conversations
list
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the 3 users with a duration summation of sessions per week that is higher than 10 and lower than 37 additionaly execute sorting by sum of duration form the highest value to the lowest value , and provide me only with 3 pieces of data." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"37668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2019-12-20 05:41:19.000000+00:00\", \"2019-01-05 14:26:39.000000+00:00\", \"2019-10-29 19:59:20.000000+00:00\"], \"session_ids\": [\"111cb82a-fda7-4508-b68b-91597c3ab4b6\", \"49e0ff47-b189-4f9f-84a9-b6f27a06d734\", \"2f22aff0-a5ec-44ab-a35d-97b50e5a124b\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.44}, \"46261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-11-12 09:08:03.000000+00:00\", \"2023-04-23 09:23:30.000000+00:00\"], \"session_ids\": [\"64648ab9-e8ff-4172-a082-c24e160c4e52\", \"c6d56889-eaba-42ca-b3a3-11d00d3bd33f\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.011}, \"28696\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-19 12:46:46.000000+00:00\", \"2021-04-20 12:52:46.000000+00:00\"], \"session_ids\": [\"4ed0085d-63ca-434b-94db-725b084b74c2\", \"a092e9cf-2daf-4475-9d80-eac92e06de5d\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.492}, \"62426\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-09-14 19:22:31.000000+00:00\", \"2019-10-19 03:01:38.000000+00:00\"], \"session_ids\": [\"45fe4dd2-49e2-4eaf-a14c-64d37d377329\", \"7bdf648c-f7de-4e7d-9c91-ca6ea1cd6e0f\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 4.86}, \"17545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-10-17 16:47:50.000000+00:00\", \"2019-03-28 01:23:02.000000+00:00\"], \"session_ids\": [\"79faeb44-aa74-44ed-a688-d36b25a9a68d\", \"8d721939-78b7-4e82-9f5d-75ccd49dd6fd\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 2.329}, \"46069\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-09-19 16:53:29.000000+00:00\", \"2021-02-27 14:10:30.000000+00:00\", \"2022-04-24 09:11:30.000000+00:00\"], \"session_ids\": [\"a4df8f99-6cbd-4b44-9b5d-845a4cf37b0e\", \"74c991f3-1bd7-4db9-9048-d2c370adc533\", \"7e9fbc8c-b1fc-4123-92c4-1d2f652650d9\"], \"total_duration\": 99.0, \"total_sessions\": 3, \"mean_week_duration\": 1.65}, \"19231\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-05-22 13:33:16.000000+00:00\", \"2020-10-04 04:18:55.000000+00:00\", \"2019-12-18 08:42:55.000000+00:00\", \"2021-02-18 19:57:38.000000+00:00\"], \"session_ids\": [\"b49698a5-845e-4fc5-be89-5a0ef6580735\", \"ef7192c5-3c58-4503-b536-ecaf5ea00749\", \"185ae06d-5170-4d70-a885-0320bea6826e\", \"fce6984d-2d45-4019-a8ab-21a0ac93d771\"], \"total_duration\": 1210.0, \"total_sessions\": 4, \"mean_week_duration\": 16.133}, \"57981\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-19 10:24:25.000000+00:00\", \"2023-04-08 06:33:12.000000+00:00\"], \"session_ids\": [\"ebaa322f-f452-4cfc-be77-16fdf400406b\", \"1af7300a-add8-4418-8104-62be0d2f990e\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 15.0}, \"73109\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-20 06:45:58.000000+00:00\", \"2021-09-15 17:10:54.000000+00:00\"], \"session_ids\": [\"41a3ea94-8f13-4425-b526-6e60883cac50\", \"57d40e36-54d2-4e8c-a3dc-480c4efe73ef\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 2.111}, \"10423\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-01-23 15:20:49.000000+00:00\", \"2023-02-06 23:25:14.000000+00:00\"], \"session_ids\": [\"0c5d289d-201b-4137-9303-0921802f8df5\", \"1c231008-a10a-4f75-80b2-4ed6b43c558d\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.39}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or greater than 10 and are equal or less 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{\"19231\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-05-22 13:33:16.000000+00:00\", \"2020-10-04 04:18:55.000000+00:00\", \"2019-12-18 08:42:55.000000+00:00\", \"2021-02-18 19:57:38.000000+00:00\"], \"session_ids\": [\"b49698a5-845e-4fc5-be89-5a0ef6580735\", \"ef7192c5-3c58-4503-b536-ecaf5ea00749\", \"185ae06d-5170-4d70-a885-0320bea6826e\", \"fce6984d-2d45-4019-a8ab-21a0ac93d771\"], \"total_duration\": 1210.0, \"total_sessions\": 4, \"mean_week_duration\": 16.133}, \"57981\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-19 10:24:25.000000+00:00\", \"2023-04-08 06:33:12.000000+00:00\"], \"session_ids\": [\"ebaa322f-f452-4cfc-be77-16fdf400406b\", \"1af7300a-add8-4418-8104-62be0d2f990e\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 15.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"19231\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-05-22 13:33:16.000000+00:00\", \"2020-10-04 04:18:55.000000+00:00\", \"2019-12-18 08:42:55.000000+00:00\", \"2021-02-18 19:57:38.000000+00:00\"], \"session_ids\": [\"b49698a5-845e-4fc5-be89-5a0ef6580735\", \"ef7192c5-3c58-4503-b536-ecaf5ea00749\", \"185ae06d-5170-4d70-a885-0320bea6826e\", \"fce6984d-2d45-4019-a8ab-21a0ac93d771\"], \"total_duration\": 1210.0, \"total_sessions\": 4, \"mean_week_duration\": 16.133}}, {\"57981\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-19 10:24:25.000000+00:00\", \"2023-04-08 06:33:12.000000+00:00\"], \"session_ids\": [\"ebaa322f-f452-4cfc-be77-16fdf400406b\", \"1af7300a-add8-4418-8104-62be0d2f990e\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 15.0}}]\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[{\"19231\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-05-22 13:33:16.000000+00:00\", \"2020-10-04 04:18:55.000000+00:00\", \"2019-12-18 08:42:55.000000+00:00\", \"2021-02-18 19:57:38.000000+00:00\"], \"session_ids\": [\"b49698a5-845e-4fc5-be89-5a0ef6580735\", \"ef7192c5-3c58-4503-b536-ecaf5ea00749\", \"185ae06d-5170-4d70-a885-0320bea6826e\", \"fce6984d-2d45-4019-a8ab-21a0ac93d771\"], \"total_duration\": 1210.0, \"total_sessions\": 4, \"mean_week_duration\": 16.133}}, {\"57981\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-19 10:24:25.000000+00:00\", \"2023-04-08 06:33:12.000000+00:00\"], \"session_ids\": [\"ebaa322f-f452-4cfc-be77-16fdf400406b\", \"1af7300a-add8-4418-8104-62be0d2f990e\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 15.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to close out that task and provide the requester with the obtained data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"19231\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-05-22 13:33:16.000000+00:00\", \"2020-10-04 04:18:55.000000+00:00\", \"2019-12-18 08:42:55.000000+00:00\", \"2021-02-18 19:57:38.000000+00:00\"], \"session_ids\": [\"b49698a5-845e-4fc5-be89-5a0ef6580735\", \"ef7192c5-3c58-4503-b536-ecaf5ea00749\", \"185ae06d-5170-4d70-a885-0320bea6826e\", \"fce6984d-2d45-4019-a8ab-21a0ac93d771\"], \"total_duration\": 1210.0, \"total_sessions\": 4, \"mean_week_duration\": 16.133}}, {\"57981\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-19 10:24:25.000000+00:00\", \"2023-04-08 06:33:12.000000+00:00\"], \"session_ids\": [\"ebaa322f-f452-4cfc-be77-16fdf400406b\", \"1af7300a-add8-4418-8104-62be0d2f990e\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 15.0}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about 5 users with a mean_week_duration that is higher than 3, exclusive num 3 , execute sorting by sessions count descendingly." } ]
[ { "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{\"71083\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-02 19:29:04.000000+00:00\", \"2022-10-13 16:26:21.000000+00:00\"], \"session_ids\": [\"d029fe9e-ca97-407b-a978-af493c108d32\", \"aed228ce-8768-410e-8915-b51c8f4f1abd\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 11.875}, \"14032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-02-16 13:25:19.000000+00:00\", \"2020-02-08 05:13:30.000000+00:00\"], \"session_ids\": [\"dd0c76ee-753b-43c5-9c5c-25461169fd52\", \"be30b101-1318-4b72-9cbc-db476d746d53\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 16.5}, \"5222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-12-30 20:44:16.000000+00:00\", \"2022-02-09 11:48:56.000000+00:00\", \"2022-06-17 03:30:35.000000+00:00\", \"2023-05-03 13:23:59.000000+00:00\", \"2019-10-14 23:15:40.000000+00:00\", \"2020-04-28 23:09:22.000000+00:00\", \"2019-03-07 12:32:51.000000+00:00\", \"2023-03-27 03:11:03.000000+00:00\", \"2022-01-04 18:22:56.000000+00:00\", \"2021-03-04 21:24:47.000000+00:00\", \"2021-09-20 09:57:48.000000+00:00\"], \"session_ids\": [\"c27aefd8-1148-4be6-8a64-157ab1ea088d\", \"f485b968-7a8e-470c-901f-802c2a466b82\", \"88aad174-5cb5-46f1-89df-04abb29d545d\", \"ae221551-4e23-4772-a644-c9b0618523c8\", \"fe240474-8f65-4c72-839e-7bbd4dfa402e\", \"ddc42fce-a3d2-4832-87e1-b7a3f96fc1fe\", \"c81714a4-6b5d-4716-bb84-5f43eaf1080c\", \"0d6bc578-f5de-4b04-94c6-58c5a6d70e79\", \"987c87bb-5aed-4d73-bc05-1f4336f3c974\", \"c7698428-f9b3-4a72-b2de-7e077e638f5a\", \"f38605a3-d7c6-44a2-9bf4-85b7005bf533\"], \"total_duration\": 5028.0, \"total_sessions\": 11, \"mean_week_duration\": 23.171}, \"56330\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-23 15:40:14.000000+00:00\", \"2019-07-19 02:57:39.000000+00:00\", \"2022-05-27 14:47:21.000000+00:00\", \"2021-03-25 21:51:04.000000+00:00\"], \"session_ids\": [\"f089f213-97a3-4f25-b078-a936173d20b7\", \"f73ee48a-5e65-45f5-a433-c9b2c5d26605\", \"3a659409-425d-4556-a63d-1b4f2aa93530\", \"0771c0d7-ad07-48f6-8c04-a3e3b768c458\"], \"total_duration\": 475.0, \"total_sessions\": 4, \"mean_week_duration\": 3.188}, \"66279\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-04 14:50:19.000000+00:00\", \"2020-12-17 16:23:54.000000+00:00\", \"2020-12-11 20:47:58.000000+00:00\", \"2023-01-13 19:57:42.000000+00:00\", \"2021-08-03 00:52:10.000000+00:00\"], \"session_ids\": [\"26736206-022e-4255-a719-3511015d69ad\", \"573577da-ac83-437c-8dd6-e576867ebae1\", \"3921a6c9-b802-4b3d-a9bc-e3c4e0756bc9\", \"de6a57fa-7d6b-4138-9afc-6e1c080f6949\", \"909f87e2-348b-4b23-914f-1f308efc5fd5\"], \"total_duration\": 622.0, \"total_sessions\": 5, \"mean_week_duration\": 5.706}, \"95007\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-29 13:49:23.000000+00:00\", \"2021-01-09 05:20:00.000000+00:00\"], \"session_ids\": [\"ffc515ae-d49f-4370-8952-35c80bd56c37\", \"96a072a5-cd10-4d19-a2d1-e4e1e6a6293b\"], \"total_duration\": 291.0, \"total_sessions\": 2, \"mean_week_duration\": 145.5}, \"88307\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-07-03 08:22:23.000000+00:00\", \"2021-08-27 17:14:07.000000+00:00\"], \"session_ids\": [\"5c15d34b-55f0-469f-a914-374c58e60bff\", \"7023bee8-0625-45ef-9c64-11e1bbb5f72f\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 6.889}, \"7773\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-24 11:46:49.000000+00:00\", \"2020-05-19 20:38:03.000000+00:00\"], \"session_ids\": [\"9aa0f730-bf4e-468b-a404-a5d0ac1af45c\", \"b5f580a1-fc95-4c95-90b5-e42cc1e95c85\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.345}, \"24979\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-07-29 14:38:04.000000+00:00\", \"2019-09-13 20:11:41.000000+00:00\"], \"session_ids\": [\"0d702911-7c89-4f82-8386-e9dcfceb75f3\", \"4241e2d9-c03d-43f1-944e-fb4f1ee1dead\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 30.143}, \"3245\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-04-06 03:11:46.000000+00:00\", \"2020-09-03 20:37:18.000000+00:00\", \"2021-01-29 07:39:08.000000+00:00\", \"2023-05-15 23:07:49.000000+00:00\", \"2023-03-26 13:54:11.000000+00:00\", \"2020-09-28 18:29:03.000000+00:00\"], \"session_ids\": [\"525029a1-54b1-4738-a4c1-ebfeadc7028e\", \"f3ac9bec-ead8-48c0-8b2f-a93f175881be\", \"31b6af1a-8aba-4705-aab3-88028a44cf32\", \"38e89098-2f2f-4267-ae87-de52d8f7975f\", \"b6baf6cd-63fe-4e02-9c82-4cb368d23304\", \"d2eb3906-d0b9-4d03-9c6a-62ac4396c01a\"], \"total_duration\": 78.0, \"total_sessions\": 6, \"mean_week_duration\": 0.553}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[3, 49]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"71083\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-02 19:29:04.000000+00:00\", \"2022-10-13 16:26:21.000000+00:00\"], \"session_ids\": [\"d029fe9e-ca97-407b-a978-af493c108d32\", \"aed228ce-8768-410e-8915-b51c8f4f1abd\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 11.875}, \"14032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-02-16 13:25:19.000000+00:00\", \"2020-02-08 05:13:30.000000+00:00\"], \"session_ids\": [\"dd0c76ee-753b-43c5-9c5c-25461169fd52\", \"be30b101-1318-4b72-9cbc-db476d746d53\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 16.5}, \"5222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-12-30 20:44:16.000000+00:00\", \"2022-02-09 11:48:56.000000+00:00\", \"2022-06-17 03:30:35.000000+00:00\", \"2023-05-03 13:23:59.000000+00:00\", \"2019-10-14 23:15:40.000000+00:00\", \"2020-04-28 23:09:22.000000+00:00\", \"2019-03-07 12:32:51.000000+00:00\", \"2023-03-27 03:11:03.000000+00:00\", \"2022-01-04 18:22:56.000000+00:00\", \"2021-03-04 21:24:47.000000+00:00\", \"2021-09-20 09:57:48.000000+00:00\"], \"session_ids\": [\"c27aefd8-1148-4be6-8a64-157ab1ea088d\", \"f485b968-7a8e-470c-901f-802c2a466b82\", \"88aad174-5cb5-46f1-89df-04abb29d545d\", \"ae221551-4e23-4772-a644-c9b0618523c8\", \"fe240474-8f65-4c72-839e-7bbd4dfa402e\", \"ddc42fce-a3d2-4832-87e1-b7a3f96fc1fe\", \"c81714a4-6b5d-4716-bb84-5f43eaf1080c\", \"0d6bc578-f5de-4b04-94c6-58c5a6d70e79\", \"987c87bb-5aed-4d73-bc05-1f4336f3c974\", \"c7698428-f9b3-4a72-b2de-7e077e638f5a\", \"f38605a3-d7c6-44a2-9bf4-85b7005bf533\"], \"total_duration\": 5028.0, \"total_sessions\": 11, \"mean_week_duration\": 23.171}, \"56330\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-23 15:40:14.000000+00:00\", \"2019-07-19 02:57:39.000000+00:00\", \"2022-05-27 14:47:21.000000+00:00\", \"2021-03-25 21:51:04.000000+00:00\"], \"session_ids\": [\"f089f213-97a3-4f25-b078-a936173d20b7\", \"f73ee48a-5e65-45f5-a433-c9b2c5d26605\", \"3a659409-425d-4556-a63d-1b4f2aa93530\", \"0771c0d7-ad07-48f6-8c04-a3e3b768c458\"], \"total_duration\": 475.0, \"total_sessions\": 4, \"mean_week_duration\": 3.188}, \"66279\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-04 14:50:19.000000+00:00\", \"2020-12-17 16:23:54.000000+00:00\", \"2020-12-11 20:47:58.000000+00:00\", \"2023-01-13 19:57:42.000000+00:00\", \"2021-08-03 00:52:10.000000+00:00\"], \"session_ids\": [\"26736206-022e-4255-a719-3511015d69ad\", \"573577da-ac83-437c-8dd6-e576867ebae1\", \"3921a6c9-b802-4b3d-a9bc-e3c4e0756bc9\", \"de6a57fa-7d6b-4138-9afc-6e1c080f6949\", \"909f87e2-348b-4b23-914f-1f308efc5fd5\"], \"total_duration\": 622.0, \"total_sessions\": 5, \"mean_week_duration\": 5.706}, \"95007\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-29 13:49:23.000000+00:00\", \"2021-01-09 05:20:00.000000+00:00\"], \"session_ids\": [\"ffc515ae-d49f-4370-8952-35c80bd56c37\", \"96a072a5-cd10-4d19-a2d1-e4e1e6a6293b\"], \"total_duration\": 291.0, \"total_sessions\": 2, \"mean_week_duration\": 145.5}, \"88307\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-07-03 08:22:23.000000+00:00\", \"2021-08-27 17:14:07.000000+00:00\"], \"session_ids\": [\"5c15d34b-55f0-469f-a914-374c58e60bff\", \"7023bee8-0625-45ef-9c64-11e1bbb5f72f\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 6.889}, \"24979\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-07-29 14:38:04.000000+00:00\", \"2019-09-13 20:11:41.000000+00:00\"], \"session_ids\": [\"0d702911-7c89-4f82-8386-e9dcfceb75f3\", \"4241e2d9-c03d-43f1-944e-fb4f1ee1dead\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 30.143}}\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[{\"5222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-12-30 20:44:16.000000+00:00\", \"2022-02-09 11:48:56.000000+00:00\", \"2022-06-17 03:30:35.000000+00:00\", \"2023-05-03 13:23:59.000000+00:00\", \"2019-10-14 23:15:40.000000+00:00\", \"2020-04-28 23:09:22.000000+00:00\", \"2019-03-07 12:32:51.000000+00:00\", \"2023-03-27 03:11:03.000000+00:00\", \"2022-01-04 18:22:56.000000+00:00\", \"2021-03-04 21:24:47.000000+00:00\", \"2021-09-20 09:57:48.000000+00:00\"], \"session_ids\": [\"c27aefd8-1148-4be6-8a64-157ab1ea088d\", \"f485b968-7a8e-470c-901f-802c2a466b82\", \"88aad174-5cb5-46f1-89df-04abb29d545d\", \"ae221551-4e23-4772-a644-c9b0618523c8\", \"fe240474-8f65-4c72-839e-7bbd4dfa402e\", \"ddc42fce-a3d2-4832-87e1-b7a3f96fc1fe\", \"c81714a4-6b5d-4716-bb84-5f43eaf1080c\", \"0d6bc578-f5de-4b04-94c6-58c5a6d70e79\", \"987c87bb-5aed-4d73-bc05-1f4336f3c974\", \"c7698428-f9b3-4a72-b2de-7e077e638f5a\", \"f38605a3-d7c6-44a2-9bf4-85b7005bf533\"], \"total_duration\": 5028.0, \"total_sessions\": 11, \"mean_week_duration\": 23.171}}, {\"66279\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-04 14:50:19.000000+00:00\", \"2020-12-17 16:23:54.000000+00:00\", \"2020-12-11 20:47:58.000000+00:00\", \"2023-01-13 19:57:42.000000+00:00\", \"2021-08-03 00:52:10.000000+00:00\"], \"session_ids\": [\"26736206-022e-4255-a719-3511015d69ad\", \"573577da-ac83-437c-8dd6-e576867ebae1\", \"3921a6c9-b802-4b3d-a9bc-e3c4e0756bc9\", \"de6a57fa-7d6b-4138-9afc-6e1c080f6949\", \"909f87e2-348b-4b23-914f-1f308efc5fd5\"], \"total_duration\": 622.0, \"total_sessions\": 5, \"mean_week_duration\": 5.706}}, {\"56330\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-23 15:40:14.000000+00:00\", \"2019-07-19 02:57:39.000000+00:00\", \"2022-05-27 14:47:21.000000+00:00\", \"2021-03-25 21:51:04.000000+00:00\"], \"session_ids\": [\"f089f213-97a3-4f25-b078-a936173d20b7\", \"f73ee48a-5e65-45f5-a433-c9b2c5d26605\", \"3a659409-425d-4556-a63d-1b4f2aa93530\", \"0771c0d7-ad07-48f6-8c04-a3e3b768c458\"], \"total_duration\": 475.0, \"total_sessions\": 4, \"mean_week_duration\": 3.188}}, {\"71083\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-02 19:29:04.000000+00:00\", \"2022-10-13 16:26:21.000000+00:00\"], \"session_ids\": [\"d029fe9e-ca97-407b-a978-af493c108d32\", \"aed228ce-8768-410e-8915-b51c8f4f1abd\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 11.875}}, {\"14032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-02-16 13:25:19.000000+00:00\", \"2020-02-08 05:13:30.000000+00:00\"], \"session_ids\": [\"dd0c76ee-753b-43c5-9c5c-25461169fd52\", \"be30b101-1318-4b72-9cbc-db476d746d53\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 16.5}}, {\"95007\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-29 13:49:23.000000+00:00\", \"2021-01-09 05:20:00.000000+00:00\"], \"session_ids\": [\"ffc515ae-d49f-4370-8952-35c80bd56c37\", \"96a072a5-cd10-4d19-a2d1-e4e1e6a6293b\"], \"total_duration\": 291.0, \"total_sessions\": 2, \"mean_week_duration\": 145.5}}, {\"88307\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-07-03 08:22:23.000000+00:00\", \"2021-08-27 17:14:07.000000+00:00\"], \"session_ids\": [\"5c15d34b-55f0-469f-a914-374c58e60bff\", \"7023bee8-0625-45ef-9c64-11e1bbb5f72f\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 6.889}}, {\"24979\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-07-29 14:38:04.000000+00:00\", \"2019-09-13 20:11:41.000000+00:00\"], \"session_ids\": [\"0d702911-7c89-4f82-8386-e9dcfceb75f3\", \"4241e2d9-c03d-43f1-944e-fb4f1ee1dead\"], \"total_duration\": 211.0, \"total_sessions\": 2, \"mean_week_duration\": 30.143}}]\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[{\"5222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-12-30 20:44:16.000000+00:00\", \"2022-02-09 11:48:56.000000+00:00\", \"2022-06-17 03:30:35.000000+00:00\", \"2023-05-03 13:23:59.000000+00:00\", \"2019-10-14 23:15:40.000000+00:00\", \"2020-04-28 23:09:22.000000+00:00\", \"2019-03-07 12:32:51.000000+00:00\", \"2023-03-27 03:11:03.000000+00:00\", \"2022-01-04 18:22:56.000000+00:00\", \"2021-03-04 21:24:47.000000+00:00\", \"2021-09-20 09:57:48.000000+00:00\"], \"session_ids\": [\"c27aefd8-1148-4be6-8a64-157ab1ea088d\", \"f485b968-7a8e-470c-901f-802c2a466b82\", \"88aad174-5cb5-46f1-89df-04abb29d545d\", \"ae221551-4e23-4772-a644-c9b0618523c8\", \"fe240474-8f65-4c72-839e-7bbd4dfa402e\", \"ddc42fce-a3d2-4832-87e1-b7a3f96fc1fe\", \"c81714a4-6b5d-4716-bb84-5f43eaf1080c\", \"0d6bc578-f5de-4b04-94c6-58c5a6d70e79\", \"987c87bb-5aed-4d73-bc05-1f4336f3c974\", \"c7698428-f9b3-4a72-b2de-7e077e638f5a\", \"f38605a3-d7c6-44a2-9bf4-85b7005bf533\"], \"total_duration\": 5028.0, \"total_sessions\": 11, \"mean_week_duration\": 23.171}}, {\"66279\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-04 14:50:19.000000+00:00\", \"2020-12-17 16:23:54.000000+00:00\", \"2020-12-11 20:47:58.000000+00:00\", \"2023-01-13 19:57:42.000000+00:00\", \"2021-08-03 00:52:10.000000+00:00\"], \"session_ids\": [\"26736206-022e-4255-a719-3511015d69ad\", \"573577da-ac83-437c-8dd6-e576867ebae1\", \"3921a6c9-b802-4b3d-a9bc-e3c4e0756bc9\", \"de6a57fa-7d6b-4138-9afc-6e1c080f6949\", \"909f87e2-348b-4b23-914f-1f308efc5fd5\"], \"total_duration\": 622.0, \"total_sessions\": 5, \"mean_week_duration\": 5.706}}, {\"56330\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-23 15:40:14.000000+00:00\", \"2019-07-19 02:57:39.000000+00:00\", \"2022-05-27 14:47:21.000000+00:00\", \"2021-03-25 21:51:04.000000+00:00\"], \"session_ids\": [\"f089f213-97a3-4f25-b078-a936173d20b7\", \"f73ee48a-5e65-45f5-a433-c9b2c5d26605\", \"3a659409-425d-4556-a63d-1b4f2aa93530\", \"0771c0d7-ad07-48f6-8c04-a3e3b768c458\"], \"total_duration\": 475.0, \"total_sessions\": 4, \"mean_week_duration\": 3.188}}, {\"71083\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-02 19:29:04.000000+00:00\", \"2022-10-13 16:26:21.000000+00:00\"], \"session_ids\": [\"d029fe9e-ca97-407b-a978-af493c108d32\", \"aed228ce-8768-410e-8915-b51c8f4f1abd\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 11.875}}, {\"14032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-02-16 13:25:19.000000+00:00\", \"2020-02-08 05:13:30.000000+00:00\"], \"session_ids\": [\"dd0c76ee-753b-43c5-9c5c-25461169fd52\", \"be30b101-1318-4b72-9cbc-db476d746d53\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 16.5}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"5222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-12-30 20:44:16.000000+00:00\", \"2022-02-09 11:48:56.000000+00:00\", \"2022-06-17 03:30:35.000000+00:00\", \"2023-05-03 13:23:59.000000+00:00\", \"2019-10-14 23:15:40.000000+00:00\", \"2020-04-28 23:09:22.000000+00:00\", \"2019-03-07 12:32:51.000000+00:00\", \"2023-03-27 03:11:03.000000+00:00\", \"2022-01-04 18:22:56.000000+00:00\", \"2021-03-04 21:24:47.000000+00:00\", \"2021-09-20 09:57:48.000000+00:00\"], \"session_ids\": [\"c27aefd8-1148-4be6-8a64-157ab1ea088d\", \"f485b968-7a8e-470c-901f-802c2a466b82\", \"88aad174-5cb5-46f1-89df-04abb29d545d\", \"ae221551-4e23-4772-a644-c9b0618523c8\", \"fe240474-8f65-4c72-839e-7bbd4dfa402e\", \"ddc42fce-a3d2-4832-87e1-b7a3f96fc1fe\", \"c81714a4-6b5d-4716-bb84-5f43eaf1080c\", \"0d6bc578-f5de-4b04-94c6-58c5a6d70e79\", \"987c87bb-5aed-4d73-bc05-1f4336f3c974\", \"c7698428-f9b3-4a72-b2de-7e077e638f5a\", \"f38605a3-d7c6-44a2-9bf4-85b7005bf533\"], \"total_duration\": 5028.0, \"total_sessions\": 11, \"mean_week_duration\": 23.171}}, {\"66279\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-04 14:50:19.000000+00:00\", \"2020-12-17 16:23:54.000000+00:00\", \"2020-12-11 20:47:58.000000+00:00\", \"2023-01-13 19:57:42.000000+00:00\", \"2021-08-03 00:52:10.000000+00:00\"], \"session_ids\": [\"26736206-022e-4255-a719-3511015d69ad\", \"573577da-ac83-437c-8dd6-e576867ebae1\", \"3921a6c9-b802-4b3d-a9bc-e3c4e0756bc9\", \"de6a57fa-7d6b-4138-9afc-6e1c080f6949\", \"909f87e2-348b-4b23-914f-1f308efc5fd5\"], \"total_duration\": 622.0, \"total_sessions\": 5, \"mean_week_duration\": 5.706}}, {\"56330\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-23 15:40:14.000000+00:00\", \"2019-07-19 02:57:39.000000+00:00\", \"2022-05-27 14:47:21.000000+00:00\", \"2021-03-25 21:51:04.000000+00:00\"], \"session_ids\": [\"f089f213-97a3-4f25-b078-a936173d20b7\", \"f73ee48a-5e65-45f5-a433-c9b2c5d26605\", \"3a659409-425d-4556-a63d-1b4f2aa93530\", \"0771c0d7-ad07-48f6-8c04-a3e3b768c458\"], \"total_duration\": 475.0, \"total_sessions\": 4, \"mean_week_duration\": 3.188}}, {\"71083\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-02 19:29:04.000000+00:00\", \"2022-10-13 16:26:21.000000+00:00\"], \"session_ids\": [\"d029fe9e-ca97-407b-a978-af493c108d32\", \"aed228ce-8768-410e-8915-b51c8f4f1abd\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 11.875}}, {\"14032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-02-16 13:25:19.000000+00:00\", \"2020-02-08 05:13:30.000000+00:00\"], \"session_ids\": [\"dd0c76ee-753b-43c5-9c5c-25461169fd52\", \"be30b101-1318-4b72-9cbc-db476d746d53\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 16.5}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about 2 users who are not residents of city Buenos Aires in addition do sorting by total_sessions in desc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"81492\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-29 22:31:56.000000+00:00\", \"2022-01-12 22:27:29.000000+00:00\", \"2019-04-22 06:36:16.000000+00:00\", \"2019-08-26 08:49:48.000000+00:00\"], \"session_ids\": [\"38359c81-52fb-4fb2-9197-e47fae6aeb45\", \"79422d6e-a8e7-4e1e-84c9-64d942532cbb\", \"de93bce0-b6db-4695-9d58-e4e5c9488e87\", \"8f0737ef-3e79-4ea4-8d17-6497dbec2a3a\"], \"total_duration\": 2063.0, \"total_sessions\": 4, \"mean_week_duration\": 14.228}, \"83496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-11-26 17:49:03.000000+00:00\", \"2021-11-25 10:14:56.000000+00:00\"], \"session_ids\": [\"6b4669b2-059f-428d-95b2-8c9ed40cae54\", \"0a208362-7e6a-47e8-a744-c0ffd224f19b\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 197.0}, \"77058\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-01-29 09:52:51.000000+00:00\", \"2020-07-17 21:10:23.000000+00:00\", \"2019-06-26 19:57:34.000000+00:00\", \"2023-03-07 17:54:36.000000+00:00\", \"2020-04-19 04:48:34.000000+00:00\", \"2020-04-03 17:52:29.000000+00:00\", \"2023-04-25 14:42:09.000000+00:00\", \"2021-02-25 09:24:56.000000+00:00\", \"2020-02-24 08:13:09.000000+00:00\", \"2021-06-22 22:15:41.000000+00:00\", \"2021-07-26 11:26:01.000000+00:00\"], \"session_ids\": [\"0c49b5c9-9fe2-4757-969c-9f68324adfa1\", \"765bc468-c98c-4b4c-87ed-6c940a654034\", \"19fc400c-8e14-4f51-9d02-96546c7ab4ee\", \"6515d1ef-1095-4e45-8e1a-6bb6f8a8d07e\", \"f4b50b78-c9ab-4f95-800d-f238a98f3a78\", \"4aedd1d0-07ca-42c5-838e-51b31d5c1a9f\", \"9caa26fa-c96b-4365-877f-405674b3b04c\", \"7c7ec3f9-ab03-4f8e-b32e-64008922013b\", \"daccb84b-80dd-4821-a11c-86f21a1ed9b2\", \"c17e489f-9d38-43ae-8e64-6748ef05b8c2\", \"7df205b0-1895-4ff1-b5fc-b1f481aa07e8\"], \"total_duration\": 533.0, \"total_sessions\": 11, \"mean_week_duration\": 2.665}, \"62155\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-15 14:35:07.000000+00:00\", \"2021-10-16 02:01:08.000000+00:00\", \"2021-09-19 18:53:12.000000+00:00\", \"2019-04-22 23:15:22.000000+00:00\", \"2021-03-16 10:03:52.000000+00:00\", \"2022-11-03 20:19:31.000000+00:00\", \"2022-03-01 04:37:45.000000+00:00\"], \"session_ids\": [\"46521dec-1147-45ba-8d95-b2a25634c727\", \"70af1bd4-658f-49d9-80b2-e139adeee9af\", \"fbb0eb3a-046f-4cbb-9926-f24909d5a041\", \"2e8c6bfe-fc85-4358-b763-6f79c100f42e\", \"87402195-2c95-4bb6-bdca-de890ef530ff\", \"4018122e-324e-4b2f-a786-75503f40f591\", \"ddefbebf-2617-4d94-96fd-84a39f84d877\"], \"total_duration\": 82.0, \"total_sessions\": 7, \"mean_week_duration\": 0.443}, \"6627\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-04-09 21:20:47.000000+00:00\", \"2021-03-28 04:53:07.000000+00:00\"], \"session_ids\": [\"18a76c4f-76f3-40da-bdc3-aeabc1297484\", \"c393a5b6-8ed3-4364-9cb8-8ea52463421f\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 28.5}, \"1097\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-04-25 23:57:23.000000+00:00\", \"2021-01-07 22:26:41.000000+00:00\", \"2023-01-22 05:06:26.000000+00:00\", \"2021-06-13 11:30:32.000000+00:00\"], \"session_ids\": [\"29a1b9c3-4fa9-4383-9c05-27d3ad454d1e\", \"d3746779-5eb7-41ee-90fa-9da2864d5f44\", \"c5b81c4f-b94c-469a-a58c-716a279dfba2\", \"adf4fc9f-1e28-4407-8717-e68685982cb3\"], \"total_duration\": 617.0, \"total_sessions\": 4, \"mean_week_duration\": 5.766}, \"74155\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-08 15:34:22.000000+00:00\", \"2021-10-30 02:32:58.000000+00:00\", \"2020-01-11 21:30:57.000000+00:00\"], \"session_ids\": [\"adec9034-cdc0-454a-aa64-41c1f2e36003\", \"ac5cf697-0a61-452d-bd0d-33a82f8fa507\", \"a199c7e8-61fc-45c4-85d1-31ce28747bc7\"], \"total_duration\": 41.0, \"total_sessions\": 3, \"mean_week_duration\": 0.248}, \"6404\": {\"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\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-13 12:18:03.000000+00:00\", \"2022-04-25 22:57:42.000000+00:00\", \"2023-01-26 10:10:26.000000+00:00\", \"2020-07-02 23:44:55.000000+00:00\"], \"session_ids\": [\"f760df91-47db-430b-977b-46b6eb71813f\", \"9d30555c-443f-4bc1-9227-4519c353655c\", \"81892325-9467-4faf-9e8d-8b0812e24cd3\", \"1fb77e52-c9d4-46cb-9c5e-084d9c226544\"], \"total_duration\": 541.0, \"total_sessions\": 4, \"mean_week_duration\": 4.037}, \"83472\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-05-14 05:29:30.000000+00:00\", \"2021-01-20 21:57:41.000000+00:00\", \"2021-10-31 05:50:43.000000+00:00\", \"2019-09-11 01:02:35.000000+00:00\", \"2021-05-29 15:24:08.000000+00:00\", \"2020-02-01 18:23:07.000000+00:00\", \"2021-06-26 04:43:29.000000+00:00\"], \"session_ids\": [\"67f01136-34be-4ff9-ba28-39bbd45c3b9d\", \"8e283063-8a4b-4840-a1d1-3b9b84546d2d\", \"6298c435-1dea-4554-82dc-9211751aef51\", \"c551ca57-beb9-4a08-82d1-2202a30c0a4a\", \"3fa6844d-bf94-4933-ac01-c88bc174ef2e\", \"ed7fa294-a730-4618-95f1-e9ca2722b4f8\", \"9af435a3-b6c4-4243-bbec-bbd795f20893\"], \"total_duration\": 9238.0, \"total_sessions\": 7, \"mean_week_duration\": 82.482}, \"58590\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-03 10:23:16.000000+00:00\", \"2022-01-13 02:23:25.000000+00:00\"], \"session_ids\": [\"a0cdd89d-c037-4fe8-a213-5061cfbc97e1\", \"ddd70eb3-39c9-418e-a9a0-5a26f605068d\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 1.194}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Buenos Aires" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Buenos Aires\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"81492\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-29 22:31:56.000000+00:00\", \"2022-01-12 22:27:29.000000+00:00\", \"2019-04-22 06:36:16.000000+00:00\", \"2019-08-26 08:49:48.000000+00:00\"], \"session_ids\": [\"38359c81-52fb-4fb2-9197-e47fae6aeb45\", \"79422d6e-a8e7-4e1e-84c9-64d942532cbb\", \"de93bce0-b6db-4695-9d58-e4e5c9488e87\", \"8f0737ef-3e79-4ea4-8d17-6497dbec2a3a\"], \"total_duration\": 2063.0, \"total_sessions\": 4, \"mean_week_duration\": 14.228}, \"83496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-11-26 17:49:03.000000+00:00\", \"2021-11-25 10:14:56.000000+00:00\"], \"session_ids\": [\"6b4669b2-059f-428d-95b2-8c9ed40cae54\", \"0a208362-7e6a-47e8-a744-c0ffd224f19b\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 197.0}, \"77058\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-01-29 09:52:51.000000+00:00\", \"2020-07-17 21:10:23.000000+00:00\", \"2019-06-26 19:57:34.000000+00:00\", \"2023-03-07 17:54:36.000000+00:00\", \"2020-04-19 04:48:34.000000+00:00\", \"2020-04-03 17:52:29.000000+00:00\", \"2023-04-25 14:42:09.000000+00:00\", \"2021-02-25 09:24:56.000000+00:00\", \"2020-02-24 08:13:09.000000+00:00\", \"2021-06-22 22:15:41.000000+00:00\", \"2021-07-26 11:26:01.000000+00:00\"], \"session_ids\": [\"0c49b5c9-9fe2-4757-969c-9f68324adfa1\", \"765bc468-c98c-4b4c-87ed-6c940a654034\", \"19fc400c-8e14-4f51-9d02-96546c7ab4ee\", \"6515d1ef-1095-4e45-8e1a-6bb6f8a8d07e\", \"f4b50b78-c9ab-4f95-800d-f238a98f3a78\", \"4aedd1d0-07ca-42c5-838e-51b31d5c1a9f\", \"9caa26fa-c96b-4365-877f-405674b3b04c\", \"7c7ec3f9-ab03-4f8e-b32e-64008922013b\", \"daccb84b-80dd-4821-a11c-86f21a1ed9b2\", \"c17e489f-9d38-43ae-8e64-6748ef05b8c2\", \"7df205b0-1895-4ff1-b5fc-b1f481aa07e8\"], \"total_duration\": 533.0, \"total_sessions\": 11, \"mean_week_duration\": 2.665}, \"62155\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-15 14:35:07.000000+00:00\", \"2021-10-16 02:01:08.000000+00:00\", \"2021-09-19 18:53:12.000000+00:00\", \"2019-04-22 23:15:22.000000+00:00\", \"2021-03-16 10:03:52.000000+00:00\", \"2022-11-03 20:19:31.000000+00:00\", \"2022-03-01 04:37:45.000000+00:00\"], \"session_ids\": [\"46521dec-1147-45ba-8d95-b2a25634c727\", \"70af1bd4-658f-49d9-80b2-e139adeee9af\", \"fbb0eb3a-046f-4cbb-9926-f24909d5a041\", \"2e8c6bfe-fc85-4358-b763-6f79c100f42e\", \"87402195-2c95-4bb6-bdca-de890ef530ff\", \"4018122e-324e-4b2f-a786-75503f40f591\", \"ddefbebf-2617-4d94-96fd-84a39f84d877\"], \"total_duration\": 82.0, \"total_sessions\": 7, \"mean_week_duration\": 0.443}, \"6627\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-04-09 21:20:47.000000+00:00\", \"2021-03-28 04:53:07.000000+00:00\"], \"session_ids\": [\"18a76c4f-76f3-40da-bdc3-aeabc1297484\", \"c393a5b6-8ed3-4364-9cb8-8ea52463421f\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 28.5}, \"1097\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-04-25 23:57:23.000000+00:00\", \"2021-01-07 22:26:41.000000+00:00\", \"2023-01-22 05:06:26.000000+00:00\", \"2021-06-13 11:30:32.000000+00:00\"], \"session_ids\": [\"29a1b9c3-4fa9-4383-9c05-27d3ad454d1e\", \"d3746779-5eb7-41ee-90fa-9da2864d5f44\", \"c5b81c4f-b94c-469a-a58c-716a279dfba2\", \"adf4fc9f-1e28-4407-8717-e68685982cb3\"], \"total_duration\": 617.0, \"total_sessions\": 4, \"mean_week_duration\": 5.766}, \"74155\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-08 15:34:22.000000+00:00\", \"2021-10-30 02:32:58.000000+00:00\", \"2020-01-11 21:30:57.000000+00:00\"], \"session_ids\": [\"adec9034-cdc0-454a-aa64-41c1f2e36003\", \"ac5cf697-0a61-452d-bd0d-33a82f8fa507\", \"a199c7e8-61fc-45c4-85d1-31ce28747bc7\"], \"total_duration\": 41.0, \"total_sessions\": 3, \"mean_week_duration\": 0.248}, \"6404\": {\"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\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-13 12:18:03.000000+00:00\", \"2022-04-25 22:57:42.000000+00:00\", \"2023-01-26 10:10:26.000000+00:00\", \"2020-07-02 23:44:55.000000+00:00\"], \"session_ids\": [\"f760df91-47db-430b-977b-46b6eb71813f\", \"9d30555c-443f-4bc1-9227-4519c353655c\", \"81892325-9467-4faf-9e8d-8b0812e24cd3\", \"1fb77e52-c9d4-46cb-9c5e-084d9c226544\"], \"total_duration\": 541.0, \"total_sessions\": 4, \"mean_week_duration\": 4.037}, \"83472\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-05-14 05:29:30.000000+00:00\", \"2021-01-20 21:57:41.000000+00:00\", \"2021-10-31 05:50:43.000000+00:00\", \"2019-09-11 01:02:35.000000+00:00\", \"2021-05-29 15:24:08.000000+00:00\", \"2020-02-01 18:23:07.000000+00:00\", \"2021-06-26 04:43:29.000000+00:00\"], \"session_ids\": [\"67f01136-34be-4ff9-ba28-39bbd45c3b9d\", \"8e283063-8a4b-4840-a1d1-3b9b84546d2d\", \"6298c435-1dea-4554-82dc-9211751aef51\", \"c551ca57-beb9-4a08-82d1-2202a30c0a4a\", \"3fa6844d-bf94-4933-ac01-c88bc174ef2e\", \"ed7fa294-a730-4618-95f1-e9ca2722b4f8\", \"9af435a3-b6c4-4243-bbec-bbd795f20893\"], \"total_duration\": 9238.0, \"total_sessions\": 7, \"mean_week_duration\": 82.482}, \"58590\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-03 10:23:16.000000+00:00\", \"2022-01-13 02:23:25.000000+00:00\"], \"session_ids\": [\"a0cdd89d-c037-4fe8-a213-5061cfbc97e1\", \"ddd70eb3-39c9-418e-a9a0-5a26f605068d\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 1.194}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "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[{\"77058\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-01-29 09:52:51.000000+00:00\", \"2020-07-17 21:10:23.000000+00:00\", \"2019-06-26 19:57:34.000000+00:00\", \"2023-03-07 17:54:36.000000+00:00\", \"2020-04-19 04:48:34.000000+00:00\", \"2020-04-03 17:52:29.000000+00:00\", \"2023-04-25 14:42:09.000000+00:00\", \"2021-02-25 09:24:56.000000+00:00\", \"2020-02-24 08:13:09.000000+00:00\", \"2021-06-22 22:15:41.000000+00:00\", \"2021-07-26 11:26:01.000000+00:00\"], \"session_ids\": [\"0c49b5c9-9fe2-4757-969c-9f68324adfa1\", \"765bc468-c98c-4b4c-87ed-6c940a654034\", \"19fc400c-8e14-4f51-9d02-96546c7ab4ee\", \"6515d1ef-1095-4e45-8e1a-6bb6f8a8d07e\", \"f4b50b78-c9ab-4f95-800d-f238a98f3a78\", \"4aedd1d0-07ca-42c5-838e-51b31d5c1a9f\", \"9caa26fa-c96b-4365-877f-405674b3b04c\", \"7c7ec3f9-ab03-4f8e-b32e-64008922013b\", \"daccb84b-80dd-4821-a11c-86f21a1ed9b2\", \"c17e489f-9d38-43ae-8e64-6748ef05b8c2\", \"7df205b0-1895-4ff1-b5fc-b1f481aa07e8\"], \"total_duration\": 533.0, \"total_sessions\": 11, \"mean_week_duration\": 2.665}}, {\"62155\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-15 14:35:07.000000+00:00\", \"2021-10-16 02:01:08.000000+00:00\", \"2021-09-19 18:53:12.000000+00:00\", \"2019-04-22 23:15:22.000000+00:00\", \"2021-03-16 10:03:52.000000+00:00\", \"2022-11-03 20:19:31.000000+00:00\", \"2022-03-01 04:37:45.000000+00:00\"], \"session_ids\": [\"46521dec-1147-45ba-8d95-b2a25634c727\", \"70af1bd4-658f-49d9-80b2-e139adeee9af\", \"fbb0eb3a-046f-4cbb-9926-f24909d5a041\", \"2e8c6bfe-fc85-4358-b763-6f79c100f42e\", \"87402195-2c95-4bb6-bdca-de890ef530ff\", \"4018122e-324e-4b2f-a786-75503f40f591\", \"ddefbebf-2617-4d94-96fd-84a39f84d877\"], \"total_duration\": 82.0, \"total_sessions\": 7, \"mean_week_duration\": 0.443}}, {\"83472\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-05-14 05:29:30.000000+00:00\", \"2021-01-20 21:57:41.000000+00:00\", \"2021-10-31 05:50:43.000000+00:00\", \"2019-09-11 01:02:35.000000+00:00\", \"2021-05-29 15:24:08.000000+00:00\", \"2020-02-01 18:23:07.000000+00:00\", \"2021-06-26 04:43:29.000000+00:00\"], \"session_ids\": [\"67f01136-34be-4ff9-ba28-39bbd45c3b9d\", \"8e283063-8a4b-4840-a1d1-3b9b84546d2d\", \"6298c435-1dea-4554-82dc-9211751aef51\", \"c551ca57-beb9-4a08-82d1-2202a30c0a4a\", \"3fa6844d-bf94-4933-ac01-c88bc174ef2e\", \"ed7fa294-a730-4618-95f1-e9ca2722b4f8\", \"9af435a3-b6c4-4243-bbec-bbd795f20893\"], \"total_duration\": 9238.0, \"total_sessions\": 7, \"mean_week_duration\": 82.482}}, {\"81492\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-29 22:31:56.000000+00:00\", \"2022-01-12 22:27:29.000000+00:00\", \"2019-04-22 06:36:16.000000+00:00\", \"2019-08-26 08:49:48.000000+00:00\"], \"session_ids\": [\"38359c81-52fb-4fb2-9197-e47fae6aeb45\", \"79422d6e-a8e7-4e1e-84c9-64d942532cbb\", \"de93bce0-b6db-4695-9d58-e4e5c9488e87\", \"8f0737ef-3e79-4ea4-8d17-6497dbec2a3a\"], \"total_duration\": 2063.0, \"total_sessions\": 4, \"mean_week_duration\": 14.228}}, {\"1097\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-04-25 23:57:23.000000+00:00\", \"2021-01-07 22:26:41.000000+00:00\", \"2023-01-22 05:06:26.000000+00:00\", \"2021-06-13 11:30:32.000000+00:00\"], \"session_ids\": [\"29a1b9c3-4fa9-4383-9c05-27d3ad454d1e\", \"d3746779-5eb7-41ee-90fa-9da2864d5f44\", \"c5b81c4f-b94c-469a-a58c-716a279dfba2\", \"adf4fc9f-1e28-4407-8717-e68685982cb3\"], \"total_duration\": 617.0, \"total_sessions\": 4, \"mean_week_duration\": 5.766}}, {\"6404\": {\"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\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-13 12:18:03.000000+00:00\", \"2022-04-25 22:57:42.000000+00:00\", \"2023-01-26 10:10:26.000000+00:00\", \"2020-07-02 23:44:55.000000+00:00\"], \"session_ids\": [\"f760df91-47db-430b-977b-46b6eb71813f\", \"9d30555c-443f-4bc1-9227-4519c353655c\", \"81892325-9467-4faf-9e8d-8b0812e24cd3\", \"1fb77e52-c9d4-46cb-9c5e-084d9c226544\"], \"total_duration\": 541.0, \"total_sessions\": 4, \"mean_week_duration\": 4.037}}, {\"74155\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-08 15:34:22.000000+00:00\", \"2021-10-30 02:32:58.000000+00:00\", \"2020-01-11 21:30:57.000000+00:00\"], \"session_ids\": [\"adec9034-cdc0-454a-aa64-41c1f2e36003\", \"ac5cf697-0a61-452d-bd0d-33a82f8fa507\", \"a199c7e8-61fc-45c4-85d1-31ce28747bc7\"], \"total_duration\": 41.0, \"total_sessions\": 3, \"mean_week_duration\": 0.248}}, {\"83496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-11-26 17:49:03.000000+00:00\", \"2021-11-25 10:14:56.000000+00:00\"], \"session_ids\": [\"6b4669b2-059f-428d-95b2-8c9ed40cae54\", \"0a208362-7e6a-47e8-a744-c0ffd224f19b\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 197.0}}, {\"6627\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-04-09 21:20:47.000000+00:00\", \"2021-03-28 04:53:07.000000+00:00\"], \"session_ids\": [\"18a76c4f-76f3-40da-bdc3-aeabc1297484\", \"c393a5b6-8ed3-4364-9cb8-8ea52463421f\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 28.5}}, {\"58590\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-03 10:23:16.000000+00:00\", \"2022-01-13 02:23:25.000000+00:00\"], \"session_ids\": [\"a0cdd89d-c037-4fe8-a213-5061cfbc97e1\", \"ddd70eb3-39c9-418e-a9a0-5a26f605068d\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 1.194}}]\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[{\"77058\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-01-29 09:52:51.000000+00:00\", \"2020-07-17 21:10:23.000000+00:00\", \"2019-06-26 19:57:34.000000+00:00\", \"2023-03-07 17:54:36.000000+00:00\", \"2020-04-19 04:48:34.000000+00:00\", \"2020-04-03 17:52:29.000000+00:00\", \"2023-04-25 14:42:09.000000+00:00\", \"2021-02-25 09:24:56.000000+00:00\", \"2020-02-24 08:13:09.000000+00:00\", \"2021-06-22 22:15:41.000000+00:00\", \"2021-07-26 11:26:01.000000+00:00\"], \"session_ids\": [\"0c49b5c9-9fe2-4757-969c-9f68324adfa1\", \"765bc468-c98c-4b4c-87ed-6c940a654034\", \"19fc400c-8e14-4f51-9d02-96546c7ab4ee\", \"6515d1ef-1095-4e45-8e1a-6bb6f8a8d07e\", \"f4b50b78-c9ab-4f95-800d-f238a98f3a78\", \"4aedd1d0-07ca-42c5-838e-51b31d5c1a9f\", \"9caa26fa-c96b-4365-877f-405674b3b04c\", \"7c7ec3f9-ab03-4f8e-b32e-64008922013b\", \"daccb84b-80dd-4821-a11c-86f21a1ed9b2\", \"c17e489f-9d38-43ae-8e64-6748ef05b8c2\", \"7df205b0-1895-4ff1-b5fc-b1f481aa07e8\"], \"total_duration\": 533.0, \"total_sessions\": 11, \"mean_week_duration\": 2.665}}, {\"62155\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-15 14:35:07.000000+00:00\", \"2021-10-16 02:01:08.000000+00:00\", \"2021-09-19 18:53:12.000000+00:00\", \"2019-04-22 23:15:22.000000+00:00\", \"2021-03-16 10:03:52.000000+00:00\", \"2022-11-03 20:19:31.000000+00:00\", \"2022-03-01 04:37:45.000000+00:00\"], \"session_ids\": [\"46521dec-1147-45ba-8d95-b2a25634c727\", \"70af1bd4-658f-49d9-80b2-e139adeee9af\", \"fbb0eb3a-046f-4cbb-9926-f24909d5a041\", \"2e8c6bfe-fc85-4358-b763-6f79c100f42e\", \"87402195-2c95-4bb6-bdca-de890ef530ff\", \"4018122e-324e-4b2f-a786-75503f40f591\", \"ddefbebf-2617-4d94-96fd-84a39f84d877\"], \"total_duration\": 82.0, \"total_sessions\": 7, \"mean_week_duration\": 0.443}}]\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[{\"77058\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-01-29 09:52:51.000000+00:00\", \"2020-07-17 21:10:23.000000+00:00\", \"2019-06-26 19:57:34.000000+00:00\", \"2023-03-07 17:54:36.000000+00:00\", \"2020-04-19 04:48:34.000000+00:00\", \"2020-04-03 17:52:29.000000+00:00\", \"2023-04-25 14:42:09.000000+00:00\", \"2021-02-25 09:24:56.000000+00:00\", \"2020-02-24 08:13:09.000000+00:00\", \"2021-06-22 22:15:41.000000+00:00\", \"2021-07-26 11:26:01.000000+00:00\"], \"session_ids\": [\"0c49b5c9-9fe2-4757-969c-9f68324adfa1\", \"765bc468-c98c-4b4c-87ed-6c940a654034\", \"19fc400c-8e14-4f51-9d02-96546c7ab4ee\", \"6515d1ef-1095-4e45-8e1a-6bb6f8a8d07e\", \"f4b50b78-c9ab-4f95-800d-f238a98f3a78\", \"4aedd1d0-07ca-42c5-838e-51b31d5c1a9f\", \"9caa26fa-c96b-4365-877f-405674b3b04c\", \"7c7ec3f9-ab03-4f8e-b32e-64008922013b\", \"daccb84b-80dd-4821-a11c-86f21a1ed9b2\", \"c17e489f-9d38-43ae-8e64-6748ef05b8c2\", \"7df205b0-1895-4ff1-b5fc-b1f481aa07e8\"], \"total_duration\": 533.0, \"total_sessions\": 11, \"mean_week_duration\": 2.665}}, {\"62155\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-15 14:35:07.000000+00:00\", \"2021-10-16 02:01:08.000000+00:00\", \"2021-09-19 18:53:12.000000+00:00\", \"2019-04-22 23:15:22.000000+00:00\", \"2021-03-16 10:03:52.000000+00:00\", \"2022-11-03 20:19:31.000000+00:00\", \"2022-03-01 04:37:45.000000+00:00\"], \"session_ids\": [\"46521dec-1147-45ba-8d95-b2a25634c727\", \"70af1bd4-658f-49d9-80b2-e139adeee9af\", \"fbb0eb3a-046f-4cbb-9926-f24909d5a041\", \"2e8c6bfe-fc85-4358-b763-6f79c100f42e\", \"87402195-2c95-4bb6-bdca-de890ef530ff\", \"4018122e-324e-4b2f-a786-75503f40f591\", \"ddefbebf-2617-4d94-96fd-84a39f84d877\"], \"total_duration\": 82.0, \"total_sessions\": 7, \"mean_week_duration\": 0.443}}]\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 with a site usage time that is higher than 2398 and lower than 4923 and in addition sort by total sessoins count form the lowest to the highest." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"42394\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-03-06 05:30:11.000000+00:00\", \"2020-11-27 02:05:33.000000+00:00\"], \"session_ids\": [\"5bbbe16a-ae20-4dbc-b574-39eb46aac9c5\", \"be468457-b48f-4726-b069-5e4474d6a836\"], \"total_duration\": 260.0, \"total_sessions\": 2, \"mean_week_duration\": 3.881}, \"42826\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Paris\", \"datetimes\": [\"2019-02-18 15:52:22.000000+00:00\", \"2021-09-24 03:38:15.000000+00:00\"], \"session_ids\": [\"c4525321-d06a-49d7-9242-acc614a9b7dd\", \"ff7852ec-a0cb-452c-9a30-51d049310043\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.118}, \"62819\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-06-13 04:59:42.000000+00:00\", \"2020-10-25 00:14:19.000000+00:00\"], \"session_ids\": [\"5c9d8011-57ac-4c34-b219-49b6ece7e20c\", \"b3b4be99-4dc9-4834-abd2-d0ef1a6d5710\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.444}, \"69399\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-18 01:02:07.000000+00:00\", \"2022-11-28 21:50:18.000000+00:00\"], \"session_ids\": [\"78e320c4-e1cc-4b97-8f48-6fcc6339b0d7\", \"0126edc4-95a7-4935-bd3e-2e52989a8002\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 0.506}, \"39458\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-10 14:40:31.000000+00:00\", \"2019-05-28 20:50:06.000000+00:00\", \"2019-03-15 04:37:11.000000+00:00\"], \"session_ids\": [\"341eceac-4436-4c2d-9b41-7f6adc2011e5\", \"f6e0f556-c6fb-42d8-a3d8-f75cab8de3d5\", \"e576be92-5233-4b0b-977a-58827e06db60\"], \"total_duration\": 580.0, \"total_sessions\": 3, \"mean_week_duration\": 6.042}, \"73563\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-01-29 09:01:20.000000+00:00\", \"2019-11-08 11:24:52.000000+00:00\", \"2020-08-22 11:58:46.000000+00:00\", \"2020-07-05 21:09:29.000000+00:00\", \"2020-02-29 23:37:10.000000+00:00\", \"2019-10-11 06:10:10.000000+00:00\"], \"session_ids\": [\"b9a28edc-ebfc-4a02-9272-82bd906d2948\", \"e1e46828-fc12-41e6-8ac2-3a7f439ec3c6\", \"286fca87-e71d-4b04-a06f-849ac6bea672\", \"e5a52c5f-5064-419d-800f-a6f315d0629e\", \"289aa323-74af-485d-9644-be882975bb09\", \"5bfc0174-a429-4fe1-8acd-feb7d40a4276\"], \"total_duration\": 1184.0, \"total_sessions\": 6, \"mean_week_duration\": 6.844}, \"56317\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-31 08:58:50.000000+00:00\", \"2019-03-31 20:30:57.000000+00:00\"], \"session_ids\": [\"473911d4-6ea8-443c-a3d7-74cd77a7f3b6\", \"2e1f6a33-07d6-4a0a-aee5-593800e0d14b\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 0.628}, \"4592\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-11-04 04:22:58.000000+00:00\", \"2022-05-29 19:41:38.000000+00:00\", \"2020-09-27 03:48:14.000000+00:00\"], \"session_ids\": [\"4fb621cb-3dae-4a33-ab34-803b5ff19418\", \"8347b137-c614-4ac7-b0f0-b45fa9dab5f3\", \"70c4b8c5-db0c-48f7-a94e-189508c24059\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 1.092}, \"77582\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-09-23 21:23:33.000000+00:00\", \"2022-06-12 00:13:49.000000+00:00\", \"2021-06-08 16:29:24.000000+00:00\", \"2019-10-26 09:17:46.000000+00:00\"], \"session_ids\": [\"7816ffac-3454-49b3-bc2d-70498a49eb09\", \"3456ee47-3918-4904-afb5-3576ce908fa4\", \"e9e59b45-4a4e-47b5-97aa-e74ec7c88395\", \"7466dd71-30c1-4b9d-bebf-0b544446fd4e\"], \"total_duration\": 754.0, \"total_sessions\": 4, \"mean_week_duration\": 5.31}, \"96403\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-06-11 21:24:14.000000+00:00\", \"2022-02-22 01:33:27.000000+00:00\"], \"session_ids\": [\"f78891bf-09c9-4988-9a08-3d17182db0f5\", \"25eae59c-015c-4848-97ca-a17752f1fa8b\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.441}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or greater than 2398 and are equal or less than 4923" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[2398, 4923]]}}}\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 finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about user who has duration of sessions per week less than 30 (not including) and greater than 22 additionaly apply sorting by city title form the highest to the lowest." } ]
[ { "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{\"86867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-06 01:44:18.000000+00:00\", \"2019-03-11 00:59:35.000000+00:00\"], \"session_ids\": [\"f5c269ce-cf68-424b-a757-422013cdbfd2\", \"fbd053cb-445b-406a-b5f3-21de6c7bde0d\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.124}, \"90828\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-12-15 15:12:00.000000+00:00\", \"2019-05-19 17:57:23.000000+00:00\", \"2020-09-06 22:51:08.000000+00:00\", \"2020-09-13 16:12:25.000000+00:00\", \"2019-05-16 12:29:26.000000+00:00\", \"2022-03-12 09:59:44.000000+00:00\"], \"session_ids\": [\"d20fa5eb-a269-40ae-b802-56207c22c404\", \"0b83dfae-2626-4792-96e2-08b7bceebaae\", \"4f605a57-5087-4a8f-9e92-cf021205a24f\", \"1171dbe2-0ff8-4e88-bfa6-decf477f542b\", \"4322e919-7e19-43a2-8dce-81431e45ad06\", \"495d6990-d640-4471-8028-428da311570e\"], \"total_duration\": 47.0, \"total_sessions\": 6, \"mean_week_duration\": 0.318}, \"99181\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-10-17 13:51:00.000000+00:00\", \"2021-12-09 11:48:24.000000+00:00\", \"2022-04-26 10:13:53.000000+00:00\", \"2020-01-09 08:13:04.000000+00:00\"], \"session_ids\": [\"811f9fec-2e21-4e5c-8297-885d236dd99d\", \"6192b1cf-0be0-442b-93ac-f7962c7532e4\", \"a0b28d2b-bc4e-47c8-a27c-7c328caf2a56\", \"3e7ccaa4-3e6b-4218-9af2-22e5032bdf26\"], \"total_duration\": 1658.0, \"total_sessions\": 4, \"mean_week_duration\": 13.817}, \"7360\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-24 00:43:13.000000+00:00\", \"2019-11-10 15:15:54.000000+00:00\", \"2019-01-24 15:15:02.000000+00:00\"], \"session_ids\": [\"ecf127ff-f7bb-4059-8dc9-055d39294fe2\", \"72fd9fba-c654-432b-a73b-68ef90ce0b8e\", \"b8b1aef2-4db4-4b0a-977a-f2da1d42b623\"], \"total_duration\": 407.0, \"total_sessions\": 3, \"mean_week_duration\": 6.262}, \"24936\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-10-07 06:49:36.000000+00:00\", \"2022-03-21 13:41:34.000000+00:00\"], \"session_ids\": [\"bb5efaee-542e-46b6-8b5b-02355a9a790a\", \"3fc72c4a-3a9d-4508-b84f-6ca8cb9842ee\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 1.474}, \"28610\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-11-25 23:44:07.000000+00:00\", \"2021-06-21 16:45:31.000000+00:00\"], \"session_ids\": [\"24fc0c25-a7e3-4a83-b538-ae760fd98283\", \"ef695be3-5853-449f-8d96-b9d91b54240b\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 4.587}, \"69072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-06-06 19:35:22.000000+00:00\", \"2019-01-03 12:01:58.000000+00:00\", \"2020-01-04 07:53:37.000000+00:00\", \"2021-08-18 09:54:15.000000+00:00\", \"2019-03-30 15:17:39.000000+00:00\", \"2020-06-11 17:40:56.000000+00:00\"], \"session_ids\": [\"ce668fce-b295-4249-8274-c8959b87d299\", \"7beb2478-25d1-4c83-a3a4-7a578d5648f7\", \"3b299113-fff6-4748-8ab0-535b58f79765\", \"1a621e11-983f-4ee1-9de5-8f5f5c4efb65\", \"eb59e09a-d048-41b6-bec8-810449b9d612\", \"f41971ef-d51e-4688-9892-88df43570550\"], \"total_duration\": 364.0, \"total_sessions\": 6, \"mean_week_duration\": 2.657}, \"49421\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-04-09 15:49:14.000000+00:00\", \"2023-05-22 06:05:53.000000+00:00\"], \"session_ids\": [\"804302f5-be8a-4988-a592-2ac9c6793657\", \"c4543dbb-8354-4e39-b90c-6e0f5ed36ae8\"], \"total_duration\": 316.0, \"total_sessions\": 2, \"mean_week_duration\": 5.356}, \"99680\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-17 08:20:08.000000+00:00\", \"2021-12-30 20:51:49.000000+00:00\"], \"session_ids\": [\"0ee4cecd-daae-4e2f-b4a9-536012133382\", \"19702442-70f4-4f77-b70e-ba0178483868\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.264}, \"28494\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-24 10:28:49.000000+00:00\", \"2021-10-22 06:32:54.000000+00:00\", \"2023-01-13 11:53:56.000000+00:00\"], \"session_ids\": [\"4769950f-7d4e-4b21-a172-0d1ed9a887e0\", \"cb23983e-93ba-410f-815c-6bdaa15f1218\", \"7e587a4a-ef0a-4456-927d-d3284c4cd5cb\"], \"total_duration\": 222.0, \"total_sessions\": 3, \"mean_week_duration\": 1.432}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or greater than 22 and are less than 30" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[22, 30]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding 5 users who have time spent on the site strictly smaller than 2675 and also strictly bigger than 1799 also sort by town center name form the highest value to the lowest 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{\"77727\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-25 11:51:41.000000+00:00\", \"2022-03-06 01:18:49.000000+00:00\"], \"session_ids\": [\"32713b9d-6424-44e8-8822-012045fedf1a\", \"7bf7730a-bcbd-4aef-ab72-2d6ea22d5bdb\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 5.238}, \"31191\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-11-05 06:55:17.000000+00:00\", \"2019-08-24 21:39:05.000000+00:00\", \"2019-10-28 02:56:33.000000+00:00\"], \"session_ids\": [\"966cb6f3-1e9c-4a9a-8f27-ee467a9c4f62\", \"57283f5e-49f6-41e8-8795-8a6a8f7fc732\", \"2b351cc0-a940-4b98-bc69-9a106cebb81d\"], \"total_duration\": 409.0, \"total_sessions\": 3, \"mean_week_duration\": 2.449}, \"38937\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-02-02 18:57:02.000000+00:00\", \"2021-10-10 22:18:13.000000+00:00\"], \"session_ids\": [\"d90550c4-82c4-4903-ba6c-856cd585ac5d\", \"c92a0877-5fc9-42aa-8d16-cd8b5e7e4eb9\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.128}, \"97427\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-23 07:29:33.000000+00:00\", \"2021-11-11 08:24:43.000000+00:00\"], \"session_ids\": [\"f0e45c89-fa22-4950-a592-71100393fe22\", \"6d129802-472a-4b44-9d36-04cf0b9a62c0\"], \"total_duration\": 419.0, \"total_sessions\": 2, \"mean_week_duration\": 2.951}, \"81138\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-06-06 03:57:40.000000+00:00\", \"2021-07-11 06:15:50.000000+00:00\"], \"session_ids\": [\"c9da6c64-ab4c-47f7-af6e-85dddc90c469\", \"01c262cd-07d4-4465-84d9-e35b1172aece\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 1.155}, \"92425\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"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\": \"Kingston\", \"datetimes\": [\"2023-01-05 15:02:38.000000+00:00\", \"2023-06-27 03:17:46.000000+00:00\", \"2019-03-30 09:40:55.000000+00:00\", \"2020-09-27 16:23:44.000000+00:00\", \"2022-10-28 21:59:55.000000+00:00\"], \"session_ids\": [\"bb66de5a-5c80-403f-a4c4-425d4924928f\", \"aecf74c9-453e-4846-9bc0-c00e8e34d867\", \"3055d9a8-5796-4c64-987a-f53924b5c907\", \"fb6885b7-5b4f-4498-b153-ff42add5ec81\", \"69fa697c-0fd4-410b-bc42-fb46c33b21b1\"], \"total_duration\": 595.0, \"total_sessions\": 5, \"mean_week_duration\": 2.68}, \"32538\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-04 21:37:37.000000+00:00\", \"2021-10-19 19:20:06.000000+00:00\", \"2019-02-16 01:18:06.000000+00:00\", \"2022-10-01 06:22:24.000000+00:00\"], \"session_ids\": [\"d400490e-ecc8-4cb1-a72f-082589514673\", \"9fb09389-ced4-4d20-ba94-e6bb02a5f0d6\", \"1b475b61-dbee-4618-bb92-b4d527b90251\", \"cbc65d5b-7e91-46cf-86b3-b4825789003f\"], \"total_duration\": 171.0, \"total_sessions\": 4, \"mean_week_duration\": 0.905}, \"79184\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-02-02 05:55:53.000000+00:00\", \"2019-11-16 03:45:19.000000+00:00\", \"2019-02-12 13:36:34.000000+00:00\", \"2019-06-10 06:22:36.000000+00:00\", \"2020-05-24 14:47:01.000000+00:00\", \"2021-11-17 05:52:34.000000+00:00\", \"2022-06-05 08:23:37.000000+00:00\", \"2021-04-24 12:55:00.000000+00:00\"], \"session_ids\": [\"1251df4a-2a18-4e49-b0a1-256a4ab24773\", \"4a50f9e4-5e00-42af-8020-24414cb91269\", \"6178be4c-e27e-4fb4-a7dc-041025b0c8a9\", \"3c1b4c0c-208d-4243-a2ee-b2785bed76af\", \"4fbc98e8-63cc-468b-8d87-1089d875106b\", \"168b3d08-3313-4586-9886-1d33e278611e\", \"a36e275b-0a31-4f4a-947a-6ed9219e6ad3\", \"d8b52b98-e72b-4cbd-902a-8298029b7bef\"], \"total_duration\": 8250.0, \"total_sessions\": 8, \"mean_week_duration\": 47.688}, \"43757\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-12-02 10:16:51.000000+00:00\", \"2021-04-29 19:14:54.000000+00:00\", \"2022-01-30 22:39:22.000000+00:00\"], \"session_ids\": [\"73940d1c-2eeb-47a0-9ec8-74cf20f6de49\", \"ab248b34-b310-4623-944e-62c3e9e64a37\", \"92ab90f3-16e2-4c41-ab56-93a2fc873d43\"], \"total_duration\": 834.0, \"total_sessions\": 3, \"mean_week_duration\": 7.381}, \"89891\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-14 18:15:08.000000+00:00\", \"2023-05-01 07:27:51.000000+00:00\", \"2021-12-31 16:01:43.000000+00:00\"], \"session_ids\": [\"93bde571-c7ee-450a-a40a-0bf4eae4043a\", \"0f7e4741-39a3-4f1d-b97f-f82b85f85582\", \"599f6a11-8352-4fa2-8e0a-a84dac0805e8\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.215}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are greater than 1799 and are less than 2675" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1799, 2675]]}}}\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 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": "Please offer data on 5 users who are not residents of city New Delhi additionaly do sorting by city_name in descending 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{\"58607\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-10-10 06:20:56.000000+00:00\", \"2021-07-23 04:05:56.000000+00:00\", \"2021-07-31 21:29:43.000000+00:00\", \"2022-09-25 00:21:54.000000+00:00\", \"2020-02-27 16:08:07.000000+00:00\", \"2023-01-13 00:23:25.000000+00:00\"], \"session_ids\": [\"90949971-2efa-46d5-8c77-995d4ee1f952\", \"d9039109-f042-4ad9-8057-da40141abc4e\", \"2322075b-2a16-4fe6-903b-425bff60a205\", \"fdcc84cb-347f-4d43-ba9e-d69f11fb8de6\", \"a6800b09-68ba-47f0-b070-07e13383fec8\", \"b191282a-e093-4b18-bbba-57bfc9dc3305\"], \"total_duration\": 2583.0, \"total_sessions\": 6, \"mean_week_duration\": 17.22}, \"84662\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-08-05 21:14:25.000000+00:00\", \"2022-02-27 02:25:51.000000+00:00\", \"2022-08-18 02:22:22.000000+00:00\"], \"session_ids\": [\"db9beaa8-f298-44de-8a29-a708faa26ddf\", \"5f606a7a-624c-4753-aee2-a28b0e258e01\", \"b708c6e9-8658-49db-8166-27116933bf3a\"], \"total_duration\": 224.0, \"total_sessions\": 3, \"mean_week_duration\": 2.113}, \"16494\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-10-24 15:49:07.000000+00:00\", \"2019-04-02 12:55:12.000000+00:00\", \"2023-02-28 13:55:48.000000+00:00\", \"2023-03-27 11:53:43.000000+00:00\"], \"session_ids\": [\"99314cdf-4833-409e-98ed-7ef70f2d85f3\", \"d4e8721b-65f0-4468-b057-ace70a62ed39\", \"f90a194c-9cb0-46c2-8952-b51d9909e199\", \"4563aefd-8a03-4eee-aa8c-3e75d3fefca5\"], \"total_duration\": 1472.0, \"total_sessions\": 4, \"mean_week_duration\": 7.077}, \"40461\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-16 05:29:34.000000+00:00\", \"2020-01-21 14:51:02.000000+00:00\"], \"session_ids\": [\"367f049d-3b29-4371-adec-0061a44ba273\", \"c89da98a-c962-429e-b60c-a1843163ff32\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.26}, \"83293\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-13 16:53:31.000000+00:00\", \"2019-03-01 03:26:34.000000+00:00\", \"2019-01-13 15:03:46.000000+00:00\", \"2021-06-18 18:07:23.000000+00:00\", \"2021-10-10 22:03:42.000000+00:00\", \"2021-02-28 15:27:53.000000+00:00\", \"2023-04-03 13:39:17.000000+00:00\"], \"session_ids\": [\"a53f2af4-e91c-49d6-97e8-131283c055ed\", \"af77afc6-533c-48c2-89e8-b6cff0e4104e\", \"55acf762-ef63-4302-be6e-0c77409c8977\", \"64608a09-857c-4646-af88-c70812e5a06d\", \"51da92b3-7a61-4ee1-8319-0b292739a1f1\", \"0f47f3fb-1737-4d54-9420-8896c74fa5a2\", \"721f99d6-ee9a-4d0c-aab2-37ffabf551df\"], \"total_duration\": 7979.0, \"total_sessions\": 7, \"mean_week_duration\": 36.268}, \"70151\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-12 16:35:06.000000+00:00\", \"2019-02-06 20:27:49.000000+00:00\"], \"session_ids\": [\"f8ac91d7-9486-4fc1-81bf-29cf7e5ec7ce\", \"a69461f8-8ec9-4646-a2dc-4b0fff4e26de\"], \"total_duration\": 366.0, \"total_sessions\": 2, \"mean_week_duration\": 1.821}, \"97257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-13 20:15:08.000000+00:00\", \"2023-05-13 09:53:52.000000+00:00\", \"2020-12-12 04:06:26.000000+00:00\"], \"session_ids\": [\"32bce827-e8b5-4840-b1f4-d9474e886812\", \"69b86cab-d5fd-4bd4-b224-bb771a628792\", \"7792a4d3-5f17-4e20-8d17-b0b82193f511\"], \"total_duration\": 395.0, \"total_sessions\": 3, \"mean_week_duration\": 2.015}, \"42955\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-27 18:18:26.000000+00:00\", \"2023-05-27 17:30:20.000000+00:00\", \"2021-09-16 19:39:18.000000+00:00\", \"2020-11-16 08:35:30.000000+00:00\"], \"session_ids\": [\"2fb42954-76d5-4bed-a5ce-8383a035987e\", \"ba89a34f-e1f5-4688-bc20-422678197438\", \"09fc4c33-4668-4b4e-bc27-f0a0d9c867ae\", \"11ee750b-f745-4f34-a1e7-9453e4f9e1ab\"], \"total_duration\": 2176.0, \"total_sessions\": 4, \"mean_week_duration\": 16.485}, \"16731\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-01-23 04:33:31.000000+00:00\", \"2023-01-06 19:12:29.000000+00:00\"], \"session_ids\": [\"682d9605-3ef4-4b61-998f-ed260d24657b\", \"db095ec3-f160-404a-a17c-d44748419dd2\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 1.406}, \"81031\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-07-26 02:16:55.000000+00:00\", \"2023-03-17 17:30:32.000000+00:00\", \"2020-11-22 19:36:05.000000+00:00\", \"2021-12-18 04:59:42.000000+00:00\"], \"session_ids\": [\"bd83d989-4070-4b43-ba87-4426187391e9\", \"d580667b-8a3b-4d4b-a882-e0e4b0281e1f\", \"e95240ea-39b7-4c40-8b70-8c69efccbc17\", \"fbcfb3f1-f6c5-4502-a05e-7494aec47664\"], \"total_duration\": 526.0, \"total_sessions\": 4, \"mean_week_duration\": 3.812}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is not New Delhi" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"New Delhi\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58607\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-10-10 06:20:56.000000+00:00\", \"2021-07-23 04:05:56.000000+00:00\", \"2021-07-31 21:29:43.000000+00:00\", \"2022-09-25 00:21:54.000000+00:00\", \"2020-02-27 16:08:07.000000+00:00\", \"2023-01-13 00:23:25.000000+00:00\"], \"session_ids\": [\"90949971-2efa-46d5-8c77-995d4ee1f952\", \"d9039109-f042-4ad9-8057-da40141abc4e\", \"2322075b-2a16-4fe6-903b-425bff60a205\", \"fdcc84cb-347f-4d43-ba9e-d69f11fb8de6\", \"a6800b09-68ba-47f0-b070-07e13383fec8\", \"b191282a-e093-4b18-bbba-57bfc9dc3305\"], \"total_duration\": 2583.0, \"total_sessions\": 6, \"mean_week_duration\": 17.22}, \"84662\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-08-05 21:14:25.000000+00:00\", \"2022-02-27 02:25:51.000000+00:00\", \"2022-08-18 02:22:22.000000+00:00\"], \"session_ids\": [\"db9beaa8-f298-44de-8a29-a708faa26ddf\", \"5f606a7a-624c-4753-aee2-a28b0e258e01\", \"b708c6e9-8658-49db-8166-27116933bf3a\"], \"total_duration\": 224.0, \"total_sessions\": 3, \"mean_week_duration\": 2.113}, \"16494\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-10-24 15:49:07.000000+00:00\", \"2019-04-02 12:55:12.000000+00:00\", \"2023-02-28 13:55:48.000000+00:00\", \"2023-03-27 11:53:43.000000+00:00\"], \"session_ids\": [\"99314cdf-4833-409e-98ed-7ef70f2d85f3\", \"d4e8721b-65f0-4468-b057-ace70a62ed39\", \"f90a194c-9cb0-46c2-8952-b51d9909e199\", \"4563aefd-8a03-4eee-aa8c-3e75d3fefca5\"], \"total_duration\": 1472.0, \"total_sessions\": 4, \"mean_week_duration\": 7.077}, \"40461\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-16 05:29:34.000000+00:00\", \"2020-01-21 14:51:02.000000+00:00\"], \"session_ids\": [\"367f049d-3b29-4371-adec-0061a44ba273\", \"c89da98a-c962-429e-b60c-a1843163ff32\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.26}, \"83293\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-13 16:53:31.000000+00:00\", \"2019-03-01 03:26:34.000000+00:00\", \"2019-01-13 15:03:46.000000+00:00\", \"2021-06-18 18:07:23.000000+00:00\", \"2021-10-10 22:03:42.000000+00:00\", \"2021-02-28 15:27:53.000000+00:00\", \"2023-04-03 13:39:17.000000+00:00\"], \"session_ids\": [\"a53f2af4-e91c-49d6-97e8-131283c055ed\", \"af77afc6-533c-48c2-89e8-b6cff0e4104e\", \"55acf762-ef63-4302-be6e-0c77409c8977\", \"64608a09-857c-4646-af88-c70812e5a06d\", \"51da92b3-7a61-4ee1-8319-0b292739a1f1\", \"0f47f3fb-1737-4d54-9420-8896c74fa5a2\", \"721f99d6-ee9a-4d0c-aab2-37ffabf551df\"], \"total_duration\": 7979.0, \"total_sessions\": 7, \"mean_week_duration\": 36.268}, \"70151\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-12 16:35:06.000000+00:00\", \"2019-02-06 20:27:49.000000+00:00\"], \"session_ids\": [\"f8ac91d7-9486-4fc1-81bf-29cf7e5ec7ce\", \"a69461f8-8ec9-4646-a2dc-4b0fff4e26de\"], \"total_duration\": 366.0, \"total_sessions\": 2, \"mean_week_duration\": 1.821}, \"97257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-13 20:15:08.000000+00:00\", \"2023-05-13 09:53:52.000000+00:00\", \"2020-12-12 04:06:26.000000+00:00\"], \"session_ids\": [\"32bce827-e8b5-4840-b1f4-d9474e886812\", \"69b86cab-d5fd-4bd4-b224-bb771a628792\", \"7792a4d3-5f17-4e20-8d17-b0b82193f511\"], \"total_duration\": 395.0, \"total_sessions\": 3, \"mean_week_duration\": 2.015}, \"42955\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-27 18:18:26.000000+00:00\", \"2023-05-27 17:30:20.000000+00:00\", \"2021-09-16 19:39:18.000000+00:00\", \"2020-11-16 08:35:30.000000+00:00\"], \"session_ids\": [\"2fb42954-76d5-4bed-a5ce-8383a035987e\", \"ba89a34f-e1f5-4688-bc20-422678197438\", \"09fc4c33-4668-4b4e-bc27-f0a0d9c867ae\", \"11ee750b-f745-4f34-a1e7-9453e4f9e1ab\"], \"total_duration\": 2176.0, \"total_sessions\": 4, \"mean_week_duration\": 16.485}, \"16731\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-01-23 04:33:31.000000+00:00\", \"2023-01-06 19:12:29.000000+00:00\"], \"session_ids\": [\"682d9605-3ef4-4b61-998f-ed260d24657b\", \"db095ec3-f160-404a-a17c-d44748419dd2\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 1.406}, \"81031\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-07-26 02:16:55.000000+00:00\", \"2023-03-17 17:30:32.000000+00:00\", \"2020-11-22 19:36:05.000000+00:00\", \"2021-12-18 04:59:42.000000+00:00\"], \"session_ids\": [\"bd83d989-4070-4b43-ba87-4426187391e9\", \"d580667b-8a3b-4d4b-a882-e0e4b0281e1f\", \"e95240ea-39b7-4c40-8b70-8c69efccbc17\", \"fbcfb3f1-f6c5-4502-a05e-7494aec47664\"], \"total_duration\": 526.0, \"total_sessions\": 4, \"mean_week_duration\": 3.812}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"70151\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-12 16:35:06.000000+00:00\", \"2019-02-06 20:27:49.000000+00:00\"], \"session_ids\": [\"f8ac91d7-9486-4fc1-81bf-29cf7e5ec7ce\", \"a69461f8-8ec9-4646-a2dc-4b0fff4e26de\"], \"total_duration\": 366.0, \"total_sessions\": 2, \"mean_week_duration\": 1.821}}, {\"81031\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-07-26 02:16:55.000000+00:00\", \"2023-03-17 17:30:32.000000+00:00\", \"2020-11-22 19:36:05.000000+00:00\", \"2021-12-18 04:59:42.000000+00:00\"], \"session_ids\": [\"bd83d989-4070-4b43-ba87-4426187391e9\", \"d580667b-8a3b-4d4b-a882-e0e4b0281e1f\", \"e95240ea-39b7-4c40-8b70-8c69efccbc17\", \"fbcfb3f1-f6c5-4502-a05e-7494aec47664\"], \"total_duration\": 526.0, \"total_sessions\": 4, \"mean_week_duration\": 3.812}}, {\"84662\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-08-05 21:14:25.000000+00:00\", \"2022-02-27 02:25:51.000000+00:00\", \"2022-08-18 02:22:22.000000+00:00\"], \"session_ids\": [\"db9beaa8-f298-44de-8a29-a708faa26ddf\", \"5f606a7a-624c-4753-aee2-a28b0e258e01\", \"b708c6e9-8658-49db-8166-27116933bf3a\"], \"total_duration\": 224.0, \"total_sessions\": 3, \"mean_week_duration\": 2.113}}, {\"97257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-13 20:15:08.000000+00:00\", \"2023-05-13 09:53:52.000000+00:00\", \"2020-12-12 04:06:26.000000+00:00\"], \"session_ids\": [\"32bce827-e8b5-4840-b1f4-d9474e886812\", \"69b86cab-d5fd-4bd4-b224-bb771a628792\", \"7792a4d3-5f17-4e20-8d17-b0b82193f511\"], \"total_duration\": 395.0, \"total_sessions\": 3, \"mean_week_duration\": 2.015}}, {\"42955\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-27 18:18:26.000000+00:00\", \"2023-05-27 17:30:20.000000+00:00\", \"2021-09-16 19:39:18.000000+00:00\", \"2020-11-16 08:35:30.000000+00:00\"], \"session_ids\": [\"2fb42954-76d5-4bed-a5ce-8383a035987e\", \"ba89a34f-e1f5-4688-bc20-422678197438\", \"09fc4c33-4668-4b4e-bc27-f0a0d9c867ae\", \"11ee750b-f745-4f34-a1e7-9453e4f9e1ab\"], \"total_duration\": 2176.0, \"total_sessions\": 4, \"mean_week_duration\": 16.485}}, {\"16731\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-01-23 04:33:31.000000+00:00\", \"2023-01-06 19:12:29.000000+00:00\"], \"session_ids\": [\"682d9605-3ef4-4b61-998f-ed260d24657b\", \"db095ec3-f160-404a-a17c-d44748419dd2\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 1.406}}, {\"40461\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-16 05:29:34.000000+00:00\", \"2020-01-21 14:51:02.000000+00:00\"], \"session_ids\": [\"367f049d-3b29-4371-adec-0061a44ba273\", \"c89da98a-c962-429e-b60c-a1843163ff32\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.26}}, {\"83293\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-13 16:53:31.000000+00:00\", \"2019-03-01 03:26:34.000000+00:00\", \"2019-01-13 15:03:46.000000+00:00\", \"2021-06-18 18:07:23.000000+00:00\", \"2021-10-10 22:03:42.000000+00:00\", \"2021-02-28 15:27:53.000000+00:00\", \"2023-04-03 13:39:17.000000+00:00\"], \"session_ids\": [\"a53f2af4-e91c-49d6-97e8-131283c055ed\", \"af77afc6-533c-48c2-89e8-b6cff0e4104e\", \"55acf762-ef63-4302-be6e-0c77409c8977\", \"64608a09-857c-4646-af88-c70812e5a06d\", \"51da92b3-7a61-4ee1-8319-0b292739a1f1\", \"0f47f3fb-1737-4d54-9420-8896c74fa5a2\", \"721f99d6-ee9a-4d0c-aab2-37ffabf551df\"], \"total_duration\": 7979.0, \"total_sessions\": 7, \"mean_week_duration\": 36.268}}, {\"16494\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-10-24 15:49:07.000000+00:00\", \"2019-04-02 12:55:12.000000+00:00\", \"2023-02-28 13:55:48.000000+00:00\", \"2023-03-27 11:53:43.000000+00:00\"], \"session_ids\": [\"99314cdf-4833-409e-98ed-7ef70f2d85f3\", \"d4e8721b-65f0-4468-b057-ace70a62ed39\", \"f90a194c-9cb0-46c2-8952-b51d9909e199\", \"4563aefd-8a03-4eee-aa8c-3e75d3fefca5\"], \"total_duration\": 1472.0, \"total_sessions\": 4, \"mean_week_duration\": 7.077}}, {\"58607\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-10-10 06:20:56.000000+00:00\", \"2021-07-23 04:05:56.000000+00:00\", \"2021-07-31 21:29:43.000000+00:00\", \"2022-09-25 00:21:54.000000+00:00\", \"2020-02-27 16:08:07.000000+00:00\", \"2023-01-13 00:23:25.000000+00:00\"], \"session_ids\": [\"90949971-2efa-46d5-8c77-995d4ee1f952\", \"d9039109-f042-4ad9-8057-da40141abc4e\", \"2322075b-2a16-4fe6-903b-425bff60a205\", \"fdcc84cb-347f-4d43-ba9e-d69f11fb8de6\", \"a6800b09-68ba-47f0-b070-07e13383fec8\", \"b191282a-e093-4b18-bbba-57bfc9dc3305\"], \"total_duration\": 2583.0, \"total_sessions\": 6, \"mean_week_duration\": 17.22}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 5 entries and remove 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[{\"70151\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-12 16:35:06.000000+00:00\", \"2019-02-06 20:27:49.000000+00:00\"], \"session_ids\": [\"f8ac91d7-9486-4fc1-81bf-29cf7e5ec7ce\", \"a69461f8-8ec9-4646-a2dc-4b0fff4e26de\"], \"total_duration\": 366.0, \"total_sessions\": 2, \"mean_week_duration\": 1.821}}, {\"81031\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-07-26 02:16:55.000000+00:00\", \"2023-03-17 17:30:32.000000+00:00\", \"2020-11-22 19:36:05.000000+00:00\", \"2021-12-18 04:59:42.000000+00:00\"], \"session_ids\": [\"bd83d989-4070-4b43-ba87-4426187391e9\", \"d580667b-8a3b-4d4b-a882-e0e4b0281e1f\", \"e95240ea-39b7-4c40-8b70-8c69efccbc17\", \"fbcfb3f1-f6c5-4502-a05e-7494aec47664\"], \"total_duration\": 526.0, \"total_sessions\": 4, \"mean_week_duration\": 3.812}}, {\"84662\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-08-05 21:14:25.000000+00:00\", \"2022-02-27 02:25:51.000000+00:00\", \"2022-08-18 02:22:22.000000+00:00\"], \"session_ids\": [\"db9beaa8-f298-44de-8a29-a708faa26ddf\", \"5f606a7a-624c-4753-aee2-a28b0e258e01\", \"b708c6e9-8658-49db-8166-27116933bf3a\"], \"total_duration\": 224.0, \"total_sessions\": 3, \"mean_week_duration\": 2.113}}, {\"97257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-13 20:15:08.000000+00:00\", \"2023-05-13 09:53:52.000000+00:00\", \"2020-12-12 04:06:26.000000+00:00\"], \"session_ids\": [\"32bce827-e8b5-4840-b1f4-d9474e886812\", \"69b86cab-d5fd-4bd4-b224-bb771a628792\", \"7792a4d3-5f17-4e20-8d17-b0b82193f511\"], \"total_duration\": 395.0, \"total_sessions\": 3, \"mean_week_duration\": 2.015}}, {\"42955\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-27 18:18:26.000000+00:00\", \"2023-05-27 17:30:20.000000+00:00\", \"2021-09-16 19:39:18.000000+00:00\", \"2020-11-16 08:35:30.000000+00:00\"], \"session_ids\": [\"2fb42954-76d5-4bed-a5ce-8383a035987e\", \"ba89a34f-e1f5-4688-bc20-422678197438\", \"09fc4c33-4668-4b4e-bc27-f0a0d9c867ae\", \"11ee750b-f745-4f34-a1e7-9453e4f9e1ab\"], \"total_duration\": 2176.0, \"total_sessions\": 4, \"mean_week_duration\": 16.485}}]\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[{\"70151\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-12 16:35:06.000000+00:00\", \"2019-02-06 20:27:49.000000+00:00\"], \"session_ids\": [\"f8ac91d7-9486-4fc1-81bf-29cf7e5ec7ce\", \"a69461f8-8ec9-4646-a2dc-4b0fff4e26de\"], \"total_duration\": 366.0, \"total_sessions\": 2, \"mean_week_duration\": 1.821}}, {\"81031\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-07-26 02:16:55.000000+00:00\", \"2023-03-17 17:30:32.000000+00:00\", \"2020-11-22 19:36:05.000000+00:00\", \"2021-12-18 04:59:42.000000+00:00\"], \"session_ids\": [\"bd83d989-4070-4b43-ba87-4426187391e9\", \"d580667b-8a3b-4d4b-a882-e0e4b0281e1f\", \"e95240ea-39b7-4c40-8b70-8c69efccbc17\", \"fbcfb3f1-f6c5-4502-a05e-7494aec47664\"], \"total_duration\": 526.0, \"total_sessions\": 4, \"mean_week_duration\": 3.812}}, {\"84662\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-08-05 21:14:25.000000+00:00\", \"2022-02-27 02:25:51.000000+00:00\", \"2022-08-18 02:22:22.000000+00:00\"], \"session_ids\": [\"db9beaa8-f298-44de-8a29-a708faa26ddf\", \"5f606a7a-624c-4753-aee2-a28b0e258e01\", \"b708c6e9-8658-49db-8166-27116933bf3a\"], \"total_duration\": 224.0, \"total_sessions\": 3, \"mean_week_duration\": 2.113}}, {\"97257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-13 20:15:08.000000+00:00\", \"2023-05-13 09:53:52.000000+00:00\", \"2020-12-12 04:06:26.000000+00:00\"], \"session_ids\": [\"32bce827-e8b5-4840-b1f4-d9474e886812\", \"69b86cab-d5fd-4bd4-b224-bb771a628792\", \"7792a4d3-5f17-4e20-8d17-b0b82193f511\"], \"total_duration\": 395.0, \"total_sessions\": 3, \"mean_week_duration\": 2.015}}, {\"42955\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-27 18:18:26.000000+00:00\", \"2023-05-27 17:30:20.000000+00:00\", \"2021-09-16 19:39:18.000000+00:00\", \"2020-11-16 08:35:30.000000+00:00\"], \"session_ids\": [\"2fb42954-76d5-4bed-a5ce-8383a035987e\", \"ba89a34f-e1f5-4688-bc20-422678197438\", \"09fc4c33-4668-4b4e-bc27-f0a0d9c867ae\", \"11ee750b-f745-4f34-a1e7-9453e4f9e1ab\"], \"total_duration\": 2176.0, \"total_sessions\": 4, \"mean_week_duration\": 16.485}}]\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 8 users pieces of information who don't belong to city Mumbai , moreover put to use sorting by time using the app 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{\"70817\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-05 20:06:49.000000+00:00\", \"2021-10-13 18:50:04.000000+00:00\"], \"session_ids\": [\"3ff588cc-08be-448f-8c8e-692ebd91bd1e\", \"fc93a132-a865-4423-bbd9-fb9edbca5b30\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.725}, \"38426\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-22 04:55:15.000000+00:00\", \"2022-06-14 03:01:25.000000+00:00\", \"2020-02-29 23:01:55.000000+00:00\", \"2019-05-20 14:10:59.000000+00:00\", \"2020-01-18 16:13:58.000000+00:00\", \"2019-06-01 14:14:19.000000+00:00\", \"2019-03-16 11:29:05.000000+00:00\"], \"session_ids\": [\"a72ca92a-359a-4373-8ce0-3db4d7025501\", \"0eb0ea3e-b671-4d9d-83d8-4bb155a0f73b\", \"651fba8c-1b77-459c-badc-3a5f713a0b82\", \"8812c211-3606-4d0f-9595-b75fb81a520c\", \"27eb4cd3-33fe-4d86-9bed-87bc6091d91e\", \"13749dc5-e893-4d5c-8243-fdf7f3060122\", \"3e1378dd-e0d2-48c6-9137-d8be6f61542e\"], \"total_duration\": 812.0, \"total_sessions\": 7, \"mean_week_duration\": 4.776}, \"91321\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-06 06:36:20.000000+00:00\", \"2022-05-21 12:06:41.000000+00:00\", \"2021-06-01 13:29:51.000000+00:00\", \"2020-12-15 14:15:03.000000+00:00\"], \"session_ids\": [\"7f58d0f2-e4c9-427e-b857-19001438c3b1\", \"39cadad9-2729-4b9a-ac65-188de99132cb\", \"87d81882-0965-43c3-a24a-98678e91d634\", \"8b2e2a1f-5c3f-493b-904f-e4859f6dc2a1\"], \"total_duration\": 266.0, \"total_sessions\": 4, \"mean_week_duration\": 3.5}, \"48559\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-06-05 06:39:55.000000+00:00\", \"2021-04-15 18:59:04.000000+00:00\"], \"session_ids\": [\"fcad563e-5262-458b-a635-7791f6d76fab\", \"98c293bb-62ed-4b48-92fd-6c2eb201d05a\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"70193\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-28 17:36:25.000000+00:00\", \"2021-05-16 08:13:48.000000+00:00\"], \"session_ids\": [\"1f16534a-9f46-4327-bc94-cadbc148d175\", \"505cf13e-cc86-4f69-8baa-2f01a1837e84\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 3.354}, \"84025\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-19 00:46:09.000000+00:00\", \"2020-04-29 02:08:57.000000+00:00\", \"2021-05-16 11:34:17.000000+00:00\", \"2023-05-26 04:42:17.000000+00:00\", \"2021-11-05 03:30:28.000000+00:00\", \"2022-12-20 00:30:36.000000+00:00\", \"2020-05-13 11:31:09.000000+00:00\", \"2021-07-25 21:43:33.000000+00:00\", \"2023-01-19 14:24:42.000000+00:00\"], \"session_ids\": [\"0cc463a4-c30d-4a24-bc03-17d70d9c99cf\", \"39e0f8bb-8557-42bd-b219-c561f097b707\", \"491a57ef-b1ce-4279-835c-8b959067903a\", \"29961aa3-9758-460e-800c-d5edd1e4b80c\", \"42165047-df96-488c-9c3f-87a9742f1533\", \"47b11413-a237-448b-8d7c-2775f04746fe\", \"e7d038a0-42d7-40fb-89e1-d5497e6f3a44\", \"6d7cbcf8-2b24-4131-80b0-a77bf2f0f5da\", \"074793a3-8ad7-4e95-a68e-6fda5cdeb46e\"], \"total_duration\": 1986.0, \"total_sessions\": 9, \"mean_week_duration\": 9.641}, \"81028\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-03-23 15:02:59.000000+00:00\", \"2019-07-06 10:50:07.000000+00:00\"], \"session_ids\": [\"9f3e3553-4d3e-4358-bca6-5f588797f56f\", \"f7c13c40-4b33-4320-b58e-a701e790538b\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 17.133}, \"24192\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-03 04:39:29.000000+00:00\", \"2019-08-22 21:02:28.000000+00:00\", \"2021-07-08 22:44:09.000000+00:00\"], \"session_ids\": [\"ee36c148-2e81-44b8-8be1-5b4cd9191556\", \"fcf17fb3-96ad-466a-916a-d6a517a7d44b\", \"e4e5cc1c-c0ac-4318-919a-aed014a652b4\"], \"total_duration\": 947.0, \"total_sessions\": 3, \"mean_week_duration\": 6.716}, \"30503\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-06 04:59:04.000000+00:00\", \"2022-05-27 01:51:36.000000+00:00\", \"2022-04-18 20:40:57.000000+00:00\", \"2020-03-24 00:10:50.000000+00:00\"], \"session_ids\": [\"027308c1-f184-42a6-8f6c-0623f6878088\", \"4e91085f-d85a-4da7-89b4-f6f972353778\", \"6c6d255c-3ae5-4e59-b825-3711dc878d07\", \"091793b1-c159-42e6-bfd9-2fb745787734\"], \"total_duration\": 615.0, \"total_sessions\": 4, \"mean_week_duration\": 5.395}, \"51189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-03-26 18:58:36.000000+00:00\", \"2022-05-05 20:07:10.000000+00:00\"], \"session_ids\": [\"c56cbb52-3ed4-43b0-b4cb-92cc5d9b7e09\", \"2d28dcd5-1da4-438c-8f98-510269bedf5f\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 2.436}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is not Mumbai" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Mumbai\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"70817\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-05 20:06:49.000000+00:00\", \"2021-10-13 18:50:04.000000+00:00\"], \"session_ids\": [\"3ff588cc-08be-448f-8c8e-692ebd91bd1e\", \"fc93a132-a865-4423-bbd9-fb9edbca5b30\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.725}, \"38426\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-22 04:55:15.000000+00:00\", \"2022-06-14 03:01:25.000000+00:00\", \"2020-02-29 23:01:55.000000+00:00\", \"2019-05-20 14:10:59.000000+00:00\", \"2020-01-18 16:13:58.000000+00:00\", \"2019-06-01 14:14:19.000000+00:00\", \"2019-03-16 11:29:05.000000+00:00\"], \"session_ids\": [\"a72ca92a-359a-4373-8ce0-3db4d7025501\", \"0eb0ea3e-b671-4d9d-83d8-4bb155a0f73b\", \"651fba8c-1b77-459c-badc-3a5f713a0b82\", \"8812c211-3606-4d0f-9595-b75fb81a520c\", \"27eb4cd3-33fe-4d86-9bed-87bc6091d91e\", \"13749dc5-e893-4d5c-8243-fdf7f3060122\", \"3e1378dd-e0d2-48c6-9137-d8be6f61542e\"], \"total_duration\": 812.0, \"total_sessions\": 7, \"mean_week_duration\": 4.776}, \"91321\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-06 06:36:20.000000+00:00\", \"2022-05-21 12:06:41.000000+00:00\", \"2021-06-01 13:29:51.000000+00:00\", \"2020-12-15 14:15:03.000000+00:00\"], \"session_ids\": [\"7f58d0f2-e4c9-427e-b857-19001438c3b1\", \"39cadad9-2729-4b9a-ac65-188de99132cb\", \"87d81882-0965-43c3-a24a-98678e91d634\", \"8b2e2a1f-5c3f-493b-904f-e4859f6dc2a1\"], \"total_duration\": 266.0, \"total_sessions\": 4, \"mean_week_duration\": 3.5}, \"48559\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-06-05 06:39:55.000000+00:00\", \"2021-04-15 18:59:04.000000+00:00\"], \"session_ids\": [\"fcad563e-5262-458b-a635-7791f6d76fab\", \"98c293bb-62ed-4b48-92fd-6c2eb201d05a\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"70193\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-28 17:36:25.000000+00:00\", \"2021-05-16 08:13:48.000000+00:00\"], \"session_ids\": [\"1f16534a-9f46-4327-bc94-cadbc148d175\", \"505cf13e-cc86-4f69-8baa-2f01a1837e84\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 3.354}, \"84025\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-19 00:46:09.000000+00:00\", \"2020-04-29 02:08:57.000000+00:00\", \"2021-05-16 11:34:17.000000+00:00\", \"2023-05-26 04:42:17.000000+00:00\", \"2021-11-05 03:30:28.000000+00:00\", \"2022-12-20 00:30:36.000000+00:00\", \"2020-05-13 11:31:09.000000+00:00\", \"2021-07-25 21:43:33.000000+00:00\", \"2023-01-19 14:24:42.000000+00:00\"], \"session_ids\": [\"0cc463a4-c30d-4a24-bc03-17d70d9c99cf\", \"39e0f8bb-8557-42bd-b219-c561f097b707\", \"491a57ef-b1ce-4279-835c-8b959067903a\", \"29961aa3-9758-460e-800c-d5edd1e4b80c\", \"42165047-df96-488c-9c3f-87a9742f1533\", \"47b11413-a237-448b-8d7c-2775f04746fe\", \"e7d038a0-42d7-40fb-89e1-d5497e6f3a44\", \"6d7cbcf8-2b24-4131-80b0-a77bf2f0f5da\", \"074793a3-8ad7-4e95-a68e-6fda5cdeb46e\"], \"total_duration\": 1986.0, \"total_sessions\": 9, \"mean_week_duration\": 9.641}, \"81028\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-03-23 15:02:59.000000+00:00\", \"2019-07-06 10:50:07.000000+00:00\"], \"session_ids\": [\"9f3e3553-4d3e-4358-bca6-5f588797f56f\", \"f7c13c40-4b33-4320-b58e-a701e790538b\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 17.133}, \"24192\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-03 04:39:29.000000+00:00\", \"2019-08-22 21:02:28.000000+00:00\", \"2021-07-08 22:44:09.000000+00:00\"], \"session_ids\": [\"ee36c148-2e81-44b8-8be1-5b4cd9191556\", \"fcf17fb3-96ad-466a-916a-d6a517a7d44b\", \"e4e5cc1c-c0ac-4318-919a-aed014a652b4\"], \"total_duration\": 947.0, \"total_sessions\": 3, \"mean_week_duration\": 6.716}, \"30503\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-06 04:59:04.000000+00:00\", \"2022-05-27 01:51:36.000000+00:00\", \"2022-04-18 20:40:57.000000+00:00\", \"2020-03-24 00:10:50.000000+00:00\"], \"session_ids\": [\"027308c1-f184-42a6-8f6c-0623f6878088\", \"4e91085f-d85a-4da7-89b4-f6f972353778\", \"6c6d255c-3ae5-4e59-b825-3711dc878d07\", \"091793b1-c159-42e6-bfd9-2fb745787734\"], \"total_duration\": 615.0, \"total_sessions\": 4, \"mean_week_duration\": 5.395}, \"51189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-03-26 18:58:36.000000+00:00\", \"2022-05-05 20:07:10.000000+00:00\"], \"session_ids\": [\"c56cbb52-3ed4-43b0-b4cb-92cc5d9b7e09\", \"2d28dcd5-1da4-438c-8f98-510269bedf5f\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 2.436}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"84025\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-19 00:46:09.000000+00:00\", \"2020-04-29 02:08:57.000000+00:00\", \"2021-05-16 11:34:17.000000+00:00\", \"2023-05-26 04:42:17.000000+00:00\", \"2021-11-05 03:30:28.000000+00:00\", \"2022-12-20 00:30:36.000000+00:00\", \"2020-05-13 11:31:09.000000+00:00\", \"2021-07-25 21:43:33.000000+00:00\", \"2023-01-19 14:24:42.000000+00:00\"], \"session_ids\": [\"0cc463a4-c30d-4a24-bc03-17d70d9c99cf\", \"39e0f8bb-8557-42bd-b219-c561f097b707\", \"491a57ef-b1ce-4279-835c-8b959067903a\", \"29961aa3-9758-460e-800c-d5edd1e4b80c\", \"42165047-df96-488c-9c3f-87a9742f1533\", \"47b11413-a237-448b-8d7c-2775f04746fe\", \"e7d038a0-42d7-40fb-89e1-d5497e6f3a44\", \"6d7cbcf8-2b24-4131-80b0-a77bf2f0f5da\", \"074793a3-8ad7-4e95-a68e-6fda5cdeb46e\"], \"total_duration\": 1986.0, \"total_sessions\": 9, \"mean_week_duration\": 9.641}}, {\"24192\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-03 04:39:29.000000+00:00\", \"2019-08-22 21:02:28.000000+00:00\", \"2021-07-08 22:44:09.000000+00:00\"], \"session_ids\": [\"ee36c148-2e81-44b8-8be1-5b4cd9191556\", \"fcf17fb3-96ad-466a-916a-d6a517a7d44b\", \"e4e5cc1c-c0ac-4318-919a-aed014a652b4\"], \"total_duration\": 947.0, \"total_sessions\": 3, \"mean_week_duration\": 6.716}}, {\"38426\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-22 04:55:15.000000+00:00\", \"2022-06-14 03:01:25.000000+00:00\", \"2020-02-29 23:01:55.000000+00:00\", \"2019-05-20 14:10:59.000000+00:00\", \"2020-01-18 16:13:58.000000+00:00\", \"2019-06-01 14:14:19.000000+00:00\", \"2019-03-16 11:29:05.000000+00:00\"], \"session_ids\": [\"a72ca92a-359a-4373-8ce0-3db4d7025501\", \"0eb0ea3e-b671-4d9d-83d8-4bb155a0f73b\", \"651fba8c-1b77-459c-badc-3a5f713a0b82\", \"8812c211-3606-4d0f-9595-b75fb81a520c\", \"27eb4cd3-33fe-4d86-9bed-87bc6091d91e\", \"13749dc5-e893-4d5c-8243-fdf7f3060122\", \"3e1378dd-e0d2-48c6-9137-d8be6f61542e\"], \"total_duration\": 812.0, \"total_sessions\": 7, \"mean_week_duration\": 4.776}}, {\"30503\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-06 04:59:04.000000+00:00\", \"2022-05-27 01:51:36.000000+00:00\", \"2022-04-18 20:40:57.000000+00:00\", \"2020-03-24 00:10:50.000000+00:00\"], \"session_ids\": [\"027308c1-f184-42a6-8f6c-0623f6878088\", \"4e91085f-d85a-4da7-89b4-f6f972353778\", \"6c6d255c-3ae5-4e59-b825-3711dc878d07\", \"091793b1-c159-42e6-bfd9-2fb745787734\"], \"total_duration\": 615.0, \"total_sessions\": 4, \"mean_week_duration\": 5.395}}, {\"51189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-03-26 18:58:36.000000+00:00\", \"2022-05-05 20:07:10.000000+00:00\"], \"session_ids\": [\"c56cbb52-3ed4-43b0-b4cb-92cc5d9b7e09\", \"2d28dcd5-1da4-438c-8f98-510269bedf5f\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 2.436}}, {\"70193\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-28 17:36:25.000000+00:00\", \"2021-05-16 08:13:48.000000+00:00\"], \"session_ids\": [\"1f16534a-9f46-4327-bc94-cadbc148d175\", \"505cf13e-cc86-4f69-8baa-2f01a1837e84\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 3.354}}, {\"91321\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-06 06:36:20.000000+00:00\", \"2022-05-21 12:06:41.000000+00:00\", \"2021-06-01 13:29:51.000000+00:00\", \"2020-12-15 14:15:03.000000+00:00\"], \"session_ids\": [\"7f58d0f2-e4c9-427e-b857-19001438c3b1\", \"39cadad9-2729-4b9a-ac65-188de99132cb\", \"87d81882-0965-43c3-a24a-98678e91d634\", \"8b2e2a1f-5c3f-493b-904f-e4859f6dc2a1\"], \"total_duration\": 266.0, \"total_sessions\": 4, \"mean_week_duration\": 3.5}}, {\"81028\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-03-23 15:02:59.000000+00:00\", \"2019-07-06 10:50:07.000000+00:00\"], \"session_ids\": [\"9f3e3553-4d3e-4358-bca6-5f588797f56f\", \"f7c13c40-4b33-4320-b58e-a701e790538b\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 17.133}}, {\"48559\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-06-05 06:39:55.000000+00:00\", \"2021-04-15 18:59:04.000000+00:00\"], \"session_ids\": [\"fcad563e-5262-458b-a635-7791f6d76fab\", \"98c293bb-62ed-4b48-92fd-6c2eb201d05a\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}}, {\"70817\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-02-05 20:06:49.000000+00:00\", \"2021-10-13 18:50:04.000000+00:00\"], \"session_ids\": [\"3ff588cc-08be-448f-8c8e-692ebd91bd1e\", \"fc93a132-a865-4423-bbd9-fb9edbca5b30\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.725}}]\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[{\"84025\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-19 00:46:09.000000+00:00\", \"2020-04-29 02:08:57.000000+00:00\", \"2021-05-16 11:34:17.000000+00:00\", \"2023-05-26 04:42:17.000000+00:00\", \"2021-11-05 03:30:28.000000+00:00\", \"2022-12-20 00:30:36.000000+00:00\", \"2020-05-13 11:31:09.000000+00:00\", \"2021-07-25 21:43:33.000000+00:00\", \"2023-01-19 14:24:42.000000+00:00\"], \"session_ids\": [\"0cc463a4-c30d-4a24-bc03-17d70d9c99cf\", \"39e0f8bb-8557-42bd-b219-c561f097b707\", \"491a57ef-b1ce-4279-835c-8b959067903a\", \"29961aa3-9758-460e-800c-d5edd1e4b80c\", \"42165047-df96-488c-9c3f-87a9742f1533\", \"47b11413-a237-448b-8d7c-2775f04746fe\", \"e7d038a0-42d7-40fb-89e1-d5497e6f3a44\", \"6d7cbcf8-2b24-4131-80b0-a77bf2f0f5da\", \"074793a3-8ad7-4e95-a68e-6fda5cdeb46e\"], \"total_duration\": 1986.0, \"total_sessions\": 9, \"mean_week_duration\": 9.641}}, {\"24192\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-03 04:39:29.000000+00:00\", \"2019-08-22 21:02:28.000000+00:00\", \"2021-07-08 22:44:09.000000+00:00\"], \"session_ids\": [\"ee36c148-2e81-44b8-8be1-5b4cd9191556\", \"fcf17fb3-96ad-466a-916a-d6a517a7d44b\", \"e4e5cc1c-c0ac-4318-919a-aed014a652b4\"], \"total_duration\": 947.0, \"total_sessions\": 3, \"mean_week_duration\": 6.716}}, {\"38426\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-22 04:55:15.000000+00:00\", \"2022-06-14 03:01:25.000000+00:00\", \"2020-02-29 23:01:55.000000+00:00\", \"2019-05-20 14:10:59.000000+00:00\", \"2020-01-18 16:13:58.000000+00:00\", \"2019-06-01 14:14:19.000000+00:00\", \"2019-03-16 11:29:05.000000+00:00\"], \"session_ids\": [\"a72ca92a-359a-4373-8ce0-3db4d7025501\", \"0eb0ea3e-b671-4d9d-83d8-4bb155a0f73b\", \"651fba8c-1b77-459c-badc-3a5f713a0b82\", \"8812c211-3606-4d0f-9595-b75fb81a520c\", \"27eb4cd3-33fe-4d86-9bed-87bc6091d91e\", \"13749dc5-e893-4d5c-8243-fdf7f3060122\", \"3e1378dd-e0d2-48c6-9137-d8be6f61542e\"], \"total_duration\": 812.0, \"total_sessions\": 7, \"mean_week_duration\": 4.776}}, {\"30503\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-06 04:59:04.000000+00:00\", \"2022-05-27 01:51:36.000000+00:00\", \"2022-04-18 20:40:57.000000+00:00\", \"2020-03-24 00:10:50.000000+00:00\"], \"session_ids\": [\"027308c1-f184-42a6-8f6c-0623f6878088\", \"4e91085f-d85a-4da7-89b4-f6f972353778\", \"6c6d255c-3ae5-4e59-b825-3711dc878d07\", \"091793b1-c159-42e6-bfd9-2fb745787734\"], \"total_duration\": 615.0, \"total_sessions\": 4, \"mean_week_duration\": 5.395}}, {\"51189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-03-26 18:58:36.000000+00:00\", \"2022-05-05 20:07:10.000000+00:00\"], \"session_ids\": [\"c56cbb52-3ed4-43b0-b4cb-92cc5d9b7e09\", \"2d28dcd5-1da4-438c-8f98-510269bedf5f\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 2.436}}, {\"70193\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-28 17:36:25.000000+00:00\", \"2021-05-16 08:13:48.000000+00:00\"], \"session_ids\": [\"1f16534a-9f46-4327-bc94-cadbc148d175\", \"505cf13e-cc86-4f69-8baa-2f01a1837e84\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 3.354}}, {\"91321\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-06 06:36:20.000000+00:00\", \"2022-05-21 12:06:41.000000+00:00\", \"2021-06-01 13:29:51.000000+00:00\", \"2020-12-15 14:15:03.000000+00:00\"], \"session_ids\": [\"7f58d0f2-e4c9-427e-b857-19001438c3b1\", \"39cadad9-2729-4b9a-ac65-188de99132cb\", \"87d81882-0965-43c3-a24a-98678e91d634\", \"8b2e2a1f-5c3f-493b-904f-e4859f6dc2a1\"], \"total_duration\": 266.0, \"total_sessions\": 4, \"mean_week_duration\": 3.5}}, {\"81028\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-03-23 15:02:59.000000+00:00\", \"2019-07-06 10:50:07.000000+00:00\"], \"session_ids\": [\"9f3e3553-4d3e-4358-bca6-5f588797f56f\", \"f7c13c40-4b33-4320-b58e-a701e790538b\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 17.133}}]\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[{\"84025\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-19 00:46:09.000000+00:00\", \"2020-04-29 02:08:57.000000+00:00\", \"2021-05-16 11:34:17.000000+00:00\", \"2023-05-26 04:42:17.000000+00:00\", \"2021-11-05 03:30:28.000000+00:00\", \"2022-12-20 00:30:36.000000+00:00\", \"2020-05-13 11:31:09.000000+00:00\", \"2021-07-25 21:43:33.000000+00:00\", \"2023-01-19 14:24:42.000000+00:00\"], \"session_ids\": [\"0cc463a4-c30d-4a24-bc03-17d70d9c99cf\", \"39e0f8bb-8557-42bd-b219-c561f097b707\", \"491a57ef-b1ce-4279-835c-8b959067903a\", \"29961aa3-9758-460e-800c-d5edd1e4b80c\", \"42165047-df96-488c-9c3f-87a9742f1533\", \"47b11413-a237-448b-8d7c-2775f04746fe\", \"e7d038a0-42d7-40fb-89e1-d5497e6f3a44\", \"6d7cbcf8-2b24-4131-80b0-a77bf2f0f5da\", \"074793a3-8ad7-4e95-a68e-6fda5cdeb46e\"], \"total_duration\": 1986.0, \"total_sessions\": 9, \"mean_week_duration\": 9.641}}, {\"24192\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-03 04:39:29.000000+00:00\", \"2019-08-22 21:02:28.000000+00:00\", \"2021-07-08 22:44:09.000000+00:00\"], \"session_ids\": [\"ee36c148-2e81-44b8-8be1-5b4cd9191556\", \"fcf17fb3-96ad-466a-916a-d6a517a7d44b\", \"e4e5cc1c-c0ac-4318-919a-aed014a652b4\"], \"total_duration\": 947.0, \"total_sessions\": 3, \"mean_week_duration\": 6.716}}, {\"38426\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-02-22 04:55:15.000000+00:00\", \"2022-06-14 03:01:25.000000+00:00\", \"2020-02-29 23:01:55.000000+00:00\", \"2019-05-20 14:10:59.000000+00:00\", \"2020-01-18 16:13:58.000000+00:00\", \"2019-06-01 14:14:19.000000+00:00\", \"2019-03-16 11:29:05.000000+00:00\"], \"session_ids\": [\"a72ca92a-359a-4373-8ce0-3db4d7025501\", \"0eb0ea3e-b671-4d9d-83d8-4bb155a0f73b\", \"651fba8c-1b77-459c-badc-3a5f713a0b82\", \"8812c211-3606-4d0f-9595-b75fb81a520c\", \"27eb4cd3-33fe-4d86-9bed-87bc6091d91e\", \"13749dc5-e893-4d5c-8243-fdf7f3060122\", \"3e1378dd-e0d2-48c6-9137-d8be6f61542e\"], \"total_duration\": 812.0, \"total_sessions\": 7, \"mean_week_duration\": 4.776}}, {\"30503\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-06 04:59:04.000000+00:00\", \"2022-05-27 01:51:36.000000+00:00\", \"2022-04-18 20:40:57.000000+00:00\", \"2020-03-24 00:10:50.000000+00:00\"], \"session_ids\": [\"027308c1-f184-42a6-8f6c-0623f6878088\", \"4e91085f-d85a-4da7-89b4-f6f972353778\", \"6c6d255c-3ae5-4e59-b825-3711dc878d07\", \"091793b1-c159-42e6-bfd9-2fb745787734\"], \"total_duration\": 615.0, \"total_sessions\": 4, \"mean_week_duration\": 5.395}}, {\"51189\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-03-26 18:58:36.000000+00:00\", \"2022-05-05 20:07:10.000000+00:00\"], \"session_ids\": [\"c56cbb52-3ed4-43b0-b4cb-92cc5d9b7e09\", \"2d28dcd5-1da4-438c-8f98-510269bedf5f\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 2.436}}, {\"70193\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-28 17:36:25.000000+00:00\", \"2021-05-16 08:13:48.000000+00:00\"], \"session_ids\": [\"1f16534a-9f46-4327-bc94-cadbc148d175\", \"505cf13e-cc86-4f69-8baa-2f01a1837e84\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 3.354}}, {\"91321\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-06 06:36:20.000000+00:00\", \"2022-05-21 12:06:41.000000+00:00\", \"2021-06-01 13:29:51.000000+00:00\", \"2020-12-15 14:15:03.000000+00:00\"], \"session_ids\": [\"7f58d0f2-e4c9-427e-b857-19001438c3b1\", \"39cadad9-2729-4b9a-ac65-188de99132cb\", \"87d81882-0965-43c3-a24a-98678e91d634\", \"8b2e2a1f-5c3f-493b-904f-e4859f6dc2a1\"], \"total_duration\": 266.0, \"total_sessions\": 4, \"mean_week_duration\": 3.5}}, {\"81028\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-03-23 15:02:59.000000+00:00\", \"2019-07-06 10:50:07.000000+00:00\"], \"session_ids\": [\"9f3e3553-4d3e-4358-bca6-5f588797f56f\", \"f7c13c40-4b33-4320-b58e-a701e790538b\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 17.133}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on user who has total sessions greater than 2 and less than 10 additionaly carry out sorting by duration summation form the highest value to the lowest value also save only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"41952\": {\"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\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-03 09:05:49.000000+00:00\", \"2019-01-15 07:34:43.000000+00:00\", \"2023-05-17 07:57:09.000000+00:00\", \"2020-08-05 02:46:06.000000+00:00\"], \"session_ids\": [\"9802d81b-1d53-41b3-9dd8-eb261b5a6c13\", \"00ab3e8d-8d0d-41f7-b72c-16a146b53bd4\", \"e79c96ab-2976-4182-98e9-016111815936\", \"258e53a6-8bc3-4618-bb7e-c8a84ffeaca0\"], \"total_duration\": 1562.0, \"total_sessions\": 4, \"mean_week_duration\": 6.881}, \"31133\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-06-04 16:58:48.000000+00:00\", \"2019-01-24 10:45:43.000000+00:00\", \"2021-10-23 05:55:26.000000+00:00\", \"2019-12-04 07:19:45.000000+00:00\", \"2023-02-04 15:46:31.000000+00:00\"], \"session_ids\": [\"773a2428-eee5-4b87-bb0e-eca77216b151\", \"b5b6f1d7-056f-46db-8607-7eaac6ea9b0b\", \"8227efbb-0ec3-4342-9a02-9f14ceeedf2b\", \"5d3d2f64-aa52-4f97-9f06-044794e3f9ea\", \"cb4f52bf-03e5-4329-9039-c1a3883b7539\"], \"total_duration\": 2486.0, \"total_sessions\": 5, \"mean_week_duration\": 11.782}, \"91102\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-30 02:01:36.000000+00:00\", \"2019-09-13 17:58:22.000000+00:00\"], \"session_ids\": [\"580c1842-8b72-4f8d-9eeb-dd28c4d1852b\", \"dbd972dd-ece9-4598-8e75-6acfd61092ee\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 4.224}, \"18016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-05-04 21:23:51.000000+00:00\", \"2020-03-29 09:47:04.000000+00:00\"], \"session_ids\": [\"3e967caa-63a9-4009-8c67-55de8cc3838d\", \"7b86c8b7-4362-4970-a67d-96eb06ec3c23\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 4.136}, \"66336\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-17 03:35:13.000000+00:00\", \"2020-06-27 19:38:36.000000+00:00\", \"2021-03-21 15:00:42.000000+00:00\"], \"session_ids\": [\"721e2b2b-8475-4020-b4e4-98b5a27a8f03\", \"c847b384-159f-4e10-84b2-12086d04250e\", \"8b48913a-cf2d-4462-bd69-96d64adce328\"], \"total_duration\": 233.0, \"total_sessions\": 3, \"mean_week_duration\": 1.688}, \"63112\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-03-05 13:51:20.000000+00:00\", \"2022-01-01 16:06:36.000000+00:00\"], \"session_ids\": [\"3f25026b-7efa-4935-a4ef-41195ed98b1b\", \"225b9c14-d777-4863-9241-cd792f439b0b\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 5.568}, \"72119\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-09-11 16:42:48.000000+00:00\", \"2022-03-05 10:18:21.000000+00:00\"], \"session_ids\": [\"b33cb050-151f-49a4-a5ee-7a8e3d56a69e\", \"c828e827-d6c3-46b1-803a-01b04273fc38\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 2.857}, \"77504\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-06 09:03:53.000000+00:00\", \"2020-08-18 11:38:25.000000+00:00\"], \"session_ids\": [\"51460f10-61d0-4dbf-a51e-7de8f9439a0d\", \"a1ed0471-3fc6-4ff1-b472-cc22deb2eca4\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"51226\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-09 02:24:01.000000+00:00\", \"2023-01-02 14:18:16.000000+00:00\"], \"session_ids\": [\"da102a86-8c9e-4ead-a571-47765d1ef5ba\", \"d0bac7bd-d705-4879-94e2-b45ff924694f\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 2.174}, \"71362\": {\"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\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-20 12:50:17.000000+00:00\", \"2019-12-28 11:25:40.000000+00:00\", \"2022-12-31 03:46:25.000000+00:00\", \"2023-02-28 10:40:32.000000+00:00\", \"2020-11-01 07:32:10.000000+00:00\"], \"session_ids\": [\"f988f724-ca5a-483d-add0-d14197f9efcc\", \"2e912f55-b8b8-4f28-91c4-8c113845f939\", \"809a1e53-9cd6-4101-9cbc-3adaa9694c0e\", \"7f7a4a11-2bb2-4b88-8265-e49bd0bdcd5b\", \"8cde34fd-5fab-4b6a-91c2-eae67cee716e\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.278}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 2 and are equal or less than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[2, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"41952\": {\"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\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-03 09:05:49.000000+00:00\", \"2019-01-15 07:34:43.000000+00:00\", \"2023-05-17 07:57:09.000000+00:00\", \"2020-08-05 02:46:06.000000+00:00\"], \"session_ids\": [\"9802d81b-1d53-41b3-9dd8-eb261b5a6c13\", \"00ab3e8d-8d0d-41f7-b72c-16a146b53bd4\", \"e79c96ab-2976-4182-98e9-016111815936\", \"258e53a6-8bc3-4618-bb7e-c8a84ffeaca0\"], \"total_duration\": 1562.0, \"total_sessions\": 4, \"mean_week_duration\": 6.881}, \"31133\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-06-04 16:58:48.000000+00:00\", \"2019-01-24 10:45:43.000000+00:00\", \"2021-10-23 05:55:26.000000+00:00\", \"2019-12-04 07:19:45.000000+00:00\", \"2023-02-04 15:46:31.000000+00:00\"], \"session_ids\": [\"773a2428-eee5-4b87-bb0e-eca77216b151\", \"b5b6f1d7-056f-46db-8607-7eaac6ea9b0b\", \"8227efbb-0ec3-4342-9a02-9f14ceeedf2b\", \"5d3d2f64-aa52-4f97-9f06-044794e3f9ea\", \"cb4f52bf-03e5-4329-9039-c1a3883b7539\"], \"total_duration\": 2486.0, \"total_sessions\": 5, \"mean_week_duration\": 11.782}, \"91102\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-30 02:01:36.000000+00:00\", \"2019-09-13 17:58:22.000000+00:00\"], \"session_ids\": [\"580c1842-8b72-4f8d-9eeb-dd28c4d1852b\", \"dbd972dd-ece9-4598-8e75-6acfd61092ee\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 4.224}, \"18016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-05-04 21:23:51.000000+00:00\", \"2020-03-29 09:47:04.000000+00:00\"], \"session_ids\": [\"3e967caa-63a9-4009-8c67-55de8cc3838d\", \"7b86c8b7-4362-4970-a67d-96eb06ec3c23\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 4.136}, \"66336\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-17 03:35:13.000000+00:00\", \"2020-06-27 19:38:36.000000+00:00\", \"2021-03-21 15:00:42.000000+00:00\"], \"session_ids\": [\"721e2b2b-8475-4020-b4e4-98b5a27a8f03\", \"c847b384-159f-4e10-84b2-12086d04250e\", \"8b48913a-cf2d-4462-bd69-96d64adce328\"], \"total_duration\": 233.0, \"total_sessions\": 3, \"mean_week_duration\": 1.688}, \"63112\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-03-05 13:51:20.000000+00:00\", \"2022-01-01 16:06:36.000000+00:00\"], \"session_ids\": [\"3f25026b-7efa-4935-a4ef-41195ed98b1b\", \"225b9c14-d777-4863-9241-cd792f439b0b\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 5.568}, \"72119\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-09-11 16:42:48.000000+00:00\", \"2022-03-05 10:18:21.000000+00:00\"], \"session_ids\": [\"b33cb050-151f-49a4-a5ee-7a8e3d56a69e\", \"c828e827-d6c3-46b1-803a-01b04273fc38\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 2.857}, \"77504\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-06 09:03:53.000000+00:00\", \"2020-08-18 11:38:25.000000+00:00\"], \"session_ids\": [\"51460f10-61d0-4dbf-a51e-7de8f9439a0d\", \"a1ed0471-3fc6-4ff1-b472-cc22deb2eca4\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"51226\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-09 02:24:01.000000+00:00\", \"2023-01-02 14:18:16.000000+00:00\"], \"session_ids\": [\"da102a86-8c9e-4ead-a571-47765d1ef5ba\", \"d0bac7bd-d705-4879-94e2-b45ff924694f\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 2.174}, \"71362\": {\"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\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-20 12:50:17.000000+00:00\", \"2019-12-28 11:25:40.000000+00:00\", \"2022-12-31 03:46:25.000000+00:00\", \"2023-02-28 10:40:32.000000+00:00\", \"2020-11-01 07:32:10.000000+00:00\"], \"session_ids\": [\"f988f724-ca5a-483d-add0-d14197f9efcc\", \"2e912f55-b8b8-4f28-91c4-8c113845f939\", \"809a1e53-9cd6-4101-9cbc-3adaa9694c0e\", \"7f7a4a11-2bb2-4b88-8265-e49bd0bdcd5b\", \"8cde34fd-5fab-4b6a-91c2-eae67cee716e\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.278}}\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[{\"31133\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-06-04 16:58:48.000000+00:00\", \"2019-01-24 10:45:43.000000+00:00\", \"2021-10-23 05:55:26.000000+00:00\", \"2019-12-04 07:19:45.000000+00:00\", \"2023-02-04 15:46:31.000000+00:00\"], \"session_ids\": [\"773a2428-eee5-4b87-bb0e-eca77216b151\", \"b5b6f1d7-056f-46db-8607-7eaac6ea9b0b\", \"8227efbb-0ec3-4342-9a02-9f14ceeedf2b\", \"5d3d2f64-aa52-4f97-9f06-044794e3f9ea\", \"cb4f52bf-03e5-4329-9039-c1a3883b7539\"], \"total_duration\": 2486.0, \"total_sessions\": 5, \"mean_week_duration\": 11.782}}, {\"41952\": {\"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\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-03 09:05:49.000000+00:00\", \"2019-01-15 07:34:43.000000+00:00\", \"2023-05-17 07:57:09.000000+00:00\", \"2020-08-05 02:46:06.000000+00:00\"], \"session_ids\": [\"9802d81b-1d53-41b3-9dd8-eb261b5a6c13\", \"00ab3e8d-8d0d-41f7-b72c-16a146b53bd4\", \"e79c96ab-2976-4182-98e9-016111815936\", \"258e53a6-8bc3-4618-bb7e-c8a84ffeaca0\"], \"total_duration\": 1562.0, \"total_sessions\": 4, \"mean_week_duration\": 6.881}}, {\"18016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-05-04 21:23:51.000000+00:00\", \"2020-03-29 09:47:04.000000+00:00\"], \"session_ids\": [\"3e967caa-63a9-4009-8c67-55de8cc3838d\", \"7b86c8b7-4362-4970-a67d-96eb06ec3c23\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 4.136}}, {\"91102\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-30 02:01:36.000000+00:00\", \"2019-09-13 17:58:22.000000+00:00\"], \"session_ids\": [\"580c1842-8b72-4f8d-9eeb-dd28c4d1852b\", \"dbd972dd-ece9-4598-8e75-6acfd61092ee\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 4.224}}, {\"63112\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-03-05 13:51:20.000000+00:00\", \"2022-01-01 16:06:36.000000+00:00\"], \"session_ids\": [\"3f25026b-7efa-4935-a4ef-41195ed98b1b\", \"225b9c14-d777-4863-9241-cd792f439b0b\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 5.568}}, {\"66336\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-17 03:35:13.000000+00:00\", \"2020-06-27 19:38:36.000000+00:00\", \"2021-03-21 15:00:42.000000+00:00\"], \"session_ids\": [\"721e2b2b-8475-4020-b4e4-98b5a27a8f03\", \"c847b384-159f-4e10-84b2-12086d04250e\", \"8b48913a-cf2d-4462-bd69-96d64adce328\"], \"total_duration\": 233.0, \"total_sessions\": 3, \"mean_week_duration\": 1.688}}, {\"72119\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-09-11 16:42:48.000000+00:00\", \"2022-03-05 10:18:21.000000+00:00\"], \"session_ids\": [\"b33cb050-151f-49a4-a5ee-7a8e3d56a69e\", \"c828e827-d6c3-46b1-803a-01b04273fc38\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 2.857}}, {\"51226\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-09 02:24:01.000000+00:00\", \"2023-01-02 14:18:16.000000+00:00\"], \"session_ids\": [\"da102a86-8c9e-4ead-a571-47765d1ef5ba\", \"d0bac7bd-d705-4879-94e2-b45ff924694f\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 2.174}}, {\"71362\": {\"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\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-20 12:50:17.000000+00:00\", \"2019-12-28 11:25:40.000000+00:00\", \"2022-12-31 03:46:25.000000+00:00\", \"2023-02-28 10:40:32.000000+00:00\", \"2020-11-01 07:32:10.000000+00:00\"], \"session_ids\": [\"f988f724-ca5a-483d-add0-d14197f9efcc\", \"2e912f55-b8b8-4f28-91c4-8c113845f939\", \"809a1e53-9cd6-4101-9cbc-3adaa9694c0e\", \"7f7a4a11-2bb2-4b88-8265-e49bd0bdcd5b\", \"8cde34fd-5fab-4b6a-91c2-eae67cee716e\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.278}}, {\"77504\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-06 09:03:53.000000+00:00\", \"2020-08-18 11:38:25.000000+00:00\"], \"session_ids\": [\"51460f10-61d0-4dbf-a51e-7de8f9439a0d\", \"a1ed0471-3fc6-4ff1-b472-cc22deb2eca4\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}]\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[{\"31133\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-06-04 16:58:48.000000+00:00\", \"2019-01-24 10:45:43.000000+00:00\", \"2021-10-23 05:55:26.000000+00:00\", \"2019-12-04 07:19:45.000000+00:00\", \"2023-02-04 15:46:31.000000+00:00\"], \"session_ids\": [\"773a2428-eee5-4b87-bb0e-eca77216b151\", \"b5b6f1d7-056f-46db-8607-7eaac6ea9b0b\", \"8227efbb-0ec3-4342-9a02-9f14ceeedf2b\", \"5d3d2f64-aa52-4f97-9f06-044794e3f9ea\", \"cb4f52bf-03e5-4329-9039-c1a3883b7539\"], \"total_duration\": 2486.0, \"total_sessions\": 5, \"mean_week_duration\": 11.782}}, {\"41952\": {\"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\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-03 09:05:49.000000+00:00\", \"2019-01-15 07:34:43.000000+00:00\", \"2023-05-17 07:57:09.000000+00:00\", \"2020-08-05 02:46:06.000000+00:00\"], \"session_ids\": [\"9802d81b-1d53-41b3-9dd8-eb261b5a6c13\", \"00ab3e8d-8d0d-41f7-b72c-16a146b53bd4\", \"e79c96ab-2976-4182-98e9-016111815936\", \"258e53a6-8bc3-4618-bb7e-c8a84ffeaca0\"], \"total_duration\": 1562.0, \"total_sessions\": 4, \"mean_week_duration\": 6.881}}, {\"18016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-05-04 21:23:51.000000+00:00\", \"2020-03-29 09:47:04.000000+00:00\"], \"session_ids\": [\"3e967caa-63a9-4009-8c67-55de8cc3838d\", \"7b86c8b7-4362-4970-a67d-96eb06ec3c23\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 4.136}}]\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[{\"31133\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-06-04 16:58:48.000000+00:00\", \"2019-01-24 10:45:43.000000+00:00\", \"2021-10-23 05:55:26.000000+00:00\", \"2019-12-04 07:19:45.000000+00:00\", \"2023-02-04 15:46:31.000000+00:00\"], \"session_ids\": [\"773a2428-eee5-4b87-bb0e-eca77216b151\", \"b5b6f1d7-056f-46db-8607-7eaac6ea9b0b\", \"8227efbb-0ec3-4342-9a02-9f14ceeedf2b\", \"5d3d2f64-aa52-4f97-9f06-044794e3f9ea\", \"cb4f52bf-03e5-4329-9039-c1a3883b7539\"], \"total_duration\": 2486.0, \"total_sessions\": 5, \"mean_week_duration\": 11.782}}, {\"41952\": {\"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\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-03 09:05:49.000000+00:00\", \"2019-01-15 07:34:43.000000+00:00\", \"2023-05-17 07:57:09.000000+00:00\", \"2020-08-05 02:46:06.000000+00:00\"], \"session_ids\": [\"9802d81b-1d53-41b3-9dd8-eb261b5a6c13\", \"00ab3e8d-8d0d-41f7-b72c-16a146b53bd4\", \"e79c96ab-2976-4182-98e9-016111815936\", \"258e53a6-8bc3-4618-bb7e-c8a84ffeaca0\"], \"total_duration\": 1562.0, \"total_sessions\": 4, \"mean_week_duration\": 6.881}}, {\"18016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-05-04 21:23:51.000000+00:00\", \"2020-03-29 09:47:04.000000+00:00\"], \"session_ids\": [\"3e967caa-63a9-4009-8c67-55de8cc3838d\", \"7b86c8b7-4362-4970-a67d-96eb06ec3c23\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 4.136}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm eager to find out about 8 users who are the primary users in terms of duration of sessions per week as well as implement sorting by total amount of duration asc." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"79584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-27 20:34:59.000000+00:00\", \"2020-01-22 08:57:17.000000+00:00\"], \"session_ids\": [\"1f4e0369-03bf-4e85-b8d7-ff80adf4fec5\", \"b2300601-d074-4d40-bc5f-f24e0f471852\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 2.228}, \"32915\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-22 19:27:47.000000+00:00\", \"2023-05-20 17:08:25.000000+00:00\", \"2023-05-17 13:40:35.000000+00:00\"], \"session_ids\": [\"551e9880-bf48-4d51-a84d-1554b17cb4d4\", \"d31be013-e48d-4d16-b4a7-82f751b463bc\", \"c03312f6-1798-4174-b185-ea8148f7af4e\"], \"total_duration\": 230.0, \"total_sessions\": 3, \"mean_week_duration\": 1.292}, \"78328\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-27 21:54:36.000000+00:00\", \"2023-04-16 17:50:36.000000+00:00\"], \"session_ids\": [\"5c261582-5c85-42b2-b750-73a7476b5a91\", \"bd0ba41f-cc66-4c2b-970a-29d975c09502\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 1.695}, \"52816\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-09-02 13:58:10.000000+00:00\", \"2019-02-16 01:19:54.000000+00:00\"], \"session_ids\": [\"273c965e-1b8f-481b-8324-8265bfd7dfd8\", \"809f45dd-bcd6-41e9-bb9d-d2b875624826\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 0.838}, \"73428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-12 11:50:46.000000+00:00\", \"2020-09-03 15:50:53.000000+00:00\"], \"session_ids\": [\"bb15f35a-494e-49de-81cf-aa2c8c0caf42\", \"b755e6f8-6c5a-493f-87ac-e701bc4bc35c\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 3.242}, \"38531\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-08 18:04:24.000000+00:00\", \"2022-09-18 13:09:45.000000+00:00\"], \"session_ids\": [\"69abb01f-94f0-4e44-96f1-864da86909ae\", \"9bc43828-4f05-418a-a0ca-bbb2367ca53a\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 4.844}, \"97065\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-26 10:42:08.000000+00:00\", \"2021-02-23 07:43:23.000000+00:00\", \"2021-05-27 08:01:23.000000+00:00\", \"2020-09-10 17:29:01.000000+00:00\"], \"session_ids\": [\"2fc16ea6-c69a-48e1-a247-3df568d7e989\", \"ead35a1a-d8cc-478f-9049-d6f4cfc5c147\", \"3bc6f98b-ec49-4a1f-b15a-192fac625edc\", \"fa25f0b0-d7a8-40d8-b8fa-e3db4dba9bf5\"], \"total_duration\": 192.0, \"total_sessions\": 4, \"mean_week_duration\": 2.494}, \"55149\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-03-27 13:58:55.000000+00:00\", \"2022-11-04 21:04:23.000000+00:00\", \"2022-10-16 19:31:15.000000+00:00\", \"2020-03-02 19:37:46.000000+00:00\", \"2019-05-21 23:21:05.000000+00:00\", \"2022-01-18 03:51:12.000000+00:00\", \"2022-05-18 05:54:49.000000+00:00\", \"2022-03-14 19:41:19.000000+00:00\"], \"session_ids\": [\"257150a8-765b-4087-a4b9-7c5a133db927\", \"03e93bc1-85f5-4c19-914d-f893b53e7700\", \"09f62425-e25a-44cb-a6cd-5a6e0ea47d20\", \"4469f18f-a68c-4991-bab0-c2ea2f39b28d\", \"4ce8643b-74d8-4548-ab64-aeda1246ec1f\", \"272caf13-05dd-4fd8-a141-785c6bd9390d\", \"680a35fd-7a66-4a4e-b704-8e80a3ae83b3\", \"49c43dba-6c6d-4ab2-a242-798f8fdf4991\"], \"total_duration\": 142.0, \"total_sessions\": 8, \"mean_week_duration\": 0.706}, \"41839\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-05-14 12:22:43.000000+00:00\", \"2022-05-15 08:58:24.000000+00:00\", \"2022-11-06 16:16:19.000000+00:00\"], \"session_ids\": [\"fa14682a-1c9a-4508-ba0e-4307d33702ec\", \"dd11451e-ba81-4e28-b38b-2f262828deee\", \"cb24baee-25f1-44c9-99ee-a4a9aabc5224\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}, \"42402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-05-02 03:58:13.000000+00:00\", \"2020-03-14 08:27:52.000000+00:00\", \"2023-03-13 15:52:25.000000+00:00\", \"2021-09-22 10:56:02.000000+00:00\"], \"session_ids\": [\"17dde3d2-1297-4cd0-99e7-a0fb02634b0a\", \"6bc01d82-c273-4a2a-bf2c-e853eb01d934\", \"25580609-0485-489a-b3e2-911a61c71894\", \"6ad4c961-70d5-43b7-b469-bb01a46503ca\"], \"total_duration\": 163.0, \"total_sessions\": 4, \"mean_week_duration\": 0.807}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the highest 8 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 8}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"38531\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-08 18:04:24.000000+00:00\", \"2022-09-18 13:09:45.000000+00:00\"], \"session_ids\": [\"69abb01f-94f0-4e44-96f1-864da86909ae\", \"9bc43828-4f05-418a-a0ca-bbb2367ca53a\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 4.844}}, {\"73428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-12 11:50:46.000000+00:00\", \"2020-09-03 15:50:53.000000+00:00\"], \"session_ids\": [\"bb15f35a-494e-49de-81cf-aa2c8c0caf42\", \"b755e6f8-6c5a-493f-87ac-e701bc4bc35c\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 3.242}}, {\"97065\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-26 10:42:08.000000+00:00\", \"2021-02-23 07:43:23.000000+00:00\", \"2021-05-27 08:01:23.000000+00:00\", \"2020-09-10 17:29:01.000000+00:00\"], \"session_ids\": [\"2fc16ea6-c69a-48e1-a247-3df568d7e989\", \"ead35a1a-d8cc-478f-9049-d6f4cfc5c147\", \"3bc6f98b-ec49-4a1f-b15a-192fac625edc\", \"fa25f0b0-d7a8-40d8-b8fa-e3db4dba9bf5\"], \"total_duration\": 192.0, \"total_sessions\": 4, \"mean_week_duration\": 2.494}}, {\"79584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-27 20:34:59.000000+00:00\", \"2020-01-22 08:57:17.000000+00:00\"], \"session_ids\": [\"1f4e0369-03bf-4e85-b8d7-ff80adf4fec5\", \"b2300601-d074-4d40-bc5f-f24e0f471852\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 2.228}}, {\"78328\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-27 21:54:36.000000+00:00\", \"2023-04-16 17:50:36.000000+00:00\"], \"session_ids\": [\"5c261582-5c85-42b2-b750-73a7476b5a91\", \"bd0ba41f-cc66-4c2b-970a-29d975c09502\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 1.695}}, {\"32915\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-22 19:27:47.000000+00:00\", \"2023-05-20 17:08:25.000000+00:00\", \"2023-05-17 13:40:35.000000+00:00\"], \"session_ids\": [\"551e9880-bf48-4d51-a84d-1554b17cb4d4\", \"d31be013-e48d-4d16-b4a7-82f751b463bc\", \"c03312f6-1798-4174-b185-ea8148f7af4e\"], \"total_duration\": 230.0, \"total_sessions\": 3, \"mean_week_duration\": 1.292}}, {\"41839\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-05-14 12:22:43.000000+00:00\", \"2022-05-15 08:58:24.000000+00:00\", \"2022-11-06 16:16:19.000000+00:00\"], \"session_ids\": [\"fa14682a-1c9a-4508-ba0e-4307d33702ec\", \"dd11451e-ba81-4e28-b38b-2f262828deee\", \"cb24baee-25f1-44c9-99ee-a4a9aabc5224\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}}, {\"52816\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-09-02 13:58:10.000000+00:00\", \"2019-02-16 01:19:54.000000+00:00\"], \"session_ids\": [\"273c965e-1b8f-481b-8324-8265bfd7dfd8\", \"809f45dd-bcd6-41e9-bb9d-d2b875624826\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 0.838}}]\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[{\"41839\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-05-14 12:22:43.000000+00:00\", \"2022-05-15 08:58:24.000000+00:00\", \"2022-11-06 16:16:19.000000+00:00\"], \"session_ids\": [\"fa14682a-1c9a-4508-ba0e-4307d33702ec\", \"dd11451e-ba81-4e28-b38b-2f262828deee\", \"cb24baee-25f1-44c9-99ee-a4a9aabc5224\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}}, {\"38531\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-08 18:04:24.000000+00:00\", \"2022-09-18 13:09:45.000000+00:00\"], \"session_ids\": [\"69abb01f-94f0-4e44-96f1-864da86909ae\", \"9bc43828-4f05-418a-a0ca-bbb2367ca53a\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 4.844}}, {\"52816\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-09-02 13:58:10.000000+00:00\", \"2019-02-16 01:19:54.000000+00:00\"], \"session_ids\": [\"273c965e-1b8f-481b-8324-8265bfd7dfd8\", \"809f45dd-bcd6-41e9-bb9d-d2b875624826\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 0.838}}, {\"97065\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-26 10:42:08.000000+00:00\", \"2021-02-23 07:43:23.000000+00:00\", \"2021-05-27 08:01:23.000000+00:00\", \"2020-09-10 17:29:01.000000+00:00\"], \"session_ids\": [\"2fc16ea6-c69a-48e1-a247-3df568d7e989\", \"ead35a1a-d8cc-478f-9049-d6f4cfc5c147\", \"3bc6f98b-ec49-4a1f-b15a-192fac625edc\", \"fa25f0b0-d7a8-40d8-b8fa-e3db4dba9bf5\"], \"total_duration\": 192.0, \"total_sessions\": 4, \"mean_week_duration\": 2.494}}, {\"32915\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-22 19:27:47.000000+00:00\", \"2023-05-20 17:08:25.000000+00:00\", \"2023-05-17 13:40:35.000000+00:00\"], \"session_ids\": [\"551e9880-bf48-4d51-a84d-1554b17cb4d4\", \"d31be013-e48d-4d16-b4a7-82f751b463bc\", \"c03312f6-1798-4174-b185-ea8148f7af4e\"], \"total_duration\": 230.0, \"total_sessions\": 3, \"mean_week_duration\": 1.292}}, {\"78328\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-27 21:54:36.000000+00:00\", \"2023-04-16 17:50:36.000000+00:00\"], \"session_ids\": [\"5c261582-5c85-42b2-b750-73a7476b5a91\", \"bd0ba41f-cc66-4c2b-970a-29d975c09502\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 1.695}}, {\"79584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-27 20:34:59.000000+00:00\", \"2020-01-22 08:57:17.000000+00:00\"], \"session_ids\": [\"1f4e0369-03bf-4e85-b8d7-ff80adf4fec5\", \"b2300601-d074-4d40-bc5f-f24e0f471852\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 2.228}}, {\"73428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-12 11:50:46.000000+00:00\", \"2020-09-03 15:50:53.000000+00:00\"], \"session_ids\": [\"bb15f35a-494e-49de-81cf-aa2c8c0caf42\", \"b755e6f8-6c5a-493f-87ac-e701bc4bc35c\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 3.242}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 8 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"41839\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-05-14 12:22:43.000000+00:00\", \"2022-05-15 08:58:24.000000+00:00\", \"2022-11-06 16:16:19.000000+00:00\"], \"session_ids\": [\"fa14682a-1c9a-4508-ba0e-4307d33702ec\", \"dd11451e-ba81-4e28-b38b-2f262828deee\", \"cb24baee-25f1-44c9-99ee-a4a9aabc5224\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}}, {\"38531\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-08 18:04:24.000000+00:00\", \"2022-09-18 13:09:45.000000+00:00\"], \"session_ids\": [\"69abb01f-94f0-4e44-96f1-864da86909ae\", \"9bc43828-4f05-418a-a0ca-bbb2367ca53a\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 4.844}}, {\"52816\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-09-02 13:58:10.000000+00:00\", \"2019-02-16 01:19:54.000000+00:00\"], \"session_ids\": [\"273c965e-1b8f-481b-8324-8265bfd7dfd8\", \"809f45dd-bcd6-41e9-bb9d-d2b875624826\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 0.838}}, {\"97065\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-26 10:42:08.000000+00:00\", \"2021-02-23 07:43:23.000000+00:00\", \"2021-05-27 08:01:23.000000+00:00\", \"2020-09-10 17:29:01.000000+00:00\"], \"session_ids\": [\"2fc16ea6-c69a-48e1-a247-3df568d7e989\", \"ead35a1a-d8cc-478f-9049-d6f4cfc5c147\", \"3bc6f98b-ec49-4a1f-b15a-192fac625edc\", \"fa25f0b0-d7a8-40d8-b8fa-e3db4dba9bf5\"], \"total_duration\": 192.0, \"total_sessions\": 4, \"mean_week_duration\": 2.494}}, {\"32915\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-22 19:27:47.000000+00:00\", \"2023-05-20 17:08:25.000000+00:00\", \"2023-05-17 13:40:35.000000+00:00\"], \"session_ids\": [\"551e9880-bf48-4d51-a84d-1554b17cb4d4\", \"d31be013-e48d-4d16-b4a7-82f751b463bc\", \"c03312f6-1798-4174-b185-ea8148f7af4e\"], \"total_duration\": 230.0, \"total_sessions\": 3, \"mean_week_duration\": 1.292}}, {\"78328\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-27 21:54:36.000000+00:00\", \"2023-04-16 17:50:36.000000+00:00\"], \"session_ids\": [\"5c261582-5c85-42b2-b750-73a7476b5a91\", \"bd0ba41f-cc66-4c2b-970a-29d975c09502\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 1.695}}, {\"79584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-27 20:34:59.000000+00:00\", \"2020-01-22 08:57:17.000000+00:00\"], \"session_ids\": [\"1f4e0369-03bf-4e85-b8d7-ff80adf4fec5\", \"b2300601-d074-4d40-bc5f-f24e0f471852\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 2.228}}, {\"73428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-12 11:50:46.000000+00:00\", \"2020-09-03 15:50:53.000000+00:00\"], \"session_ids\": [\"bb15f35a-494e-49de-81cf-aa2c8c0caf42\", \"b755e6f8-6c5a-493f-87ac-e701bc4bc35c\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 3.242}}]\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[{\"41839\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-05-14 12:22:43.000000+00:00\", \"2022-05-15 08:58:24.000000+00:00\", \"2022-11-06 16:16:19.000000+00:00\"], \"session_ids\": [\"fa14682a-1c9a-4508-ba0e-4307d33702ec\", \"dd11451e-ba81-4e28-b38b-2f262828deee\", \"cb24baee-25f1-44c9-99ee-a4a9aabc5224\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}}, {\"38531\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-08 18:04:24.000000+00:00\", \"2022-09-18 13:09:45.000000+00:00\"], \"session_ids\": [\"69abb01f-94f0-4e44-96f1-864da86909ae\", \"9bc43828-4f05-418a-a0ca-bbb2367ca53a\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 4.844}}, {\"52816\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-09-02 13:58:10.000000+00:00\", \"2019-02-16 01:19:54.000000+00:00\"], \"session_ids\": [\"273c965e-1b8f-481b-8324-8265bfd7dfd8\", \"809f45dd-bcd6-41e9-bb9d-d2b875624826\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 0.838}}, {\"97065\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-26 10:42:08.000000+00:00\", \"2021-02-23 07:43:23.000000+00:00\", \"2021-05-27 08:01:23.000000+00:00\", \"2020-09-10 17:29:01.000000+00:00\"], \"session_ids\": [\"2fc16ea6-c69a-48e1-a247-3df568d7e989\", \"ead35a1a-d8cc-478f-9049-d6f4cfc5c147\", \"3bc6f98b-ec49-4a1f-b15a-192fac625edc\", \"fa25f0b0-d7a8-40d8-b8fa-e3db4dba9bf5\"], \"total_duration\": 192.0, \"total_sessions\": 4, \"mean_week_duration\": 2.494}}, {\"32915\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-22 19:27:47.000000+00:00\", \"2023-05-20 17:08:25.000000+00:00\", \"2023-05-17 13:40:35.000000+00:00\"], \"session_ids\": [\"551e9880-bf48-4d51-a84d-1554b17cb4d4\", \"d31be013-e48d-4d16-b4a7-82f751b463bc\", \"c03312f6-1798-4174-b185-ea8148f7af4e\"], \"total_duration\": 230.0, \"total_sessions\": 3, \"mean_week_duration\": 1.292}}, {\"78328\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-27 21:54:36.000000+00:00\", \"2023-04-16 17:50:36.000000+00:00\"], \"session_ids\": [\"5c261582-5c85-42b2-b750-73a7476b5a91\", \"bd0ba41f-cc66-4c2b-970a-29d975c09502\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 1.695}}, {\"79584\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-27 20:34:59.000000+00:00\", \"2020-01-22 08:57:17.000000+00:00\"], \"session_ids\": [\"1f4e0369-03bf-4e85-b8d7-ff80adf4fec5\", \"b2300601-d074-4d40-bc5f-f24e0f471852\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 2.228}}, {\"73428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-12 11:50:46.000000+00:00\", \"2020-09-03 15:50:53.000000+00:00\"], \"session_ids\": [\"bb15f35a-494e-49de-81cf-aa2c8c0caf42\", \"b755e6f8-6c5a-493f-87ac-e701bc4bc35c\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 3.242}}]\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 users who belong to cities Sydney, Reykjavik, Lima as well as execute sorting by town center name in desc in addition save only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"22849\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2020-06-23 11:58:17.000000+00:00\", \"2022-09-02 08:53:47.000000+00:00\"], \"session_ids\": [\"745addb7-5d86-4c70-8029-2176c98207ac\", \"87762ad9-59f0-4ab7-9042-de8d436a86f2\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}, \"63344\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-23 10:13:26.000000+00:00\", \"2022-06-02 17:40:07.000000+00:00\", \"2019-10-13 17:00:02.000000+00:00\"], \"session_ids\": [\"e37e6986-8f9b-4653-95d5-1a0d34ba8afd\", \"68a13c78-1bc4-4d6b-bf39-dcc88f643df1\", \"273a9dee-f876-42ee-b0a2-97d6058df81a\"], \"total_duration\": 367.0, \"total_sessions\": 3, \"mean_week_duration\": 2.659}, \"71076\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-02-18 09:37:48.000000+00:00\", \"2020-09-16 20:33:06.000000+00:00\", \"2021-08-15 20:32:22.000000+00:00\", \"2019-03-11 07:22:12.000000+00:00\", \"2021-01-15 15:37:52.000000+00:00\", \"2021-05-16 03:28:37.000000+00:00\", \"2022-10-09 00:27:57.000000+00:00\", \"2021-11-07 01:32:50.000000+00:00\"], \"session_ids\": [\"d6298b5c-0ed1-4c76-b14f-77ec7edda160\", \"9e1ea15c-8b19-4fa7-a53d-4781157e5bf8\", \"1a1a3794-784a-4ec9-bf7b-087509de61c7\", \"648bdb97-8da3-4b3d-8a4d-0e1dac92bc3d\", \"230433ed-52d6-45fe-8297-2acb05cd95ae\", \"8318964a-ef0b-4f6d-aa96-e1731b80064d\", \"c9cb574d-66b3-4be3-b725-adf55d663aa0\", \"c033f1e6-462a-4203-bcd9-d1cdac64e717\"], \"total_duration\": 622.0, \"total_sessions\": 8, \"mean_week_duration\": 3.019}, \"60967\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-29 17:41:24.000000+00:00\", \"2022-05-08 09:45:24.000000+00:00\"], \"session_ids\": [\"3fd4d898-283e-4440-ab8f-4c8fb5914960\", \"70fc5059-27bb-410c-97f2-1536771f5985\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 6.382}, \"83188\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-22 00:42:07.000000+00:00\", \"2022-12-12 20:23:10.000000+00:00\", \"2021-12-12 03:10:37.000000+00:00\"], \"session_ids\": [\"5527fd89-b4b9-4a43-b218-a4ea197ca183\", \"f51d2423-674b-4100-9ca1-8c4ea07988e4\", \"0c15ef3c-3e9c-496c-95c7-636a9e807afd\"], \"total_duration\": 40.0, \"total_sessions\": 3, \"mean_week_duration\": 0.755}, \"56193\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-15 11:22:03.000000+00:00\", \"2020-09-21 08:58:43.000000+00:00\"], \"session_ids\": [\"e7814389-6f34-4bab-94be-d1148aa9e9ea\", \"57dc32bd-9192-4bd4-b99e-012ebcb0f66f\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 2.733}, \"49769\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-05-07 00:16:59.000000+00:00\", \"2019-01-14 14:51:50.000000+00:00\"], \"session_ids\": [\"8a60b2e1-037a-496d-96dd-c1e7ca166eef\", \"319f36fd-6710-468b-ae58-6a3006b6785e\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.783}, \"77325\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-12-25 09:53:52.000000+00:00\", \"2021-07-03 07:56:48.000000+00:00\"], \"session_ids\": [\"5386db5d-1315-44ea-9c58-605de0ebafdc\", \"a9cdd6cc-c73a-47ae-bf85-d83f2ad29bee\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 2.333}, \"9532\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-05 19:12:39.000000+00:00\", \"2022-10-02 11:25:51.000000+00:00\"], \"session_ids\": [\"881b7d78-67ea-41e3-85f3-bc654d4eb23c\", \"c8f7adee-7de3-4aea-b90b-1b59f7a6725c\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.538}, \"85756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-12 03:43:00.000000+00:00\", \"2020-11-26 01:07:07.000000+00:00\", \"2020-08-30 02:50:15.000000+00:00\", \"2020-08-03 19:35:11.000000+00:00\", \"2019-06-20 09:50:02.000000+00:00\", \"2020-06-12 11:54:48.000000+00:00\", \"2022-03-24 02:58:39.000000+00:00\"], \"session_ids\": [\"06699789-f649-493a-93af-951f857a0d58\", \"42d61cbc-5d8d-4528-9343-a7ed2fd69a9f\", \"f4d733d3-cbdb-4dac-a7d0-ebb665244beb\", \"f400025a-f159-4ecd-afe6-bf39fa30e8d4\", \"c2df3d5c-cdca-4c64-a73f-de6f4c75b339\", \"6fad3b67-7248-48c8-a493-5b6a53297223\", \"941c130c-52ca-4e84-b773-f6eabb15032a\"], \"total_duration\": 5635.0, \"total_sessions\": 7, \"mean_week_duration\": 28.317}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are Sydney, Reykjavik, Lima" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Sydney\", \"Reykjavik\", \"Lima\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"77325\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-12-25 09:53:52.000000+00:00\", \"2021-07-03 07:56:48.000000+00:00\"], \"session_ids\": [\"5386db5d-1315-44ea-9c58-605de0ebafdc\", \"a9cdd6cc-c73a-47ae-bf85-d83f2ad29bee\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 2.333}}\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[{\"77325\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-12-25 09:53:52.000000+00:00\", \"2021-07-03 07:56:48.000000+00:00\"], \"session_ids\": [\"5386db5d-1315-44ea-9c58-605de0ebafdc\", \"a9cdd6cc-c73a-47ae-bf85-d83f2ad29bee\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 2.333}}]\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[{\"77325\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-12-25 09:53:52.000000+00:00\", \"2021-07-03 07:56:48.000000+00:00\"], \"session_ids\": [\"5386db5d-1315-44ea-9c58-605de0ebafdc\", \"a9cdd6cc-c73a-47ae-bf85-d83f2ad29bee\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 2.333}}]\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[{\"77325\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-12-25 09:53:52.000000+00:00\", \"2021-07-03 07:56:48.000000+00:00\"], \"session_ids\": [\"5386db5d-1315-44ea-9c58-605de0ebafdc\", \"a9cdd6cc-c73a-47ae-bf85-d83f2ad29bee\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 2.333}}]\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 4 users with a all sessions quantity that is above 8 and below 2, exclusively 2 and 8 , and perform sorting by duration of sessions per week from the smallest value to the largest value plus get rid of all records, except 4." } ]
[ { "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{\"64643\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-05-04 10:52:25.000000+00:00\", \"2019-08-23 15:22:57.000000+00:00\", \"2021-02-05 14:50:15.000000+00:00\", \"2019-10-23 00:59:50.000000+00:00\"], \"session_ids\": [\"cf863fee-df07-46f4-9c2e-b5fce64700a7\", \"33e42576-6484-4dda-ac7b-94180fb8e78c\", \"1c110118-d4c1-4255-bd0e-70d80eb0540a\", \"44469bdf-d092-4dc9-84f2-1eb430850e85\"], \"total_duration\": 689.0, \"total_sessions\": 4, \"mean_week_duration\": 7.489}, \"32406\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Paris\", \"datetimes\": [\"2022-05-27 22:25:23.000000+00:00\", \"2021-12-18 02:55:20.000000+00:00\"], \"session_ids\": [\"46fc2e71-1dc0-4aad-93fb-d4e4a22d1f30\", \"a1af4b26-ac2c-436b-b6cb-31401681ac95\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.391}, \"78479\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-01-08 18:08:43.000000+00:00\", \"2019-09-16 21:15:57.000000+00:00\", \"2022-07-02 12:47:23.000000+00:00\", \"2021-02-28 05:42:15.000000+00:00\"], \"session_ids\": [\"bc60602f-84eb-46ad-9c72-76c127f9eda9\", \"b488dd41-e456-446e-b686-e1c370b67635\", \"78a47209-a2cd-407b-84e4-3a27fe544e9e\", \"10e13f26-8c61-40ce-beda-f0c0c43d6293\"], \"total_duration\": 1617.0, \"total_sessions\": 4, \"mean_week_duration\": 11.075}, \"87863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-12 22:26:56.000000+00:00\", \"2020-07-14 05:38:36.000000+00:00\", \"2021-10-10 12:55:06.000000+00:00\", \"2023-05-26 00:52:20.000000+00:00\", \"2022-03-06 01:23:33.000000+00:00\", \"2020-02-10 04:47:07.000000+00:00\", \"2022-01-06 21:59:43.000000+00:00\"], \"session_ids\": [\"6a639735-981e-48d5-9441-3bc19dd54c94\", \"dd614b26-3f44-4e08-bc59-aa2be2218b71\", \"9c9ffd8d-8f84-405a-a9d4-7e8609a5fbe0\", \"84e6c9fb-55d4-4683-a170-3767051b32cc\", \"3703564b-0d65-4f95-8cf1-1a64199cd87e\", \"61ebaa07-1cd2-49e7-becb-40cf4742e023\", \"1d04b19f-cc28-41c6-9695-4442c9082c50\"], \"total_duration\": 2755.0, \"total_sessions\": 7, \"mean_week_duration\": 16.017}, \"80778\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-08-09 05:41:37.000000+00:00\", \"2020-04-15 08:30:50.000000+00:00\"], \"session_ids\": [\"30b91151-669b-426c-859a-720a2ae23dbc\", \"850246b0-36a0-46eb-bf6d-e4ccf435f81f\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 2.957}, \"9387\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-01-08 02:21:08.000000+00:00\", \"2020-09-10 14:00:37.000000+00:00\", \"2022-05-26 13:00:36.000000+00:00\"], \"session_ids\": [\"09ee4303-0a7e-40f8-9738-cddbbd4fc37c\", \"46e1301a-bf97-4e44-89c1-7a7fb51b0a6a\", \"a34ec906-d598-4092-8b7f-86754b90b2ad\"], \"total_duration\": 892.0, \"total_sessions\": 3, \"mean_week_duration\": 7.136}, \"58719\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-07-03 08:00:50.000000+00:00\", \"2022-09-07 01:35:36.000000+00:00\", \"2019-09-23 09:40:58.000000+00:00\", \"2019-10-06 05:47:32.000000+00:00\", \"2020-10-02 01:09:24.000000+00:00\", \"2021-02-15 02:00:18.000000+00:00\", \"2020-12-30 14:25:33.000000+00:00\", \"2020-08-11 04:52:46.000000+00:00\"], \"session_ids\": [\"ff4f5eba-4b12-40a9-8954-b58b87712b2d\", \"cbdc98d8-c910-41d1-a4e3-df3551b53282\", \"b93cd0a2-83e2-4b69-af47-a95aeee71271\", \"6fcb0779-435b-45cf-bbd0-01d853144ff3\", \"70b72f94-9cfd-4f82-a50d-df9d933428f8\", \"0812d4db-05c4-48f4-9805-3cd8596046e9\", \"9bf093bd-2e52-4707-8661-ebba69188d70\", \"45d98b54-76b1-4ae1-9aa5-90880086bd87\"], \"total_duration\": 4575.0, \"total_sessions\": 8, \"mean_week_duration\": 27.56}, \"76227\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-17 11:48:19.000000+00:00\", \"2021-08-15 12:33:36.000000+00:00\"], \"session_ids\": [\"bccca138-3519-425c-b25a-a89e7c392b66\", \"528e5333-a340-47be-9ac1-53c12bc8d6f3\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 26.556}, \"27196\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-02-18 13:28:32.000000+00:00\", \"2020-04-22 15:08:48.000000+00:00\", \"2020-03-01 01:16:03.000000+00:00\"], \"session_ids\": [\"da7403e0-eeed-4ca9-8616-16c22c0d9703\", \"2122b4ad-9ee5-4bd5-9f87-3bb9eb07f272\", \"f406de7b-2868-489e-a4e5-9b27bcb69026\"], \"total_duration\": 422.0, \"total_sessions\": 3, \"mean_week_duration\": 2.723}, \"65342\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-10 17:15:16.000000+00:00\", \"2021-11-21 15:41:40.000000+00:00\"], \"session_ids\": [\"0ee25f29-4f88-432b-9715-480cc8ff49aa\", \"5fbd6745-72b0-4434-9fc2-d1f2e1b3145b\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 17.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are less than 2 and are greater than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[2, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Offer me knowledge about user whose average of total time spent in the app per week is greater than 1 and less than 41 and perform sorting by overall total sessions in ascending order and provide me only with 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"94904\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-12-12 05:03:15.000000+00:00\", \"2019-09-15 02:23:09.000000+00:00\", \"2019-03-06 17:37:44.000000+00:00\", \"2019-04-29 14:47:08.000000+00:00\"], \"session_ids\": [\"83de42d9-5d13-43e1-874d-ace969c61bb9\", \"9037b728-2b8d-47cb-9ee6-cc06558e9082\", \"00174f2d-5793-47d1-aa91-187bca83e940\", \"af7936e1-ea69-460c-ba16-115c192bbc9b\"], \"total_duration\": 659.0, \"total_sessions\": 4, \"mean_week_duration\": 4.545}, \"43347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-26 07:25:13.000000+00:00\", \"2022-09-12 12:59:53.000000+00:00\"], \"session_ids\": [\"50ab447e-482c-4af4-a17f-2d047f7e3a87\", \"31463638-0963-462e-87b9-3af305fe5c27\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 2.497}, \"19700\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-25 07:07:54.000000+00:00\", \"2021-09-28 23:02:18.000000+00:00\", \"2022-11-11 23:02:19.000000+00:00\", \"2019-06-28 23:15:48.000000+00:00\", \"2020-09-13 17:00:03.000000+00:00\"], \"session_ids\": [\"18161dee-8421-4785-b043-3ca0993f53e7\", \"f1fac36c-d9b7-49d8-aea6-b1a565e36972\", \"f877e671-6788-4cb0-837e-51e7de5da0c4\", \"89497e75-9976-4292-940e-3b2ad25883e9\", \"d830dac7-bb33-46f5-9c77-72d5168952c0\"], \"total_duration\": 849.0, \"total_sessions\": 5, \"mean_week_duration\": 4.797}, \"92060\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-26 23:54:41.000000+00:00\", \"2021-12-19 09:14:45.000000+00:00\", \"2021-02-05 10:51:36.000000+00:00\", \"2022-08-09 14:52:24.000000+00:00\"], \"session_ids\": [\"285a655c-81ce-412e-9598-52ae2acc53af\", \"90ffe034-d13e-45a2-9094-02e034642507\", \"c1cb1371-0d29-4476-9319-628242fca507\", \"657a2a1e-b282-478e-ab9c-26c2bbfee504\"], \"total_duration\": 35.0, \"total_sessions\": 4, \"mean_week_duration\": 0.438}, \"33792\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-21 22:16:09.000000+00:00\", \"2023-01-11 07:41:58.000000+00:00\", \"2021-04-12 14:30:34.000000+00:00\", \"2022-07-10 14:44:34.000000+00:00\", \"2019-07-27 13:35:56.000000+00:00\", \"2020-01-19 19:08:41.000000+00:00\", \"2021-09-21 14:13:15.000000+00:00\"], \"session_ids\": [\"7aa6f5df-551d-4382-99bf-a61966ff2952\", \"aeda5f10-49a2-4c47-85d1-ea466a1ecd9a\", \"5b35e3a8-e5cc-4eaa-8682-16f3bb1de802\", \"dbfcd6ba-387b-4536-9530-2d4e94106e5a\", \"f4ff5d76-cc87-4f5d-b983-454bf062c478\", \"1b86f7a8-13e5-47b4-a279-82859ce08c35\", \"42846e6a-19e3-4c0a-a092-e5229c4b0cda\"], \"total_duration\": 9365.0, \"total_sessions\": 7, \"mean_week_duration\": 51.456}, \"80163\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-22 10:44:02.000000+00:00\", \"2021-01-20 18:40:42.000000+00:00\", \"2021-04-01 07:26:29.000000+00:00\", \"2020-02-23 04:27:18.000000+00:00\", \"2022-04-29 05:22:03.000000+00:00\", \"2020-09-15 23:10:32.000000+00:00\", \"2019-01-20 11:43:41.000000+00:00\", \"2020-04-12 06:26:40.000000+00:00\", \"2020-03-22 04:23:43.000000+00:00\", \"2020-05-30 18:20:22.000000+00:00\"], \"session_ids\": [\"8c501b5b-02d2-4f30-be18-e2835ba0f59e\", \"cdee2e03-f7bd-4e9c-8d32-02424c573adb\", \"4e3eab80-95c2-4f7e-b8d9-86f393d33850\", \"cbfa464b-24c3-4da3-9877-314d0d1d4e44\", \"a6dc1fce-690c-4e25-bc18-5e40b2852340\", \"e7a70c55-be1d-4577-b0f7-ee1a140c8ceb\", \"cb044e94-af1e-41a8-b022-4448ff1f8510\", \"f1cc6c92-df57-4d92-a63a-0fe6b3f8fa55\", \"c91c1081-7a56-41dc-89a5-a5d14aa28b7e\", \"a6c0016f-c163-423a-abaa-df01a0be18f7\"], \"total_duration\": 17217.0, \"total_sessions\": 10, \"mean_week_duration\": 100.684}, \"21749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-08 05:44:58.000000+00:00\", \"2020-07-28 11:48:30.000000+00:00\"], \"session_ids\": [\"d75ba472-4a62-4bcb-8b60-e4e8524eaabc\", \"987963af-4598-48be-a2b5-b5f459bcb058\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 2.724}, \"5825\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-07 13:39:30.000000+00:00\", \"2019-11-07 09:36:57.000000+00:00\"], \"session_ids\": [\"3ae52a4c-5481-4129-ae49-29f6fd3e45fc\", \"420d38b7-a08d-4117-826d-61031920888a\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"85636\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-14 23:07:14.000000+00:00\", \"2020-08-20 12:52:09.000000+00:00\"], \"session_ids\": [\"83a468b4-007a-4f53-9f7b-c698b1329156\", \"b2c28f2a-9b7d-4309-95e3-7adc4c32df0b\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 6.25}, \"46321\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-14 09:51:36.000000+00:00\", \"2022-11-11 20:48:03.000000+00:00\", \"2022-04-12 00:35:54.000000+00:00\", \"2020-06-24 16:45:34.000000+00:00\", \"2021-06-13 21:41:23.000000+00:00\", \"2019-07-26 15:04:46.000000+00:00\", \"2021-10-31 08:34:23.000000+00:00\", \"2020-09-03 02:17:33.000000+00:00\"], \"session_ids\": [\"06d0a1dd-691e-4a57-bd16-976aa01c2dc3\", \"db964aff-18b4-4c29-982c-a7288785e35e\", \"9b78add9-6b43-48bf-be04-48bb355a0037\", \"48489aae-644c-42c0-9aa4-43fb1ba1339a\", \"f9c0c786-adc3-4b09-91ad-93ae50fb11eb\", \"d0b2da9b-82e2-47b9-82f2-da8382d87986\", \"327a0c92-9a62-4735-9232-b413d402b2ce\", \"52612bf5-17c0-497d-8a05-adb0b75449d8\"], \"total_duration\": 238.0, \"total_sessions\": 8, \"mean_week_duration\": 1.345}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or greater than 1 and are equal or less than 41" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[1, 41]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"94904\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-12-12 05:03:15.000000+00:00\", \"2019-09-15 02:23:09.000000+00:00\", \"2019-03-06 17:37:44.000000+00:00\", \"2019-04-29 14:47:08.000000+00:00\"], \"session_ids\": [\"83de42d9-5d13-43e1-874d-ace969c61bb9\", \"9037b728-2b8d-47cb-9ee6-cc06558e9082\", \"00174f2d-5793-47d1-aa91-187bca83e940\", \"af7936e1-ea69-460c-ba16-115c192bbc9b\"], \"total_duration\": 659.0, \"total_sessions\": 4, \"mean_week_duration\": 4.545}, \"43347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-26 07:25:13.000000+00:00\", \"2022-09-12 12:59:53.000000+00:00\"], \"session_ids\": [\"50ab447e-482c-4af4-a17f-2d047f7e3a87\", \"31463638-0963-462e-87b9-3af305fe5c27\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 2.497}, \"19700\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-25 07:07:54.000000+00:00\", \"2021-09-28 23:02:18.000000+00:00\", \"2022-11-11 23:02:19.000000+00:00\", \"2019-06-28 23:15:48.000000+00:00\", \"2020-09-13 17:00:03.000000+00:00\"], \"session_ids\": [\"18161dee-8421-4785-b043-3ca0993f53e7\", \"f1fac36c-d9b7-49d8-aea6-b1a565e36972\", \"f877e671-6788-4cb0-837e-51e7de5da0c4\", \"89497e75-9976-4292-940e-3b2ad25883e9\", \"d830dac7-bb33-46f5-9c77-72d5168952c0\"], \"total_duration\": 849.0, \"total_sessions\": 5, \"mean_week_duration\": 4.797}, \"21749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-08 05:44:58.000000+00:00\", \"2020-07-28 11:48:30.000000+00:00\"], \"session_ids\": [\"d75ba472-4a62-4bcb-8b60-e4e8524eaabc\", \"987963af-4598-48be-a2b5-b5f459bcb058\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 2.724}, \"5825\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-07 13:39:30.000000+00:00\", \"2019-11-07 09:36:57.000000+00:00\"], \"session_ids\": [\"3ae52a4c-5481-4129-ae49-29f6fd3e45fc\", \"420d38b7-a08d-4117-826d-61031920888a\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"85636\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-14 23:07:14.000000+00:00\", \"2020-08-20 12:52:09.000000+00:00\"], \"session_ids\": [\"83a468b4-007a-4f53-9f7b-c698b1329156\", \"b2c28f2a-9b7d-4309-95e3-7adc4c32df0b\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 6.25}, \"46321\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-14 09:51:36.000000+00:00\", \"2022-11-11 20:48:03.000000+00:00\", \"2022-04-12 00:35:54.000000+00:00\", \"2020-06-24 16:45:34.000000+00:00\", \"2021-06-13 21:41:23.000000+00:00\", \"2019-07-26 15:04:46.000000+00:00\", \"2021-10-31 08:34:23.000000+00:00\", \"2020-09-03 02:17:33.000000+00:00\"], \"session_ids\": [\"06d0a1dd-691e-4a57-bd16-976aa01c2dc3\", \"db964aff-18b4-4c29-982c-a7288785e35e\", \"9b78add9-6b43-48bf-be04-48bb355a0037\", \"48489aae-644c-42c0-9aa4-43fb1ba1339a\", \"f9c0c786-adc3-4b09-91ad-93ae50fb11eb\", \"d0b2da9b-82e2-47b9-82f2-da8382d87986\", \"327a0c92-9a62-4735-9232-b413d402b2ce\", \"52612bf5-17c0-497d-8a05-adb0b75449d8\"], \"total_duration\": 238.0, \"total_sessions\": 8, \"mean_week_duration\": 1.345}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"43347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-26 07:25:13.000000+00:00\", \"2022-09-12 12:59:53.000000+00:00\"], \"session_ids\": [\"50ab447e-482c-4af4-a17f-2d047f7e3a87\", \"31463638-0963-462e-87b9-3af305fe5c27\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 2.497}}, {\"21749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-08 05:44:58.000000+00:00\", \"2020-07-28 11:48:30.000000+00:00\"], \"session_ids\": [\"d75ba472-4a62-4bcb-8b60-e4e8524eaabc\", \"987963af-4598-48be-a2b5-b5f459bcb058\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 2.724}}, {\"5825\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-07 13:39:30.000000+00:00\", \"2019-11-07 09:36:57.000000+00:00\"], \"session_ids\": [\"3ae52a4c-5481-4129-ae49-29f6fd3e45fc\", \"420d38b7-a08d-4117-826d-61031920888a\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}}, {\"85636\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-14 23:07:14.000000+00:00\", \"2020-08-20 12:52:09.000000+00:00\"], \"session_ids\": [\"83a468b4-007a-4f53-9f7b-c698b1329156\", \"b2c28f2a-9b7d-4309-95e3-7adc4c32df0b\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 6.25}}, {\"94904\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-12-12 05:03:15.000000+00:00\", \"2019-09-15 02:23:09.000000+00:00\", \"2019-03-06 17:37:44.000000+00:00\", \"2019-04-29 14:47:08.000000+00:00\"], \"session_ids\": [\"83de42d9-5d13-43e1-874d-ace969c61bb9\", \"9037b728-2b8d-47cb-9ee6-cc06558e9082\", \"00174f2d-5793-47d1-aa91-187bca83e940\", \"af7936e1-ea69-460c-ba16-115c192bbc9b\"], \"total_duration\": 659.0, \"total_sessions\": 4, \"mean_week_duration\": 4.545}}, {\"19700\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-25 07:07:54.000000+00:00\", \"2021-09-28 23:02:18.000000+00:00\", \"2022-11-11 23:02:19.000000+00:00\", \"2019-06-28 23:15:48.000000+00:00\", \"2020-09-13 17:00:03.000000+00:00\"], \"session_ids\": [\"18161dee-8421-4785-b043-3ca0993f53e7\", \"f1fac36c-d9b7-49d8-aea6-b1a565e36972\", \"f877e671-6788-4cb0-837e-51e7de5da0c4\", \"89497e75-9976-4292-940e-3b2ad25883e9\", \"d830dac7-bb33-46f5-9c77-72d5168952c0\"], \"total_duration\": 849.0, \"total_sessions\": 5, \"mean_week_duration\": 4.797}}, {\"46321\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-14 09:51:36.000000+00:00\", \"2022-11-11 20:48:03.000000+00:00\", \"2022-04-12 00:35:54.000000+00:00\", \"2020-06-24 16:45:34.000000+00:00\", \"2021-06-13 21:41:23.000000+00:00\", \"2019-07-26 15:04:46.000000+00:00\", \"2021-10-31 08:34:23.000000+00:00\", \"2020-09-03 02:17:33.000000+00:00\"], \"session_ids\": [\"06d0a1dd-691e-4a57-bd16-976aa01c2dc3\", \"db964aff-18b4-4c29-982c-a7288785e35e\", \"9b78add9-6b43-48bf-be04-48bb355a0037\", \"48489aae-644c-42c0-9aa4-43fb1ba1339a\", \"f9c0c786-adc3-4b09-91ad-93ae50fb11eb\", \"d0b2da9b-82e2-47b9-82f2-da8382d87986\", \"327a0c92-9a62-4735-9232-b413d402b2ce\", \"52612bf5-17c0-497d-8a05-adb0b75449d8\"], \"total_duration\": 238.0, \"total_sessions\": 8, \"mean_week_duration\": 1.345}}]\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[{\"43347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-26 07:25:13.000000+00:00\", \"2022-09-12 12:59:53.000000+00:00\"], \"session_ids\": [\"50ab447e-482c-4af4-a17f-2d047f7e3a87\", \"31463638-0963-462e-87b9-3af305fe5c27\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 2.497}}, {\"21749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-08 05:44:58.000000+00:00\", \"2020-07-28 11:48:30.000000+00:00\"], \"session_ids\": [\"d75ba472-4a62-4bcb-8b60-e4e8524eaabc\", \"987963af-4598-48be-a2b5-b5f459bcb058\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 2.724}}]\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[{\"43347\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-26 07:25:13.000000+00:00\", \"2022-09-12 12:59:53.000000+00:00\"], \"session_ids\": [\"50ab447e-482c-4af4-a17f-2d047f7e3a87\", \"31463638-0963-462e-87b9-3af305fe5c27\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 2.497}}, {\"21749\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-08 05:44:58.000000+00:00\", \"2020-07-28 11:48:30.000000+00:00\"], \"session_ids\": [\"d75ba472-4a62-4bcb-8b60-e4e8524eaabc\", \"987963af-4598-48be-a2b5-b5f459bcb058\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 2.724}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm eager to find out about users whose time using the app bigger than 3968 and smaller than 2073 , apply sorting by mean of duration of sessions per week descending + keep only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"79591\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-23 15:16:39.000000+00:00\", \"2019-05-07 09:57:28.000000+00:00\"], \"session_ids\": [\"212caff7-a5ca-49fa-9e3d-4b469419c875\", \"702dc65f-ae4a-49eb-9409-4d8b01227013\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 35.0}, \"61963\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-06-07 09:42:39.000000+00:00\", \"2019-12-13 04:24:15.000000+00:00\"], \"session_ids\": [\"2972612a-0afc-40cd-aa04-da6a071a2eb4\", \"a9d0b9cb-2a60-4726-ad48-5a4bf37558be\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 4.0}, \"85706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-07-16 10:26:15.000000+00:00\", \"2020-03-30 01:47:35.000000+00:00\"], \"session_ids\": [\"9fcddecd-6430-4cb7-bfb2-8a474e22ceb5\", \"426f0ed3-36d9-4383-b747-0f5be69ddd93\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 3.075}, \"88023\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-10-28 17:29:06.000000+00:00\", \"2022-06-11 14:33:28.000000+00:00\"], \"session_ids\": [\"ac961f70-a223-4be2-9ae5-e1a2495a652c\", \"6a423bc1-20fe-4f0c-a6a3-54218b1fcb1e\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.918}, \"42967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-11 20:57:34.000000+00:00\", \"2022-03-13 17:25:14.000000+00:00\"], \"session_ids\": [\"4d6bb541-94ab-4575-808a-778a0fe765e2\", \"52257d92-cf2c-4686-8639-199b301cda37\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.396}, \"28319\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-09-30 15:19:39.000000+00:00\", \"2021-05-05 01:46:57.000000+00:00\"], \"session_ids\": [\"61d61460-6bce-4329-b738-838a2fdce650\", \"5f76614b-28c2-45bb-a8b7-f4078b32972a\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 2.946}, \"68403\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2020-08-02 11:17:04.000000+00:00\", \"2022-04-18 12:21:56.000000+00:00\", \"2019-07-19 23:37:30.000000+00:00\"], \"session_ids\": [\"dc37cc19-ba47-4080-ac05-5e978b2daf16\", \"7a87c423-66f2-4c51-9df1-a3e7df05a64b\", \"8a03cfe8-ee33-4777-b419-f6864f1ed8ec\"], \"total_duration\": 163.0, \"total_sessions\": 3, \"mean_week_duration\": 1.132}, \"87485\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-16 18:12:14.000000+00:00\", \"2022-11-10 12:27:42.000000+00:00\", \"2019-12-15 06:32:04.000000+00:00\", \"2020-01-07 20:43:02.000000+00:00\", \"2019-03-04 07:35:31.000000+00:00\"], \"session_ids\": [\"b362eea6-3e0f-45d6-850e-da1adc78357c\", \"e7b64362-90db-4633-800c-b4d7cdfe0883\", \"689d21cd-e6b3-418a-af82-0675f478b524\", \"a5e03ef0-c153-4735-9355-4ccb6c7851a2\", \"01899f4e-af9d-49c1-a622-707f80e48847\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.233}, \"75585\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-03-17 09:14:04.000000+00:00\", \"2021-09-22 21:34:28.000000+00:00\", \"2019-03-29 01:41:31.000000+00:00\", \"2019-11-04 20:05:07.000000+00:00\"], \"session_ids\": [\"aa81e15d-c7ed-48d7-a472-92248700171a\", \"86f18d3c-0049-46ca-a88d-f09a6d07b179\", \"50b6db6d-eac3-4220-84f8-698e9320ed24\", \"0e192700-ca93-4015-b491-9985c205cb87\"], \"total_duration\": 183.0, \"total_sessions\": 4, \"mean_week_duration\": 1.408}, \"96201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-17 11:12:08.000000+00:00\", \"2022-03-11 18:18:47.000000+00:00\", \"2021-11-09 23:23:50.000000+00:00\", \"2020-11-03 16:10:01.000000+00:00\", \"2021-06-05 16:47:57.000000+00:00\", \"2020-10-11 12:50:41.000000+00:00\", \"2023-04-13 14:36:53.000000+00:00\", \"2020-10-25 15:05:57.000000+00:00\", \"2021-01-17 16:51:35.000000+00:00\", \"2021-02-06 23:26:37.000000+00:00\", \"2021-03-01 03:44:46.000000+00:00\"], \"session_ids\": [\"4c776625-4932-414c-8fe1-d752f6d29922\", \"23adc3df-3ccc-4381-a22b-949255ed6466\", \"bc4509bf-ebec-4642-8519-40dc4c6e8e5f\", \"c98a6b1b-730a-4cba-b3a1-8ebb015b9d84\", \"d0be1d8f-f589-4660-8fb5-c86b4ad3b9fd\", \"7b269aa5-a552-4987-a038-8e863046e62b\", \"2e655737-8928-4950-a26e-75de0ca72126\", \"30371e9f-925e-41a8-a84f-5cc3d4f8a0e5\", \"2e84cd72-3c63-43b2-b1b0-685ed39bddab\", \"54529403-0d0c-4d41-816b-777ef6959cb8\", \"7cbbc2bf-e658-4f68-9a0d-0a8083fa353d\"], \"total_duration\": 1142.0, \"total_sessions\": 11, \"mean_week_duration\": 6.107}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 2073 and are equal or greater than 3968" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[2073, 3968]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"79591\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-23 15:16:39.000000+00:00\", \"2019-05-07 09:57:28.000000+00:00\"], \"session_ids\": [\"212caff7-a5ca-49fa-9e3d-4b469419c875\", \"702dc65f-ae4a-49eb-9409-4d8b01227013\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 35.0}, \"61963\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-06-07 09:42:39.000000+00:00\", \"2019-12-13 04:24:15.000000+00:00\"], \"session_ids\": [\"2972612a-0afc-40cd-aa04-da6a071a2eb4\", \"a9d0b9cb-2a60-4726-ad48-5a4bf37558be\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 4.0}, \"85706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-07-16 10:26:15.000000+00:00\", \"2020-03-30 01:47:35.000000+00:00\"], \"session_ids\": [\"9fcddecd-6430-4cb7-bfb2-8a474e22ceb5\", \"426f0ed3-36d9-4383-b747-0f5be69ddd93\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 3.075}, \"88023\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-10-28 17:29:06.000000+00:00\", \"2022-06-11 14:33:28.000000+00:00\"], \"session_ids\": [\"ac961f70-a223-4be2-9ae5-e1a2495a652c\", \"6a423bc1-20fe-4f0c-a6a3-54218b1fcb1e\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.918}, \"42967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-11 20:57:34.000000+00:00\", \"2022-03-13 17:25:14.000000+00:00\"], \"session_ids\": [\"4d6bb541-94ab-4575-808a-778a0fe765e2\", \"52257d92-cf2c-4686-8639-199b301cda37\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.396}, \"28319\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-09-30 15:19:39.000000+00:00\", \"2021-05-05 01:46:57.000000+00:00\"], \"session_ids\": [\"61d61460-6bce-4329-b738-838a2fdce650\", \"5f76614b-28c2-45bb-a8b7-f4078b32972a\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 2.946}, \"68403\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2020-08-02 11:17:04.000000+00:00\", \"2022-04-18 12:21:56.000000+00:00\", \"2019-07-19 23:37:30.000000+00:00\"], \"session_ids\": [\"dc37cc19-ba47-4080-ac05-5e978b2daf16\", \"7a87c423-66f2-4c51-9df1-a3e7df05a64b\", \"8a03cfe8-ee33-4777-b419-f6864f1ed8ec\"], \"total_duration\": 163.0, \"total_sessions\": 3, \"mean_week_duration\": 1.132}, \"87485\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-16 18:12:14.000000+00:00\", \"2022-11-10 12:27:42.000000+00:00\", \"2019-12-15 06:32:04.000000+00:00\", \"2020-01-07 20:43:02.000000+00:00\", \"2019-03-04 07:35:31.000000+00:00\"], \"session_ids\": [\"b362eea6-3e0f-45d6-850e-da1adc78357c\", \"e7b64362-90db-4633-800c-b4d7cdfe0883\", \"689d21cd-e6b3-418a-af82-0675f478b524\", \"a5e03ef0-c153-4735-9355-4ccb6c7851a2\", \"01899f4e-af9d-49c1-a622-707f80e48847\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.233}, \"75585\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-03-17 09:14:04.000000+00:00\", \"2021-09-22 21:34:28.000000+00:00\", \"2019-03-29 01:41:31.000000+00:00\", \"2019-11-04 20:05:07.000000+00:00\"], \"session_ids\": [\"aa81e15d-c7ed-48d7-a472-92248700171a\", \"86f18d3c-0049-46ca-a88d-f09a6d07b179\", \"50b6db6d-eac3-4220-84f8-698e9320ed24\", \"0e192700-ca93-4015-b491-9985c205cb87\"], \"total_duration\": 183.0, \"total_sessions\": 4, \"mean_week_duration\": 1.408}, \"96201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-17 11:12:08.000000+00:00\", \"2022-03-11 18:18:47.000000+00:00\", \"2021-11-09 23:23:50.000000+00:00\", \"2020-11-03 16:10:01.000000+00:00\", \"2021-06-05 16:47:57.000000+00:00\", \"2020-10-11 12:50:41.000000+00:00\", \"2023-04-13 14:36:53.000000+00:00\", \"2020-10-25 15:05:57.000000+00:00\", \"2021-01-17 16:51:35.000000+00:00\", \"2021-02-06 23:26:37.000000+00:00\", \"2021-03-01 03:44:46.000000+00:00\"], \"session_ids\": [\"4c776625-4932-414c-8fe1-d752f6d29922\", \"23adc3df-3ccc-4381-a22b-949255ed6466\", \"bc4509bf-ebec-4642-8519-40dc4c6e8e5f\", \"c98a6b1b-730a-4cba-b3a1-8ebb015b9d84\", \"d0be1d8f-f589-4660-8fb5-c86b4ad3b9fd\", \"7b269aa5-a552-4987-a038-8e863046e62b\", \"2e655737-8928-4950-a26e-75de0ca72126\", \"30371e9f-925e-41a8-a84f-5cc3d4f8a0e5\", \"2e84cd72-3c63-43b2-b1b0-685ed39bddab\", \"54529403-0d0c-4d41-816b-777ef6959cb8\", \"7cbbc2bf-e658-4f68-9a0d-0a8083fa353d\"], \"total_duration\": 1142.0, \"total_sessions\": 11, \"mean_week_duration\": 6.107}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"79591\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-23 15:16:39.000000+00:00\", \"2019-05-07 09:57:28.000000+00:00\"], \"session_ids\": [\"212caff7-a5ca-49fa-9e3d-4b469419c875\", \"702dc65f-ae4a-49eb-9409-4d8b01227013\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 35.0}}, {\"96201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-17 11:12:08.000000+00:00\", \"2022-03-11 18:18:47.000000+00:00\", \"2021-11-09 23:23:50.000000+00:00\", \"2020-11-03 16:10:01.000000+00:00\", \"2021-06-05 16:47:57.000000+00:00\", \"2020-10-11 12:50:41.000000+00:00\", \"2023-04-13 14:36:53.000000+00:00\", \"2020-10-25 15:05:57.000000+00:00\", \"2021-01-17 16:51:35.000000+00:00\", \"2021-02-06 23:26:37.000000+00:00\", \"2021-03-01 03:44:46.000000+00:00\"], \"session_ids\": [\"4c776625-4932-414c-8fe1-d752f6d29922\", \"23adc3df-3ccc-4381-a22b-949255ed6466\", \"bc4509bf-ebec-4642-8519-40dc4c6e8e5f\", \"c98a6b1b-730a-4cba-b3a1-8ebb015b9d84\", \"d0be1d8f-f589-4660-8fb5-c86b4ad3b9fd\", \"7b269aa5-a552-4987-a038-8e863046e62b\", \"2e655737-8928-4950-a26e-75de0ca72126\", \"30371e9f-925e-41a8-a84f-5cc3d4f8a0e5\", \"2e84cd72-3c63-43b2-b1b0-685ed39bddab\", \"54529403-0d0c-4d41-816b-777ef6959cb8\", \"7cbbc2bf-e658-4f68-9a0d-0a8083fa353d\"], \"total_duration\": 1142.0, \"total_sessions\": 11, \"mean_week_duration\": 6.107}}, {\"61963\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-06-07 09:42:39.000000+00:00\", \"2019-12-13 04:24:15.000000+00:00\"], \"session_ids\": [\"2972612a-0afc-40cd-aa04-da6a071a2eb4\", \"a9d0b9cb-2a60-4726-ad48-5a4bf37558be\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 4.0}}, {\"85706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-07-16 10:26:15.000000+00:00\", \"2020-03-30 01:47:35.000000+00:00\"], \"session_ids\": [\"9fcddecd-6430-4cb7-bfb2-8a474e22ceb5\", \"426f0ed3-36d9-4383-b747-0f5be69ddd93\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 3.075}}, {\"28319\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-09-30 15:19:39.000000+00:00\", \"2021-05-05 01:46:57.000000+00:00\"], \"session_ids\": [\"61d61460-6bce-4329-b738-838a2fdce650\", \"5f76614b-28c2-45bb-a8b7-f4078b32972a\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 2.946}}, {\"75585\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-03-17 09:14:04.000000+00:00\", \"2021-09-22 21:34:28.000000+00:00\", \"2019-03-29 01:41:31.000000+00:00\", \"2019-11-04 20:05:07.000000+00:00\"], \"session_ids\": [\"aa81e15d-c7ed-48d7-a472-92248700171a\", \"86f18d3c-0049-46ca-a88d-f09a6d07b179\", \"50b6db6d-eac3-4220-84f8-698e9320ed24\", \"0e192700-ca93-4015-b491-9985c205cb87\"], \"total_duration\": 183.0, \"total_sessions\": 4, \"mean_week_duration\": 1.408}}, {\"68403\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2020-08-02 11:17:04.000000+00:00\", \"2022-04-18 12:21:56.000000+00:00\", \"2019-07-19 23:37:30.000000+00:00\"], \"session_ids\": [\"dc37cc19-ba47-4080-ac05-5e978b2daf16\", \"7a87c423-66f2-4c51-9df1-a3e7df05a64b\", \"8a03cfe8-ee33-4777-b419-f6864f1ed8ec\"], \"total_duration\": 163.0, \"total_sessions\": 3, \"mean_week_duration\": 1.132}}, {\"88023\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-10-28 17:29:06.000000+00:00\", \"2022-06-11 14:33:28.000000+00:00\"], \"session_ids\": [\"ac961f70-a223-4be2-9ae5-e1a2495a652c\", \"6a423bc1-20fe-4f0c-a6a3-54218b1fcb1e\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.918}}, {\"42967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-11 20:57:34.000000+00:00\", \"2022-03-13 17:25:14.000000+00:00\"], \"session_ids\": [\"4d6bb541-94ab-4575-808a-778a0fe765e2\", \"52257d92-cf2c-4686-8639-199b301cda37\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.396}}, {\"87485\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-16 18:12:14.000000+00:00\", \"2022-11-10 12:27:42.000000+00:00\", \"2019-12-15 06:32:04.000000+00:00\", \"2020-01-07 20:43:02.000000+00:00\", \"2019-03-04 07:35:31.000000+00:00\"], \"session_ids\": [\"b362eea6-3e0f-45d6-850e-da1adc78357c\", \"e7b64362-90db-4633-800c-b4d7cdfe0883\", \"689d21cd-e6b3-418a-af82-0675f478b524\", \"a5e03ef0-c153-4735-9355-4ccb6c7851a2\", \"01899f4e-af9d-49c1-a622-707f80e48847\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.233}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"79591\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-23 15:16:39.000000+00:00\", \"2019-05-07 09:57:28.000000+00:00\"], \"session_ids\": [\"212caff7-a5ca-49fa-9e3d-4b469419c875\", \"702dc65f-ae4a-49eb-9409-4d8b01227013\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 35.0}}, {\"96201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-17 11:12:08.000000+00:00\", \"2022-03-11 18:18:47.000000+00:00\", \"2021-11-09 23:23:50.000000+00:00\", \"2020-11-03 16:10:01.000000+00:00\", \"2021-06-05 16:47:57.000000+00:00\", \"2020-10-11 12:50:41.000000+00:00\", \"2023-04-13 14:36:53.000000+00:00\", \"2020-10-25 15:05:57.000000+00:00\", \"2021-01-17 16:51:35.000000+00:00\", \"2021-02-06 23:26:37.000000+00:00\", \"2021-03-01 03:44:46.000000+00:00\"], \"session_ids\": [\"4c776625-4932-414c-8fe1-d752f6d29922\", \"23adc3df-3ccc-4381-a22b-949255ed6466\", \"bc4509bf-ebec-4642-8519-40dc4c6e8e5f\", \"c98a6b1b-730a-4cba-b3a1-8ebb015b9d84\", \"d0be1d8f-f589-4660-8fb5-c86b4ad3b9fd\", \"7b269aa5-a552-4987-a038-8e863046e62b\", \"2e655737-8928-4950-a26e-75de0ca72126\", \"30371e9f-925e-41a8-a84f-5cc3d4f8a0e5\", \"2e84cd72-3c63-43b2-b1b0-685ed39bddab\", \"54529403-0d0c-4d41-816b-777ef6959cb8\", \"7cbbc2bf-e658-4f68-9a0d-0a8083fa353d\"], \"total_duration\": 1142.0, \"total_sessions\": 11, \"mean_week_duration\": 6.107}}, {\"61963\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-06-07 09:42:39.000000+00:00\", \"2019-12-13 04:24:15.000000+00:00\"], \"session_ids\": [\"2972612a-0afc-40cd-aa04-da6a071a2eb4\", \"a9d0b9cb-2a60-4726-ad48-5a4bf37558be\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 4.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to close out that task and provide the requester with the obtained data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"79591\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-23 15:16:39.000000+00:00\", \"2019-05-07 09:57:28.000000+00:00\"], \"session_ids\": [\"212caff7-a5ca-49fa-9e3d-4b469419c875\", \"702dc65f-ae4a-49eb-9409-4d8b01227013\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 35.0}}, {\"96201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-17 11:12:08.000000+00:00\", \"2022-03-11 18:18:47.000000+00:00\", \"2021-11-09 23:23:50.000000+00:00\", \"2020-11-03 16:10:01.000000+00:00\", \"2021-06-05 16:47:57.000000+00:00\", \"2020-10-11 12:50:41.000000+00:00\", \"2023-04-13 14:36:53.000000+00:00\", \"2020-10-25 15:05:57.000000+00:00\", \"2021-01-17 16:51:35.000000+00:00\", \"2021-02-06 23:26:37.000000+00:00\", \"2021-03-01 03:44:46.000000+00:00\"], \"session_ids\": [\"4c776625-4932-414c-8fe1-d752f6d29922\", \"23adc3df-3ccc-4381-a22b-949255ed6466\", \"bc4509bf-ebec-4642-8519-40dc4c6e8e5f\", \"c98a6b1b-730a-4cba-b3a1-8ebb015b9d84\", \"d0be1d8f-f589-4660-8fb5-c86b4ad3b9fd\", \"7b269aa5-a552-4987-a038-8e863046e62b\", \"2e655737-8928-4950-a26e-75de0ca72126\", \"30371e9f-925e-41a8-a84f-5cc3d4f8a0e5\", \"2e84cd72-3c63-43b2-b1b0-685ed39bddab\", \"54529403-0d0c-4d41-816b-777ef6959cb8\", \"7cbbc2bf-e658-4f68-9a0d-0a8083fa353d\"], \"total_duration\": 1142.0, \"total_sessions\": 11, \"mean_week_duration\": 6.107}}, {\"61963\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-06-07 09:42:39.000000+00:00\", \"2019-12-13 04:24:15.000000+00:00\"], \"session_ids\": [\"2972612a-0afc-40cd-aa04-da6a071a2eb4\", \"a9d0b9cb-2a60-4726-ad48-5a4bf37558be\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 4.0}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about user who isn't an inhabitant of cities Edinburgh, Kuala Lumpur, Oslo, Santiago, Stockholm, Madrid, Dubai , sort by time in app descendingly." } ]
[ { "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{\"16594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-21 10:37:01.000000+00:00\", \"2020-04-10 08:38:32.000000+00:00\", \"2019-09-07 22:37:26.000000+00:00\", \"2019-06-08 12:48:26.000000+00:00\", \"2022-04-18 08:08:11.000000+00:00\", \"2021-10-21 04:25:49.000000+00:00\"], \"session_ids\": [\"57d8dd05-0e71-456c-a44f-9d17a3f391c1\", \"1db6feb7-86d5-4fe6-a138-3a1afa4cdbc2\", \"8a6ddc0a-a223-4658-9fbc-b15e1d267199\", \"3d67aa46-fffc-4c76-8365-debf23f8d859\", \"e3ee083f-33b9-401a-9d6d-b926fe81fcd3\", \"d0e30020-d31b-4dd6-90b2-14dc477ff797\"], \"total_duration\": 3990.0, \"total_sessions\": 6, \"mean_week_duration\": 25.909}, \"76422\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-29 22:36:44.000000+00:00\", \"2019-12-10 05:59:36.000000+00:00\"], \"session_ids\": [\"86c86292-f15a-4b00-a1fb-2f1c2b2c6a6e\", \"007009e4-1623-4943-b310-e4ae4a25aa49\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 1.527}, \"1345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2022-05-23 12:08:51.000000+00:00\", \"2020-08-15 04:29:16.000000+00:00\", \"2022-02-13 16:19:46.000000+00:00\"], \"session_ids\": [\"d861d6af-5023-4f61-82a1-ca2e49b790b2\", \"3d43e7e2-840c-49ca-a23e-942425337efd\", \"0093827a-cf7a-4412-83db-404a32fbbf43\"], \"total_duration\": 78.0, \"total_sessions\": 3, \"mean_week_duration\": 0.839}, \"34176\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-02-16 12:42:39.000000+00:00\", \"2020-09-28 18:57:13.000000+00:00\"], \"session_ids\": [\"1c1c361b-aa13-489f-9643-73bb57d60092\", \"e639d91b-63ff-4328-b982-727c651f8708\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 9.545}, \"92733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-17 12:29:11.000000+00:00\", \"2019-02-12 02:53:48.000000+00:00\"], \"session_ids\": [\"deccb0df-5e65-4777-9ef8-fd66e9eadc0c\", \"601ba948-0825-4de1-9530-2bef53735d8d\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 0.622}, \"5397\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-04 17:25:56.000000+00:00\", \"2023-04-11 06:32:40.000000+00:00\", \"2023-02-05 12:25:31.000000+00:00\", \"2021-06-04 12:03:39.000000+00:00\"], \"session_ids\": [\"b9d39900-a726-48ce-8f94-51f86039cf95\", \"07010221-d855-4634-8ac4-3463b1201c6f\", \"e92bbd56-ea93-43e0-a17e-6a371fdc4768\", \"098fc690-31ee-4027-bd7b-2c8c7e5e0c6d\"], \"total_duration\": 189.0, \"total_sessions\": 4, \"mean_week_duration\": 1.948}, \"91930\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-04 07:33:45.000000+00:00\", \"2019-09-29 03:08:42.000000+00:00\", \"2020-07-12 19:18:16.000000+00:00\", \"2022-06-16 07:29:56.000000+00:00\"], \"session_ids\": [\"2e9bea82-c7ef-495c-809b-f09018dfcf79\", \"d215968b-44f2-4fad-88e2-98bbd64e7f1f\", \"f5f25229-48c7-45e6-9e93-b53ffc037d1e\", \"f3cd6a0f-b41f-4867-a496-585d66f9df97\"], \"total_duration\": 376.0, \"total_sessions\": 4, \"mean_week_duration\": 2.648}, \"19651\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-28 17:01:13.000000+00:00\", \"2023-05-14 19:55:18.000000+00:00\", \"2021-01-04 16:11:51.000000+00:00\"], \"session_ids\": [\"227ad1de-f69e-4a3c-bfc6-8c2e6fe79f1e\", \"a4e94ec6-8150-4fd5-a8b2-73f3108f2cf9\", \"b2bbcf2a-216a-499b-9a74-df1ccf88f134\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.266}, \"20377\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-31 02:45:14.000000+00:00\", \"2020-08-12 05:00:55.000000+00:00\", \"2020-09-10 09:15:48.000000+00:00\", \"2019-05-06 10:52:40.000000+00:00\", \"2019-08-09 18:38:48.000000+00:00\"], \"session_ids\": [\"cd1fa5a3-22b0-458f-827c-4955fedd5f2f\", \"52f14a0d-12f3-4cdd-82af-e9e818825e8b\", \"e5717491-da79-466a-8cb4-f190f6e7a110\", \"3c7e3d21-fc4f-473a-b74d-7db29fb7c044\", \"f2caeb0d-0a27-4779-8e11-e2b99d6bf6b6\"], \"total_duration\": 691.0, \"total_sessions\": 5, \"mean_week_duration\": 6.398}, \"54123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-09-05 15:55:27.000000+00:00\", \"2019-10-02 08:34:17.000000+00:00\", \"2019-10-22 06:18:59.000000+00:00\", \"2020-02-18 08:59:07.000000+00:00\", \"2019-04-20 21:40:08.000000+00:00\"], \"session_ids\": [\"c439e4ab-a6c7-4d13-b9e0-80918d3593a4\", \"69d25d93-90e9-4bd8-b132-d14be40f4ac7\", \"f099b283-0c0c-4d16-b5ee-bcf0b1551ca4\", \"35550cb8-7e2c-4572-8d63-81e35f91de18\", \"414ab24f-1bba-42ac-a1d1-e8d910892c86\"], \"total_duration\": 190.0, \"total_sessions\": 5, \"mean_week_duration\": 1.073}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Edinburgh, Kuala Lumpur, Oslo, Santiago, Stockholm, Madrid, Dubai" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Edinburgh\", \"Kuala Lumpur\", \"Oslo\", \"Santiago\", \"Stockholm\", \"Madrid\", \"Dubai\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"16594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-21 10:37:01.000000+00:00\", \"2020-04-10 08:38:32.000000+00:00\", \"2019-09-07 22:37:26.000000+00:00\", \"2019-06-08 12:48:26.000000+00:00\", \"2022-04-18 08:08:11.000000+00:00\", \"2021-10-21 04:25:49.000000+00:00\"], \"session_ids\": [\"57d8dd05-0e71-456c-a44f-9d17a3f391c1\", \"1db6feb7-86d5-4fe6-a138-3a1afa4cdbc2\", \"8a6ddc0a-a223-4658-9fbc-b15e1d267199\", \"3d67aa46-fffc-4c76-8365-debf23f8d859\", \"e3ee083f-33b9-401a-9d6d-b926fe81fcd3\", \"d0e30020-d31b-4dd6-90b2-14dc477ff797\"], \"total_duration\": 3990.0, \"total_sessions\": 6, \"mean_week_duration\": 25.909}, \"76422\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-29 22:36:44.000000+00:00\", \"2019-12-10 05:59:36.000000+00:00\"], \"session_ids\": [\"86c86292-f15a-4b00-a1fb-2f1c2b2c6a6e\", \"007009e4-1623-4943-b310-e4ae4a25aa49\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 1.527}, \"1345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2022-05-23 12:08:51.000000+00:00\", \"2020-08-15 04:29:16.000000+00:00\", \"2022-02-13 16:19:46.000000+00:00\"], \"session_ids\": [\"d861d6af-5023-4f61-82a1-ca2e49b790b2\", \"3d43e7e2-840c-49ca-a23e-942425337efd\", \"0093827a-cf7a-4412-83db-404a32fbbf43\"], \"total_duration\": 78.0, \"total_sessions\": 3, \"mean_week_duration\": 0.839}, \"92733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-17 12:29:11.000000+00:00\", \"2019-02-12 02:53:48.000000+00:00\"], \"session_ids\": [\"deccb0df-5e65-4777-9ef8-fd66e9eadc0c\", \"601ba948-0825-4de1-9530-2bef53735d8d\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 0.622}, \"5397\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-04 17:25:56.000000+00:00\", \"2023-04-11 06:32:40.000000+00:00\", \"2023-02-05 12:25:31.000000+00:00\", \"2021-06-04 12:03:39.000000+00:00\"], \"session_ids\": [\"b9d39900-a726-48ce-8f94-51f86039cf95\", \"07010221-d855-4634-8ac4-3463b1201c6f\", \"e92bbd56-ea93-43e0-a17e-6a371fdc4768\", \"098fc690-31ee-4027-bd7b-2c8c7e5e0c6d\"], \"total_duration\": 189.0, \"total_sessions\": 4, \"mean_week_duration\": 1.948}, \"91930\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-04 07:33:45.000000+00:00\", \"2019-09-29 03:08:42.000000+00:00\", \"2020-07-12 19:18:16.000000+00:00\", \"2022-06-16 07:29:56.000000+00:00\"], \"session_ids\": [\"2e9bea82-c7ef-495c-809b-f09018dfcf79\", \"d215968b-44f2-4fad-88e2-98bbd64e7f1f\", \"f5f25229-48c7-45e6-9e93-b53ffc037d1e\", \"f3cd6a0f-b41f-4867-a496-585d66f9df97\"], \"total_duration\": 376.0, \"total_sessions\": 4, \"mean_week_duration\": 2.648}, \"19651\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-28 17:01:13.000000+00:00\", \"2023-05-14 19:55:18.000000+00:00\", \"2021-01-04 16:11:51.000000+00:00\"], \"session_ids\": [\"227ad1de-f69e-4a3c-bfc6-8c2e6fe79f1e\", \"a4e94ec6-8150-4fd5-a8b2-73f3108f2cf9\", \"b2bbcf2a-216a-499b-9a74-df1ccf88f134\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.266}, \"20377\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-31 02:45:14.000000+00:00\", \"2020-08-12 05:00:55.000000+00:00\", \"2020-09-10 09:15:48.000000+00:00\", \"2019-05-06 10:52:40.000000+00:00\", \"2019-08-09 18:38:48.000000+00:00\"], \"session_ids\": [\"cd1fa5a3-22b0-458f-827c-4955fedd5f2f\", \"52f14a0d-12f3-4cdd-82af-e9e818825e8b\", \"e5717491-da79-466a-8cb4-f190f6e7a110\", \"3c7e3d21-fc4f-473a-b74d-7db29fb7c044\", \"f2caeb0d-0a27-4779-8e11-e2b99d6bf6b6\"], \"total_duration\": 691.0, \"total_sessions\": 5, \"mean_week_duration\": 6.398}, \"54123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-09-05 15:55:27.000000+00:00\", \"2019-10-02 08:34:17.000000+00:00\", \"2019-10-22 06:18:59.000000+00:00\", \"2020-02-18 08:59:07.000000+00:00\", \"2019-04-20 21:40:08.000000+00:00\"], \"session_ids\": [\"c439e4ab-a6c7-4d13-b9e0-80918d3593a4\", \"69d25d93-90e9-4bd8-b132-d14be40f4ac7\", \"f099b283-0c0c-4d16-b5ee-bcf0b1551ca4\", \"35550cb8-7e2c-4572-8d63-81e35f91de18\", \"414ab24f-1bba-42ac-a1d1-e8d910892c86\"], \"total_duration\": 190.0, \"total_sessions\": 5, \"mean_week_duration\": 1.073}}\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[{\"16594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-21 10:37:01.000000+00:00\", \"2020-04-10 08:38:32.000000+00:00\", \"2019-09-07 22:37:26.000000+00:00\", \"2019-06-08 12:48:26.000000+00:00\", \"2022-04-18 08:08:11.000000+00:00\", \"2021-10-21 04:25:49.000000+00:00\"], \"session_ids\": [\"57d8dd05-0e71-456c-a44f-9d17a3f391c1\", \"1db6feb7-86d5-4fe6-a138-3a1afa4cdbc2\", \"8a6ddc0a-a223-4658-9fbc-b15e1d267199\", \"3d67aa46-fffc-4c76-8365-debf23f8d859\", \"e3ee083f-33b9-401a-9d6d-b926fe81fcd3\", \"d0e30020-d31b-4dd6-90b2-14dc477ff797\"], \"total_duration\": 3990.0, \"total_sessions\": 6, \"mean_week_duration\": 25.909}}, {\"20377\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-31 02:45:14.000000+00:00\", \"2020-08-12 05:00:55.000000+00:00\", \"2020-09-10 09:15:48.000000+00:00\", \"2019-05-06 10:52:40.000000+00:00\", \"2019-08-09 18:38:48.000000+00:00\"], \"session_ids\": [\"cd1fa5a3-22b0-458f-827c-4955fedd5f2f\", \"52f14a0d-12f3-4cdd-82af-e9e818825e8b\", \"e5717491-da79-466a-8cb4-f190f6e7a110\", \"3c7e3d21-fc4f-473a-b74d-7db29fb7c044\", \"f2caeb0d-0a27-4779-8e11-e2b99d6bf6b6\"], \"total_duration\": 691.0, \"total_sessions\": 5, \"mean_week_duration\": 6.398}}, {\"91930\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-04 07:33:45.000000+00:00\", \"2019-09-29 03:08:42.000000+00:00\", \"2020-07-12 19:18:16.000000+00:00\", \"2022-06-16 07:29:56.000000+00:00\"], \"session_ids\": [\"2e9bea82-c7ef-495c-809b-f09018dfcf79\", \"d215968b-44f2-4fad-88e2-98bbd64e7f1f\", \"f5f25229-48c7-45e6-9e93-b53ffc037d1e\", \"f3cd6a0f-b41f-4867-a496-585d66f9df97\"], \"total_duration\": 376.0, \"total_sessions\": 4, \"mean_week_duration\": 2.648}}, {\"76422\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-29 22:36:44.000000+00:00\", \"2019-12-10 05:59:36.000000+00:00\"], \"session_ids\": [\"86c86292-f15a-4b00-a1fb-2f1c2b2c6a6e\", \"007009e4-1623-4943-b310-e4ae4a25aa49\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 1.527}}, {\"54123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-09-05 15:55:27.000000+00:00\", \"2019-10-02 08:34:17.000000+00:00\", \"2019-10-22 06:18:59.000000+00:00\", \"2020-02-18 08:59:07.000000+00:00\", \"2019-04-20 21:40:08.000000+00:00\"], \"session_ids\": [\"c439e4ab-a6c7-4d13-b9e0-80918d3593a4\", \"69d25d93-90e9-4bd8-b132-d14be40f4ac7\", \"f099b283-0c0c-4d16-b5ee-bcf0b1551ca4\", \"35550cb8-7e2c-4572-8d63-81e35f91de18\", \"414ab24f-1bba-42ac-a1d1-e8d910892c86\"], \"total_duration\": 190.0, \"total_sessions\": 5, \"mean_week_duration\": 1.073}}, {\"5397\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-04 17:25:56.000000+00:00\", \"2023-04-11 06:32:40.000000+00:00\", \"2023-02-05 12:25:31.000000+00:00\", \"2021-06-04 12:03:39.000000+00:00\"], \"session_ids\": [\"b9d39900-a726-48ce-8f94-51f86039cf95\", \"07010221-d855-4634-8ac4-3463b1201c6f\", \"e92bbd56-ea93-43e0-a17e-6a371fdc4768\", \"098fc690-31ee-4027-bd7b-2c8c7e5e0c6d\"], \"total_duration\": 189.0, \"total_sessions\": 4, \"mean_week_duration\": 1.948}}, {\"92733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-17 12:29:11.000000+00:00\", \"2019-02-12 02:53:48.000000+00:00\"], \"session_ids\": [\"deccb0df-5e65-4777-9ef8-fd66e9eadc0c\", \"601ba948-0825-4de1-9530-2bef53735d8d\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 0.622}}, {\"1345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2022-05-23 12:08:51.000000+00:00\", \"2020-08-15 04:29:16.000000+00:00\", \"2022-02-13 16:19:46.000000+00:00\"], \"session_ids\": [\"d861d6af-5023-4f61-82a1-ca2e49b790b2\", \"3d43e7e2-840c-49ca-a23e-942425337efd\", \"0093827a-cf7a-4412-83db-404a32fbbf43\"], \"total_duration\": 78.0, \"total_sessions\": 3, \"mean_week_duration\": 0.839}}, {\"19651\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-28 17:01:13.000000+00:00\", \"2023-05-14 19:55:18.000000+00:00\", \"2021-01-04 16:11:51.000000+00:00\"], \"session_ids\": [\"227ad1de-f69e-4a3c-bfc6-8c2e6fe79f1e\", \"a4e94ec6-8150-4fd5-a8b2-73f3108f2cf9\", \"b2bbcf2a-216a-499b-9a74-df1ccf88f134\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.266}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"16594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-21 10:37:01.000000+00:00\", \"2020-04-10 08:38:32.000000+00:00\", \"2019-09-07 22:37:26.000000+00:00\", \"2019-06-08 12:48:26.000000+00:00\", \"2022-04-18 08:08:11.000000+00:00\", \"2021-10-21 04:25:49.000000+00:00\"], \"session_ids\": [\"57d8dd05-0e71-456c-a44f-9d17a3f391c1\", \"1db6feb7-86d5-4fe6-a138-3a1afa4cdbc2\", \"8a6ddc0a-a223-4658-9fbc-b15e1d267199\", \"3d67aa46-fffc-4c76-8365-debf23f8d859\", \"e3ee083f-33b9-401a-9d6d-b926fe81fcd3\", \"d0e30020-d31b-4dd6-90b2-14dc477ff797\"], \"total_duration\": 3990.0, \"total_sessions\": 6, \"mean_week_duration\": 25.909}}]\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[{\"16594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-21 10:37:01.000000+00:00\", \"2020-04-10 08:38:32.000000+00:00\", \"2019-09-07 22:37:26.000000+00:00\", \"2019-06-08 12:48:26.000000+00:00\", \"2022-04-18 08:08:11.000000+00:00\", \"2021-10-21 04:25:49.000000+00:00\"], \"session_ids\": [\"57d8dd05-0e71-456c-a44f-9d17a3f391c1\", \"1db6feb7-86d5-4fe6-a138-3a1afa4cdbc2\", \"8a6ddc0a-a223-4658-9fbc-b15e1d267199\", \"3d67aa46-fffc-4c76-8365-debf23f8d859\", \"e3ee083f-33b9-401a-9d6d-b926fe81fcd3\", \"d0e30020-d31b-4dd6-90b2-14dc477ff797\"], \"total_duration\": 3990.0, \"total_sessions\": 6, \"mean_week_duration\": 25.909}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 6 users pieces of information with a overall quantity of sessions that is <= 2 , sort by count of sessions descendingly , 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{\"11522\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-02-03 19:40:58.000000+00:00\", \"2023-06-11 16:09:47.000000+00:00\"], \"session_ids\": [\"8bb6abb8-5cbe-4bdb-91f3-13fbb6d11683\", \"405197cb-2fc9-46f0-bd11-19d13a46242c\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 1.4}, \"66957\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-11-19 23:32:48.000000+00:00\", \"2020-07-25 20:46:35.000000+00:00\"], \"session_ids\": [\"c46f2255-c8c3-4a1b-90cc-d5795c5e416d\", \"8157dc62-a7db-4e95-a59e-2b046221c210\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}, \"79699\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-26 15:05:23.000000+00:00\", \"2023-03-28 20:54:38.000000+00:00\", \"2022-04-28 05:35:58.000000+00:00\", \"2021-01-02 15:47:58.000000+00:00\", \"2022-11-08 11:38:20.000000+00:00\", \"2023-02-19 03:18:41.000000+00:00\", \"2022-05-08 04:07:46.000000+00:00\", \"2019-04-06 01:30:03.000000+00:00\", \"2020-07-19 22:04:44.000000+00:00\"], \"session_ids\": [\"fa8534fe-1991-46af-80d8-e51560b55617\", \"a067426d-92e8-4ec8-b1ec-f1cf998839ed\", \"48e4beaf-81e3-472e-929e-896c4db07674\", \"e3c563e1-4227-4fe5-8900-fcc592cfd439\", \"edbf68eb-80dd-4e27-aff9-150c3ce74f0b\", \"7ad13a1e-1e18-4ccd-9cff-90f7669f7a09\", \"4f5b7e48-1021-466b-8754-5cae6eae3d89\", \"7ac5d378-cb5f-4cc0-b3b1-4ae90c2b8d58\", \"0d37bba2-229c-4bf3-bbd2-5772e7e63569\"], \"total_duration\": 538.0, \"total_sessions\": 9, \"mean_week_duration\": 2.587}, \"80043\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-07 07:24:38.000000+00:00\", \"2022-07-01 05:16:33.000000+00:00\"], \"session_ids\": [\"c66e3bbb-205b-46dd-98d4-7a0c5647b4a1\", \"fd2d3af1-dc96-4c3d-834f-2ce2ae4967bb\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.674}, \"62897\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-09 08:12:08.000000+00:00\", \"2019-10-18 10:05:32.000000+00:00\"], \"session_ids\": [\"1518a7b0-cb54-450d-90c5-6a5ec0d16dae\", \"64c1727f-2c0d-4b8c-bf12-13b8f94e55cf\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 33.833}, \"15207\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-05-07 19:17:56.000000+00:00\", \"2022-05-15 08:47:12.000000+00:00\"], \"session_ids\": [\"6586fd5d-cf69-4dbb-ab07-4c7374a38e0f\", \"469cb060-c7f8-4b68-9dc7-64cd5cdf0298\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}, \"77415\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-01-19 23:46:19.000000+00:00\", \"2020-04-12 09:51:43.000000+00:00\", \"2019-01-12 01:51:01.000000+00:00\"], \"session_ids\": [\"84d2e365-c3f8-46e9-84ce-a7563ad8a34f\", \"70c7f545-a679-4786-be42-5fc80a2afd36\", \"6d1c3985-7333-46ca-bfb0-2d68f2a7eb06\"], \"total_duration\": 1094.0, \"total_sessions\": 3, \"mean_week_duration\": 16.576}, \"4773\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-15 08:46:17.000000+00:00\", \"2021-03-13 07:54:47.000000+00:00\"], \"session_ids\": [\"3568c048-14ab-4a4c-aef1-c162f060169e\", \"6847aee4-6055-42f3-98f0-728a3b4280d1\"], \"total_duration\": 411.0, \"total_sessions\": 2, \"mean_week_duration\": 6.227}, \"25418\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-09-26 11:44:37.000000+00:00\", \"2021-09-04 18:53:45.000000+00:00\", \"2022-10-09 03:33:05.000000+00:00\", \"2019-07-15 06:00:25.000000+00:00\"], \"session_ids\": [\"5853a66a-e514-4215-9356-7d412766803f\", \"2d431cec-4d41-40c9-a45d-941ba1d7267b\", \"762e5c8e-7349-4258-a39d-cbaa3dc02dff\", \"1cdf118d-214a-4429-af65-a5311f39f1e0\"], \"total_duration\": 256.0, \"total_sessions\": 4, \"mean_week_duration\": 1.515}, \"1153\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2023-05-10 20:05:06.000000+00:00\", \"2020-10-24 20:12:25.000000+00:00\", \"2022-01-06 17:45:31.000000+00:00\", \"2019-11-23 17:54:21.000000+00:00\", \"2022-04-05 18:42:16.000000+00:00\"], \"session_ids\": [\"41ff40f5-d8a9-4606-b1cd-dcff69076434\", \"d927e2ca-28bf-4bef-990f-fe1df04208e9\", \"4beae2a2-5bb9-42a9-af84-a21840532c85\", \"cc20dde4-f608-488a-b05f-c842bf2ec122\", \"de4d6e18-1f0a-4596-8a97-2673b5e21164\"], \"total_duration\": 2525.0, \"total_sessions\": 5, \"mean_week_duration\": 13.95}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[2, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"11522\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-02-03 19:40:58.000000+00:00\", \"2023-06-11 16:09:47.000000+00:00\"], \"session_ids\": [\"8bb6abb8-5cbe-4bdb-91f3-13fbb6d11683\", \"405197cb-2fc9-46f0-bd11-19d13a46242c\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 1.4}, \"66957\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-11-19 23:32:48.000000+00:00\", \"2020-07-25 20:46:35.000000+00:00\"], \"session_ids\": [\"c46f2255-c8c3-4a1b-90cc-d5795c5e416d\", \"8157dc62-a7db-4e95-a59e-2b046221c210\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}, \"80043\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-07 07:24:38.000000+00:00\", \"2022-07-01 05:16:33.000000+00:00\"], \"session_ids\": [\"c66e3bbb-205b-46dd-98d4-7a0c5647b4a1\", \"fd2d3af1-dc96-4c3d-834f-2ce2ae4967bb\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.674}, \"62897\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-09 08:12:08.000000+00:00\", \"2019-10-18 10:05:32.000000+00:00\"], \"session_ids\": [\"1518a7b0-cb54-450d-90c5-6a5ec0d16dae\", \"64c1727f-2c0d-4b8c-bf12-13b8f94e55cf\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 33.833}, \"15207\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-05-07 19:17:56.000000+00:00\", \"2022-05-15 08:47:12.000000+00:00\"], \"session_ids\": [\"6586fd5d-cf69-4dbb-ab07-4c7374a38e0f\", \"469cb060-c7f8-4b68-9dc7-64cd5cdf0298\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}, \"4773\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-15 08:46:17.000000+00:00\", \"2021-03-13 07:54:47.000000+00:00\"], \"session_ids\": [\"3568c048-14ab-4a4c-aef1-c162f060169e\", \"6847aee4-6055-42f3-98f0-728a3b4280d1\"], \"total_duration\": 411.0, \"total_sessions\": 2, \"mean_week_duration\": 6.227}}\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[{\"11522\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-02-03 19:40:58.000000+00:00\", \"2023-06-11 16:09:47.000000+00:00\"], \"session_ids\": [\"8bb6abb8-5cbe-4bdb-91f3-13fbb6d11683\", \"405197cb-2fc9-46f0-bd11-19d13a46242c\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 1.4}}, {\"66957\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-11-19 23:32:48.000000+00:00\", \"2020-07-25 20:46:35.000000+00:00\"], \"session_ids\": [\"c46f2255-c8c3-4a1b-90cc-d5795c5e416d\", \"8157dc62-a7db-4e95-a59e-2b046221c210\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}}, {\"80043\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-07 07:24:38.000000+00:00\", \"2022-07-01 05:16:33.000000+00:00\"], \"session_ids\": [\"c66e3bbb-205b-46dd-98d4-7a0c5647b4a1\", \"fd2d3af1-dc96-4c3d-834f-2ce2ae4967bb\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.674}}, {\"62897\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-09 08:12:08.000000+00:00\", \"2019-10-18 10:05:32.000000+00:00\"], \"session_ids\": [\"1518a7b0-cb54-450d-90c5-6a5ec0d16dae\", \"64c1727f-2c0d-4b8c-bf12-13b8f94e55cf\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 33.833}}, {\"15207\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-05-07 19:17:56.000000+00:00\", \"2022-05-15 08:47:12.000000+00:00\"], \"session_ids\": [\"6586fd5d-cf69-4dbb-ab07-4c7374a38e0f\", \"469cb060-c7f8-4b68-9dc7-64cd5cdf0298\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}}, {\"4773\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-15 08:46:17.000000+00:00\", \"2021-03-13 07:54:47.000000+00:00\"], \"session_ids\": [\"3568c048-14ab-4a4c-aef1-c162f060169e\", \"6847aee4-6055-42f3-98f0-728a3b4280d1\"], \"total_duration\": 411.0, \"total_sessions\": 2, \"mean_week_duration\": 6.227}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"11522\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-02-03 19:40:58.000000+00:00\", \"2023-06-11 16:09:47.000000+00:00\"], \"session_ids\": [\"8bb6abb8-5cbe-4bdb-91f3-13fbb6d11683\", \"405197cb-2fc9-46f0-bd11-19d13a46242c\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 1.4}}, {\"66957\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-11-19 23:32:48.000000+00:00\", \"2020-07-25 20:46:35.000000+00:00\"], \"session_ids\": [\"c46f2255-c8c3-4a1b-90cc-d5795c5e416d\", \"8157dc62-a7db-4e95-a59e-2b046221c210\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}}, {\"80043\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-07 07:24:38.000000+00:00\", \"2022-07-01 05:16:33.000000+00:00\"], \"session_ids\": [\"c66e3bbb-205b-46dd-98d4-7a0c5647b4a1\", \"fd2d3af1-dc96-4c3d-834f-2ce2ae4967bb\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.674}}]\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[{\"11522\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-02-03 19:40:58.000000+00:00\", \"2023-06-11 16:09:47.000000+00:00\"], \"session_ids\": [\"8bb6abb8-5cbe-4bdb-91f3-13fbb6d11683\", \"405197cb-2fc9-46f0-bd11-19d13a46242c\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 1.4}}, {\"66957\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-11-19 23:32:48.000000+00:00\", \"2020-07-25 20:46:35.000000+00:00\"], \"session_ids\": [\"c46f2255-c8c3-4a1b-90cc-d5795c5e416d\", \"8157dc62-a7db-4e95-a59e-2b046221c210\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}}, {\"80043\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-07 07:24:38.000000+00:00\", \"2022-07-01 05:16:33.000000+00:00\"], \"session_ids\": [\"c66e3bbb-205b-46dd-98d4-7a0c5647b4a1\", \"fd2d3af1-dc96-4c3d-834f-2ce2ae4967bb\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.674}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about 6 users whose city isn't Lima , moreover apply sorting by total time using the app in ascending order." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"84913\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-01-12 13:35:50.000000+00:00\", \"2021-05-06 16:59:09.000000+00:00\", \"2022-01-16 11:45:10.000000+00:00\", \"2022-08-31 02:05:31.000000+00:00\", \"2022-12-28 08:19:34.000000+00:00\", \"2020-08-24 13:06:42.000000+00:00\", \"2019-11-21 18:12:02.000000+00:00\", \"2020-03-20 20:35:46.000000+00:00\", \"2021-10-26 23:21:22.000000+00:00\", \"2020-09-29 10:16:15.000000+00:00\"], \"session_ids\": [\"88f9ebe0-7fa4-4376-a947-0f1039eef0dc\", \"6014f2e1-23a2-407a-9f9f-0daf497afeb9\", \"666383ea-3f40-430d-b8ca-421e0a63194d\", \"c4abe24f-4660-4a8e-ba67-fa3cfc9ee7ee\", \"1aeac1a9-7ffd-43ec-88fa-f25568df09da\", \"13645630-8b26-4615-8d24-25a4198cac43\", \"4f964cdb-7d24-4c9b-81f7-3c6d67d9f4b9\", \"0d4ca6f8-ad03-4dec-917d-e4cb5a65cec9\", \"5f8552bd-ec79-4a46-a586-da8646a56ba3\", \"b58289ca-eb20-42dd-ab17-22e1969133f7\"], \"total_duration\": 32517.0, \"total_sessions\": 10, \"mean_week_duration\": 200.722}, \"1873\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-10-14 07:19:32.000000+00:00\", \"2019-10-22 06:43:28.000000+00:00\"], \"session_ids\": [\"1c330178-4f2a-45ca-a711-0303baa80d6c\", \"ba11a594-4763-47c0-a8b8-68b10a0b37c8\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 0.968}, \"55346\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-02-15 12:28:30.000000+00:00\", \"2021-07-17 10:39:02.000000+00:00\"], \"session_ids\": [\"7b38710b-a1c2-4434-9692-a39ea190cad4\", \"df8ea95a-07dc-4ba0-9ad5-845b6be58783\"], \"total_duration\": 172.0, \"total_sessions\": 2, \"mean_week_duration\": 2.072}, \"63693\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-03 13:02:02.000000+00:00\", \"2022-03-25 17:33:51.000000+00:00\", \"2021-02-01 06:02:08.000000+00:00\", \"2021-07-06 14:40:50.000000+00:00\"], \"session_ids\": [\"eee08252-f0d9-44b5-9af3-eb5f932e71c9\", \"9b12333e-d9aa-4780-86f5-28795f4aad47\", \"4b325cef-51e7-4d93-b4bc-05217d72c8d5\", \"163fd2a8-7f40-4577-b359-0703036c6e2f\"], \"total_duration\": 108.0, \"total_sessions\": 4, \"mean_week_duration\": 1.8}, \"97390\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-29 09:09:26.000000+00:00\", \"2020-05-18 02:54:48.000000+00:00\"], \"session_ids\": [\"e796bdd9-8cbd-4958-9d93-14b589437f9f\", \"735647c8-4e91-4204-8762-f32d04fd6a5a\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 2.934}, \"64072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-07-14 12:59:42.000000+00:00\", \"2021-10-14 20:40:25.000000+00:00\"], \"session_ids\": [\"4e3d6744-46d4-4f3e-8d74-41d024f93369\", \"59d70c55-0f5b-4fda-90e5-bcb9c6efa1ec\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 6.128}, \"18165\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-06-19 19:35:31.000000+00:00\", \"2021-08-21 22:59:37.000000+00:00\", \"2019-05-18 17:20:45.000000+00:00\"], \"session_ids\": [\"83704f95-fc76-49ca-b8f8-ada9493cbccf\", \"b1e781b6-60c3-4b5a-ac62-520c6943ebf5\", \"681b71a6-9f03-4639-8235-9c59709be9ba\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.254}, \"46452\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-02 19:29:15.000000+00:00\", \"2023-05-14 07:24:27.000000+00:00\", \"2023-06-08 19:48:15.000000+00:00\"], \"session_ids\": [\"13782eab-d981-4580-ad6a-98816b698627\", \"25726248-f947-4f96-a1ed-ca5c53042536\", \"3376c15d-e683-46dc-b7b4-72ed0e34f4e3\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 0.86}, \"45590\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-22 02:53:59.000000+00:00\", \"2019-12-28 07:04:34.000000+00:00\"], \"session_ids\": [\"a514eccc-c4d7-4a67-89f6-bb42f77a8f25\", \"58812504-c190-4904-882b-0888654475a4\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 6.63}, \"88728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-05-06 12:46:45.000000+00:00\", \"2021-02-23 01:13:20.000000+00:00\", \"2022-02-14 23:03:33.000000+00:00\"], \"session_ids\": [\"64186ae9-39c9-47df-8d6b-87c8905c3658\", \"da7b8abf-f3db-471f-a59b-fb7d77df4c6a\", \"b42f62bd-b900-484b-824c-ca68df25badb\"], \"total_duration\": 66.0, \"total_sessions\": 3, \"mean_week_duration\": 0.574}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Lima" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Lima\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"84913\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-01-12 13:35:50.000000+00:00\", \"2021-05-06 16:59:09.000000+00:00\", \"2022-01-16 11:45:10.000000+00:00\", \"2022-08-31 02:05:31.000000+00:00\", \"2022-12-28 08:19:34.000000+00:00\", \"2020-08-24 13:06:42.000000+00:00\", \"2019-11-21 18:12:02.000000+00:00\", \"2020-03-20 20:35:46.000000+00:00\", \"2021-10-26 23:21:22.000000+00:00\", \"2020-09-29 10:16:15.000000+00:00\"], \"session_ids\": [\"88f9ebe0-7fa4-4376-a947-0f1039eef0dc\", \"6014f2e1-23a2-407a-9f9f-0daf497afeb9\", \"666383ea-3f40-430d-b8ca-421e0a63194d\", \"c4abe24f-4660-4a8e-ba67-fa3cfc9ee7ee\", \"1aeac1a9-7ffd-43ec-88fa-f25568df09da\", \"13645630-8b26-4615-8d24-25a4198cac43\", \"4f964cdb-7d24-4c9b-81f7-3c6d67d9f4b9\", \"0d4ca6f8-ad03-4dec-917d-e4cb5a65cec9\", \"5f8552bd-ec79-4a46-a586-da8646a56ba3\", \"b58289ca-eb20-42dd-ab17-22e1969133f7\"], \"total_duration\": 32517.0, \"total_sessions\": 10, \"mean_week_duration\": 200.722}, \"1873\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-10-14 07:19:32.000000+00:00\", \"2019-10-22 06:43:28.000000+00:00\"], \"session_ids\": [\"1c330178-4f2a-45ca-a711-0303baa80d6c\", \"ba11a594-4763-47c0-a8b8-68b10a0b37c8\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 0.968}, \"55346\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-02-15 12:28:30.000000+00:00\", \"2021-07-17 10:39:02.000000+00:00\"], \"session_ids\": [\"7b38710b-a1c2-4434-9692-a39ea190cad4\", \"df8ea95a-07dc-4ba0-9ad5-845b6be58783\"], \"total_duration\": 172.0, \"total_sessions\": 2, \"mean_week_duration\": 2.072}, \"63693\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-03 13:02:02.000000+00:00\", \"2022-03-25 17:33:51.000000+00:00\", \"2021-02-01 06:02:08.000000+00:00\", \"2021-07-06 14:40:50.000000+00:00\"], \"session_ids\": [\"eee08252-f0d9-44b5-9af3-eb5f932e71c9\", \"9b12333e-d9aa-4780-86f5-28795f4aad47\", \"4b325cef-51e7-4d93-b4bc-05217d72c8d5\", \"163fd2a8-7f40-4577-b359-0703036c6e2f\"], \"total_duration\": 108.0, \"total_sessions\": 4, \"mean_week_duration\": 1.8}, \"97390\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-29 09:09:26.000000+00:00\", \"2020-05-18 02:54:48.000000+00:00\"], \"session_ids\": [\"e796bdd9-8cbd-4958-9d93-14b589437f9f\", \"735647c8-4e91-4204-8762-f32d04fd6a5a\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 2.934}, \"64072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-07-14 12:59:42.000000+00:00\", \"2021-10-14 20:40:25.000000+00:00\"], \"session_ids\": [\"4e3d6744-46d4-4f3e-8d74-41d024f93369\", \"59d70c55-0f5b-4fda-90e5-bcb9c6efa1ec\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 6.128}, \"18165\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-06-19 19:35:31.000000+00:00\", \"2021-08-21 22:59:37.000000+00:00\", \"2019-05-18 17:20:45.000000+00:00\"], \"session_ids\": [\"83704f95-fc76-49ca-b8f8-ada9493cbccf\", \"b1e781b6-60c3-4b5a-ac62-520c6943ebf5\", \"681b71a6-9f03-4639-8235-9c59709be9ba\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.254}, \"46452\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-02 19:29:15.000000+00:00\", \"2023-05-14 07:24:27.000000+00:00\", \"2023-06-08 19:48:15.000000+00:00\"], \"session_ids\": [\"13782eab-d981-4580-ad6a-98816b698627\", \"25726248-f947-4f96-a1ed-ca5c53042536\", \"3376c15d-e683-46dc-b7b4-72ed0e34f4e3\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 0.86}, \"45590\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-22 02:53:59.000000+00:00\", \"2019-12-28 07:04:34.000000+00:00\"], \"session_ids\": [\"a514eccc-c4d7-4a67-89f6-bb42f77a8f25\", \"58812504-c190-4904-882b-0888654475a4\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 6.63}}\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[{\"18165\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-06-19 19:35:31.000000+00:00\", \"2021-08-21 22:59:37.000000+00:00\", \"2019-05-18 17:20:45.000000+00:00\"], \"session_ids\": [\"83704f95-fc76-49ca-b8f8-ada9493cbccf\", \"b1e781b6-60c3-4b5a-ac62-520c6943ebf5\", \"681b71a6-9f03-4639-8235-9c59709be9ba\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.254}}, {\"63693\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-03 13:02:02.000000+00:00\", \"2022-03-25 17:33:51.000000+00:00\", \"2021-02-01 06:02:08.000000+00:00\", \"2021-07-06 14:40:50.000000+00:00\"], \"session_ids\": [\"eee08252-f0d9-44b5-9af3-eb5f932e71c9\", \"9b12333e-d9aa-4780-86f5-28795f4aad47\", \"4b325cef-51e7-4d93-b4bc-05217d72c8d5\", \"163fd2a8-7f40-4577-b359-0703036c6e2f\"], \"total_duration\": 108.0, \"total_sessions\": 4, \"mean_week_duration\": 1.8}}, {\"46452\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-02 19:29:15.000000+00:00\", \"2023-05-14 07:24:27.000000+00:00\", \"2023-06-08 19:48:15.000000+00:00\"], \"session_ids\": [\"13782eab-d981-4580-ad6a-98816b698627\", \"25726248-f947-4f96-a1ed-ca5c53042536\", \"3376c15d-e683-46dc-b7b4-72ed0e34f4e3\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 0.86}}, {\"1873\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-10-14 07:19:32.000000+00:00\", \"2019-10-22 06:43:28.000000+00:00\"], \"session_ids\": [\"1c330178-4f2a-45ca-a711-0303baa80d6c\", \"ba11a594-4763-47c0-a8b8-68b10a0b37c8\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 0.968}}, {\"55346\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-02-15 12:28:30.000000+00:00\", \"2021-07-17 10:39:02.000000+00:00\"], \"session_ids\": [\"7b38710b-a1c2-4434-9692-a39ea190cad4\", \"df8ea95a-07dc-4ba0-9ad5-845b6be58783\"], \"total_duration\": 172.0, \"total_sessions\": 2, \"mean_week_duration\": 2.072}}, {\"45590\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-22 02:53:59.000000+00:00\", \"2019-12-28 07:04:34.000000+00:00\"], \"session_ids\": [\"a514eccc-c4d7-4a67-89f6-bb42f77a8f25\", \"58812504-c190-4904-882b-0888654475a4\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 6.63}}, {\"64072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-07-14 12:59:42.000000+00:00\", \"2021-10-14 20:40:25.000000+00:00\"], \"session_ids\": [\"4e3d6744-46d4-4f3e-8d74-41d024f93369\", \"59d70c55-0f5b-4fda-90e5-bcb9c6efa1ec\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 6.128}}, {\"97390\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-29 09:09:26.000000+00:00\", \"2020-05-18 02:54:48.000000+00:00\"], \"session_ids\": [\"e796bdd9-8cbd-4958-9d93-14b589437f9f\", \"735647c8-4e91-4204-8762-f32d04fd6a5a\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 2.934}}, {\"84913\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-01-12 13:35:50.000000+00:00\", \"2021-05-06 16:59:09.000000+00:00\", \"2022-01-16 11:45:10.000000+00:00\", \"2022-08-31 02:05:31.000000+00:00\", \"2022-12-28 08:19:34.000000+00:00\", \"2020-08-24 13:06:42.000000+00:00\", \"2019-11-21 18:12:02.000000+00:00\", \"2020-03-20 20:35:46.000000+00:00\", \"2021-10-26 23:21:22.000000+00:00\", \"2020-09-29 10:16:15.000000+00:00\"], \"session_ids\": [\"88f9ebe0-7fa4-4376-a947-0f1039eef0dc\", \"6014f2e1-23a2-407a-9f9f-0daf497afeb9\", \"666383ea-3f40-430d-b8ca-421e0a63194d\", \"c4abe24f-4660-4a8e-ba67-fa3cfc9ee7ee\", \"1aeac1a9-7ffd-43ec-88fa-f25568df09da\", \"13645630-8b26-4615-8d24-25a4198cac43\", \"4f964cdb-7d24-4c9b-81f7-3c6d67d9f4b9\", \"0d4ca6f8-ad03-4dec-917d-e4cb5a65cec9\", \"5f8552bd-ec79-4a46-a586-da8646a56ba3\", \"b58289ca-eb20-42dd-ab17-22e1969133f7\"], \"total_duration\": 32517.0, \"total_sessions\": 10, \"mean_week_duration\": 200.722}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 6 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"18165\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-06-19 19:35:31.000000+00:00\", \"2021-08-21 22:59:37.000000+00:00\", \"2019-05-18 17:20:45.000000+00:00\"], \"session_ids\": [\"83704f95-fc76-49ca-b8f8-ada9493cbccf\", \"b1e781b6-60c3-4b5a-ac62-520c6943ebf5\", \"681b71a6-9f03-4639-8235-9c59709be9ba\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.254}}, {\"63693\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-03 13:02:02.000000+00:00\", \"2022-03-25 17:33:51.000000+00:00\", \"2021-02-01 06:02:08.000000+00:00\", \"2021-07-06 14:40:50.000000+00:00\"], \"session_ids\": [\"eee08252-f0d9-44b5-9af3-eb5f932e71c9\", \"9b12333e-d9aa-4780-86f5-28795f4aad47\", \"4b325cef-51e7-4d93-b4bc-05217d72c8d5\", \"163fd2a8-7f40-4577-b359-0703036c6e2f\"], \"total_duration\": 108.0, \"total_sessions\": 4, \"mean_week_duration\": 1.8}}, {\"46452\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-02 19:29:15.000000+00:00\", \"2023-05-14 07:24:27.000000+00:00\", \"2023-06-08 19:48:15.000000+00:00\"], \"session_ids\": [\"13782eab-d981-4580-ad6a-98816b698627\", \"25726248-f947-4f96-a1ed-ca5c53042536\", \"3376c15d-e683-46dc-b7b4-72ed0e34f4e3\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 0.86}}, {\"1873\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-10-14 07:19:32.000000+00:00\", \"2019-10-22 06:43:28.000000+00:00\"], \"session_ids\": [\"1c330178-4f2a-45ca-a711-0303baa80d6c\", \"ba11a594-4763-47c0-a8b8-68b10a0b37c8\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 0.968}}, {\"55346\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-02-15 12:28:30.000000+00:00\", \"2021-07-17 10:39:02.000000+00:00\"], \"session_ids\": [\"7b38710b-a1c2-4434-9692-a39ea190cad4\", \"df8ea95a-07dc-4ba0-9ad5-845b6be58783\"], \"total_duration\": 172.0, \"total_sessions\": 2, \"mean_week_duration\": 2.072}}, {\"45590\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-22 02:53:59.000000+00:00\", \"2019-12-28 07:04:34.000000+00:00\"], \"session_ids\": [\"a514eccc-c4d7-4a67-89f6-bb42f77a8f25\", \"58812504-c190-4904-882b-0888654475a4\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 6.63}}]\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[{\"18165\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-06-19 19:35:31.000000+00:00\", \"2021-08-21 22:59:37.000000+00:00\", \"2019-05-18 17:20:45.000000+00:00\"], \"session_ids\": [\"83704f95-fc76-49ca-b8f8-ada9493cbccf\", \"b1e781b6-60c3-4b5a-ac62-520c6943ebf5\", \"681b71a6-9f03-4639-8235-9c59709be9ba\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.254}}, {\"63693\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-03 13:02:02.000000+00:00\", \"2022-03-25 17:33:51.000000+00:00\", \"2021-02-01 06:02:08.000000+00:00\", \"2021-07-06 14:40:50.000000+00:00\"], \"session_ids\": [\"eee08252-f0d9-44b5-9af3-eb5f932e71c9\", \"9b12333e-d9aa-4780-86f5-28795f4aad47\", \"4b325cef-51e7-4d93-b4bc-05217d72c8d5\", \"163fd2a8-7f40-4577-b359-0703036c6e2f\"], \"total_duration\": 108.0, \"total_sessions\": 4, \"mean_week_duration\": 1.8}}, {\"46452\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-02 19:29:15.000000+00:00\", \"2023-05-14 07:24:27.000000+00:00\", \"2023-06-08 19:48:15.000000+00:00\"], \"session_ids\": [\"13782eab-d981-4580-ad6a-98816b698627\", \"25726248-f947-4f96-a1ed-ca5c53042536\", \"3376c15d-e683-46dc-b7b4-72ed0e34f4e3\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 0.86}}, {\"1873\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-10-14 07:19:32.000000+00:00\", \"2019-10-22 06:43:28.000000+00:00\"], \"session_ids\": [\"1c330178-4f2a-45ca-a711-0303baa80d6c\", \"ba11a594-4763-47c0-a8b8-68b10a0b37c8\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 0.968}}, {\"55346\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-02-15 12:28:30.000000+00:00\", \"2021-07-17 10:39:02.000000+00:00\"], \"session_ids\": [\"7b38710b-a1c2-4434-9692-a39ea190cad4\", \"df8ea95a-07dc-4ba0-9ad5-845b6be58783\"], \"total_duration\": 172.0, \"total_sessions\": 2, \"mean_week_duration\": 2.072}}, {\"45590\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-22 02:53:59.000000+00:00\", \"2019-12-28 07:04:34.000000+00:00\"], \"session_ids\": [\"a514eccc-c4d7-4a67-89f6-bb42f77a8f25\", \"58812504-c190-4904-882b-0888654475a4\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 6.63}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show users to me whose time spent on the site is strictly greater than 2960 and less than 2499 plus sort by total amount of 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{\"53600\": {\"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, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-07 19:56:24.000000+00:00\", \"2019-10-02 14:10:14.000000+00:00\", \"2020-09-16 09:32:59.000000+00:00\", \"2022-11-16 05:39:57.000000+00:00\", \"2019-02-07 15:50:06.000000+00:00\", \"2022-01-09 01:50:13.000000+00:00\", \"2021-08-28 08:41:52.000000+00:00\", \"2019-07-06 07:32:47.000000+00:00\", \"2022-04-12 13:05:51.000000+00:00\"], \"session_ids\": [\"be6fdd77-be0c-4bb0-9877-d35261000899\", \"79f9ef5e-f7fe-473b-be42-0858731b2d04\", \"a0d97a68-77a7-40e0-902f-3a0457828c91\", \"ea28eb30-bca9-4b9b-8d56-cb80033e360c\", \"dc75b368-61e1-4763-8faa-1af0ffe60bc3\", \"7d6957ee-8e2f-428d-b2cf-8e722e55bf75\", \"1f7297be-6505-49ae-87e6-8daba504bbe1\", \"8d6ba2dc-1156-4320-8fcf-47cf42f8fdb3\", \"4ee54d8e-f35a-49d5-bb74-56626465abd1\"], \"total_duration\": 367.0, \"total_sessions\": 9, \"mean_week_duration\": 1.863}, \"11433\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-09 05:11:04.000000+00:00\", \"2022-03-22 07:18:54.000000+00:00\", \"2022-10-08 05:45:07.000000+00:00\"], \"session_ids\": [\"cc55a7f5-c479-4eda-9aa0-4e0e3d24e0ed\", \"46267b9e-b965-47c7-a737-c01ed5853f83\", \"4239ff1f-8f0b-43ae-824d-121bfc509d80\"], \"total_duration\": 722.0, \"total_sessions\": 3, \"mean_week_duration\": 11.281}, \"94558\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-02 21:19:25.000000+00:00\", \"2019-10-01 17:40:55.000000+00:00\", \"2021-04-03 20:34:03.000000+00:00\"], \"session_ids\": [\"4533a810-4f1b-4962-9d16-0c4e6d9f5f82\", \"d624e087-12e1-4107-8864-750dbb1b9db8\", \"46b2b44f-361e-44cd-9c11-8ec105e25066\"], \"total_duration\": 741.0, \"total_sessions\": 3, \"mean_week_duration\": 6.28}, \"42214\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-17 08:14:59.000000+00:00\", \"2019-01-20 15:57:51.000000+00:00\", \"2021-11-03 23:45:11.000000+00:00\", \"2019-08-28 14:37:12.000000+00:00\", \"2023-06-18 14:51:26.000000+00:00\", \"2020-12-31 22:49:26.000000+00:00\", \"2019-01-09 07:23:49.000000+00:00\"], \"session_ids\": [\"41c9fc82-35b2-4d34-9e31-02f0f62e9288\", \"6840eca1-da71-4d5b-907f-50f10f4a6526\", \"9a22a2c6-fe2c-47fc-9d2c-410d73316f76\", \"87eba6e2-c9f3-4e9a-a9fb-9201937c0d4b\", \"cb37892e-ed93-4441-88e5-21025741e599\", \"2944696d-8727-4889-9a0e-65333cc104e7\", \"96e0a314-e17b-4845-8252-d70a9272fdf7\"], \"total_duration\": 8692.0, \"total_sessions\": 7, \"mean_week_duration\": 37.466}, \"47736\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-03 06:33:40.000000+00:00\", \"2019-02-19 05:39:19.000000+00:00\", \"2021-06-30 03:28:05.000000+00:00\"], \"session_ids\": [\"12d7362a-d212-478f-a6d4-ff70f9e90fd6\", \"1e324cb3-eed5-43af-9aa4-d6ba73e3d97b\", \"c875ed06-5294-411f-be33-16808f427aa1\"], \"total_duration\": 793.0, \"total_sessions\": 3, \"mean_week_duration\": 5.585}, \"86393\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-08-25 01:15:28.000000+00:00\", \"2020-02-14 15:40:43.000000+00:00\"], \"session_ids\": [\"76141861-94ee-4a29-8120-228f865aae89\", \"a90f8c9b-eb65-4157-933b-256c5799a7b2\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 16.071}, \"74564\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-03 12:48:31.000000+00:00\", \"2019-01-09 16:36:07.000000+00:00\", \"2021-07-17 18:34:10.000000+00:00\"], \"session_ids\": [\"bdb9fcaf-4a4a-4970-886d-0d2884adcfea\", \"d8985a15-a858-49d1-bbb9-d9b9c4b88e20\", \"b3c07b9f-0429-4dad-9c27-d3b4d906994d\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 0.439}, \"33616\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-06 21:47:21.000000+00:00\", \"2021-04-26 08:43:01.000000+00:00\"], \"session_ids\": [\"01797007-afaf-4849-9301-0bff967794ef\", \"d210d93e-72c1-48d2-b2d6-27c9db7d91bb\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 6.733}, \"54191\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-11-04 08:17:34.000000+00:00\", \"2020-08-03 15:20:16.000000+00:00\", \"2020-01-20 11:20:26.000000+00:00\", \"2022-09-23 01:18:34.000000+00:00\", \"2021-02-10 13:06:49.000000+00:00\", \"2020-01-05 10:32:43.000000+00:00\", \"2021-05-31 04:17:03.000000+00:00\", \"2019-12-09 08:36:49.000000+00:00\"], \"session_ids\": [\"8b1d44f7-c87d-4306-980c-77531a1a4cc2\", \"8a09b08c-81b8-485b-8692-2c5b0dca516f\", \"7c3051c5-69fc-4c4c-99a5-a721787eccbb\", \"a07d6a12-35ed-4a9b-8508-ed0a6657924f\", \"e21fdc3d-076f-4e5b-90b2-7ecc5345b3c8\", \"304940cb-2d05-4e2f-b64e-1b21eb1ed83a\", \"da2198f5-c502-448e-8b52-ce3eebcf49ea\", \"7f87aece-f590-45cc-848d-55bc7cc4887c\"], \"total_duration\": 5870.0, \"total_sessions\": 8, \"mean_week_duration\": 38.618}, \"52528\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-10-09 06:34:00.000000+00:00\", \"2022-07-13 03:46:41.000000+00:00\", \"2019-04-29 15:26:07.000000+00:00\"], \"session_ids\": [\"e1b9c49a-2e01-404e-adc6-fbdfd42ddac7\", \"8f5958e0-90e6-4ae8-a87b-3a159a960a12\", \"3ce7640e-9ded-4c65-8ae9-8b1029cba812\"], \"total_duration\": 122.0, \"total_sessions\": 3, \"mean_week_duration\": 0.726}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or less than 2499 and are greater than 2960" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[2499, 2960]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"53600\": {\"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, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-07 19:56:24.000000+00:00\", \"2019-10-02 14:10:14.000000+00:00\", \"2020-09-16 09:32:59.000000+00:00\", \"2022-11-16 05:39:57.000000+00:00\", \"2019-02-07 15:50:06.000000+00:00\", \"2022-01-09 01:50:13.000000+00:00\", \"2021-08-28 08:41:52.000000+00:00\", \"2019-07-06 07:32:47.000000+00:00\", \"2022-04-12 13:05:51.000000+00:00\"], \"session_ids\": [\"be6fdd77-be0c-4bb0-9877-d35261000899\", \"79f9ef5e-f7fe-473b-be42-0858731b2d04\", \"a0d97a68-77a7-40e0-902f-3a0457828c91\", \"ea28eb30-bca9-4b9b-8d56-cb80033e360c\", \"dc75b368-61e1-4763-8faa-1af0ffe60bc3\", \"7d6957ee-8e2f-428d-b2cf-8e722e55bf75\", \"1f7297be-6505-49ae-87e6-8daba504bbe1\", \"8d6ba2dc-1156-4320-8fcf-47cf42f8fdb3\", \"4ee54d8e-f35a-49d5-bb74-56626465abd1\"], \"total_duration\": 367.0, \"total_sessions\": 9, \"mean_week_duration\": 1.863}, \"11433\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-09 05:11:04.000000+00:00\", \"2022-03-22 07:18:54.000000+00:00\", \"2022-10-08 05:45:07.000000+00:00\"], \"session_ids\": [\"cc55a7f5-c479-4eda-9aa0-4e0e3d24e0ed\", \"46267b9e-b965-47c7-a737-c01ed5853f83\", \"4239ff1f-8f0b-43ae-824d-121bfc509d80\"], \"total_duration\": 722.0, \"total_sessions\": 3, \"mean_week_duration\": 11.281}, \"94558\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-02 21:19:25.000000+00:00\", \"2019-10-01 17:40:55.000000+00:00\", \"2021-04-03 20:34:03.000000+00:00\"], \"session_ids\": [\"4533a810-4f1b-4962-9d16-0c4e6d9f5f82\", \"d624e087-12e1-4107-8864-750dbb1b9db8\", \"46b2b44f-361e-44cd-9c11-8ec105e25066\"], \"total_duration\": 741.0, \"total_sessions\": 3, \"mean_week_duration\": 6.28}, \"47736\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-03 06:33:40.000000+00:00\", \"2019-02-19 05:39:19.000000+00:00\", \"2021-06-30 03:28:05.000000+00:00\"], \"session_ids\": [\"12d7362a-d212-478f-a6d4-ff70f9e90fd6\", \"1e324cb3-eed5-43af-9aa4-d6ba73e3d97b\", \"c875ed06-5294-411f-be33-16808f427aa1\"], \"total_duration\": 793.0, \"total_sessions\": 3, \"mean_week_duration\": 5.585}, \"86393\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-08-25 01:15:28.000000+00:00\", \"2020-02-14 15:40:43.000000+00:00\"], \"session_ids\": [\"76141861-94ee-4a29-8120-228f865aae89\", \"a90f8c9b-eb65-4157-933b-256c5799a7b2\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 16.071}, \"74564\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-03 12:48:31.000000+00:00\", \"2019-01-09 16:36:07.000000+00:00\", \"2021-07-17 18:34:10.000000+00:00\"], \"session_ids\": [\"bdb9fcaf-4a4a-4970-886d-0d2884adcfea\", \"d8985a15-a858-49d1-bbb9-d9b9c4b88e20\", \"b3c07b9f-0429-4dad-9c27-d3b4d906994d\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 0.439}, \"33616\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-06 21:47:21.000000+00:00\", \"2021-04-26 08:43:01.000000+00:00\"], \"session_ids\": [\"01797007-afaf-4849-9301-0bff967794ef\", \"d210d93e-72c1-48d2-b2d6-27c9db7d91bb\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 6.733}, \"52528\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-10-09 06:34:00.000000+00:00\", \"2022-07-13 03:46:41.000000+00:00\", \"2019-04-29 15:26:07.000000+00:00\"], \"session_ids\": [\"e1b9c49a-2e01-404e-adc6-fbdfd42ddac7\", \"8f5958e0-90e6-4ae8-a87b-3a159a960a12\", \"3ce7640e-9ded-4c65-8ae9-8b1029cba812\"], \"total_duration\": 122.0, \"total_sessions\": 3, \"mean_week_duration\": 0.726}, \"42214\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-17 08:14:59.000000+00:00\", \"2019-01-20 15:57:51.000000+00:00\", \"2021-11-03 23:45:11.000000+00:00\", \"2019-08-28 14:37:12.000000+00:00\", \"2023-06-18 14:51:26.000000+00:00\", \"2020-12-31 22:49:26.000000+00:00\", \"2019-01-09 07:23:49.000000+00:00\"], \"session_ids\": [\"41c9fc82-35b2-4d34-9e31-02f0f62e9288\", \"6840eca1-da71-4d5b-907f-50f10f4a6526\", \"9a22a2c6-fe2c-47fc-9d2c-410d73316f76\", \"87eba6e2-c9f3-4e9a-a9fb-9201937c0d4b\", \"cb37892e-ed93-4441-88e5-21025741e599\", \"2944696d-8727-4889-9a0e-65333cc104e7\", \"96e0a314-e17b-4845-8252-d70a9272fdf7\"], \"total_duration\": 8692.0, \"total_sessions\": 7, \"mean_week_duration\": 37.466}, \"54191\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-11-04 08:17:34.000000+00:00\", \"2020-08-03 15:20:16.000000+00:00\", \"2020-01-20 11:20:26.000000+00:00\", \"2022-09-23 01:18:34.000000+00:00\", \"2021-02-10 13:06:49.000000+00:00\", \"2020-01-05 10:32:43.000000+00:00\", \"2021-05-31 04:17:03.000000+00:00\", \"2019-12-09 08:36:49.000000+00:00\"], \"session_ids\": [\"8b1d44f7-c87d-4306-980c-77531a1a4cc2\", \"8a09b08c-81b8-485b-8692-2c5b0dca516f\", \"7c3051c5-69fc-4c4c-99a5-a721787eccbb\", \"a07d6a12-35ed-4a9b-8508-ed0a6657924f\", \"e21fdc3d-076f-4e5b-90b2-7ecc5345b3c8\", \"304940cb-2d05-4e2f-b64e-1b21eb1ed83a\", \"da2198f5-c502-448e-8b52-ce3eebcf49ea\", \"7f87aece-f590-45cc-848d-55bc7cc4887c\"], \"total_duration\": 5870.0, \"total_sessions\": 8, \"mean_week_duration\": 38.618}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"42214\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-17 08:14:59.000000+00:00\", \"2019-01-20 15:57:51.000000+00:00\", \"2021-11-03 23:45:11.000000+00:00\", \"2019-08-28 14:37:12.000000+00:00\", \"2023-06-18 14:51:26.000000+00:00\", \"2020-12-31 22:49:26.000000+00:00\", \"2019-01-09 07:23:49.000000+00:00\"], \"session_ids\": [\"41c9fc82-35b2-4d34-9e31-02f0f62e9288\", \"6840eca1-da71-4d5b-907f-50f10f4a6526\", \"9a22a2c6-fe2c-47fc-9d2c-410d73316f76\", \"87eba6e2-c9f3-4e9a-a9fb-9201937c0d4b\", \"cb37892e-ed93-4441-88e5-21025741e599\", \"2944696d-8727-4889-9a0e-65333cc104e7\", \"96e0a314-e17b-4845-8252-d70a9272fdf7\"], \"total_duration\": 8692.0, \"total_sessions\": 7, \"mean_week_duration\": 37.466}}, {\"54191\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-11-04 08:17:34.000000+00:00\", \"2020-08-03 15:20:16.000000+00:00\", \"2020-01-20 11:20:26.000000+00:00\", \"2022-09-23 01:18:34.000000+00:00\", \"2021-02-10 13:06:49.000000+00:00\", \"2020-01-05 10:32:43.000000+00:00\", \"2021-05-31 04:17:03.000000+00:00\", \"2019-12-09 08:36:49.000000+00:00\"], \"session_ids\": [\"8b1d44f7-c87d-4306-980c-77531a1a4cc2\", \"8a09b08c-81b8-485b-8692-2c5b0dca516f\", \"7c3051c5-69fc-4c4c-99a5-a721787eccbb\", \"a07d6a12-35ed-4a9b-8508-ed0a6657924f\", \"e21fdc3d-076f-4e5b-90b2-7ecc5345b3c8\", \"304940cb-2d05-4e2f-b64e-1b21eb1ed83a\", \"da2198f5-c502-448e-8b52-ce3eebcf49ea\", \"7f87aece-f590-45cc-848d-55bc7cc4887c\"], \"total_duration\": 5870.0, \"total_sessions\": 8, \"mean_week_duration\": 38.618}}, {\"47736\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-03 06:33:40.000000+00:00\", \"2019-02-19 05:39:19.000000+00:00\", \"2021-06-30 03:28:05.000000+00:00\"], \"session_ids\": [\"12d7362a-d212-478f-a6d4-ff70f9e90fd6\", \"1e324cb3-eed5-43af-9aa4-d6ba73e3d97b\", \"c875ed06-5294-411f-be33-16808f427aa1\"], \"total_duration\": 793.0, \"total_sessions\": 3, \"mean_week_duration\": 5.585}}, {\"94558\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-02 21:19:25.000000+00:00\", \"2019-10-01 17:40:55.000000+00:00\", \"2021-04-03 20:34:03.000000+00:00\"], \"session_ids\": [\"4533a810-4f1b-4962-9d16-0c4e6d9f5f82\", \"d624e087-12e1-4107-8864-750dbb1b9db8\", \"46b2b44f-361e-44cd-9c11-8ec105e25066\"], \"total_duration\": 741.0, \"total_sessions\": 3, \"mean_week_duration\": 6.28}}, {\"11433\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-09 05:11:04.000000+00:00\", \"2022-03-22 07:18:54.000000+00:00\", \"2022-10-08 05:45:07.000000+00:00\"], \"session_ids\": [\"cc55a7f5-c479-4eda-9aa0-4e0e3d24e0ed\", \"46267b9e-b965-47c7-a737-c01ed5853f83\", \"4239ff1f-8f0b-43ae-824d-121bfc509d80\"], \"total_duration\": 722.0, \"total_sessions\": 3, \"mean_week_duration\": 11.281}}, {\"86393\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-08-25 01:15:28.000000+00:00\", \"2020-02-14 15:40:43.000000+00:00\"], \"session_ids\": [\"76141861-94ee-4a29-8120-228f865aae89\", \"a90f8c9b-eb65-4157-933b-256c5799a7b2\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 16.071}}, {\"53600\": {\"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, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-07 19:56:24.000000+00:00\", \"2019-10-02 14:10:14.000000+00:00\", \"2020-09-16 09:32:59.000000+00:00\", \"2022-11-16 05:39:57.000000+00:00\", \"2019-02-07 15:50:06.000000+00:00\", \"2022-01-09 01:50:13.000000+00:00\", \"2021-08-28 08:41:52.000000+00:00\", \"2019-07-06 07:32:47.000000+00:00\", \"2022-04-12 13:05:51.000000+00:00\"], \"session_ids\": [\"be6fdd77-be0c-4bb0-9877-d35261000899\", \"79f9ef5e-f7fe-473b-be42-0858731b2d04\", \"a0d97a68-77a7-40e0-902f-3a0457828c91\", \"ea28eb30-bca9-4b9b-8d56-cb80033e360c\", \"dc75b368-61e1-4763-8faa-1af0ffe60bc3\", \"7d6957ee-8e2f-428d-b2cf-8e722e55bf75\", \"1f7297be-6505-49ae-87e6-8daba504bbe1\", \"8d6ba2dc-1156-4320-8fcf-47cf42f8fdb3\", \"4ee54d8e-f35a-49d5-bb74-56626465abd1\"], \"total_duration\": 367.0, \"total_sessions\": 9, \"mean_week_duration\": 1.863}}, {\"52528\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-10-09 06:34:00.000000+00:00\", \"2022-07-13 03:46:41.000000+00:00\", \"2019-04-29 15:26:07.000000+00:00\"], \"session_ids\": [\"e1b9c49a-2e01-404e-adc6-fbdfd42ddac7\", \"8f5958e0-90e6-4ae8-a87b-3a159a960a12\", \"3ce7640e-9ded-4c65-8ae9-8b1029cba812\"], \"total_duration\": 122.0, \"total_sessions\": 3, \"mean_week_duration\": 0.726}}, {\"33616\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-06 21:47:21.000000+00:00\", \"2021-04-26 08:43:01.000000+00:00\"], \"session_ids\": [\"01797007-afaf-4849-9301-0bff967794ef\", \"d210d93e-72c1-48d2-b2d6-27c9db7d91bb\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 6.733}}, {\"74564\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-03 12:48:31.000000+00:00\", \"2019-01-09 16:36:07.000000+00:00\", \"2021-07-17 18:34:10.000000+00:00\"], \"session_ids\": [\"bdb9fcaf-4a4a-4970-886d-0d2884adcfea\", \"d8985a15-a858-49d1-bbb9-d9b9c4b88e20\", \"b3c07b9f-0429-4dad-9c27-d3b4d906994d\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 0.439}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"42214\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-09-17 08:14:59.000000+00:00\", \"2019-01-20 15:57:51.000000+00:00\", \"2021-11-03 23:45:11.000000+00:00\", \"2019-08-28 14:37:12.000000+00:00\", \"2023-06-18 14:51:26.000000+00:00\", \"2020-12-31 22:49:26.000000+00:00\", \"2019-01-09 07:23:49.000000+00:00\"], \"session_ids\": [\"41c9fc82-35b2-4d34-9e31-02f0f62e9288\", \"6840eca1-da71-4d5b-907f-50f10f4a6526\", \"9a22a2c6-fe2c-47fc-9d2c-410d73316f76\", \"87eba6e2-c9f3-4e9a-a9fb-9201937c0d4b\", \"cb37892e-ed93-4441-88e5-21025741e599\", \"2944696d-8727-4889-9a0e-65333cc104e7\", \"96e0a314-e17b-4845-8252-d70a9272fdf7\"], \"total_duration\": 8692.0, \"total_sessions\": 7, \"mean_week_duration\": 37.466}}, {\"54191\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-11-04 08:17:34.000000+00:00\", \"2020-08-03 15:20:16.000000+00:00\", \"2020-01-20 11:20:26.000000+00:00\", \"2022-09-23 01:18:34.000000+00:00\", \"2021-02-10 13:06:49.000000+00:00\", \"2020-01-05 10:32:43.000000+00:00\", \"2021-05-31 04:17:03.000000+00:00\", \"2019-12-09 08:36:49.000000+00:00\"], \"session_ids\": [\"8b1d44f7-c87d-4306-980c-77531a1a4cc2\", \"8a09b08c-81b8-485b-8692-2c5b0dca516f\", \"7c3051c5-69fc-4c4c-99a5-a721787eccbb\", \"a07d6a12-35ed-4a9b-8508-ed0a6657924f\", \"e21fdc3d-076f-4e5b-90b2-7ecc5345b3c8\", \"304940cb-2d05-4e2f-b64e-1b21eb1ed83a\", \"da2198f5-c502-448e-8b52-ce3eebcf49ea\", \"7f87aece-f590-45cc-848d-55bc7cc4887c\"], \"total_duration\": 5870.0, \"total_sessions\": 8, \"mean_week_duration\": 38.618}}, {\"47736\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-03 06:33:40.000000+00:00\", \"2019-02-19 05:39:19.000000+00:00\", \"2021-06-30 03:28:05.000000+00:00\"], \"session_ids\": [\"12d7362a-d212-478f-a6d4-ff70f9e90fd6\", \"1e324cb3-eed5-43af-9aa4-d6ba73e3d97b\", \"c875ed06-5294-411f-be33-16808f427aa1\"], \"total_duration\": 793.0, \"total_sessions\": 3, \"mean_week_duration\": 5.585}}, {\"94558\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-02 21:19:25.000000+00:00\", \"2019-10-01 17:40:55.000000+00:00\", \"2021-04-03 20:34:03.000000+00:00\"], \"session_ids\": [\"4533a810-4f1b-4962-9d16-0c4e6d9f5f82\", \"d624e087-12e1-4107-8864-750dbb1b9db8\", \"46b2b44f-361e-44cd-9c11-8ec105e25066\"], \"total_duration\": 741.0, \"total_sessions\": 3, \"mean_week_duration\": 6.28}}, {\"11433\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-09 05:11:04.000000+00:00\", \"2022-03-22 07:18:54.000000+00:00\", \"2022-10-08 05:45:07.000000+00:00\"], \"session_ids\": [\"cc55a7f5-c479-4eda-9aa0-4e0e3d24e0ed\", \"46267b9e-b965-47c7-a737-c01ed5853f83\", \"4239ff1f-8f0b-43ae-824d-121bfc509d80\"], \"total_duration\": 722.0, \"total_sessions\": 3, \"mean_week_duration\": 11.281}}, {\"86393\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-08-25 01:15:28.000000+00:00\", \"2020-02-14 15:40:43.000000+00:00\"], \"session_ids\": [\"76141861-94ee-4a29-8120-228f865aae89\", \"a90f8c9b-eb65-4157-933b-256c5799a7b2\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 16.071}}, {\"53600\": {\"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, \"Change Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-07 19:56:24.000000+00:00\", \"2019-10-02 14:10:14.000000+00:00\", \"2020-09-16 09:32:59.000000+00:00\", \"2022-11-16 05:39:57.000000+00:00\", \"2019-02-07 15:50:06.000000+00:00\", \"2022-01-09 01:50:13.000000+00:00\", \"2021-08-28 08:41:52.000000+00:00\", \"2019-07-06 07:32:47.000000+00:00\", \"2022-04-12 13:05:51.000000+00:00\"], \"session_ids\": [\"be6fdd77-be0c-4bb0-9877-d35261000899\", \"79f9ef5e-f7fe-473b-be42-0858731b2d04\", \"a0d97a68-77a7-40e0-902f-3a0457828c91\", \"ea28eb30-bca9-4b9b-8d56-cb80033e360c\", \"dc75b368-61e1-4763-8faa-1af0ffe60bc3\", \"7d6957ee-8e2f-428d-b2cf-8e722e55bf75\", \"1f7297be-6505-49ae-87e6-8daba504bbe1\", \"8d6ba2dc-1156-4320-8fcf-47cf42f8fdb3\", \"4ee54d8e-f35a-49d5-bb74-56626465abd1\"], \"total_duration\": 367.0, \"total_sessions\": 9, \"mean_week_duration\": 1.863}}, {\"52528\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-10-09 06:34:00.000000+00:00\", \"2022-07-13 03:46:41.000000+00:00\", \"2019-04-29 15:26:07.000000+00:00\"], \"session_ids\": [\"e1b9c49a-2e01-404e-adc6-fbdfd42ddac7\", \"8f5958e0-90e6-4ae8-a87b-3a159a960a12\", \"3ce7640e-9ded-4c65-8ae9-8b1029cba812\"], \"total_duration\": 122.0, \"total_sessions\": 3, \"mean_week_duration\": 0.726}}, {\"33616\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-06 21:47:21.000000+00:00\", \"2021-04-26 08:43:01.000000+00:00\"], \"session_ids\": [\"01797007-afaf-4849-9301-0bff967794ef\", \"d210d93e-72c1-48d2-b2d6-27c9db7d91bb\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 6.733}}, {\"74564\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-03 12:48:31.000000+00:00\", \"2019-01-09 16:36:07.000000+00:00\", \"2021-07-17 18:34:10.000000+00:00\"], \"session_ids\": [\"bdb9fcaf-4a4a-4970-886d-0d2884adcfea\", \"d8985a15-a858-49d1-bbb9-d9b9c4b88e20\", \"b3c07b9f-0429-4dad-9c27-d3b4d906994d\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 0.439}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about 4 users who aren't living in cities Stockholm, Dubai, Paris, Tokyo as well as carry out sorting by app usage time asc." } ]