b182-289a-4e5f-9843-d4b2da654578\", \"faf40c4d-f203-4193-b6c0-2cd884cd1593\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.112}}, {\"27200\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-05 19:14:35.000000+00:00\", \"2020-07-19 08:17:20.000000+00:00\"], \"session_ids\": [\"4b317a23-c68b-4bdb-9bcd-6ca03540a311\", \"90474a3c-7448-4416-8750-f29e0434e0fb\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.175}}]\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 2 users whose sum of duration of sessions per week exceeds 37 while staying below 10, exclusively 10 additionaly implement sorting by name of the city form the highest value to the lowest value and get rid of all entries, except 2." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35911\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-09-25 20:51:34.000000+00:00\", \"2020-01-31 16:55:15.000000+00:00\"], \"session_ids\": [\"bd1a589f-551b-4fc6-b9bb-cd1ba9d4243e\", \"2e083dd4-2c4c-45b3-be7d-9548c8f1738c\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 0.989}, \"10445\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-18 21:05:12.000000+00:00\", \"2023-06-07 03:34:53.000000+00:00\", \"2022-04-02 11:11:03.000000+00:00\", \"2020-05-21 08:11:11.000000+00:00\", \"2021-09-04 06:04:21.000000+00:00\", \"2022-12-21 06:18:50.000000+00:00\", \"2021-12-03 02:19:27.000000+00:00\", \"2019-03-19 23:12:18.000000+00:00\", \"2021-03-31 08:18:20.000000+00:00\"], \"session_ids\": [\"41f97b42-efd7-4766-a525-e8d1cd6405bf\", \"a859f1bb-7edb-4158-871d-bcc55bd4421a\", \"c0f5ab6d-7a1e-42b9-9bcf-eafcc914fcf2\", \"004944ab-cf59-4d7b-9183-b3f9d5742eb7\", \"e77b4d52-6f9b-48ea-8c94-a288de248a9d\", \"cafb049b-a2a0-4e02-b56f-1d382ec2e9bc\", \"c0320c89-0bb8-4d90-bec0-4357ee9926d4\", \"1365844f-a76a-4526-b6dd-6634ab67512e\", \"63c78c8a-a84c-4789-8899-b891fd3bcae6\"], \"total_duration\": 9258.0, \"total_sessions\": 9, \"mean_week_duration\": 42.082}, \"83051\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-18 03:47:22.000000+00:00\", \"2022-04-13 07:13:05.000000+00:00\", \"2023-02-01 16:43:18.000000+00:00\", \"2019-04-10 20:05:46.000000+00:00\", \"2020-09-15 14:10:37.000000+00:00\", \"2023-03-14 12:26:58.000000+00:00\", \"2021-09-07 19:31:46.000000+00:00\", \"2023-04-20 18:41:17.000000+00:00\", \"2021-08-08 15:18:19.000000+00:00\", \"2022-01-28 16:39:36.000000+00:00\"], \"session_ids\": [\"a1f7bb99-f165-4f98-82f2-f012062e100d\", \"0f747dcd-4661-4753-9382-4edf5564da66\", \"e34593f0-91db-430e-877e-42a63ec994a9\", \"57c5dddd-d894-415e-ac32-211ae2768086\", \"145734d2-36a1-440e-bf3a-d1c4d31e77c0\", \"47d0f500-24bf-4700-81db-e0d47d545a1b\", \"0d564cec-f76d-4e0e-8d95-55e3dcd73f08\", \"97e4250d-6283-4760-b70f-01b440ad79b9\", \"8c984cea-ff63-4305-a399-508423ed7e4c\", \"f50c3913-2a68-4632-9c18-3370bd574ea4\"], \"total_duration\": 6701.0, \"total_sessions\": 10, \"mean_week_duration\": 31.91}, \"77987\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-01 01:43:32.000000+00:00\", \"2020-03-13 07:34:31.000000+00:00\", \"2022-10-30 19:55:10.000000+00:00\", \"2023-01-08 03:13:18.000000+00:00\", \"2020-11-11 09:38:19.000000+00:00\", \"2023-04-22 13:07:11.000000+00:00\", \"2020-10-04 07:44:41.000000+00:00\"], \"session_ids\": [\"06ad855d-0bd0-4885-9c8d-e9d395b9457d\", \"724deb0b-e174-457a-bcd8-8586ab50830f\", \"f1900074-090a-4256-ae3a-1848b7fc75ce\", \"0ad26e99-414c-4b56-8c62-2c34c7838121\", \"cf2defe2-5788-4187-bfff-1ec614ec9b2b\", \"90c2d60d-df1d-4dc2-a87c-edafc98433b6\", \"04e87123-cdfd-446d-b3fc-0606a45ae5d3\"], \"total_duration\": 541.0, \"total_sessions\": 7, \"mean_week_duration\": 3.319}, \"85320\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-10-07 01:54:51.000000+00:00\", \"2021-04-01 10:53:17.000000+00:00\"], \"session_ids\": [\"1f328545-f85a-4f34-8c72-c0992f5d68ce\", \"bfe26141-2f47-460a-b720-c09818063f95\"], \"total_duration\": 203.0, \"total_sessions\": 2, \"mean_week_duration\": 2.603}, \"45597\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-23 05:59:57.000000+00:00\", \"2020-05-12 03:41:19.000000+00:00\", \"2020-10-06 09:21:32.000000+00:00\", \"2020-05-25 13:41:58.000000+00:00\", \"2020-06-16 01:43:13.000000+00:00\", \"2021-12-21 11:26:15.000000+00:00\", \"2023-06-25 22:50:13.000000+00:00\", \"2023-05-08 20:34:24.000000+00:00\"], \"session_ids\": [\"6a8edd71-9f92-40dc-b80c-8059f775ae94\", \"68bb2208-ec79-449c-9e07-7d02a0549297\", \"bc443cf3-5394-4656-b06e-f3d874a3b1e3\", \"b999ee69-4b15-4f60-ab1a-0491fa21bb17\", \"63a9757f-3be1-4106-b37a-68eee133fad8\", \"f7611667-b03f-43d3-9b25-799cffa841fe\", \"a3654fd6-35ec-4c0f-babf-ff85a42b21ef\", \"b7005f90-aef0-4717-8b7d-6024493dee0a\"], \"total_duration\": 10004.0, \"total_sessions\": 8, \"mean_week_duration\": 61.374}, \"89716\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-16 09:05:07.000000+00:00\", \"2020-07-07 19:55:52.000000+00:00\", \"2019-06-06 16:36:45.000000+00:00\", \"2023-01-08 10:30:34.000000+00:00\", \"2022-03-19 00:36:09.000000+00:00\", \"2020-06-25 18:47:49.000000+00:00\", \"2019-03-22 09:19:32.000000+00:00\", \"2023-04-16 04:33:35.000000+00:00\", \"2020-09-17 11:19:27.000000+00:00\", \"2020-08-16 02:55:46.000000+00:00\"], \"session_ids\": [\"0b642516-3ca5-40c9-af35-34c49de563a7\", \"ba2b897f-c3ce-48b6-b314-5823a5a94b2c\", \"5e43429a-0ddc-45dd-b17c-069fe30a56fb\", \"5af7f5ea-9bb2-470d-9093-6ba5a0a939d0\", \"312607e3-7dd7-400f-a71f-c08b7c054333\", \"b784b158-676e-4c84-a8d0-7d196a970315\", \"f1f372c7-5305-48ed-bdf2-d93702fc7467\", \"603adf01-1125-47df-91f0-1246cf6c7202\", \"46b45ebd-b2b7-4402-a7cf-e7ec54ccf7a0\", \"2b6abb85-c657-4ba6-be0d-0b60cf8aaffd\"], \"total_duration\": 444.0, \"total_sessions\": 10, \"mean_week_duration\": 2.085}, \"69371\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-03-28 09:45:30.000000+00:00\", \"2019-03-17 04:37:21.000000+00:00\"], \"session_ids\": [\"676c876d-867b-4f49-b128-d23c8a87a378\", \"cc1cd326-cba4-4e25-8e92-ec97029a1832\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 1.18}, \"79597\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-21 07:34:48.000000+00:00\", \"2022-04-20 14:06:28.000000+00:00\"], \"session_ids\": [\"3c4af4b4-9ef3-409b-8897-715c6c30f916\", \"e25bc87a-258e-4ad1-85f9-44fbcf988dca\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.325}, \"38533\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-05-13 19:54:33.000000+00:00\", \"2021-06-21 15:41:24.000000+00:00\"], \"session_ids\": [\"e75aa7e0-6ac9-4b62-aa4c-3e12327b39dc\", \"66a3466b-2e6c-4928-8b2d-201846127a28\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.828}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 10 and are equal or greater than 37" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[10, 37]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35911\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-09-25 20:51:34.000000+00:00\", \"2020-01-31 16:55:15.000000+00:00\"], \"session_ids\": [\"bd1a589f-551b-4fc6-b9bb-cd1ba9d4243e\", \"2e083dd4-2c4c-45b3-be7d-9548c8f1738c\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 0.989}, \"77987\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-01 01:43:32.000000+00:00\", \"2020-03-13 07:34:31.000000+00:00\", \"2022-10-30 19:55:10.000000+00:00\", \"2023-01-08 03:13:18.000000+00:00\", \"2020-11-11 09:38:19.000000+00:00\", \"2023-04-22 13:07:11.000000+00:00\", \"2020-10-04 07:44:41.000000+00:00\"], \"session_ids\": [\"06ad855d-0bd0-4885-9c8d-e9d395b9457d\", \"724deb0b-e174-457a-bcd8-8586ab50830f\", \"f1900074-090a-4256-ae3a-1848b7fc75ce\", \"0ad26e99-414c-4b56-8c62-2c34c7838121\", \"cf2defe2-5788-4187-bfff-1ec614ec9b2b\", \"90c2d60d-df1d-4dc2-a87c-edafc98433b6\", \"04e87123-cdfd-446d-b3fc-0606a45ae5d3\"], \"total_duration\": 541.0, \"total_sessions\": 7, \"mean_week_duration\": 3.319}, \"85320\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-10-07 01:54:51.000000+00:00\", \"2021-04-01 10:53:17.000000+00:00\"], \"session_ids\": [\"1f328545-f85a-4f34-8c72-c0992f5d68ce\", \"bfe26141-2f47-460a-b720-c09818063f95\"], \"total_duration\": 203.0, \"total_sessions\": 2, \"mean_week_duration\": 2.603}, \"89716\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-16 09:05:07.000000+00:00\", \"2020-07-07 19:55:52.000000+00:00\", \"2019-06-06 16:36:45.000000+00:00\", \"2023-01-08 10:30:34.000000+00:00\", \"2022-03-19 00:36:09.000000+00:00\", \"2020-06-25 18:47:49.000000+00:00\", \"2019-03-22 09:19:32.000000+00:00\", \"2023-04-16 04:33:35.000000+00:00\", \"2020-09-17 11:19:27.000000+00:00\", \"2020-08-16 02:55:46.000000+00:00\"], \"session_ids\": [\"0b642516-3ca5-40c9-af35-34c49de563a7\", \"ba2b897f-c3ce-48b6-b314-5823a5a94b2c\", \"5e43429a-0ddc-45dd-b17c-069fe30a56fb\", \"5af7f5ea-9bb2-470d-9093-6ba5a0a939d0\", \"312607e3-7dd7-400f-a71f-c08b7c054333\", \"b784b158-676e-4c84-a8d0-7d196a970315\", \"f1f372c7-5305-48ed-bdf2-d93702fc7467\", \"603adf01-1125-47df-91f0-1246cf6c7202\", \"46b45ebd-b2b7-4402-a7cf-e7ec54ccf7a0\", \"2b6abb85-c657-4ba6-be0d-0b60cf8aaffd\"], \"total_duration\": 444.0, \"total_sessions\": 10, \"mean_week_duration\": 2.085}, \"69371\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-03-28 09:45:30.000000+00:00\", \"2019-03-17 04:37:21.000000+00:00\"], \"session_ids\": [\"676c876d-867b-4f49-b128-d23c8a87a378\", \"cc1cd326-cba4-4e25-8e92-ec97029a1832\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 1.18}, \"79597\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-21 07:34:48.000000+00:00\", \"2022-04-20 14:06:28.000000+00:00\"], \"session_ids\": [\"3c4af4b4-9ef3-409b-8897-715c6c30f916\", \"e25bc87a-258e-4ad1-85f9-44fbcf988dca\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.325}, \"38533\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-05-13 19:54:33.000000+00:00\", \"2021-06-21 15:41:24.000000+00:00\"], \"session_ids\": [\"e75aa7e0-6ac9-4b62-aa4c-3e12327b39dc\", \"66a3466b-2e6c-4928-8b2d-201846127a28\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.828}, \"10445\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-18 21:05:12.000000+00:00\", \"2023-06-07 03:34:53.000000+00:00\", \"2022-04-02 11:11:03.000000+00:00\", \"2020-05-21 08:11:11.000000+00:00\", \"2021-09-04 06:04:21.000000+00:00\", \"2022-12-21 06:18:50.000000+00:00\", \"2021-12-03 02:19:27.000000+00:00\", \"2019-03-19 23:12:18.000000+00:00\", \"2021-03-31 08:18:20.000000+00:00\"], \"session_ids\": [\"41f97b42-efd7-4766-a525-e8d1cd6405bf\", \"a859f1bb-7edb-4158-871d-bcc55bd4421a\", \"c0f5ab6d-7a1e-42b9-9bcf-eafcc914fcf2\", \"004944ab-cf59-4d7b-9183-b3f9d5742eb7\", \"e77b4d52-6f9b-48ea-8c94-a288de248a9d\", \"cafb049b-a2a0-4e02-b56f-1d382ec2e9bc\", \"c0320c89-0bb8-4d90-bec0-4357ee9926d4\", \"1365844f-a76a-4526-b6dd-6634ab67512e\", \"63c78c8a-a84c-4789-8899-b891fd3bcae6\"], \"total_duration\": 9258.0, \"total_sessions\": 9, \"mean_week_duration\": 42.082}, \"45597\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-23 05:59:57.000000+00:00\", \"2020-05-12 03:41:19.000000+00:00\", \"2020-10-06 09:21:32.000000+00:00\", \"2020-05-25 13:41:58.000000+00:00\", \"2020-06-16 01:43:13.000000+00:00\", \"2021-12-21 11:26:15.000000+00:00\", \"2023-06-25 22:50:13.000000+00:00\", \"2023-05-08 20:34:24.000000+00:00\"], \"session_ids\": [\"6a8edd71-9f92-40dc-b80c-8059f775ae94\", \"68bb2208-ec79-449c-9e07-7d02a0549297\", \"bc443cf3-5394-4656-b06e-f3d874a3b1e3\", \"b999ee69-4b15-4f60-ab1a-0491fa21bb17\", \"63a9757f-3be1-4106-b37a-68eee133fad8\", \"f7611667-b03f-43d3-9b25-799cffa841fe\", \"a3654fd6-35ec-4c0f-babf-ff85a42b21ef\", \"b7005f90-aef0-4717-8b7d-6024493dee0a\"], \"total_duration\": 10004.0, \"total_sessions\": 8, \"mean_week_duration\": 61.374}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"89716\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-16 09:05:07.000000+00:00\", \"2020-07-07 19:55:52.000000+00:00\", \"2019-06-06 16:36:45.000000+00:00\", \"2023-01-08 10:30:34.000000+00:00\", \"2022-03-19 00:36:09.000000+00:00\", \"2020-06-25 18:47:49.000000+00:00\", \"2019-03-22 09:19:32.000000+00:00\", \"2023-04-16 04:33:35.000000+00:00\", \"2020-09-17 11:19:27.000000+00:00\", \"2020-08-16 02:55:46.000000+00:00\"], \"session_ids\": [\"0b642516-3ca5-40c9-af35-34c49de563a7\", \"ba2b897f-c3ce-48b6-b314-5823a5a94b2c\", \"5e43429a-0ddc-45dd-b17c-069fe30a56fb\", \"5af7f5ea-9bb2-470d-9093-6ba5a0a939d0\", \"312607e3-7dd7-400f-a71f-c08b7c054333\", \"b784b158-676e-4c84-a8d0-7d196a970315\", \"f1f372c7-5305-48ed-bdf2-d93702fc7467\", \"603adf01-1125-47df-91f0-1246cf6c7202\", \"46b45ebd-b2b7-4402-a7cf-e7ec54ccf7a0\", \"2b6abb85-c657-4ba6-be0d-0b60cf8aaffd\"], \"total_duration\": 444.0, \"total_sessions\": 10, \"mean_week_duration\": 2.085}}, {\"10445\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-18 21:05:12.000000+00:00\", \"2023-06-07 03:34:53.000000+00:00\", \"2022-04-02 11:11:03.000000+00:00\", \"2020-05-21 08:11:11.000000+00:00\", \"2021-09-04 06:04:21.000000+00:00\", \"2022-12-21 06:18:50.000000+00:00\", \"2021-12-03 02:19:27.000000+00:00\", \"2019-03-19 23:12:18.000000+00:00\", \"2021-03-31 08:18:20.000000+00:00\"], \"session_ids\": [\"41f97b42-efd7-4766-a525-e8d1cd6405bf\", \"a859f1bb-7edb-4158-871d-bcc55bd4421a\", \"c0f5ab6d-7a1e-42b9-9bcf-eafcc914fcf2\", \"004944ab-cf59-4d7b-9183-b3f9d5742eb7\", \"e77b4d52-6f9b-48ea-8c94-a288de248a9d\", \"cafb049b-a2a0-4e02-b56f-1d382ec2e9bc\", \"c0320c89-0bb8-4d90-bec0-4357ee9926d4\", \"1365844f-a76a-4526-b6dd-6634ab67512e\", \"63c78c8a-a84c-4789-8899-b891fd3bcae6\"], \"total_duration\": 9258.0, \"total_sessions\": 9, \"mean_week_duration\": 42.082}}, {\"85320\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-10-07 01:54:51.000000+00:00\", \"2021-04-01 10:53:17.000000+00:00\"], \"session_ids\": [\"1f328545-f85a-4f34-8c72-c0992f5d68ce\", \"bfe26141-2f47-460a-b720-c09818063f95\"], \"total_duration\": 203.0, \"total_sessions\": 2, \"mean_week_duration\": 2.603}}, {\"38533\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-05-13 19:54:33.000000+00:00\", \"2021-06-21 15:41:24.000000+00:00\"], \"session_ids\": [\"e75aa7e0-6ac9-4b62-aa4c-3e12327b39dc\", \"66a3466b-2e6c-4928-8b2d-201846127a28\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.828}}, {\"35911\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-09-25 20:51:34.000000+00:00\", \"2020-01-31 16:55:15.000000+00:00\"], \"session_ids\": [\"bd1a589f-551b-4fc6-b9bb-cd1ba9d4243e\", \"2e083dd4-2c4c-45b3-be7d-9548c8f1738c\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 0.989}}, {\"69371\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-03-28 09:45:30.000000+00:00\", \"2019-03-17 04:37:21.000000+00:00\"], \"session_ids\": [\"676c876d-867b-4f49-b128-d23c8a87a378\", \"cc1cd326-cba4-4e25-8e92-ec97029a1832\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 1.18}}, {\"77987\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-01 01:43:32.000000+00:00\", \"2020-03-13 07:34:31.000000+00:00\", \"2022-10-30 19:55:10.000000+00:00\", \"2023-01-08 03:13:18.000000+00:00\", \"2020-11-11 09:38:19.000000+00:00\", \"2023-04-22 13:07:11.000000+00:00\", \"2020-10-04 07:44:41.000000+00:00\"], \"session_ids\": [\"06ad855d-0bd0-4885-9c8d-e9d395b9457d\", \"724deb0b-e174-457a-bcd8-8586ab50830f\", \"f1900074-090a-4256-ae3a-1848b7fc75ce\", \"0ad26e99-414c-4b56-8c62-2c34c7838121\", \"cf2defe2-5788-4187-bfff-1ec614ec9b2b\", \"90c2d60d-df1d-4dc2-a87c-edafc98433b6\", \"04e87123-cdfd-446d-b3fc-0606a45ae5d3\"], \"total_duration\": 541.0, \"total_sessions\": 7, \"mean_week_duration\": 3.319}}, {\"79597\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-21 07:34:48.000000+00:00\", \"2022-04-20 14:06:28.000000+00:00\"], \"session_ids\": [\"3c4af4b4-9ef3-409b-8897-715c6c30f916\", \"e25bc87a-258e-4ad1-85f9-44fbcf988dca\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.325}}, {\"45597\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-23 05:59:57.000000+00:00\", \"2020-05-12 03:41:19.000000+00:00\", \"2020-10-06 09:21:32.000000+00:00\", \"2020-05-25 13:41:58.000000+00:00\", \"2020-06-16 01:43:13.000000+00:00\", \"2021-12-21 11:26:15.000000+00:00\", \"2023-06-25 22:50:13.000000+00:00\", \"2023-05-08 20:34:24.000000+00:00\"], \"session_ids\": [\"6a8edd71-9f92-40dc-b80c-8059f775ae94\", \"68bb2208-ec79-449c-9e07-7d02a0549297\", \"bc443cf3-5394-4656-b06e-f3d874a3b1e3\", \"b999ee69-4b15-4f60-ab1a-0491fa21bb17\", \"63a9757f-3be1-4106-b37a-68eee133fad8\", \"f7611667-b03f-43d3-9b25-799cffa841fe\", \"a3654fd6-35ec-4c0f-babf-ff85a42b21ef\", \"b7005f90-aef0-4717-8b7d-6024493dee0a\"], \"total_duration\": 10004.0, \"total_sessions\": 8, \"mean_week_duration\": 61.374}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"89716\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-16 09:05:07.000000+00:00\", \"2020-07-07 19:55:52.000000+00:00\", \"2019-06-06 16:36:45.000000+00:00\", \"2023-01-08 10:30:34.000000+00:00\", \"2022-03-19 00:36:09.000000+00:00\", \"2020-06-25 18:47:49.000000+00:00\", \"2019-03-22 09:19:32.000000+00:00\", \"2023-04-16 04:33:35.000000+00:00\", \"2020-09-17 11:19:27.000000+00:00\", \"2020-08-16 02:55:46.000000+00:00\"], \"session_ids\": [\"0b642516-3ca5-40c9-af35-34c49de563a7\", \"ba2b897f-c3ce-48b6-b314-5823a5a94b2c\", \"5e43429a-0ddc-45dd-b17c-069fe30a56fb\", \"5af7f5ea-9bb2-470d-9093-6ba5a0a939d0\", \"312607e3-7dd7-400f-a71f-c08b7c054333\", \"b784b158-676e-4c84-a8d0-7d196a970315\", \"f1f372c7-5305-48ed-bdf2-d93702fc7467\", \"603adf01-1125-47df-91f0-1246cf6c7202\", \"46b45ebd-b2b7-4402-a7cf-e7ec54ccf7a0\", \"2b6abb85-c657-4ba6-be0d-0b60cf8aaffd\"], \"total_duration\": 444.0, \"total_sessions\": 10, \"mean_week_duration\": 2.085}}, {\"10445\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-18 21:05:12.000000+00:00\", \"2023-06-07 03:34:53.000000+00:00\", \"2022-04-02 11:11:03.000000+00:00\", \"2020-05-21 08:11:11.000000+00:00\", \"2021-09-04 06:04:21.000000+00:00\", \"2022-12-21 06:18:50.000000+00:00\", \"2021-12-03 02:19:27.000000+00:00\", \"2019-03-19 23:12:18.000000+00:00\", \"2021-03-31 08:18:20.000000+00:00\"], \"session_ids\": [\"41f97b42-efd7-4766-a525-e8d1cd6405bf\", \"a859f1bb-7edb-4158-871d-bcc55bd4421a\", \"c0f5ab6d-7a1e-42b9-9bcf-eafcc914fcf2\", \"004944ab-cf59-4d7b-9183-b3f9d5742eb7\", \"e77b4d52-6f9b-48ea-8c94-a288de248a9d\", \"cafb049b-a2a0-4e02-b56f-1d382ec2e9bc\", \"c0320c89-0bb8-4d90-bec0-4357ee9926d4\", \"1365844f-a76a-4526-b6dd-6634ab67512e\", \"63c78c8a-a84c-4789-8899-b891fd3bcae6\"], \"total_duration\": 9258.0, \"total_sessions\": 9, \"mean_week_duration\": 42.082}}]\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[{\"89716\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-16 09:05:07.000000+00:00\", \"2020-07-07 19:55:52.000000+00:00\", \"2019-06-06 16:36:45.000000+00:00\", \"2023-01-08 10:30:34.000000+00:00\", \"2022-03-19 00:36:09.000000+00:00\", \"2020-06-25 18:47:49.000000+00:00\", \"2019-03-22 09:19:32.000000+00:00\", \"2023-04-16 04:33:35.000000+00:00\", \"2020-09-17 11:19:27.000000+00:00\", \"2020-08-16 02:55:46.000000+00:00\"], \"session_ids\": [\"0b642516-3ca5-40c9-af35-34c49de563a7\", \"ba2b897f-c3ce-48b6-b314-5823a5a94b2c\", \"5e43429a-0ddc-45dd-b17c-069fe30a56fb\", \"5af7f5ea-9bb2-470d-9093-6ba5a0a939d0\", \"312607e3-7dd7-400f-a71f-c08b7c054333\", \"b784b158-676e-4c84-a8d0-7d196a970315\", \"f1f372c7-5305-48ed-bdf2-d93702fc7467\", \"603adf01-1125-47df-91f0-1246cf6c7202\", \"46b45ebd-b2b7-4402-a7cf-e7ec54ccf7a0\", \"2b6abb85-c657-4ba6-be0d-0b60cf8aaffd\"], \"total_duration\": 444.0, \"total_sessions\": 10, \"mean_week_duration\": 2.085}}, {\"10445\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-18 21:05:12.000000+00:00\", \"2023-06-07 03:34:53.000000+00:00\", \"2022-04-02 11:11:03.000000+00:00\", \"2020-05-21 08:11:11.000000+00:00\", \"2021-09-04 06:04:21.000000+00:00\", \"2022-12-21 06:18:50.000000+00:00\", \"2021-12-03 02:19:27.000000+00:00\", \"2019-03-19 23:12:18.000000+00:00\", \"2021-03-31 08:18:20.000000+00:00\"], \"session_ids\": [\"41f97b42-efd7-4766-a525-e8d1cd6405bf\", \"a859f1bb-7edb-4158-871d-bcc55bd4421a\", \"c0f5ab6d-7a1e-42b9-9bcf-eafcc914fcf2\", \"004944ab-cf59-4d7b-9183-b3f9d5742eb7\", \"e77b4d52-6f9b-48ea-8c94-a288de248a9d\", \"cafb049b-a2a0-4e02-b56f-1d382ec2e9bc\", \"c0320c89-0bb8-4d90-bec0-4357ee9926d4\", \"1365844f-a76a-4526-b6dd-6634ab67512e\", \"63c78c8a-a84c-4789-8899-b891fd3bcae6\"], \"total_duration\": 9258.0, \"total_sessions\": 9, \"mean_week_duration\": 42.082}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Share insights on 3 users who have the largest value of average week duration plus execute sorting by duration summation in asc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"97183\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-09-28 12:42:22.000000+00:00\", \"2021-03-27 03:03:15.000000+00:00\", \"2021-12-11 19:35:51.000000+00:00\", \"2020-03-05 23:27:26.000000+00:00\", \"2020-09-02 11:41:12.000000+00:00\", \"2020-03-06 19:08:17.000000+00:00\", \"2020-07-28 11:30:25.000000+00:00\", \"2020-01-24 20:57:18.000000+00:00\", \"2023-04-24 11:20:48.000000+00:00\", \"2019-10-29 12:07:06.000000+00:00\"], \"session_ids\": [\"0a15d2dc-cfd8-4539-8e88-8174b3430aaf\", \"ceeb5265-32b3-40ac-94fe-d285543a1552\", \"7f2c8fdb-9a02-4a52-bae7-b02689bfb250\", \"1e807534-258c-443d-bf65-12d3688109ef\", \"69238de6-0be1-4c45-a22e-9f674b944ae3\", \"a42e1944-6146-4acb-bc92-bc29590d750d\", \"87076af1-64b6-4fdf-ba43-67545607201d\", \"6acf2a7c-418b-423e-a23e-7f42ca9d147b\", \"712ec747-071e-4038-939a-c7a8adcef4a2\", \"5724267e-e788-4679-918f-1dd2a6d24f84\"], \"total_duration\": 19072.0, \"total_sessions\": 10, \"mean_week_duration\": 101.989}, \"17423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-30 01:07:37.000000+00:00\", \"2020-06-05 10:12:06.000000+00:00\", \"2021-08-11 23:17:58.000000+00:00\", \"2023-04-14 17:16:07.000000+00:00\", \"2021-10-18 10:22:51.000000+00:00\"], \"session_ids\": [\"c884fd40-e44e-4243-a7ba-d8ceccbd0e06\", \"986b5acf-bb84-4fb9-b1c8-0367e89464b6\", \"530cc7ae-e7d3-48ba-9f9b-7d1acffb77af\", \"56b8109b-9bbe-455d-a105-9c98d4097b0a\", \"7445cd66-bba8-4218-91cb-f4b8738118d0\"], \"total_duration\": 3193.0, \"total_sessions\": 5, \"mean_week_duration\": 15.729}, \"70733\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-23 11:27:35.000000+00:00\", \"2021-08-08 08:35:43.000000+00:00\"], \"session_ids\": [\"f31f10c5-272b-4fc3-b31d-2a63639f7728\", \"ea6e68ca-c45c-4760-83f7-7f226ed3ab49\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 2.622}, \"25188\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-12-14 14:02:22.000000+00:00\", \"2019-06-02 17:43:21.000000+00:00\"], \"session_ids\": [\"80474132-57da-47be-a864-6be77711b2b5\", \"ffd9d086-8924-4c34-816e-1d1505d0a072\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 2.389}, \"83849\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-17 17:23:09.000000+00:00\", \"2021-07-06 18:20:45.000000+00:00\"], \"session_ids\": [\"afa9ae73-426e-4404-9942-9c6ae14417ca\", \"71d8938a-d62b-4f5b-b325-67a70d7ec576\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 31.933}, \"86248\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-31 02:00:23.000000+00:00\", \"2021-03-25 08:49:38.000000+00:00\"], \"session_ids\": [\"2057420b-d79e-4c0a-80dd-2fc7937d7993\", \"a8ecad0f-19e4-42ab-83b2-c00399c93eab\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 5.533}, \"40525\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-10 23:21:00.000000+00:00\", \"2021-05-25 07:52:49.000000+00:00\", \"2022-02-08 17:32:44.000000+00:00\", \"2020-11-27 11:06:18.000000+00:00\", \"2021-10-08 05:25:48.000000+00:00\", \"2020-09-22 12:58:22.000000+00:00\", \"2021-04-26 05:40:42.000000+00:00\", \"2021-03-16 09:16:33.000000+00:00\"], \"session_ids\": [\"6e80bb8d-6358-4d33-87a7-ee3412d73c68\", \"53479c5f-4187-40eb-889c-af489711b47f\", \"46ba5fc5-e272-446c-a00a-3ff6fb8d3836\", \"8a2cfafb-e03d-4bff-815e-30b60efa8a57\", \"5cedd378-13b8-4478-8678-864a5b012e05\", \"fe395e6c-122d-4323-a4b9-011ff03cdb2f\", \"9f5162c8-fa9f-4595-9242-7e69bffc5b4c\", \"1f2cbdbe-ca62-47e7-9f14-2e31c2dd11dd\"], \"total_duration\": 1331.0, \"total_sessions\": 8, \"mean_week_duration\": 16.432}, \"46852\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-20 01:46:47.000000+00:00\", \"2020-02-14 03:42:12.000000+00:00\"], \"session_ids\": [\"efbc6afe-7f50-48b9-b100-69ff80e04a0e\", \"1af8cf4c-d762-4fee-bc84-6f2065e55e0d\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 2.66}, \"76308\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-01-11 17:15:09.000000+00:00\", \"2021-02-15 13:29:27.000000+00:00\", \"2022-01-10 18:30:07.000000+00:00\", \"2020-03-23 09:01:13.000000+00:00\"], \"session_ids\": [\"060573fb-aab3-41fa-9acf-86c6eccfe2a6\", \"1dff5d4a-c863-4bbe-96b3-11c0bcd7bf5b\", \"a86a16d6-ddb0-42da-b6b3-b43fa5bf8278\", \"a57527c2-f73a-43bc-8dbf-f523119a063d\"], \"total_duration\": 1952.0, \"total_sessions\": 4, \"mean_week_duration\": 20.547}, \"65429\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-04 16:00:49.000000+00:00\", \"2022-01-05 18:43:08.000000+00:00\"], \"session_ids\": [\"20560f7a-e2c4-47b7-9bfb-10b6c254a0e8\", \"733473ee-24e7-42d0-84df-76393df4e9e0\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.772}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the highest 3 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 3}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"97183\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-09-28 12:42:22.000000+00:00\", \"2021-03-27 03:03:15.000000+00:00\", \"2021-12-11 19:35:51.000000+00:00\", \"2020-03-05 23:27:26.000000+00:00\", \"2020-09-02 11:41:12.000000+00:00\", \"2020-03-06 19:08:17.000000+00:00\", \"2020-07-28 11:30:25.000000+00:00\", \"2020-01-24 20:57:18.000000+00:00\", \"2023-04-24 11:20:48.000000+00:00\", \"2019-10-29 12:07:06.000000+00:00\"], \"session_ids\": [\"0a15d2dc-cfd8-4539-8e88-8174b3430aaf\", \"ceeb5265-32b3-40ac-94fe-d285543a1552\", \"7f2c8fdb-9a02-4a52-bae7-b02689bfb250\", \"1e807534-258c-443d-bf65-12d3688109ef\", \"69238de6-0be1-4c45-a22e-9f674b944ae3\", \"a42e1944-6146-4acb-bc92-bc29590d750d\", \"87076af1-64b6-4fdf-ba43-67545607201d\", \"6acf2a7c-418b-423e-a23e-7f42ca9d147b\", \"712ec747-071e-4038-939a-c7a8adcef4a2\", \"5724267e-e788-4679-918f-1dd2a6d24f84\"], \"total_duration\": 19072.0, \"total_sessions\": 10, \"mean_week_duration\": 101.989}}, {\"83849\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-17 17:23:09.000000+00:00\", \"2021-07-06 18:20:45.000000+00:00\"], \"session_ids\": [\"afa9ae73-426e-4404-9942-9c6ae14417ca\", \"71d8938a-d62b-4f5b-b325-67a70d7ec576\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 31.933}}, {\"76308\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-01-11 17:15:09.000000+00:00\", \"2021-02-15 13:29:27.000000+00:00\", \"2022-01-10 18:30:07.000000+00:00\", \"2020-03-23 09:01:13.000000+00:00\"], \"session_ids\": [\"060573fb-aab3-41fa-9acf-86c6eccfe2a6\", \"1dff5d4a-c863-4bbe-96b3-11c0bcd7bf5b\", \"a86a16d6-ddb0-42da-b6b3-b43fa5bf8278\", \"a57527c2-f73a-43bc-8dbf-f523119a063d\"], \"total_duration\": 1952.0, \"total_sessions\": 4, \"mean_week_duration\": 20.547}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"83849\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-17 17:23:09.000000+00:00\", \"2021-07-06 18:20:45.000000+00:00\"], \"session_ids\": [\"afa9ae73-426e-4404-9942-9c6ae14417ca\", \"71d8938a-d62b-4f5b-b325-67a70d7ec576\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 31.933}}, {\"76308\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-01-11 17:15:09.000000+00:00\", \"2021-02-15 13:29:27.000000+00:00\", \"2022-01-10 18:30:07.000000+00:00\", \"2020-03-23 09:01:13.000000+00:00\"], \"session_ids\": [\"060573fb-aab3-41fa-9acf-86c6eccfe2a6\", \"1dff5d4a-c863-4bbe-96b3-11c0bcd7bf5b\", \"a86a16d6-ddb0-42da-b6b3-b43fa5bf8278\", \"a57527c2-f73a-43bc-8dbf-f523119a063d\"], \"total_duration\": 1952.0, \"total_sessions\": 4, \"mean_week_duration\": 20.547}}, {\"97183\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-09-28 12:42:22.000000+00:00\", \"2021-03-27 03:03:15.000000+00:00\", \"2021-12-11 19:35:51.000000+00:00\", \"2020-03-05 23:27:26.000000+00:00\", \"2020-09-02 11:41:12.000000+00:00\", \"2020-03-06 19:08:17.000000+00:00\", \"2020-07-28 11:30:25.000000+00:00\", \"2020-01-24 20:57:18.000000+00:00\", \"2023-04-24 11:20:48.000000+00:00\", \"2019-10-29 12:07:06.000000+00:00\"], \"session_ids\": [\"0a15d2dc-cfd8-4539-8e88-8174b3430aaf\", \"ceeb5265-32b3-40ac-94fe-d285543a1552\", \"7f2c8fdb-9a02-4a52-bae7-b02689bfb250\", \"1e807534-258c-443d-bf65-12d3688109ef\", \"69238de6-0be1-4c45-a22e-9f674b944ae3\", \"a42e1944-6146-4acb-bc92-bc29590d750d\", \"87076af1-64b6-4fdf-ba43-67545607201d\", \"6acf2a7c-418b-423e-a23e-7f42ca9d147b\", \"712ec747-071e-4038-939a-c7a8adcef4a2\", \"5724267e-e788-4679-918f-1dd2a6d24f84\"], \"total_duration\": 19072.0, \"total_sessions\": 10, \"mean_week_duration\": 101.989}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"83849\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-17 17:23:09.000000+00:00\", \"2021-07-06 18:20:45.000000+00:00\"], \"session_ids\": [\"afa9ae73-426e-4404-9942-9c6ae14417ca\", \"71d8938a-d62b-4f5b-b325-67a70d7ec576\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 31.933}}, {\"76308\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-01-11 17:15:09.000000+00:00\", \"2021-02-15 13:29:27.000000+00:00\", \"2022-01-10 18:30:07.000000+00:00\", \"2020-03-23 09:01:13.000000+00:00\"], \"session_ids\": [\"060573fb-aab3-41fa-9acf-86c6eccfe2a6\", \"1dff5d4a-c863-4bbe-96b3-11c0bcd7bf5b\", \"a86a16d6-ddb0-42da-b6b3-b43fa5bf8278\", \"a57527c2-f73a-43bc-8dbf-f523119a063d\"], \"total_duration\": 1952.0, \"total_sessions\": 4, \"mean_week_duration\": 20.547}}, {\"97183\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-09-28 12:42:22.000000+00:00\", \"2021-03-27 03:03:15.000000+00:00\", \"2021-12-11 19:35:51.000000+00:00\", \"2020-03-05 23:27:26.000000+00:00\", \"2020-09-02 11:41:12.000000+00:00\", \"2020-03-06 19:08:17.000000+00:00\", \"2020-07-28 11:30:25.000000+00:00\", \"2020-01-24 20:57:18.000000+00:00\", \"2023-04-24 11:20:48.000000+00:00\", \"2019-10-29 12:07:06.000000+00:00\"], \"session_ids\": [\"0a15d2dc-cfd8-4539-8e88-8174b3430aaf\", \"ceeb5265-32b3-40ac-94fe-d285543a1552\", \"7f2c8fdb-9a02-4a52-bae7-b02689bfb250\", \"1e807534-258c-443d-bf65-12d3688109ef\", \"69238de6-0be1-4c45-a22e-9f674b944ae3\", \"a42e1944-6146-4acb-bc92-bc29590d750d\", \"87076af1-64b6-4fdf-ba43-67545607201d\", \"6acf2a7c-418b-423e-a23e-7f42ca9d147b\", \"712ec747-071e-4038-939a-c7a8adcef4a2\", \"5724267e-e788-4679-918f-1dd2a6d24f84\"], \"total_duration\": 19072.0, \"total_sessions\": 10, \"mean_week_duration\": 101.989}}]\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[{\"83849\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-10-17 17:23:09.000000+00:00\", \"2021-07-06 18:20:45.000000+00:00\"], \"session_ids\": [\"afa9ae73-426e-4404-9942-9c6ae14417ca\", \"71d8938a-d62b-4f5b-b325-67a70d7ec576\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 31.933}}, {\"76308\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-01-11 17:15:09.000000+00:00\", \"2021-02-15 13:29:27.000000+00:00\", \"2022-01-10 18:30:07.000000+00:00\", \"2020-03-23 09:01:13.000000+00:00\"], \"session_ids\": [\"060573fb-aab3-41fa-9acf-86c6eccfe2a6\", \"1dff5d4a-c863-4bbe-96b3-11c0bcd7bf5b\", \"a86a16d6-ddb0-42da-b6b3-b43fa5bf8278\", \"a57527c2-f73a-43bc-8dbf-f523119a063d\"], \"total_duration\": 1952.0, \"total_sessions\": 4, \"mean_week_duration\": 20.547}}, {\"97183\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-09-28 12:42:22.000000+00:00\", \"2021-03-27 03:03:15.000000+00:00\", \"2021-12-11 19:35:51.000000+00:00\", \"2020-03-05 23:27:26.000000+00:00\", \"2020-09-02 11:41:12.000000+00:00\", \"2020-03-06 19:08:17.000000+00:00\", \"2020-07-28 11:30:25.000000+00:00\", \"2020-01-24 20:57:18.000000+00:00\", \"2023-04-24 11:20:48.000000+00:00\", \"2019-10-29 12:07:06.000000+00:00\"], \"session_ids\": [\"0a15d2dc-cfd8-4539-8e88-8174b3430aaf\", \"ceeb5265-32b3-40ac-94fe-d285543a1552\", \"7f2c8fdb-9a02-4a52-bae7-b02689bfb250\", \"1e807534-258c-443d-bf65-12d3688109ef\", \"69238de6-0be1-4c45-a22e-9f674b944ae3\", \"a42e1944-6146-4acb-bc92-bc29590d750d\", \"87076af1-64b6-4fdf-ba43-67545607201d\", \"6acf2a7c-418b-423e-a23e-7f42ca9d147b\", \"712ec747-071e-4038-939a-c7a8adcef4a2\", \"5724267e-e788-4679-918f-1dd2a6d24f84\"], \"total_duration\": 19072.0, \"total_sessions\": 10, \"mean_week_duration\": 101.989}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on users with a total_duration that is higher than 1523 and lower than 3279, exclusive 1523 inclusive 3279 , and implement sorting by total duration amount form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"34816\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-24 14:16:23.000000+00:00\", \"2020-12-09 15:35:06.000000+00:00\", \"2022-05-29 16:21:15.000000+00:00\"], \"session_ids\": [\"b997663b-f596-4ace-aafc-4b14ddef80dc\", \"838251f8-002e-4b94-ad98-a086a4f85fd3\", \"45c732e5-e407-427b-9b0c-939d038b58e6\"], \"total_duration\": 493.0, \"total_sessions\": 3, \"mean_week_duration\": 3.12}, \"16913\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-07-09 08:33:57.000000+00:00\", \"2020-05-26 13:31:29.000000+00:00\", \"2020-05-14 08:38:10.000000+00:00\", \"2020-12-11 03:27:11.000000+00:00\"], \"session_ids\": [\"623004c2-180e-4677-8db3-1cb5fa8d5446\", \"9cb7be69-5aa0-4be5-8c59-b0b4e6817747\", \"8469b74c-0196-4a20-8b3e-6636af9547ad\", \"16f625ee-7c44-40e8-926e-ca6c0f58ddb4\"], \"total_duration\": 1399.0, \"total_sessions\": 4, \"mean_week_duration\": 23.317}, \"66371\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-13 14:46:20.000000+00:00\", \"2022-08-04 00:04:30.000000+00:00\"], \"session_ids\": [\"4eb354c6-81d9-47f1-9907-0991e6487b88\", \"086ed640-2882-44ee-95c9-c6654c17694c\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 74.5}, \"11851\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-26 17:19:34.000000+00:00\", \"2022-10-14 07:08:17.000000+00:00\"], \"session_ids\": [\"771e1f3a-2a94-4254-9224-e1697116fad5\", \"e02e4067-f906-4efa-bc49-3d6b04712300\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 0.728}, \"51426\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-06-20 03:18:49.000000+00:00\", \"2022-07-29 10:02:03.000000+00:00\", \"2019-06-09 21:42:51.000000+00:00\", \"2022-05-06 00:14:04.000000+00:00\"], \"session_ids\": [\"315f6f07-0f11-46b7-b7ba-a291c64717bf\", \"c6ebbf62-ba03-4279-9ce8-337d16276409\", \"0b76d303-cba2-486a-9b26-70957e9f391d\", \"2bae64ed-908e-44cd-a987-1340fdb3d1e7\"], \"total_duration\": 1430.0, \"total_sessions\": 4, \"mean_week_duration\": 6.777}, \"73340\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-27 19:05:53.000000+00:00\", \"2023-01-10 02:16:23.000000+00:00\", \"2022-12-17 08:12:20.000000+00:00\"], \"session_ids\": [\"ae3d8169-12a6-419f-bb82-15a875fea542\", \"baf1b4ca-308f-4039-8a85-7c149562accb\", \"6cbe0d68-5728-4560-821d-b2c6205a27bc\"], \"total_duration\": 386.0, \"total_sessions\": 3, \"mean_week_duration\": 2.644}, \"58220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-04-10 23:42:44.000000+00:00\", \"2019-04-25 11:42:05.000000+00:00\"], \"session_ids\": [\"50643dc0-c76d-415a-9f45-743ad5c508e0\", \"27befa13-a0f5-4eff-80cd-a96756f717b6\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 2.728}, \"50785\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-25 05:40:38.000000+00:00\", \"2019-03-13 17:18:16.000000+00:00\"], \"session_ids\": [\"f9f2694f-6827-4f3f-9907-b8f39ecb5ce9\", \"6a16e30a-6775-4bf3-8b00-0b2cdcde342a\"], \"total_duration\": 341.0, \"total_sessions\": 2, \"mean_week_duration\": 8.317}, \"97063\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-05 21:44:19.000000+00:00\", \"2022-11-30 09:25:09.000000+00:00\", \"2021-01-04 20:41:34.000000+00:00\", \"2021-10-13 09:11:47.000000+00:00\", \"2022-12-11 21:19:50.000000+00:00\", \"2021-02-26 21:38:29.000000+00:00\", \"2019-06-19 00:11:27.000000+00:00\", \"2020-03-14 19:47:56.000000+00:00\"], \"session_ids\": [\"ca057c5f-bbf4-4545-afc6-239d00d79abf\", \"d7db6920-f54f-4f09-aa61-0e992c6020d1\", \"0c3d2c9d-e7c4-4bf5-a1cf-dbdf2c946c46\", \"e294ec77-e04d-46f6-bb3b-758e2ab15086\", \"10040469-0136-4117-af4c-3ac223262810\", \"25993217-5ed5-4c11-befa-7c44ce847ca4\", \"118d3a0e-bd72-4101-9982-b0450b47f3da\", \"d7c0b139-c74f-446c-bf99-43940b303d66\"], \"total_duration\": 17207.0, \"total_sessions\": 8, \"mean_week_duration\": 94.544}, \"66899\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-10-13 03:40:12.000000+00:00\", \"2022-04-13 21:50:40.000000+00:00\", \"2019-08-02 17:22:33.000000+00:00\", \"2020-11-13 02:19:23.000000+00:00\"], \"session_ids\": [\"fb382403-de0e-4624-b2ed-bc6a697fb9bd\", \"45b83881-7a63-4809-9347-be873e101cd9\", \"30e7deaf-0f98-467e-8fe2-2a3dbf651f17\", \"42943946-f010-4c34-9ede-cb8b2e67aa10\"], \"total_duration\": 199.0, \"total_sessions\": 4, \"mean_week_duration\": 1.411}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are greater than 1523 and are equal or less than 3279" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[1523, 3279]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about user who is currently living in cities Athens, Ho Chi Minh City, Amsterdam, Moscow, Madrid, Oslo , and implement sorting by sessions summation in asc order." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"40819\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-12 20:00:27.000000+00:00\", \"2021-02-13 21:45:41.000000+00:00\"], \"session_ids\": [\"59fd25e6-cabe-4ee6-8552-2be32a576a34\", \"d44b477d-084a-4aaa-bac4-9182f7547bc7\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 4.679}, \"24411\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-09-15 08:17:33.000000+00:00\", \"2020-11-11 02:09:44.000000+00:00\", \"2019-11-22 03:32:41.000000+00:00\", \"2020-01-25 20:31:49.000000+00:00\"], \"session_ids\": [\"e208f773-611f-48dc-b535-4af50bbf2557\", \"95835627-85f2-4b92-9746-3f99458f0786\", \"06eb23ac-be02-44df-8c70-6ef14be7ded5\", \"46da6556-092c-44b6-b002-67059442be98\"], \"total_duration\": 95.0, \"total_sessions\": 4, \"mean_week_duration\": 1.0}, \"74755\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-10 10:25:59.000000+00:00\", \"2022-10-30 05:21:51.000000+00:00\"], \"session_ids\": [\"c97f56a6-b125-48ed-8b89-8517c5ab0ee0\", \"8550fb0a-4fbe-4264-aa73-5c93e251aafb\"], \"total_duration\": 413.0, \"total_sessions\": 2, \"mean_week_duration\": 2.333}, \"61353\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-08-15 11:25:41.000000+00:00\", \"2020-08-29 23:49:32.000000+00:00\", \"2021-11-03 12:03:34.000000+00:00\"], \"session_ids\": [\"4f8dd9ef-7069-4c06-b1c9-93e638f3cc10\", \"06844030-f65b-41db-b2fd-6335fc4b3dfd\", \"e890221c-7b04-4405-b4ee-7ca9d8b19fe2\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.505}, \"45672\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-05-16 01:10:02.000000+00:00\", \"2022-05-30 12:56:17.000000+00:00\", \"2022-11-22 05:07:31.000000+00:00\"], \"session_ids\": [\"0136d1c5-5cb7-498b-8b76-a50ad28e0cb8\", \"1c13b3cf-f621-41bd-8265-ae60a88a6ed5\", \"f3540b70-8b60-43f2-a31a-6f316f6866d2\"], \"total_duration\": 456.0, \"total_sessions\": 3, \"mean_week_duration\": 5.7}, \"36429\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-07 19:12:59.000000+00:00\", \"2019-02-28 04:22:39.000000+00:00\"], \"session_ids\": [\"f2f5ef9e-387a-4e14-81b5-191bc923d64f\", \"f226669e-bf1c-4c7d-b17e-4a9f947d1c97\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 432.0}, \"83664\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-12-02 20:26:03.000000+00:00\", \"2021-12-26 14:08:57.000000+00:00\", \"2021-12-03 03:40:44.000000+00:00\", \"2019-10-01 17:35:08.000000+00:00\", \"2019-09-24 00:53:16.000000+00:00\", \"2021-11-07 22:10:14.000000+00:00\", \"2020-08-01 04:34:35.000000+00:00\", \"2021-11-30 03:47:17.000000+00:00\", \"2023-04-08 11:43:59.000000+00:00\"], \"session_ids\": [\"76644b35-882a-4a76-a0f3-c3a37926a20b\", \"e0d85452-1dff-4030-8678-d525d2682dda\", \"814b8f2e-a2d0-4c4d-9616-1d48d0dbe5be\", \"85464edb-dff7-42cc-9a65-2b178f59beff\", \"3f669d93-9719-487a-83b6-49afe0456f4e\", \"e85e8a52-277d-49fb-be90-3c612ab01753\", \"b5eed57a-eaab-4708-bb7a-c3a447f7de75\", \"393439b4-7f39-464c-90a6-d8378659cad2\", \"3d5fdab3-1190-477c-bb45-910182679f75\"], \"total_duration\": 1216.0, \"total_sessions\": 9, \"mean_week_duration\": 6.573}, \"9947\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-10-25 21:28:03.000000+00:00\", \"2020-12-16 12:28:10.000000+00:00\", \"2020-11-04 07:21:41.000000+00:00\"], \"session_ids\": [\"4326c2f1-d819-447c-9433-1b245516e18c\", \"551cf3dc-a723-4a6a-8daa-b3f0d87a0e43\", \"e036348a-6826-4005-9c8b-2759742c3367\"], \"total_duration\": 216.0, \"total_sessions\": 3, \"mean_week_duration\": 3.6}, \"41399\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-12-28 19:44:05.000000+00:00\", \"2022-06-10 09:20:29.000000+00:00\", \"2021-07-22 02:37:43.000000+00:00\"], \"session_ids\": [\"a2df68d7-74b3-44e3-91d9-93313dbf685c\", \"f9173c13-bad2-4bfe-98d9-5418fb12d428\", \"154f3fad-501b-4553-bf4b-be1929e00ec5\"], \"total_duration\": 1003.0, \"total_sessions\": 3, \"mean_week_duration\": 7.836}, \"86031\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-10 01:51:31.000000+00:00\", \"2020-11-18 18:48:50.000000+00:00\", \"2019-07-07 03:18:48.000000+00:00\"], \"session_ids\": [\"c8ef4a4b-f0a1-469e-b318-0230f69d9cd7\", \"7daae68e-5569-4821-a83a-29d481c02d10\", \"fcc3b57f-7b66-4564-8a0a-325d25871ffa\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.382}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are Athens, Ho Chi Minh City, Amsterdam, Moscow, Madrid, Oslo" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Athens\", \"Ho Chi Minh City\", \"Amsterdam\", \"Moscow\", \"Madrid\", \"Oslo\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about 8 users who are topleast users based on app usage time per week plus carry out sorting by town center name from the largest to the smallest." } ]
[ { "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{\"38994\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-10 23:14:24.000000+00:00\", \"2019-10-06 23:10:11.000000+00:00\"], \"session_ids\": [\"4e9f3ca2-2297-48f3-aaf1-f0c2c9e43468\", \"935ab1e2-2a95-4a0d-9424-97fd27fb9d65\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.235}, \"99217\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-22 19:45:32.000000+00:00\", \"2022-11-06 13:40:41.000000+00:00\"], \"session_ids\": [\"fe854c01-5823-4ad7-9dc8-0e8d7f25f308\", \"fc28fb8b-6eb9-4d99-8230-4205379066d8\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 16.25}, \"63230\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-05-28 05:42:35.000000+00:00\", \"2022-02-16 12:43:41.000000+00:00\"], \"session_ids\": [\"f79b500e-28ea-424a-9ba0-ff8ba2cf3a13\", \"0e81c16e-68e2-46d1-80f8-7ddfb1796cb3\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.689}, \"37756\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-15 22:10:43.000000+00:00\", \"2021-02-23 13:31:35.000000+00:00\"], \"session_ids\": [\"acf3f552-ec42-456a-9f45-4e2a189b27ce\", \"29bb6cdc-4113-46c9-b062-be5126b1fd6d\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 2.412}, \"73381\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-06-26 03:52:30.000000+00:00\", \"2022-11-23 11:44:13.000000+00:00\"], \"session_ids\": [\"74df5e0d-2641-4c9a-8cc9-6e0180ea93e2\", \"d58b43c2-dc62-4873-8219-38e3dedd2132\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 3.659}, \"78147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-15 11:03:47.000000+00:00\", \"2021-02-03 20:12:32.000000+00:00\", \"2022-01-03 19:04:20.000000+00:00\"], \"session_ids\": [\"bb0527bc-cc11-4c05-aa9b-5de277994d24\", \"83dc673b-6299-48b3-a5cf-1514b140f2f9\", \"c0fbce71-11cf-42f4-9188-ae74f0bd3113\"], \"total_duration\": 540.0, \"total_sessions\": 3, \"mean_week_duration\": 4.909}, \"49474\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-13 09:46:42.000000+00:00\", \"2019-07-03 09:59:42.000000+00:00\"], \"session_ids\": [\"e5677006-c1ed-4328-a9ca-907fc4319a00\", \"68477c5a-be5b-4be6-bc31-3e90f6966c8c\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 6.569}, \"31742\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-08 13:00:50.000000+00:00\", \"2021-05-28 09:30:22.000000+00:00\"], \"session_ids\": [\"fc343afc-b84b-4439-8dce-ed0131bc15a7\", \"047e3436-bc89-4cb0-ab2c-0a80f519c228\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.412}, \"31538\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-28 09:47:58.000000+00:00\", \"2022-12-30 15:14:32.000000+00:00\"], \"session_ids\": [\"0594bd64-3022-42ba-a02b-8e864332ed73\", \"1b509177-f9e0-4692-b922-fda0fbc23218\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}, \"60043\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-18 10:40:02.000000+00:00\", \"2019-08-09 18:22:40.000000+00:00\", \"2021-04-23 02:56:02.000000+00:00\"], \"session_ids\": [\"112809ca-375d-4726-9a5a-f80654672f7d\", \"56b8b38b-98f2-41ec-bba6-97a19687fe98\", \"0903116b-7183-4926-a27c-c921a83778b9\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 2.576}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the lowest 8 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 8}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"38994\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-10 23:14:24.000000+00:00\", \"2019-10-06 23:10:11.000000+00:00\"], \"session_ids\": [\"4e9f3ca2-2297-48f3-aaf1-f0c2c9e43468\", \"935ab1e2-2a95-4a0d-9424-97fd27fb9d65\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.235}}, {\"31742\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-08 13:00:50.000000+00:00\", \"2021-05-28 09:30:22.000000+00:00\"], \"session_ids\": [\"fc343afc-b84b-4439-8dce-ed0131bc15a7\", \"047e3436-bc89-4cb0-ab2c-0a80f519c228\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.412}}, {\"63230\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-05-28 05:42:35.000000+00:00\", \"2022-02-16 12:43:41.000000+00:00\"], \"session_ids\": [\"f79b500e-28ea-424a-9ba0-ff8ba2cf3a13\", \"0e81c16e-68e2-46d1-80f8-7ddfb1796cb3\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.689}}, {\"31538\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-28 09:47:58.000000+00:00\", \"2022-12-30 15:14:32.000000+00:00\"], \"session_ids\": [\"0594bd64-3022-42ba-a02b-8e864332ed73\", \"1b509177-f9e0-4692-b922-fda0fbc23218\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}}, {\"37756\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-15 22:10:43.000000+00:00\", \"2021-02-23 13:31:35.000000+00:00\"], \"session_ids\": [\"acf3f552-ec42-456a-9f45-4e2a189b27ce\", \"29bb6cdc-4113-46c9-b062-be5126b1fd6d\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 2.412}}, {\"60043\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-18 10:40:02.000000+00:00\", \"2019-08-09 18:22:40.000000+00:00\", \"2021-04-23 02:56:02.000000+00:00\"], \"session_ids\": [\"112809ca-375d-4726-9a5a-f80654672f7d\", \"56b8b38b-98f2-41ec-bba6-97a19687fe98\", \"0903116b-7183-4926-a27c-c921a83778b9\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 2.576}}, {\"73381\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-06-26 03:52:30.000000+00:00\", \"2022-11-23 11:44:13.000000+00:00\"], \"session_ids\": [\"74df5e0d-2641-4c9a-8cc9-6e0180ea93e2\", \"d58b43c2-dc62-4873-8219-38e3dedd2132\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 3.659}}, {\"78147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-15 11:03:47.000000+00:00\", \"2021-02-03 20:12:32.000000+00:00\", \"2022-01-03 19:04:20.000000+00:00\"], \"session_ids\": [\"bb0527bc-cc11-4c05-aa9b-5de277994d24\", \"83dc673b-6299-48b3-a5cf-1514b140f2f9\", \"c0fbce71-11cf-42f4-9188-ae74f0bd3113\"], \"total_duration\": 540.0, \"total_sessions\": 3, \"mean_week_duration\": 4.909}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"60043\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-18 10:40:02.000000+00:00\", \"2019-08-09 18:22:40.000000+00:00\", \"2021-04-23 02:56:02.000000+00:00\"], \"session_ids\": [\"112809ca-375d-4726-9a5a-f80654672f7d\", \"56b8b38b-98f2-41ec-bba6-97a19687fe98\", \"0903116b-7183-4926-a27c-c921a83778b9\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 2.576}}, {\"78147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-15 11:03:47.000000+00:00\", \"2021-02-03 20:12:32.000000+00:00\", \"2022-01-03 19:04:20.000000+00:00\"], \"session_ids\": [\"bb0527bc-cc11-4c05-aa9b-5de277994d24\", \"83dc673b-6299-48b3-a5cf-1514b140f2f9\", \"c0fbce71-11cf-42f4-9188-ae74f0bd3113\"], \"total_duration\": 540.0, \"total_sessions\": 3, \"mean_week_duration\": 4.909}}, {\"31538\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-28 09:47:58.000000+00:00\", \"2022-12-30 15:14:32.000000+00:00\"], \"session_ids\": [\"0594bd64-3022-42ba-a02b-8e864332ed73\", \"1b509177-f9e0-4692-b922-fda0fbc23218\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}}, {\"37756\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-15 22:10:43.000000+00:00\", \"2021-02-23 13:31:35.000000+00:00\"], \"session_ids\": [\"acf3f552-ec42-456a-9f45-4e2a189b27ce\", \"29bb6cdc-4113-46c9-b062-be5126b1fd6d\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 2.412}}, {\"38994\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-10 23:14:24.000000+00:00\", \"2019-10-06 23:10:11.000000+00:00\"], \"session_ids\": [\"4e9f3ca2-2297-48f3-aaf1-f0c2c9e43468\", \"935ab1e2-2a95-4a0d-9424-97fd27fb9d65\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.235}}, {\"63230\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-05-28 05:42:35.000000+00:00\", \"2022-02-16 12:43:41.000000+00:00\"], \"session_ids\": [\"f79b500e-28ea-424a-9ba0-ff8ba2cf3a13\", \"0e81c16e-68e2-46d1-80f8-7ddfb1796cb3\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.689}}, {\"73381\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-06-26 03:52:30.000000+00:00\", \"2022-11-23 11:44:13.000000+00:00\"], \"session_ids\": [\"74df5e0d-2641-4c9a-8cc9-6e0180ea93e2\", \"d58b43c2-dc62-4873-8219-38e3dedd2132\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 3.659}}, {\"31742\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-08 13:00:50.000000+00:00\", \"2021-05-28 09:30:22.000000+00:00\"], \"session_ids\": [\"fc343afc-b84b-4439-8dce-ed0131bc15a7\", \"047e3436-bc89-4cb0-ab2c-0a80f519c228\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.412}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 8 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"60043\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-18 10:40:02.000000+00:00\", \"2019-08-09 18:22:40.000000+00:00\", \"2021-04-23 02:56:02.000000+00:00\"], \"session_ids\": [\"112809ca-375d-4726-9a5a-f80654672f7d\", \"56b8b38b-98f2-41ec-bba6-97a19687fe98\", \"0903116b-7183-4926-a27c-c921a83778b9\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 2.576}}, {\"78147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-15 11:03:47.000000+00:00\", \"2021-02-03 20:12:32.000000+00:00\", \"2022-01-03 19:04:20.000000+00:00\"], \"session_ids\": [\"bb0527bc-cc11-4c05-aa9b-5de277994d24\", \"83dc673b-6299-48b3-a5cf-1514b140f2f9\", \"c0fbce71-11cf-42f4-9188-ae74f0bd3113\"], \"total_duration\": 540.0, \"total_sessions\": 3, \"mean_week_duration\": 4.909}}, {\"31538\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-28 09:47:58.000000+00:00\", \"2022-12-30 15:14:32.000000+00:00\"], \"session_ids\": [\"0594bd64-3022-42ba-a02b-8e864332ed73\", \"1b509177-f9e0-4692-b922-fda0fbc23218\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}}, {\"37756\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-15 22:10:43.000000+00:00\", \"2021-02-23 13:31:35.000000+00:00\"], \"session_ids\": [\"acf3f552-ec42-456a-9f45-4e2a189b27ce\", \"29bb6cdc-4113-46c9-b062-be5126b1fd6d\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 2.412}}, {\"38994\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-10 23:14:24.000000+00:00\", \"2019-10-06 23:10:11.000000+00:00\"], \"session_ids\": [\"4e9f3ca2-2297-48f3-aaf1-f0c2c9e43468\", \"935ab1e2-2a95-4a0d-9424-97fd27fb9d65\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.235}}, {\"63230\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-05-28 05:42:35.000000+00:00\", \"2022-02-16 12:43:41.000000+00:00\"], \"session_ids\": [\"f79b500e-28ea-424a-9ba0-ff8ba2cf3a13\", \"0e81c16e-68e2-46d1-80f8-7ddfb1796cb3\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.689}}, {\"73381\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-06-26 03:52:30.000000+00:00\", \"2022-11-23 11:44:13.000000+00:00\"], \"session_ids\": [\"74df5e0d-2641-4c9a-8cc9-6e0180ea93e2\", \"d58b43c2-dc62-4873-8219-38e3dedd2132\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 3.659}}, {\"31742\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-08 13:00:50.000000+00:00\", \"2021-05-28 09:30:22.000000+00:00\"], \"session_ids\": [\"fc343afc-b84b-4439-8dce-ed0131bc15a7\", \"047e3436-bc89-4cb0-ab2c-0a80f519c228\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.412}}]\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[{\"60043\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-18 10:40:02.000000+00:00\", \"2019-08-09 18:22:40.000000+00:00\", \"2021-04-23 02:56:02.000000+00:00\"], \"session_ids\": [\"112809ca-375d-4726-9a5a-f80654672f7d\", \"56b8b38b-98f2-41ec-bba6-97a19687fe98\", \"0903116b-7183-4926-a27c-c921a83778b9\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 2.576}}, {\"78147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-15 11:03:47.000000+00:00\", \"2021-02-03 20:12:32.000000+00:00\", \"2022-01-03 19:04:20.000000+00:00\"], \"session_ids\": [\"bb0527bc-cc11-4c05-aa9b-5de277994d24\", \"83dc673b-6299-48b3-a5cf-1514b140f2f9\", \"c0fbce71-11cf-42f4-9188-ae74f0bd3113\"], \"total_duration\": 540.0, \"total_sessions\": 3, \"mean_week_duration\": 4.909}}, {\"31538\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-28 09:47:58.000000+00:00\", \"2022-12-30 15:14:32.000000+00:00\"], \"session_ids\": [\"0594bd64-3022-42ba-a02b-8e864332ed73\", \"1b509177-f9e0-4692-b922-fda0fbc23218\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}}, {\"37756\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-15 22:10:43.000000+00:00\", \"2021-02-23 13:31:35.000000+00:00\"], \"session_ids\": [\"acf3f552-ec42-456a-9f45-4e2a189b27ce\", \"29bb6cdc-4113-46c9-b062-be5126b1fd6d\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 2.412}}, {\"38994\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-10 23:14:24.000000+00:00\", \"2019-10-06 23:10:11.000000+00:00\"], \"session_ids\": [\"4e9f3ca2-2297-48f3-aaf1-f0c2c9e43468\", \"935ab1e2-2a95-4a0d-9424-97fd27fb9d65\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.235}}, {\"63230\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-05-28 05:42:35.000000+00:00\", \"2022-02-16 12:43:41.000000+00:00\"], \"session_ids\": [\"f79b500e-28ea-424a-9ba0-ff8ba2cf3a13\", \"0e81c16e-68e2-46d1-80f8-7ddfb1796cb3\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.689}}, {\"73381\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-06-26 03:52:30.000000+00:00\", \"2022-11-23 11:44:13.000000+00:00\"], \"session_ids\": [\"74df5e0d-2641-4c9a-8cc9-6e0180ea93e2\", \"d58b43c2-dc62-4873-8219-38e3dedd2132\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 3.659}}, {\"31742\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-08 13:00:50.000000+00:00\", \"2021-05-28 09:30:22.000000+00:00\"], \"session_ids\": [\"fc343afc-b84b-4439-8dce-ed0131bc15a7\", \"047e3436-bc89-4cb0-ab2c-0a80f519c228\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.412}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on 3 users whose count of sessions is <= than 5 , and do sorting by urban center name 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{\"50784\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-13 19:19:39.000000+00:00\", \"2022-10-07 21:47:16.000000+00:00\", \"2022-01-11 00:22:19.000000+00:00\", \"2020-03-05 23:24:13.000000+00:00\", \"2022-11-04 23:58:21.000000+00:00\", \"2021-07-11 05:48:48.000000+00:00\", \"2021-03-10 08:29:09.000000+00:00\", \"2019-10-07 09:04:42.000000+00:00\", \"2023-06-10 16:09:02.000000+00:00\", \"2023-01-19 08:10:41.000000+00:00\"], \"session_ids\": [\"36b091a6-83d5-4f7b-8e71-dc64a4305846\", \"38e5ce57-baff-475e-8eab-8a424d1205cd\", \"b7aeea3d-f73f-487f-acd6-1ce4c0921a09\", \"521c3488-64d7-4517-b120-295fa201383f\", \"a762765b-908d-4707-b0bb-d8433e2c5ee7\", \"118e98ae-4004-4e8b-84e7-04d727ba534e\", \"7d0a0f2c-e259-431d-a513-ca5f1e952098\", \"6b955555-d1ce-48b1-be67-8ce6e0cd0c8c\", \"c52d677b-95bc-42cb-acfa-bd6440056ae5\", \"e54582de-b229-412f-a5c8-58bb9f2f4887\"], \"total_duration\": 3095.0, \"total_sessions\": 10, \"mean_week_duration\": 16.12}, \"83904\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-06-23 10:12:30.000000+00:00\", \"2019-04-28 06:11:39.000000+00:00\", \"2019-08-23 05:10:17.000000+00:00\"], \"session_ids\": [\"f823dcd9-52b2-4308-9a2c-a5980366f019\", \"46de443c-7da4-4957-a1e9-044475d296bd\", \"cafe1816-e9ec-4462-96c3-ef7c2fefc0eb\"], \"total_duration\": 276.0, \"total_sessions\": 3, \"mean_week_duration\": 16.235}, \"63583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-07-25 03:14:21.000000+00:00\", \"2020-10-27 23:59:21.000000+00:00\", \"2020-10-12 11:51:35.000000+00:00\", \"2023-04-29 01:25:14.000000+00:00\"], \"session_ids\": [\"2e6697f0-074a-4c03-9c0b-8a66982a468b\", \"369ecd4b-ccb3-41fb-8ba4-e4d2fb8dda18\", \"c1edeef2-e03f-4ac0-96d0-3e54fb8da962\", \"2c1e11ca-7a25-4fd2-920e-473097ed68be\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.263}, \"56241\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-04-08 01:54:36.000000+00:00\", \"2023-02-15 06:10:26.000000+00:00\"], \"session_ids\": [\"6098e0e1-84cb-420b-9263-1f7323b13bc0\", \"ff6ddbff-ffe2-48c6-94d9-01c0c5cd285f\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 2.124}, \"1759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-03 04:23:41.000000+00:00\", \"2021-04-09 07:24:05.000000+00:00\", \"2021-08-16 14:01:14.000000+00:00\"], \"session_ids\": [\"f0b8a6d4-60de-4411-89a9-3afdf7995af7\", \"accedbb0-f5e4-40cd-ab88-36a920c5e483\", \"74b88d63-0e70-428f-8603-bea38e775a65\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 1.286}, \"92817\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-05 03:41:09.000000+00:00\", \"2021-11-25 23:31:25.000000+00:00\", \"2019-11-05 15:20:10.000000+00:00\", \"2023-03-04 07:42:34.000000+00:00\", \"2022-07-12 20:07:27.000000+00:00\", \"2020-11-27 07:30:29.000000+00:00\", \"2022-12-15 02:29:26.000000+00:00\"], \"session_ids\": [\"26d5188b-c1d1-4f78-a7d7-b4774819673d\", \"4f1ff12c-13a6-47fe-a7e4-3f9171ca438a\", \"90eaed75-e498-47f4-9a8b-7a34c7a49c26\", \"e076a90c-d9b3-4de8-9855-1257f39163f3\", \"b576e91c-4976-4529-bc07-b49b62733321\", \"8bc1ae9a-fb8f-4af4-9f3d-a17886244f83\", \"bd5af127-0dbf-4d27-bc00-0e0bf25c943e\"], \"total_duration\": 2337.0, \"total_sessions\": 7, \"mean_week_duration\": 11.923}, \"4954\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-21 04:07:10.000000+00:00\", \"2021-03-21 03:00:53.000000+00:00\"], \"session_ids\": [\"15fae9b1-05fc-4201-a216-31f751c485aa\", \"62be016b-f07d-4c29-935f-6462d1ac4c90\"], \"total_duration\": 417.0, \"total_sessions\": 2, \"mean_week_duration\": 13.452}, \"44974\": {\"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\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-05 11:10:16.000000+00:00\", \"2023-06-08 05:12:15.000000+00:00\"], \"session_ids\": [\"b8ddd883-70d4-413f-8e23-1daa7cc23de2\", \"90df20ae-d987-41ae-977c-38b2f471554c\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 1.167}, \"66446\": {\"keyflows\": {\"Sign In Flow\": 14, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-09 13:44:41.000000+00:00\", \"2019-08-13 05:46:41.000000+00:00\"], \"session_ids\": [\"16709c05-61c0-4ba8-abd2-0b72d380dd3a\", \"9f5cb949-9303-42a1-9c2a-274bb3a3b6c6\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 1.769}, \"44050\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-10 21:07:38.000000+00:00\", \"2020-10-30 16:01:01.000000+00:00\", \"2022-01-20 21:06:43.000000+00:00\", \"2019-05-08 09:34:58.000000+00:00\"], \"session_ids\": [\"648c99e6-07c8-4083-80a4-90cdde7c92f7\", \"0f900f0a-779c-493f-8f79-b93b5a8faf9b\", \"62f81162-a51b-4e6b-b4bd-ad275f9d5e77\", \"d7b73284-4007-448b-aefa-0d5277d31215\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.229}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83904\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-06-23 10:12:30.000000+00:00\", \"2019-04-28 06:11:39.000000+00:00\", \"2019-08-23 05:10:17.000000+00:00\"], \"session_ids\": [\"f823dcd9-52b2-4308-9a2c-a5980366f019\", \"46de443c-7da4-4957-a1e9-044475d296bd\", \"cafe1816-e9ec-4462-96c3-ef7c2fefc0eb\"], \"total_duration\": 276.0, \"total_sessions\": 3, \"mean_week_duration\": 16.235}, \"63583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-07-25 03:14:21.000000+00:00\", \"2020-10-27 23:59:21.000000+00:00\", \"2020-10-12 11:51:35.000000+00:00\", \"2023-04-29 01:25:14.000000+00:00\"], \"session_ids\": [\"2e6697f0-074a-4c03-9c0b-8a66982a468b\", \"369ecd4b-ccb3-41fb-8ba4-e4d2fb8dda18\", \"c1edeef2-e03f-4ac0-96d0-3e54fb8da962\", \"2c1e11ca-7a25-4fd2-920e-473097ed68be\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.263}, \"56241\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-04-08 01:54:36.000000+00:00\", \"2023-02-15 06:10:26.000000+00:00\"], \"session_ids\": [\"6098e0e1-84cb-420b-9263-1f7323b13bc0\", \"ff6ddbff-ffe2-48c6-94d9-01c0c5cd285f\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 2.124}, \"1759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-03 04:23:41.000000+00:00\", \"2021-04-09 07:24:05.000000+00:00\", \"2021-08-16 14:01:14.000000+00:00\"], \"session_ids\": [\"f0b8a6d4-60de-4411-89a9-3afdf7995af7\", \"accedbb0-f5e4-40cd-ab88-36a920c5e483\", \"74b88d63-0e70-428f-8603-bea38e775a65\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 1.286}, \"4954\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-21 04:07:10.000000+00:00\", \"2021-03-21 03:00:53.000000+00:00\"], \"session_ids\": [\"15fae9b1-05fc-4201-a216-31f751c485aa\", \"62be016b-f07d-4c29-935f-6462d1ac4c90\"], \"total_duration\": 417.0, \"total_sessions\": 2, \"mean_week_duration\": 13.452}, \"44974\": {\"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\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-05 11:10:16.000000+00:00\", \"2023-06-08 05:12:15.000000+00:00\"], \"session_ids\": [\"b8ddd883-70d4-413f-8e23-1daa7cc23de2\", \"90df20ae-d987-41ae-977c-38b2f471554c\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 1.167}, \"66446\": {\"keyflows\": {\"Sign In Flow\": 14, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-09 13:44:41.000000+00:00\", \"2019-08-13 05:46:41.000000+00:00\"], \"session_ids\": [\"16709c05-61c0-4ba8-abd2-0b72d380dd3a\", \"9f5cb949-9303-42a1-9c2a-274bb3a3b6c6\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 1.769}, \"44050\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-10 21:07:38.000000+00:00\", \"2020-10-30 16:01:01.000000+00:00\", \"2022-01-20 21:06:43.000000+00:00\", \"2019-05-08 09:34:58.000000+00:00\"], \"session_ids\": [\"648c99e6-07c8-4083-80a4-90cdde7c92f7\", \"0f900f0a-779c-493f-8f79-b93b5a8faf9b\", \"62f81162-a51b-4e6b-b4bd-ad275f9d5e77\", \"d7b73284-4007-448b-aefa-0d5277d31215\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.229}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"63583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-07-25 03:14:21.000000+00:00\", \"2020-10-27 23:59:21.000000+00:00\", \"2020-10-12 11:51:35.000000+00:00\", \"2023-04-29 01:25:14.000000+00:00\"], \"session_ids\": [\"2e6697f0-074a-4c03-9c0b-8a66982a468b\", \"369ecd4b-ccb3-41fb-8ba4-e4d2fb8dda18\", \"c1edeef2-e03f-4ac0-96d0-3e54fb8da962\", \"2c1e11ca-7a25-4fd2-920e-473097ed68be\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.263}}, {\"44050\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-10 21:07:38.000000+00:00\", \"2020-10-30 16:01:01.000000+00:00\", \"2022-01-20 21:06:43.000000+00:00\", \"2019-05-08 09:34:58.000000+00:00\"], \"session_ids\": [\"648c99e6-07c8-4083-80a4-90cdde7c92f7\", \"0f900f0a-779c-493f-8f79-b93b5a8faf9b\", \"62f81162-a51b-4e6b-b4bd-ad275f9d5e77\", \"d7b73284-4007-448b-aefa-0d5277d31215\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.229}}, {\"1759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-03 04:23:41.000000+00:00\", \"2021-04-09 07:24:05.000000+00:00\", \"2021-08-16 14:01:14.000000+00:00\"], \"session_ids\": [\"f0b8a6d4-60de-4411-89a9-3afdf7995af7\", \"accedbb0-f5e4-40cd-ab88-36a920c5e483\", \"74b88d63-0e70-428f-8603-bea38e775a65\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 1.286}}, {\"4954\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-21 04:07:10.000000+00:00\", \"2021-03-21 03:00:53.000000+00:00\"], \"session_ids\": [\"15fae9b1-05fc-4201-a216-31f751c485aa\", \"62be016b-f07d-4c29-935f-6462d1ac4c90\"], \"total_duration\": 417.0, \"total_sessions\": 2, \"mean_week_duration\": 13.452}}, {\"83904\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-06-23 10:12:30.000000+00:00\", \"2019-04-28 06:11:39.000000+00:00\", \"2019-08-23 05:10:17.000000+00:00\"], \"session_ids\": [\"f823dcd9-52b2-4308-9a2c-a5980366f019\", \"46de443c-7da4-4957-a1e9-044475d296bd\", \"cafe1816-e9ec-4462-96c3-ef7c2fefc0eb\"], \"total_duration\": 276.0, \"total_sessions\": 3, \"mean_week_duration\": 16.235}}, {\"66446\": {\"keyflows\": {\"Sign In Flow\": 14, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-09 13:44:41.000000+00:00\", \"2019-08-13 05:46:41.000000+00:00\"], \"session_ids\": [\"16709c05-61c0-4ba8-abd2-0b72d380dd3a\", \"9f5cb949-9303-42a1-9c2a-274bb3a3b6c6\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 1.769}}, {\"56241\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-04-08 01:54:36.000000+00:00\", \"2023-02-15 06:10:26.000000+00:00\"], \"session_ids\": [\"6098e0e1-84cb-420b-9263-1f7323b13bc0\", \"ff6ddbff-ffe2-48c6-94d9-01c0c5cd285f\"], \"total_duration\": 429.0, \"total_sessions\": 2, \"mean_week_duration\": 2.124}}, {\"44974\": {\"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\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-05 11:10:16.000000+00:00\", \"2023-06-08 05:12:15.000000+00:00\"], \"session_ids\": [\"b8ddd883-70d4-413f-8e23-1daa7cc23de2\", \"90df20ae-d987-41ae-977c-38b2f471554c\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 1.167}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"63583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-07-25 03:14:21.000000+00:00\", \"2020-10-27 23:59:21.000000+00:00\", \"2020-10-12 11:51:35.000000+00:00\", \"2023-04-29 01:25:14.000000+00:00\"], \"session_ids\": [\"2e6697f0-074a-4c03-9c0b-8a66982a468b\", \"369ecd4b-ccb3-41fb-8ba4-e4d2fb8dda18\", \"c1edeef2-e03f-4ac0-96d0-3e54fb8da962\", \"2c1e11ca-7a25-4fd2-920e-473097ed68be\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.263}}, {\"44050\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-10 21:07:38.000000+00:00\", \"2020-10-30 16:01:01.000000+00:00\", \"2022-01-20 21:06:43.000000+00:00\", \"2019-05-08 09:34:58.000000+00:00\"], \"session_ids\": [\"648c99e6-07c8-4083-80a4-90cdde7c92f7\", \"0f900f0a-779c-493f-8f79-b93b5a8faf9b\", \"62f81162-a51b-4e6b-b4bd-ad275f9d5e77\", \"d7b73284-4007-448b-aefa-0d5277d31215\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.229}}, {\"1759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-03 04:23:41.000000+00:00\", \"2021-04-09 07:24:05.000000+00:00\", \"2021-08-16 14:01:14.000000+00:00\"], \"session_ids\": [\"f0b8a6d4-60de-4411-89a9-3afdf7995af7\", \"accedbb0-f5e4-40cd-ab88-36a920c5e483\", \"74b88d63-0e70-428f-8603-bea38e775a65\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 1.286}}]\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[{\"63583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-07-25 03:14:21.000000+00:00\", \"2020-10-27 23:59:21.000000+00:00\", \"2020-10-12 11:51:35.000000+00:00\", \"2023-04-29 01:25:14.000000+00:00\"], \"session_ids\": [\"2e6697f0-074a-4c03-9c0b-8a66982a468b\", \"369ecd4b-ccb3-41fb-8ba4-e4d2fb8dda18\", \"c1edeef2-e03f-4ac0-96d0-3e54fb8da962\", \"2c1e11ca-7a25-4fd2-920e-473097ed68be\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.263}}, {\"44050\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-10 21:07:38.000000+00:00\", \"2020-10-30 16:01:01.000000+00:00\", \"2022-01-20 21:06:43.000000+00:00\", \"2019-05-08 09:34:58.000000+00:00\"], \"session_ids\": [\"648c99e6-07c8-4083-80a4-90cdde7c92f7\", \"0f900f0a-779c-493f-8f79-b93b5a8faf9b\", \"62f81162-a51b-4e6b-b4bd-ad275f9d5e77\", \"d7b73284-4007-448b-aefa-0d5277d31215\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.229}}, {\"1759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-03 04:23:41.000000+00:00\", \"2021-04-09 07:24:05.000000+00:00\", \"2021-08-16 14:01:14.000000+00:00\"], \"session_ids\": [\"f0b8a6d4-60de-4411-89a9-3afdf7995af7\", \"accedbb0-f5e4-40cd-ab88-36a920c5e483\", \"74b88d63-0e70-428f-8603-bea38e775a65\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 1.286}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show 2 users to me whose number of sessions is less than 4 and greater than 8 additionaly apply sorting by overall duration of sessions per week ascending." } ]
[ { "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{\"20233\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-07 04:50:06.000000+00:00\", \"2020-07-23 23:35:26.000000+00:00\", \"2023-02-10 08:59:37.000000+00:00\", \"2019-12-16 12:25:59.000000+00:00\", \"2019-10-20 09:08:19.000000+00:00\", \"2019-09-25 07:42:54.000000+00:00\", \"2020-05-20 23:49:08.000000+00:00\"], \"session_ids\": [\"de9215c2-001c-4935-a891-fb9a366f83e4\", \"85f75fdd-3c11-4bfb-8bbd-9c716b1e8429\", \"391509e9-28bc-4901-a913-1eaa77c068d2\", \"b2558d3d-f5cd-426e-81ae-a6ab81c4c7ed\", \"309ee128-12aa-4b40-8dee-84677dc58726\", \"009dcbbc-6761-467b-8b13-71461e616914\", \"ecbcbdb7-9bb0-4be0-9242-0ab881a5d407\"], \"total_duration\": 84.0, \"total_sessions\": 7, \"mean_week_duration\": 0.469}, \"3831\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-14 05:05:29.000000+00:00\", \"2019-05-23 13:09:33.000000+00:00\", \"2021-03-17 13:09:57.000000+00:00\", \"2019-06-27 04:57:01.000000+00:00\", \"2022-09-10 22:47:45.000000+00:00\"], \"session_ids\": [\"afdf9457-bddb-4bf4-aff1-f2f0750a8d7a\", \"f69b45d3-4d38-49dd-b27c-2d9652f71da3\", \"90994716-f7a9-400a-a008-41e5b8ac0a0e\", \"48972454-1006-4b90-be0f-efc4f1ff8499\", \"a7a27eba-50a3-4999-a4d8-ffd9f8da72fd\"], \"total_duration\": 3884.0, \"total_sessions\": 5, \"mean_week_duration\": 22.451}, \"59048\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-04-10 03:33:36.000000+00:00\", \"2021-03-14 04:55:31.000000+00:00\"], \"session_ids\": [\"f8ebcb89-91b5-4f4a-9c60-632c68b6ddd7\", \"1dedec8c-1ad6-492e-a0b5-ce50e8f2a7a1\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 2.143}, \"98688\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-16 09:55:50.000000+00:00\", \"2020-10-08 15:05:28.000000+00:00\", \"2022-06-22 18:30:29.000000+00:00\", \"2022-10-18 18:06:51.000000+00:00\", \"2020-09-26 09:40:31.000000+00:00\", \"2023-06-21 03:11:44.000000+00:00\", \"2022-12-19 02:24:42.000000+00:00\", \"2019-04-09 02:33:06.000000+00:00\", \"2021-03-26 01:45:03.000000+00:00\"], \"session_ids\": [\"71907d3d-e076-4cca-b7d3-d8f7796c7ccc\", \"eb500b69-6334-42df-8b7c-1cc8b928966d\", \"eab59e15-05fd-4ee9-9962-5917b5d7e432\", \"497d0399-a29c-4bd0-8aab-3eb7a1d37194\", \"304bfc22-fde2-436c-84e2-b5d26554b010\", \"caad3ad4-b3a3-4af5-a760-a9b891f0c8a3\", \"177123c6-2149-47de-aa23-835be2ffe147\", \"fe53edf5-b3e8-4f49-a276-52dfbdb3507c\", \"ddfa098f-38d3-4901-aa02-f3191503d3b0\"], \"total_duration\": 1324.0, \"total_sessions\": 9, \"mean_week_duration\": 6.018}, \"78067\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-17 16:58:59.000000+00:00\", \"2022-03-25 23:26:57.000000+00:00\"], \"session_ids\": [\"8ef2fc1a-c30b-46e9-a3cd-759d059db300\", \"644e6d1e-a700-449a-9ec2-9cc0f35277ed\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 1.538}, \"44351\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-02-09 22:55:36.000000+00:00\", \"2019-10-30 17:29:06.000000+00:00\", \"2019-07-13 13:32:56.000000+00:00\", \"2022-11-30 10:59:48.000000+00:00\", \"2020-02-14 07:32:25.000000+00:00\", \"2020-02-29 18:50:58.000000+00:00\"], \"session_ids\": [\"fc1493ef-7bca-4822-8d22-cb51608ff514\", \"d4b569dd-adad-4d68-9ddb-eb1e4f115674\", \"c4bae6f8-c1ea-4a79-b9eb-cac06383b8c0\", \"140db0de-41e9-40ba-bb54-28206a4e42f9\", \"96ef9519-77de-4439-a001-106727855430\", \"81aec009-931d-4370-913a-81753d9f930a\"], \"total_duration\": 3998.0, \"total_sessions\": 6, \"mean_week_duration\": 22.588}, \"98259\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-03-06 22:55:30.000000+00:00\", \"2021-07-12 00:41:18.000000+00:00\", \"2020-06-29 19:53:38.000000+00:00\", \"2022-04-12 08:15:51.000000+00:00\", \"2021-06-02 16:41:09.000000+00:00\", \"2022-07-13 09:13:50.000000+00:00\", \"2023-03-16 04:13:44.000000+00:00\", \"2022-04-03 06:23:52.000000+00:00\", \"2021-03-01 11:39:53.000000+00:00\", \"2021-02-18 21:28:46.000000+00:00\", \"2019-07-25 23:47:40.000000+00:00\"], \"session_ids\": [\"ad9d900a-a94d-4860-9335-87233c80614f\", \"945a175c-0b7d-467e-b318-9d01a80c2b3a\", \"eaef10f0-cd14-4d5f-b5e9-e5c82f4111df\", \"fddd8819-b119-457f-817d-9d03eff53b40\", \"83b9fbfb-957d-4daf-b761-5316a0590e9c\", \"6663dd7a-f17e-4c66-8abf-243c7c25b3aa\", \"5d797db8-24b4-480f-953d-ba68a690dd36\", \"fffbebb8-dad4-4097-848d-be209136b057\", \"1ab89ee9-af7a-4ec5-86e5-1b2bd0bce4c4\", \"8788da3f-c08c-4982-954f-9a053b252b8f\", \"8a5920a1-03df-49b6-b51c-48492bbf98d3\"], \"total_duration\": 705.0, \"total_sessions\": 11, \"mean_week_duration\": 3.711}, \"44676\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-03-16 22:37:06.000000+00:00\", \"2019-07-18 14:33:22.000000+00:00\"], \"session_ids\": [\"7d15f18c-26c1-4b2d-961b-ed01796ea9be\", \"634f10ca-a5a7-464a-b240-9193d531d7b9\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.304}, \"20844\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-05 15:28:08.000000+00:00\", \"2022-06-21 06:43:53.000000+00:00\", \"2019-05-07 02:48:58.000000+00:00\", \"2020-12-10 00:00:41.000000+00:00\"], \"session_ids\": [\"37b50703-179d-4902-9bc0-8ca2777d4d05\", \"3fb5e031-6219-41ac-a5d6-572a878282a7\", \"f72b8faf-406c-4991-8d8c-f3e014257723\", \"dc19282b-1d0a-4788-bd47-1a9670090ba7\"], \"total_duration\": 62.0, \"total_sessions\": 4, \"mean_week_duration\": 0.38}, \"48748\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-14 18:13:04.000000+00:00\", \"2020-11-03 21:16:41.000000+00:00\", \"2023-05-29 00:33:51.000000+00:00\", \"2019-06-15 13:31:57.000000+00:00\", \"2020-10-03 12:46:39.000000+00:00\", \"2023-04-26 21:44:59.000000+00:00\", \"2019-06-02 09:33:17.000000+00:00\"], \"session_ids\": [\"0ea82fa4-5a95-4546-a190-8f195ac5b624\", \"095cd3e4-e128-4918-843f-6b43ae9ac3b3\", \"07c8250a-1c81-4280-b9db-39d9c66d4784\", \"7f5c004e-6136-4761-a428-5930a08bc7d5\", \"bd2369cc-fdb6-4829-8da2-6a1469d9f8ce\", \"c4e893f1-6637-4e8d-b876-3020f5540b54\", \"8a613d84-5372-4820-8b07-80ae9a530697\"], \"total_duration\": 4650.0, \"total_sessions\": 7, \"mean_week_duration\": 22.356}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 4 and are equal or greater than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"59048\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-04-10 03:33:36.000000+00:00\", \"2021-03-14 04:55:31.000000+00:00\"], \"session_ids\": [\"f8ebcb89-91b5-4f4a-9c60-632c68b6ddd7\", \"1dedec8c-1ad6-492e-a0b5-ce50e8f2a7a1\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 2.143}, \"78067\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-17 16:58:59.000000+00:00\", \"2022-03-25 23:26:57.000000+00:00\"], \"session_ids\": [\"8ef2fc1a-c30b-46e9-a3cd-759d059db300\", \"644e6d1e-a700-449a-9ec2-9cc0f35277ed\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 1.538}, \"44676\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-03-16 22:37:06.000000+00:00\", \"2019-07-18 14:33:22.000000+00:00\"], \"session_ids\": [\"7d15f18c-26c1-4b2d-961b-ed01796ea9be\", \"634f10ca-a5a7-464a-b240-9193d531d7b9\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.304}, \"20844\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-05 15:28:08.000000+00:00\", \"2022-06-21 06:43:53.000000+00:00\", \"2019-05-07 02:48:58.000000+00:00\", \"2020-12-10 00:00:41.000000+00:00\"], \"session_ids\": [\"37b50703-179d-4902-9bc0-8ca2777d4d05\", \"3fb5e031-6219-41ac-a5d6-572a878282a7\", \"f72b8faf-406c-4991-8d8c-f3e014257723\", \"dc19282b-1d0a-4788-bd47-1a9670090ba7\"], \"total_duration\": 62.0, \"total_sessions\": 4, \"mean_week_duration\": 0.38}, \"98688\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-16 09:55:50.000000+00:00\", \"2020-10-08 15:05:28.000000+00:00\", \"2022-06-22 18:30:29.000000+00:00\", \"2022-10-18 18:06:51.000000+00:00\", \"2020-09-26 09:40:31.000000+00:00\", \"2023-06-21 03:11:44.000000+00:00\", \"2022-12-19 02:24:42.000000+00:00\", \"2019-04-09 02:33:06.000000+00:00\", \"2021-03-26 01:45:03.000000+00:00\"], \"session_ids\": [\"71907d3d-e076-4cca-b7d3-d8f7796c7ccc\", \"eb500b69-6334-42df-8b7c-1cc8b928966d\", \"eab59e15-05fd-4ee9-9962-5917b5d7e432\", \"497d0399-a29c-4bd0-8aab-3eb7a1d37194\", \"304bfc22-fde2-436c-84e2-b5d26554b010\", \"caad3ad4-b3a3-4af5-a760-a9b891f0c8a3\", \"177123c6-2149-47de-aa23-835be2ffe147\", \"fe53edf5-b3e8-4f49-a276-52dfbdb3507c\", \"ddfa098f-38d3-4901-aa02-f3191503d3b0\"], \"total_duration\": 1324.0, \"total_sessions\": 9, \"mean_week_duration\": 6.018}, \"98259\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-03-06 22:55:30.000000+00:00\", \"2021-07-12 00:41:18.000000+00:00\", \"2020-06-29 19:53:38.000000+00:00\", \"2022-04-12 08:15:51.000000+00:00\", \"2021-06-02 16:41:09.000000+00:00\", \"2022-07-13 09:13:50.000000+00:00\", \"2023-03-16 04:13:44.000000+00:00\", \"2022-04-03 06:23:52.000000+00:00\", \"2021-03-01 11:39:53.000000+00:00\", \"2021-02-18 21:28:46.000000+00:00\", \"2019-07-25 23:47:40.000000+00:00\"], \"session_ids\": [\"ad9d900a-a94d-4860-9335-87233c80614f\", \"945a175c-0b7d-467e-b318-9d01a80c2b3a\", \"eaef10f0-cd14-4d5f-b5e9-e5c82f4111df\", \"fddd8819-b119-457f-817d-9d03eff53b40\", \"83b9fbfb-957d-4daf-b761-5316a0590e9c\", \"6663dd7a-f17e-4c66-8abf-243c7c25b3aa\", \"5d797db8-24b4-480f-953d-ba68a690dd36\", \"fffbebb8-dad4-4097-848d-be209136b057\", \"1ab89ee9-af7a-4ec5-86e5-1b2bd0bce4c4\", \"8788da3f-c08c-4982-954f-9a053b252b8f\", \"8a5920a1-03df-49b6-b51c-48492bbf98d3\"], \"total_duration\": 705.0, \"total_sessions\": 11, \"mean_week_duration\": 3.711}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"44676\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-03-16 22:37:06.000000+00:00\", \"2019-07-18 14:33:22.000000+00:00\"], \"session_ids\": [\"7d15f18c-26c1-4b2d-961b-ed01796ea9be\", \"634f10ca-a5a7-464a-b240-9193d531d7b9\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.304}}, {\"20844\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-05 15:28:08.000000+00:00\", \"2022-06-21 06:43:53.000000+00:00\", \"2019-05-07 02:48:58.000000+00:00\", \"2020-12-10 00:00:41.000000+00:00\"], \"session_ids\": [\"37b50703-179d-4902-9bc0-8ca2777d4d05\", \"3fb5e031-6219-41ac-a5d6-572a878282a7\", \"f72b8faf-406c-4991-8d8c-f3e014257723\", \"dc19282b-1d0a-4788-bd47-1a9670090ba7\"], \"total_duration\": 62.0, \"total_sessions\": 4, \"mean_week_duration\": 0.38}}, {\"78067\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-17 16:58:59.000000+00:00\", \"2022-03-25 23:26:57.000000+00:00\"], \"session_ids\": [\"8ef2fc1a-c30b-46e9-a3cd-759d059db300\", \"644e6d1e-a700-449a-9ec2-9cc0f35277ed\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 1.538}}, {\"59048\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-04-10 03:33:36.000000+00:00\", \"2021-03-14 04:55:31.000000+00:00\"], \"session_ids\": [\"f8ebcb89-91b5-4f4a-9c60-632c68b6ddd7\", \"1dedec8c-1ad6-492e-a0b5-ce50e8f2a7a1\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 2.143}}, {\"98259\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-03-06 22:55:30.000000+00:00\", \"2021-07-12 00:41:18.000000+00:00\", \"2020-06-29 19:53:38.000000+00:00\", \"2022-04-12 08:15:51.000000+00:00\", \"2021-06-02 16:41:09.000000+00:00\", \"2022-07-13 09:13:50.000000+00:00\", \"2023-03-16 04:13:44.000000+00:00\", \"2022-04-03 06:23:52.000000+00:00\", \"2021-03-01 11:39:53.000000+00:00\", \"2021-02-18 21:28:46.000000+00:00\", \"2019-07-25 23:47:40.000000+00:00\"], \"session_ids\": [\"ad9d900a-a94d-4860-9335-87233c80614f\", \"945a175c-0b7d-467e-b318-9d01a80c2b3a\", \"eaef10f0-cd14-4d5f-b5e9-e5c82f4111df\", \"fddd8819-b119-457f-817d-9d03eff53b40\", \"83b9fbfb-957d-4daf-b761-5316a0590e9c\", \"6663dd7a-f17e-4c66-8abf-243c7c25b3aa\", \"5d797db8-24b4-480f-953d-ba68a690dd36\", \"fffbebb8-dad4-4097-848d-be209136b057\", \"1ab89ee9-af7a-4ec5-86e5-1b2bd0bce4c4\", \"8788da3f-c08c-4982-954f-9a053b252b8f\", \"8a5920a1-03df-49b6-b51c-48492bbf98d3\"], \"total_duration\": 705.0, \"total_sessions\": 11, \"mean_week_duration\": 3.711}}, {\"98688\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-16 09:55:50.000000+00:00\", \"2020-10-08 15:05:28.000000+00:00\", \"2022-06-22 18:30:29.000000+00:00\", \"2022-10-18 18:06:51.000000+00:00\", \"2020-09-26 09:40:31.000000+00:00\", \"2023-06-21 03:11:44.000000+00:00\", \"2022-12-19 02:24:42.000000+00:00\", \"2019-04-09 02:33:06.000000+00:00\", \"2021-03-26 01:45:03.000000+00:00\"], \"session_ids\": [\"71907d3d-e076-4cca-b7d3-d8f7796c7ccc\", \"eb500b69-6334-42df-8b7c-1cc8b928966d\", \"eab59e15-05fd-4ee9-9962-5917b5d7e432\", \"497d0399-a29c-4bd0-8aab-3eb7a1d37194\", \"304bfc22-fde2-436c-84e2-b5d26554b010\", \"caad3ad4-b3a3-4af5-a760-a9b891f0c8a3\", \"177123c6-2149-47de-aa23-835be2ffe147\", \"fe53edf5-b3e8-4f49-a276-52dfbdb3507c\", \"ddfa098f-38d3-4901-aa02-f3191503d3b0\"], \"total_duration\": 1324.0, \"total_sessions\": 9, \"mean_week_duration\": 6.018}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"44676\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-03-16 22:37:06.000000+00:00\", \"2019-07-18 14:33:22.000000+00:00\"], \"session_ids\": [\"7d15f18c-26c1-4b2d-961b-ed01796ea9be\", \"634f10ca-a5a7-464a-b240-9193d531d7b9\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.304}}, {\"20844\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-05 15:28:08.000000+00:00\", \"2022-06-21 06:43:53.000000+00:00\", \"2019-05-07 02:48:58.000000+00:00\", \"2020-12-10 00:00:41.000000+00:00\"], \"session_ids\": [\"37b50703-179d-4902-9bc0-8ca2777d4d05\", \"3fb5e031-6219-41ac-a5d6-572a878282a7\", \"f72b8faf-406c-4991-8d8c-f3e014257723\", \"dc19282b-1d0a-4788-bd47-1a9670090ba7\"], \"total_duration\": 62.0, \"total_sessions\": 4, \"mean_week_duration\": 0.38}}]\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[{\"44676\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-03-16 22:37:06.000000+00:00\", \"2019-07-18 14:33:22.000000+00:00\"], \"session_ids\": [\"7d15f18c-26c1-4b2d-961b-ed01796ea9be\", \"634f10ca-a5a7-464a-b240-9193d531d7b9\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.304}}, {\"20844\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-05 15:28:08.000000+00:00\", \"2022-06-21 06:43:53.000000+00:00\", \"2019-05-07 02:48:58.000000+00:00\", \"2020-12-10 00:00:41.000000+00:00\"], \"session_ids\": [\"37b50703-179d-4902-9bc0-8ca2777d4d05\", \"3fb5e031-6219-41ac-a5d6-572a878282a7\", \"f72b8faf-406c-4991-8d8c-f3e014257723\", \"dc19282b-1d0a-4788-bd47-1a9670090ba7\"], \"total_duration\": 62.0, \"total_sessions\": 4, \"mean_week_duration\": 0.38}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Share insights on 5 users with a total sessoins count that is higher than 4, exclusive 4 in addition execute sorting by all sessions quantity in asc order." } ]