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": "I need to get information about 7 users who aren't currently living in city New Delhi and in addition apply sorting by time spent on the site in asc." } ]
[ { "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{\"10561\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-08 13:26:00.000000+00:00\", \"2019-11-29 11:33:43.000000+00:00\"], \"session_ids\": [\"d4e19172-c9fa-4005-b2d8-c5a7e5a4b869\", \"e95e1095-677d-4a18-9ae6-399870c749b7\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 12.091}, \"17117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-20 17:24:19.000000+00:00\", \"2020-04-14 16:00:08.000000+00:00\"], \"session_ids\": [\"01961326-47fa-4f9e-bf12-b0e665a296eb\", \"e469234f-5041-4749-94b9-9faf3f09178f\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 1.343}, \"23049\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-02-09 09:56:57.000000+00:00\", \"2020-07-21 00:35:59.000000+00:00\"], \"session_ids\": [\"56b22a31-f219-4be6-a3a0-4191b2b1e7f9\", \"410ad770-b641-4aa9-b9e1-2cf5aaf01876\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 1.931}, \"34310\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-24 09:50:18.000000+00:00\", \"2020-07-02 09:11:40.000000+00:00\"], \"session_ids\": [\"1be2ad62-f5cb-417f-8144-0aad0945ea01\", \"afb5ffae-78dc-4a16-bfde-c169cb9e42d6\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.698}, \"71708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-20 10:44:25.000000+00:00\", \"2022-10-01 07:17:29.000000+00:00\"], \"session_ids\": [\"988b9d37-3ef1-4e76-b20d-579bc5bb727c\", \"f3f255ed-40af-41cb-a951-902d29a9e4a7\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 13.76}, \"57215\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-03-15 12:17:03.000000+00:00\", \"2019-10-29 03:03:32.000000+00:00\", \"2020-10-16 06:57:35.000000+00:00\"], \"session_ids\": [\"2fc8b953-d9da-45f4-84c4-a51f861ae29e\", \"41fad8e8-a59f-491b-ae8b-336780b45ce4\", \"579f25e8-7fa6-48f1-a3f3-5f66872ece0b\"], \"total_duration\": 1036.0, \"total_sessions\": 3, \"mean_week_duration\": 14.389}, \"48297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-10-11 17:23:44.000000+00:00\", \"2019-10-18 12:32:04.000000+00:00\", \"2023-06-28 11:47:50.000000+00:00\", \"2023-05-14 08:57:02.000000+00:00\"], \"session_ids\": [\"d00fca24-0d0a-4514-aeae-e0eee0cba94a\", \"d9d4a3ae-96ec-4e1d-989f-d709da7389fa\", \"71776a79-0afc-4dfb-addb-3b40dc970ee8\", \"2290bbfc-82ab-485e-bf78-8504bfdbb414\"], \"total_duration\": 417.0, \"total_sessions\": 4, \"mean_week_duration\": 2.149}, \"51963\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-08-02 21:35:23.000000+00:00\", \"2019-02-17 17:54:17.000000+00:00\"], \"session_ids\": [\"d626994b-3181-4ffc-908e-f9282afe36c9\", \"d24eceb3-8032-4b60-a43b-edab80688e5b\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.124}, \"56910\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-05-05 22:36:05.000000+00:00\", \"2020-07-26 02:32:04.000000+00:00\"], \"session_ids\": [\"b25f9785-fac2-47bf-80d6-bc3d995d26b3\", \"e4820d9a-df3e-4ed6-ac45-2710f68d2113\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 4.583}, \"83938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-05 09:54:59.000000+00:00\", \"2019-10-06 12:27:13.000000+00:00\", \"2021-11-14 13:04:21.000000+00:00\"], \"session_ids\": [\"e36668a4-f19f-4a00-a999-268dd13b60dd\", \"22ecd776-72dc-4051-85f5-3a674f420fda\", \"d2fb3264-5e75-446f-9800-c20d4e7866fc\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 0.694}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's 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{\"10561\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-08 13:26:00.000000+00:00\", \"2019-11-29 11:33:43.000000+00:00\"], \"session_ids\": [\"d4e19172-c9fa-4005-b2d8-c5a7e5a4b869\", \"e95e1095-677d-4a18-9ae6-399870c749b7\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 12.091}, \"17117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-20 17:24:19.000000+00:00\", \"2020-04-14 16:00:08.000000+00:00\"], \"session_ids\": [\"01961326-47fa-4f9e-bf12-b0e665a296eb\", \"e469234f-5041-4749-94b9-9faf3f09178f\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 1.343}, \"23049\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-02-09 09:56:57.000000+00:00\", \"2020-07-21 00:35:59.000000+00:00\"], \"session_ids\": [\"56b22a31-f219-4be6-a3a0-4191b2b1e7f9\", \"410ad770-b641-4aa9-b9e1-2cf5aaf01876\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 1.931}, \"34310\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-24 09:50:18.000000+00:00\", \"2020-07-02 09:11:40.000000+00:00\"], \"session_ids\": [\"1be2ad62-f5cb-417f-8144-0aad0945ea01\", \"afb5ffae-78dc-4a16-bfde-c169cb9e42d6\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.698}, \"71708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-20 10:44:25.000000+00:00\", \"2022-10-01 07:17:29.000000+00:00\"], \"session_ids\": [\"988b9d37-3ef1-4e76-b20d-579bc5bb727c\", \"f3f255ed-40af-41cb-a951-902d29a9e4a7\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 13.76}, \"57215\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-03-15 12:17:03.000000+00:00\", \"2019-10-29 03:03:32.000000+00:00\", \"2020-10-16 06:57:35.000000+00:00\"], \"session_ids\": [\"2fc8b953-d9da-45f4-84c4-a51f861ae29e\", \"41fad8e8-a59f-491b-ae8b-336780b45ce4\", \"579f25e8-7fa6-48f1-a3f3-5f66872ece0b\"], \"total_duration\": 1036.0, \"total_sessions\": 3, \"mean_week_duration\": 14.389}, \"48297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-10-11 17:23:44.000000+00:00\", \"2019-10-18 12:32:04.000000+00:00\", \"2023-06-28 11:47:50.000000+00:00\", \"2023-05-14 08:57:02.000000+00:00\"], \"session_ids\": [\"d00fca24-0d0a-4514-aeae-e0eee0cba94a\", \"d9d4a3ae-96ec-4e1d-989f-d709da7389fa\", \"71776a79-0afc-4dfb-addb-3b40dc970ee8\", \"2290bbfc-82ab-485e-bf78-8504bfdbb414\"], \"total_duration\": 417.0, \"total_sessions\": 4, \"mean_week_duration\": 2.149}, \"51963\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-08-02 21:35:23.000000+00:00\", \"2019-02-17 17:54:17.000000+00:00\"], \"session_ids\": [\"d626994b-3181-4ffc-908e-f9282afe36c9\", \"d24eceb3-8032-4b60-a43b-edab80688e5b\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.124}, \"56910\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-05-05 22:36:05.000000+00:00\", \"2020-07-26 02:32:04.000000+00:00\"], \"session_ids\": [\"b25f9785-fac2-47bf-80d6-bc3d995d26b3\", \"e4820d9a-df3e-4ed6-ac45-2710f68d2113\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 4.583}, \"83938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-05 09:54:59.000000+00:00\", \"2019-10-06 12:27:13.000000+00:00\", \"2021-11-14 13:04:21.000000+00:00\"], \"session_ids\": [\"e36668a4-f19f-4a00-a999-268dd13b60dd\", \"22ecd776-72dc-4051-85f5-3a674f420fda\", \"d2fb3264-5e75-446f-9800-c20d4e7866fc\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 0.694}}\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[{\"34310\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-24 09:50:18.000000+00:00\", \"2020-07-02 09:11:40.000000+00:00\"], \"session_ids\": [\"1be2ad62-f5cb-417f-8144-0aad0945ea01\", \"afb5ffae-78dc-4a16-bfde-c169cb9e42d6\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.698}}, {\"56910\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-05-05 22:36:05.000000+00:00\", \"2020-07-26 02:32:04.000000+00:00\"], \"session_ids\": [\"b25f9785-fac2-47bf-80d6-bc3d995d26b3\", \"e4820d9a-df3e-4ed6-ac45-2710f68d2113\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 4.583}}, {\"23049\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-02-09 09:56:57.000000+00:00\", \"2020-07-21 00:35:59.000000+00:00\"], \"session_ids\": [\"56b22a31-f219-4be6-a3a0-4191b2b1e7f9\", \"410ad770-b641-4aa9-b9e1-2cf5aaf01876\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 1.931}}, {\"83938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-05 09:54:59.000000+00:00\", \"2019-10-06 12:27:13.000000+00:00\", \"2021-11-14 13:04:21.000000+00:00\"], \"session_ids\": [\"e36668a4-f19f-4a00-a999-268dd13b60dd\", \"22ecd776-72dc-4051-85f5-3a674f420fda\", \"d2fb3264-5e75-446f-9800-c20d4e7866fc\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 0.694}}, {\"10561\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-08 13:26:00.000000+00:00\", \"2019-11-29 11:33:43.000000+00:00\"], \"session_ids\": [\"d4e19172-c9fa-4005-b2d8-c5a7e5a4b869\", \"e95e1095-677d-4a18-9ae6-399870c749b7\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 12.091}}, {\"51963\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-08-02 21:35:23.000000+00:00\", \"2019-02-17 17:54:17.000000+00:00\"], \"session_ids\": [\"d626994b-3181-4ffc-908e-f9282afe36c9\", \"d24eceb3-8032-4b60-a43b-edab80688e5b\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.124}}, {\"17117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-20 17:24:19.000000+00:00\", \"2020-04-14 16:00:08.000000+00:00\"], \"session_ids\": [\"01961326-47fa-4f9e-bf12-b0e665a296eb\", \"e469234f-5041-4749-94b9-9faf3f09178f\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 1.343}}, {\"71708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-20 10:44:25.000000+00:00\", \"2022-10-01 07:17:29.000000+00:00\"], \"session_ids\": [\"988b9d37-3ef1-4e76-b20d-579bc5bb727c\", \"f3f255ed-40af-41cb-a951-902d29a9e4a7\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 13.76}}, {\"48297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-10-11 17:23:44.000000+00:00\", \"2019-10-18 12:32:04.000000+00:00\", \"2023-06-28 11:47:50.000000+00:00\", \"2023-05-14 08:57:02.000000+00:00\"], \"session_ids\": [\"d00fca24-0d0a-4514-aeae-e0eee0cba94a\", \"d9d4a3ae-96ec-4e1d-989f-d709da7389fa\", \"71776a79-0afc-4dfb-addb-3b40dc970ee8\", \"2290bbfc-82ab-485e-bf78-8504bfdbb414\"], \"total_duration\": 417.0, \"total_sessions\": 4, \"mean_week_duration\": 2.149}}, {\"57215\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-03-15 12:17:03.000000+00:00\", \"2019-10-29 03:03:32.000000+00:00\", \"2020-10-16 06:57:35.000000+00:00\"], \"session_ids\": [\"2fc8b953-d9da-45f4-84c4-a51f861ae29e\", \"41fad8e8-a59f-491b-ae8b-336780b45ce4\", \"579f25e8-7fa6-48f1-a3f3-5f66872ece0b\"], \"total_duration\": 1036.0, \"total_sessions\": 3, \"mean_week_duration\": 14.389}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 7 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"34310\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-24 09:50:18.000000+00:00\", \"2020-07-02 09:11:40.000000+00:00\"], \"session_ids\": [\"1be2ad62-f5cb-417f-8144-0aad0945ea01\", \"afb5ffae-78dc-4a16-bfde-c169cb9e42d6\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.698}}, {\"56910\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-05-05 22:36:05.000000+00:00\", \"2020-07-26 02:32:04.000000+00:00\"], \"session_ids\": [\"b25f9785-fac2-47bf-80d6-bc3d995d26b3\", \"e4820d9a-df3e-4ed6-ac45-2710f68d2113\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 4.583}}, {\"23049\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-02-09 09:56:57.000000+00:00\", \"2020-07-21 00:35:59.000000+00:00\"], \"session_ids\": [\"56b22a31-f219-4be6-a3a0-4191b2b1e7f9\", \"410ad770-b641-4aa9-b9e1-2cf5aaf01876\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 1.931}}, {\"83938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-05 09:54:59.000000+00:00\", \"2019-10-06 12:27:13.000000+00:00\", \"2021-11-14 13:04:21.000000+00:00\"], \"session_ids\": [\"e36668a4-f19f-4a00-a999-268dd13b60dd\", \"22ecd776-72dc-4051-85f5-3a674f420fda\", \"d2fb3264-5e75-446f-9800-c20d4e7866fc\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 0.694}}, {\"10561\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-08 13:26:00.000000+00:00\", \"2019-11-29 11:33:43.000000+00:00\"], \"session_ids\": [\"d4e19172-c9fa-4005-b2d8-c5a7e5a4b869\", \"e95e1095-677d-4a18-9ae6-399870c749b7\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 12.091}}, {\"51963\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-08-02 21:35:23.000000+00:00\", \"2019-02-17 17:54:17.000000+00:00\"], \"session_ids\": [\"d626994b-3181-4ffc-908e-f9282afe36c9\", \"d24eceb3-8032-4b60-a43b-edab80688e5b\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.124}}, {\"17117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-20 17:24:19.000000+00:00\", \"2020-04-14 16:00:08.000000+00:00\"], \"session_ids\": [\"01961326-47fa-4f9e-bf12-b0e665a296eb\", \"e469234f-5041-4749-94b9-9faf3f09178f\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 1.343}}]\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[{\"34310\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-24 09:50:18.000000+00:00\", \"2020-07-02 09:11:40.000000+00:00\"], \"session_ids\": [\"1be2ad62-f5cb-417f-8144-0aad0945ea01\", \"afb5ffae-78dc-4a16-bfde-c169cb9e42d6\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.698}}, {\"56910\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-05-05 22:36:05.000000+00:00\", \"2020-07-26 02:32:04.000000+00:00\"], \"session_ids\": [\"b25f9785-fac2-47bf-80d6-bc3d995d26b3\", \"e4820d9a-df3e-4ed6-ac45-2710f68d2113\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 4.583}}, {\"23049\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-02-09 09:56:57.000000+00:00\", \"2020-07-21 00:35:59.000000+00:00\"], \"session_ids\": [\"56b22a31-f219-4be6-a3a0-4191b2b1e7f9\", \"410ad770-b641-4aa9-b9e1-2cf5aaf01876\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 1.931}}, {\"83938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-05 09:54:59.000000+00:00\", \"2019-10-06 12:27:13.000000+00:00\", \"2021-11-14 13:04:21.000000+00:00\"], \"session_ids\": [\"e36668a4-f19f-4a00-a999-268dd13b60dd\", \"22ecd776-72dc-4051-85f5-3a674f420fda\", \"d2fb3264-5e75-446f-9800-c20d4e7866fc\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 0.694}}, {\"10561\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-02-08 13:26:00.000000+00:00\", \"2019-11-29 11:33:43.000000+00:00\"], \"session_ids\": [\"d4e19172-c9fa-4005-b2d8-c5a7e5a4b869\", \"e95e1095-677d-4a18-9ae6-399870c749b7\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 12.091}}, {\"51963\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-08-02 21:35:23.000000+00:00\", \"2019-02-17 17:54:17.000000+00:00\"], \"session_ids\": [\"d626994b-3181-4ffc-908e-f9282afe36c9\", \"d24eceb3-8032-4b60-a43b-edab80688e5b\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.124}}, {\"17117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-06-20 17:24:19.000000+00:00\", \"2020-04-14 16:00:08.000000+00:00\"], \"session_ids\": [\"01961326-47fa-4f9e-bf12-b0e665a296eb\", \"e469234f-5041-4749-94b9-9faf3f09178f\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 1.343}}]\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 don't belong to city Stockholm additionaly sort by urban title from the smallest value to the largest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"57744\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-21 03:01:31.000000+00:00\", \"2021-08-23 06:35:34.000000+00:00\"], \"session_ids\": [\"69cafa78-f822-4834-bbac-492ac5678c60\", \"1b726db1-f831-4860-baf4-a0c4bfa094cd\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 21.667}, \"62724\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-02-11 22:38:55.000000+00:00\", \"2021-05-02 07:55:33.000000+00:00\", \"2019-03-17 05:09:11.000000+00:00\", \"2022-06-20 10:44:54.000000+00:00\"], \"session_ids\": [\"d596216a-4a1d-48e8-83a9-59b23096ef73\", \"963e5ac8-24bb-41a7-b926-26a1de8c8238\", \"dc1c4cf0-a687-4cd2-b92f-f10a966aa950\", \"50080dd4-45cf-4faa-a564-8a4492c69fac\"], \"total_duration\": 401.0, \"total_sessions\": 4, \"mean_week_duration\": 1.966}, \"32478\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-06-05 12:09:04.000000+00:00\", \"2022-11-07 08:47:29.000000+00:00\"], \"session_ids\": [\"6a174bc8-4404-4a3b-b520-b3993c444d3a\", \"c6d9c6ae-0796-4025-90fc-2ea5a6017d01\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 5.667}, \"20675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-10-13 05:06:55.000000+00:00\", \"2022-07-05 19:51:31.000000+00:00\"], \"session_ids\": [\"a3e474ca-81d5-4bd9-9d3b-a473788747e4\", \"73f61751-7696-4b3d-a76f-5fdc580e4c78\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 6.4}, \"57510\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-25 06:57:52.000000+00:00\", \"2023-02-08 03:14:24.000000+00:00\", \"2019-11-22 13:19:21.000000+00:00\", \"2022-02-10 06:51:20.000000+00:00\"], \"session_ids\": [\"020479d9-46ad-4c4f-ab85-654241d824df\", \"c80f4e32-04bb-4afd-a0a6-86f1805dc391\", \"e04a5043-2412-4bed-96df-d6c99e201a2c\", \"af0ddf74-58b2-426d-9d2f-cfc3c68fc95a\"], \"total_duration\": 132.0, \"total_sessions\": 4, \"mean_week_duration\": 0.786}, \"13344\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-04-11 05:43:59.000000+00:00\", \"2022-09-11 15:10:50.000000+00:00\"], \"session_ids\": [\"99cabe2a-7def-4267-a80d-965e010920c1\", \"870e0a69-b76c-402f-95ad-5ec3f5b38377\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.161}, \"4964\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-17 21:41:02.000000+00:00\", \"2019-05-19 11:06:37.000000+00:00\"], \"session_ids\": [\"819d6a97-6661-417a-915f-f87a47f0951c\", \"1299928e-be60-4d8c-b3dd-60051f78888f\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.362}, \"28823\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-10-05 09:44:00.000000+00:00\", \"2020-03-02 00:18:32.000000+00:00\"], \"session_ids\": [\"14c39725-c78e-4e1e-98f5-f0f8e6bd408c\", \"df5533e5-19ba-44d7-babf-435de9f95f6c\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.728}, \"53990\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-27 17:11:03.000000+00:00\", \"2022-06-03 16:54:12.000000+00:00\"], \"session_ids\": [\"c4f00b44-990d-40ad-a55f-e39f9147e1a4\", \"9e7827db-9c9e-4c56-9dbc-147d88c90bdd\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}, \"11011\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-10 21:34:33.000000+00:00\", \"2019-11-26 15:52:55.000000+00:00\", \"2020-02-02 00:39:28.000000+00:00\"], \"session_ids\": [\"9ffb3b2d-16e6-4eda-95c5-43f21de13e55\", \"15c936a4-5512-4b1b-b1d5-fd3517c171cc\", \"08d814b0-4c7d-416c-8ec5-fd6ed3886067\"], \"total_duration\": 758.0, \"total_sessions\": 3, \"mean_week_duration\": 5.699}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Stockholm" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Stockholm\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"57744\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-21 03:01:31.000000+00:00\", \"2021-08-23 06:35:34.000000+00:00\"], \"session_ids\": [\"69cafa78-f822-4834-bbac-492ac5678c60\", \"1b726db1-f831-4860-baf4-a0c4bfa094cd\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 21.667}, \"62724\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-02-11 22:38:55.000000+00:00\", \"2021-05-02 07:55:33.000000+00:00\", \"2019-03-17 05:09:11.000000+00:00\", \"2022-06-20 10:44:54.000000+00:00\"], \"session_ids\": [\"d596216a-4a1d-48e8-83a9-59b23096ef73\", \"963e5ac8-24bb-41a7-b926-26a1de8c8238\", \"dc1c4cf0-a687-4cd2-b92f-f10a966aa950\", \"50080dd4-45cf-4faa-a564-8a4492c69fac\"], \"total_duration\": 401.0, \"total_sessions\": 4, \"mean_week_duration\": 1.966}, \"32478\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-06-05 12:09:04.000000+00:00\", \"2022-11-07 08:47:29.000000+00:00\"], \"session_ids\": [\"6a174bc8-4404-4a3b-b520-b3993c444d3a\", \"c6d9c6ae-0796-4025-90fc-2ea5a6017d01\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 5.667}, \"20675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-10-13 05:06:55.000000+00:00\", \"2022-07-05 19:51:31.000000+00:00\"], \"session_ids\": [\"a3e474ca-81d5-4bd9-9d3b-a473788747e4\", \"73f61751-7696-4b3d-a76f-5fdc580e4c78\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 6.4}, \"57510\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-25 06:57:52.000000+00:00\", \"2023-02-08 03:14:24.000000+00:00\", \"2019-11-22 13:19:21.000000+00:00\", \"2022-02-10 06:51:20.000000+00:00\"], \"session_ids\": [\"020479d9-46ad-4c4f-ab85-654241d824df\", \"c80f4e32-04bb-4afd-a0a6-86f1805dc391\", \"e04a5043-2412-4bed-96df-d6c99e201a2c\", \"af0ddf74-58b2-426d-9d2f-cfc3c68fc95a\"], \"total_duration\": 132.0, \"total_sessions\": 4, \"mean_week_duration\": 0.786}, \"13344\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-04-11 05:43:59.000000+00:00\", \"2022-09-11 15:10:50.000000+00:00\"], \"session_ids\": [\"99cabe2a-7def-4267-a80d-965e010920c1\", \"870e0a69-b76c-402f-95ad-5ec3f5b38377\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.161}, \"4964\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-17 21:41:02.000000+00:00\", \"2019-05-19 11:06:37.000000+00:00\"], \"session_ids\": [\"819d6a97-6661-417a-915f-f87a47f0951c\", \"1299928e-be60-4d8c-b3dd-60051f78888f\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.362}, \"28823\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-10-05 09:44:00.000000+00:00\", \"2020-03-02 00:18:32.000000+00:00\"], \"session_ids\": [\"14c39725-c78e-4e1e-98f5-f0f8e6bd408c\", \"df5533e5-19ba-44d7-babf-435de9f95f6c\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.728}, \"53990\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-27 17:11:03.000000+00:00\", \"2022-06-03 16:54:12.000000+00:00\"], \"session_ids\": [\"c4f00b44-990d-40ad-a55f-e39f9147e1a4\", \"9e7827db-9c9e-4c56-9dbc-147d88c90bdd\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}, \"11011\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-10 21:34:33.000000+00:00\", \"2019-11-26 15:52:55.000000+00:00\", \"2020-02-02 00:39:28.000000+00:00\"], \"session_ids\": [\"9ffb3b2d-16e6-4eda-95c5-43f21de13e55\", \"15c936a4-5512-4b1b-b1d5-fd3517c171cc\", \"08d814b0-4c7d-416c-8ec5-fd6ed3886067\"], \"total_duration\": 758.0, \"total_sessions\": 3, \"mean_week_duration\": 5.699}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"53990\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-27 17:11:03.000000+00:00\", \"2022-06-03 16:54:12.000000+00:00\"], \"session_ids\": [\"c4f00b44-990d-40ad-a55f-e39f9147e1a4\", \"9e7827db-9c9e-4c56-9dbc-147d88c90bdd\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}}, {\"32478\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-06-05 12:09:04.000000+00:00\", \"2022-11-07 08:47:29.000000+00:00\"], \"session_ids\": [\"6a174bc8-4404-4a3b-b520-b3993c444d3a\", \"c6d9c6ae-0796-4025-90fc-2ea5a6017d01\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 5.667}}, {\"28823\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-10-05 09:44:00.000000+00:00\", \"2020-03-02 00:18:32.000000+00:00\"], \"session_ids\": [\"14c39725-c78e-4e1e-98f5-f0f8e6bd408c\", \"df5533e5-19ba-44d7-babf-435de9f95f6c\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.728}}, {\"11011\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-10 21:34:33.000000+00:00\", \"2019-11-26 15:52:55.000000+00:00\", \"2020-02-02 00:39:28.000000+00:00\"], \"session_ids\": [\"9ffb3b2d-16e6-4eda-95c5-43f21de13e55\", \"15c936a4-5512-4b1b-b1d5-fd3517c171cc\", \"08d814b0-4c7d-416c-8ec5-fd6ed3886067\"], \"total_duration\": 758.0, \"total_sessions\": 3, \"mean_week_duration\": 5.699}}, {\"20675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-10-13 05:06:55.000000+00:00\", \"2022-07-05 19:51:31.000000+00:00\"], \"session_ids\": [\"a3e474ca-81d5-4bd9-9d3b-a473788747e4\", \"73f61751-7696-4b3d-a76f-5fdc580e4c78\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 6.4}}, {\"13344\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-04-11 05:43:59.000000+00:00\", \"2022-09-11 15:10:50.000000+00:00\"], \"session_ids\": [\"99cabe2a-7def-4267-a80d-965e010920c1\", \"870e0a69-b76c-402f-95ad-5ec3f5b38377\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.161}}, {\"57744\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-21 03:01:31.000000+00:00\", \"2021-08-23 06:35:34.000000+00:00\"], \"session_ids\": [\"69cafa78-f822-4834-bbac-492ac5678c60\", \"1b726db1-f831-4860-baf4-a0c4bfa094cd\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 21.667}}, {\"57510\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-25 06:57:52.000000+00:00\", \"2023-02-08 03:14:24.000000+00:00\", \"2019-11-22 13:19:21.000000+00:00\", \"2022-02-10 06:51:20.000000+00:00\"], \"session_ids\": [\"020479d9-46ad-4c4f-ab85-654241d824df\", \"c80f4e32-04bb-4afd-a0a6-86f1805dc391\", \"e04a5043-2412-4bed-96df-d6c99e201a2c\", \"af0ddf74-58b2-426d-9d2f-cfc3c68fc95a\"], \"total_duration\": 132.0, \"total_sessions\": 4, \"mean_week_duration\": 0.786}}, {\"4964\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-17 21:41:02.000000+00:00\", \"2019-05-19 11:06:37.000000+00:00\"], \"session_ids\": [\"819d6a97-6661-417a-915f-f87a47f0951c\", \"1299928e-be60-4d8c-b3dd-60051f78888f\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.362}}, {\"62724\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-02-11 22:38:55.000000+00:00\", \"2021-05-02 07:55:33.000000+00:00\", \"2019-03-17 05:09:11.000000+00:00\", \"2022-06-20 10:44:54.000000+00:00\"], \"session_ids\": [\"d596216a-4a1d-48e8-83a9-59b23096ef73\", \"963e5ac8-24bb-41a7-b926-26a1de8c8238\", \"dc1c4cf0-a687-4cd2-b92f-f10a966aa950\", \"50080dd4-45cf-4faa-a564-8a4492c69fac\"], \"total_duration\": 401.0, \"total_sessions\": 4, \"mean_week_duration\": 1.966}}]\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[{\"53990\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-27 17:11:03.000000+00:00\", \"2022-06-03 16:54:12.000000+00:00\"], \"session_ids\": [\"c4f00b44-990d-40ad-a55f-e39f9147e1a4\", \"9e7827db-9c9e-4c56-9dbc-147d88c90bdd\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}}, {\"32478\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-06-05 12:09:04.000000+00:00\", \"2022-11-07 08:47:29.000000+00:00\"], \"session_ids\": [\"6a174bc8-4404-4a3b-b520-b3993c444d3a\", \"c6d9c6ae-0796-4025-90fc-2ea5a6017d01\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 5.667}}, {\"28823\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-10-05 09:44:00.000000+00:00\", \"2020-03-02 00:18:32.000000+00:00\"], \"session_ids\": [\"14c39725-c78e-4e1e-98f5-f0f8e6bd408c\", \"df5533e5-19ba-44d7-babf-435de9f95f6c\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.728}}, {\"11011\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-10 21:34:33.000000+00:00\", \"2019-11-26 15:52:55.000000+00:00\", \"2020-02-02 00:39:28.000000+00:00\"], \"session_ids\": [\"9ffb3b2d-16e6-4eda-95c5-43f21de13e55\", \"15c936a4-5512-4b1b-b1d5-fd3517c171cc\", \"08d814b0-4c7d-416c-8ec5-fd6ed3886067\"], \"total_duration\": 758.0, \"total_sessions\": 3, \"mean_week_duration\": 5.699}}, {\"20675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-10-13 05:06:55.000000+00:00\", \"2022-07-05 19:51:31.000000+00:00\"], \"session_ids\": [\"a3e474ca-81d5-4bd9-9d3b-a473788747e4\", \"73f61751-7696-4b3d-a76f-5fdc580e4c78\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 6.4}}, {\"13344\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-04-11 05:43:59.000000+00:00\", \"2022-09-11 15:10:50.000000+00:00\"], \"session_ids\": [\"99cabe2a-7def-4267-a80d-965e010920c1\", \"870e0a69-b76c-402f-95ad-5ec3f5b38377\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.161}}, {\"57744\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-21 03:01:31.000000+00:00\", \"2021-08-23 06:35:34.000000+00:00\"], \"session_ids\": [\"69cafa78-f822-4834-bbac-492ac5678c60\", \"1b726db1-f831-4860-baf4-a0c4bfa094cd\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 21.667}}, {\"57510\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-25 06:57:52.000000+00:00\", \"2023-02-08 03:14:24.000000+00:00\", \"2019-11-22 13:19:21.000000+00:00\", \"2022-02-10 06:51:20.000000+00:00\"], \"session_ids\": [\"020479d9-46ad-4c4f-ab85-654241d824df\", \"c80f4e32-04bb-4afd-a0a6-86f1805dc391\", \"e04a5043-2412-4bed-96df-d6c99e201a2c\", \"af0ddf74-58b2-426d-9d2f-cfc3c68fc95a\"], \"total_duration\": 132.0, \"total_sessions\": 4, \"mean_week_duration\": 0.786}}, {\"4964\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-17 21:41:02.000000+00:00\", \"2019-05-19 11:06:37.000000+00:00\"], \"session_ids\": [\"819d6a97-6661-417a-915f-f87a47f0951c\", \"1299928e-be60-4d8c-b3dd-60051f78888f\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.362}}, {\"62724\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-02-11 22:38:55.000000+00:00\", \"2021-05-02 07:55:33.000000+00:00\", \"2019-03-17 05:09:11.000000+00:00\", \"2022-06-20 10:44:54.000000+00:00\"], \"session_ids\": [\"d596216a-4a1d-48e8-83a9-59b23096ef73\", \"963e5ac8-24bb-41a7-b926-26a1de8c8238\", \"dc1c4cf0-a687-4cd2-b92f-f10a966aa950\", \"50080dd4-45cf-4faa-a564-8a4492c69fac\"], \"total_duration\": 401.0, \"total_sessions\": 4, \"mean_week_duration\": 1.966}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about 3 users who aren't living in cities San Jose, Cairo, Prague, Belize City , sort by quantity of sessions in descending order." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39224\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-06-30 05:18:51.000000+00:00\", \"2019-12-14 05:23:44.000000+00:00\", \"2019-07-19 18:50:34.000000+00:00\"], \"session_ids\": [\"be051f98-9bfa-4203-ab86-002aba35b5fb\", \"ca604fd0-f1b3-4f09-928a-8418fe010995\", \"1702212f-92a0-4d0b-b49a-856af073ec86\"], \"total_duration\": 266.0, \"total_sessions\": 3, \"mean_week_duration\": 1.291}, \"14346\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-15 02:38:13.000000+00:00\", \"2022-06-30 08:56:41.000000+00:00\"], \"session_ids\": [\"9b8c6745-5d80-4930-b460-999e919be08d\", \"44cf8304-6c4b-44a7-b2c1-74bd894c634b\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 15.688}, \"52972\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-11 07:06:09.000000+00:00\", \"2020-02-15 01:31:34.000000+00:00\"], \"session_ids\": [\"db4e03cf-d4ee-4d68-924f-c86845adad21\", \"0581c36d-3399-4dd5-b7ae-cd01a089c65f\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 5.821}, \"39620\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-12-11 06:12:11.000000+00:00\", \"2021-05-27 11:55:43.000000+00:00\"], \"session_ids\": [\"dda85d2b-2bb3-4f53-a18b-89e59ae46ed8\", \"77c99330-5307-41a2-97c4-02b27ceaaf5c\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 5.558}, \"78362\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-10-29 07:39:57.000000+00:00\", \"2022-11-27 03:54:55.000000+00:00\", \"2019-09-12 16:24:25.000000+00:00\", \"2020-11-30 12:59:22.000000+00:00\"], \"session_ids\": [\"b485ec38-9f6c-4a80-907d-d6faa92828fc\", \"3b65d49d-1ae8-49ef-a570-852cc586356c\", \"e3223961-6378-4ac6-b361-92ac44b47544\", \"af3ad633-b650-48d6-80dd-7dc6a80c6830\"], \"total_duration\": 701.0, \"total_sessions\": 4, \"mean_week_duration\": 4.173}, \"49585\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-05-28 06:52:45.000000+00:00\", \"2022-11-07 16:13:58.000000+00:00\"], \"session_ids\": [\"f6a0ff9d-6e58-4cfa-8b87-3af6fbd45c0a\", \"39e7797b-9320-41e6-96b3-ab1423a5c51b\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 5.947}, \"71734\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-02 20:07:01.000000+00:00\", \"2021-07-04 23:13:14.000000+00:00\", \"2020-05-22 23:32:16.000000+00:00\", \"2023-03-21 22:35:03.000000+00:00\"], \"session_ids\": [\"ef16b74c-a794-48a1-9a6d-b0e76ab19775\", \"0e13a691-dcbf-4e49-95bb-f1d2be2a3eb5\", \"a58f0ae3-39ae-49c4-9fda-dbcfaba9e093\", \"fbf7850a-12e4-43b1-b9df-6d22e402ebe6\"], \"total_duration\": 1448.0, \"total_sessions\": 4, \"mean_week_duration\": 9.653}, \"18871\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-11-28 09:53:55.000000+00:00\", \"2022-05-07 19:31:46.000000+00:00\", \"2021-11-01 11:47:44.000000+00:00\", \"2022-07-21 01:53:37.000000+00:00\", \"2020-10-19 03:13:46.000000+00:00\"], \"session_ids\": [\"03bdbf1a-ab09-47ad-a74f-3830dbe822dd\", \"e5ca8404-cc3f-49a4-bb1f-7c9145bc81c3\", \"5f6f2aa8-520f-4925-acee-55b88107ac81\", \"2315d3a4-c063-4439-86f3-c1a67de71288\", \"607660ba-0d6d-4b60-8c76-475a4b6adae5\"], \"total_duration\": 3369.0, \"total_sessions\": 5, \"mean_week_duration\": 30.627}, \"89030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-29 12:49:35.000000+00:00\", \"2019-05-13 11:18:38.000000+00:00\", \"2019-04-27 01:54:47.000000+00:00\", \"2021-01-29 18:19:31.000000+00:00\", \"2022-08-10 20:14:01.000000+00:00\", \"2021-07-09 03:30:46.000000+00:00\"], \"session_ids\": [\"90d4928d-5ddd-47f7-942d-34a2ad0b8e52\", \"1602d308-0862-4364-88b3-76f60fc25ac2\", \"7526c516-bd2f-49c8-afb4-c64e53c2332d\", \"f6c9acd6-236e-4334-bb29-d2e0e1322144\", \"f6d5d5ea-2470-40c8-a395-f36aa1f9c0a7\", \"d6fc3bc7-1a5a-4f2b-abc0-adcde72839f5\"], \"total_duration\": 5562.0, \"total_sessions\": 6, \"mean_week_duration\": 32.337}, \"35498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-03 13:32:34.000000+00:00\", \"2023-02-23 20:22:19.000000+00:00\", \"2019-09-15 17:23:01.000000+00:00\", \"2022-09-02 09:56:17.000000+00:00\", \"2021-11-02 14:39:12.000000+00:00\", \"2021-08-07 21:57:51.000000+00:00\", \"2022-10-26 04:49:14.000000+00:00\", \"2022-06-02 15:45:24.000000+00:00\", \"2020-01-06 01:27:52.000000+00:00\", \"2020-05-06 10:51:56.000000+00:00\", \"2021-09-15 10:16:08.000000+00:00\"], \"session_ids\": [\"a49d93f3-8faf-4a44-af5a-e859241f350d\", \"f672df57-66f1-471a-8324-94a20210061e\", \"15e3fad3-56ad-4767-a90b-01cb8b157a99\", \"da9a8f12-cbe4-4062-836b-d2ce6c60df6c\", \"2f77083b-479c-4d2a-ab46-09d527b1b7ca\", \"59e73618-1b3e-4dc3-988d-5d25f17e409f\", \"af3b1421-6606-4d4b-a880-2ed5e75036ed\", \"be00c080-318d-452f-bbe6-62c95ce79267\", \"c380ae6f-4b89-45f1-a67e-6c2761b75e37\", \"0656c63e-6257-4174-871c-db1a09ac6a8e\", \"1c5f1c8e-2991-4164-bb8e-a4a32b587746\"], \"total_duration\": 7721.0, \"total_sessions\": 11, \"mean_week_duration\": 42.894}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not San Jose, Cairo, Prague, Belize City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"San Jose\", \"Cairo\", \"Prague\", \"Belize City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39224\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-06-30 05:18:51.000000+00:00\", \"2019-12-14 05:23:44.000000+00:00\", \"2019-07-19 18:50:34.000000+00:00\"], \"session_ids\": [\"be051f98-9bfa-4203-ab86-002aba35b5fb\", \"ca604fd0-f1b3-4f09-928a-8418fe010995\", \"1702212f-92a0-4d0b-b49a-856af073ec86\"], \"total_duration\": 266.0, \"total_sessions\": 3, \"mean_week_duration\": 1.291}, \"14346\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-15 02:38:13.000000+00:00\", \"2022-06-30 08:56:41.000000+00:00\"], \"session_ids\": [\"9b8c6745-5d80-4930-b460-999e919be08d\", \"44cf8304-6c4b-44a7-b2c1-74bd894c634b\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 15.688}, \"52972\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-11 07:06:09.000000+00:00\", \"2020-02-15 01:31:34.000000+00:00\"], \"session_ids\": [\"db4e03cf-d4ee-4d68-924f-c86845adad21\", \"0581c36d-3399-4dd5-b7ae-cd01a089c65f\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 5.821}, \"39620\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-12-11 06:12:11.000000+00:00\", \"2021-05-27 11:55:43.000000+00:00\"], \"session_ids\": [\"dda85d2b-2bb3-4f53-a18b-89e59ae46ed8\", \"77c99330-5307-41a2-97c4-02b27ceaaf5c\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 5.558}, \"78362\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-10-29 07:39:57.000000+00:00\", \"2022-11-27 03:54:55.000000+00:00\", \"2019-09-12 16:24:25.000000+00:00\", \"2020-11-30 12:59:22.000000+00:00\"], \"session_ids\": [\"b485ec38-9f6c-4a80-907d-d6faa92828fc\", \"3b65d49d-1ae8-49ef-a570-852cc586356c\", \"e3223961-6378-4ac6-b361-92ac44b47544\", \"af3ad633-b650-48d6-80dd-7dc6a80c6830\"], \"total_duration\": 701.0, \"total_sessions\": 4, \"mean_week_duration\": 4.173}, \"49585\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-05-28 06:52:45.000000+00:00\", \"2022-11-07 16:13:58.000000+00:00\"], \"session_ids\": [\"f6a0ff9d-6e58-4cfa-8b87-3af6fbd45c0a\", \"39e7797b-9320-41e6-96b3-ab1423a5c51b\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 5.947}, \"71734\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-02 20:07:01.000000+00:00\", \"2021-07-04 23:13:14.000000+00:00\", \"2020-05-22 23:32:16.000000+00:00\", \"2023-03-21 22:35:03.000000+00:00\"], \"session_ids\": [\"ef16b74c-a794-48a1-9a6d-b0e76ab19775\", \"0e13a691-dcbf-4e49-95bb-f1d2be2a3eb5\", \"a58f0ae3-39ae-49c4-9fda-dbcfaba9e093\", \"fbf7850a-12e4-43b1-b9df-6d22e402ebe6\"], \"total_duration\": 1448.0, \"total_sessions\": 4, \"mean_week_duration\": 9.653}, \"18871\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-11-28 09:53:55.000000+00:00\", \"2022-05-07 19:31:46.000000+00:00\", \"2021-11-01 11:47:44.000000+00:00\", \"2022-07-21 01:53:37.000000+00:00\", \"2020-10-19 03:13:46.000000+00:00\"], \"session_ids\": [\"03bdbf1a-ab09-47ad-a74f-3830dbe822dd\", \"e5ca8404-cc3f-49a4-bb1f-7c9145bc81c3\", \"5f6f2aa8-520f-4925-acee-55b88107ac81\", \"2315d3a4-c063-4439-86f3-c1a67de71288\", \"607660ba-0d6d-4b60-8c76-475a4b6adae5\"], \"total_duration\": 3369.0, \"total_sessions\": 5, \"mean_week_duration\": 30.627}, \"89030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-29 12:49:35.000000+00:00\", \"2019-05-13 11:18:38.000000+00:00\", \"2019-04-27 01:54:47.000000+00:00\", \"2021-01-29 18:19:31.000000+00:00\", \"2022-08-10 20:14:01.000000+00:00\", \"2021-07-09 03:30:46.000000+00:00\"], \"session_ids\": [\"90d4928d-5ddd-47f7-942d-34a2ad0b8e52\", \"1602d308-0862-4364-88b3-76f60fc25ac2\", \"7526c516-bd2f-49c8-afb4-c64e53c2332d\", \"f6c9acd6-236e-4334-bb29-d2e0e1322144\", \"f6d5d5ea-2470-40c8-a395-f36aa1f9c0a7\", \"d6fc3bc7-1a5a-4f2b-abc0-adcde72839f5\"], \"total_duration\": 5562.0, \"total_sessions\": 6, \"mean_week_duration\": 32.337}, \"35498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-03 13:32:34.000000+00:00\", \"2023-02-23 20:22:19.000000+00:00\", \"2019-09-15 17:23:01.000000+00:00\", \"2022-09-02 09:56:17.000000+00:00\", \"2021-11-02 14:39:12.000000+00:00\", \"2021-08-07 21:57:51.000000+00:00\", \"2022-10-26 04:49:14.000000+00:00\", \"2022-06-02 15:45:24.000000+00:00\", \"2020-01-06 01:27:52.000000+00:00\", \"2020-05-06 10:51:56.000000+00:00\", \"2021-09-15 10:16:08.000000+00:00\"], \"session_ids\": [\"a49d93f3-8faf-4a44-af5a-e859241f350d\", \"f672df57-66f1-471a-8324-94a20210061e\", \"15e3fad3-56ad-4767-a90b-01cb8b157a99\", \"da9a8f12-cbe4-4062-836b-d2ce6c60df6c\", \"2f77083b-479c-4d2a-ab46-09d527b1b7ca\", \"59e73618-1b3e-4dc3-988d-5d25f17e409f\", \"af3b1421-6606-4d4b-a880-2ed5e75036ed\", \"be00c080-318d-452f-bbe6-62c95ce79267\", \"c380ae6f-4b89-45f1-a67e-6c2761b75e37\", \"0656c63e-6257-4174-871c-db1a09ac6a8e\", \"1c5f1c8e-2991-4164-bb8e-a4a32b587746\"], \"total_duration\": 7721.0, \"total_sessions\": 11, \"mean_week_duration\": 42.894}}\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[{\"35498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-03 13:32:34.000000+00:00\", \"2023-02-23 20:22:19.000000+00:00\", \"2019-09-15 17:23:01.000000+00:00\", \"2022-09-02 09:56:17.000000+00:00\", \"2021-11-02 14:39:12.000000+00:00\", \"2021-08-07 21:57:51.000000+00:00\", \"2022-10-26 04:49:14.000000+00:00\", \"2022-06-02 15:45:24.000000+00:00\", \"2020-01-06 01:27:52.000000+00:00\", \"2020-05-06 10:51:56.000000+00:00\", \"2021-09-15 10:16:08.000000+00:00\"], \"session_ids\": [\"a49d93f3-8faf-4a44-af5a-e859241f350d\", \"f672df57-66f1-471a-8324-94a20210061e\", \"15e3fad3-56ad-4767-a90b-01cb8b157a99\", \"da9a8f12-cbe4-4062-836b-d2ce6c60df6c\", \"2f77083b-479c-4d2a-ab46-09d527b1b7ca\", \"59e73618-1b3e-4dc3-988d-5d25f17e409f\", \"af3b1421-6606-4d4b-a880-2ed5e75036ed\", \"be00c080-318d-452f-bbe6-62c95ce79267\", \"c380ae6f-4b89-45f1-a67e-6c2761b75e37\", \"0656c63e-6257-4174-871c-db1a09ac6a8e\", \"1c5f1c8e-2991-4164-bb8e-a4a32b587746\"], \"total_duration\": 7721.0, \"total_sessions\": 11, \"mean_week_duration\": 42.894}}, {\"89030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-29 12:49:35.000000+00:00\", \"2019-05-13 11:18:38.000000+00:00\", \"2019-04-27 01:54:47.000000+00:00\", \"2021-01-29 18:19:31.000000+00:00\", \"2022-08-10 20:14:01.000000+00:00\", \"2021-07-09 03:30:46.000000+00:00\"], \"session_ids\": [\"90d4928d-5ddd-47f7-942d-34a2ad0b8e52\", \"1602d308-0862-4364-88b3-76f60fc25ac2\", \"7526c516-bd2f-49c8-afb4-c64e53c2332d\", \"f6c9acd6-236e-4334-bb29-d2e0e1322144\", \"f6d5d5ea-2470-40c8-a395-f36aa1f9c0a7\", \"d6fc3bc7-1a5a-4f2b-abc0-adcde72839f5\"], \"total_duration\": 5562.0, \"total_sessions\": 6, \"mean_week_duration\": 32.337}}, {\"18871\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-11-28 09:53:55.000000+00:00\", \"2022-05-07 19:31:46.000000+00:00\", \"2021-11-01 11:47:44.000000+00:00\", \"2022-07-21 01:53:37.000000+00:00\", \"2020-10-19 03:13:46.000000+00:00\"], \"session_ids\": [\"03bdbf1a-ab09-47ad-a74f-3830dbe822dd\", \"e5ca8404-cc3f-49a4-bb1f-7c9145bc81c3\", \"5f6f2aa8-520f-4925-acee-55b88107ac81\", \"2315d3a4-c063-4439-86f3-c1a67de71288\", \"607660ba-0d6d-4b60-8c76-475a4b6adae5\"], \"total_duration\": 3369.0, \"total_sessions\": 5, \"mean_week_duration\": 30.627}}, {\"78362\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-10-29 07:39:57.000000+00:00\", \"2022-11-27 03:54:55.000000+00:00\", \"2019-09-12 16:24:25.000000+00:00\", \"2020-11-30 12:59:22.000000+00:00\"], \"session_ids\": [\"b485ec38-9f6c-4a80-907d-d6faa92828fc\", \"3b65d49d-1ae8-49ef-a570-852cc586356c\", \"e3223961-6378-4ac6-b361-92ac44b47544\", \"af3ad633-b650-48d6-80dd-7dc6a80c6830\"], \"total_duration\": 701.0, \"total_sessions\": 4, \"mean_week_duration\": 4.173}}, {\"71734\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-02 20:07:01.000000+00:00\", \"2021-07-04 23:13:14.000000+00:00\", \"2020-05-22 23:32:16.000000+00:00\", \"2023-03-21 22:35:03.000000+00:00\"], \"session_ids\": [\"ef16b74c-a794-48a1-9a6d-b0e76ab19775\", \"0e13a691-dcbf-4e49-95bb-f1d2be2a3eb5\", \"a58f0ae3-39ae-49c4-9fda-dbcfaba9e093\", \"fbf7850a-12e4-43b1-b9df-6d22e402ebe6\"], \"total_duration\": 1448.0, \"total_sessions\": 4, \"mean_week_duration\": 9.653}}, {\"39224\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-06-30 05:18:51.000000+00:00\", \"2019-12-14 05:23:44.000000+00:00\", \"2019-07-19 18:50:34.000000+00:00\"], \"session_ids\": [\"be051f98-9bfa-4203-ab86-002aba35b5fb\", \"ca604fd0-f1b3-4f09-928a-8418fe010995\", \"1702212f-92a0-4d0b-b49a-856af073ec86\"], \"total_duration\": 266.0, \"total_sessions\": 3, \"mean_week_duration\": 1.291}}, {\"14346\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-15 02:38:13.000000+00:00\", \"2022-06-30 08:56:41.000000+00:00\"], \"session_ids\": [\"9b8c6745-5d80-4930-b460-999e919be08d\", \"44cf8304-6c4b-44a7-b2c1-74bd894c634b\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 15.688}}, {\"52972\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-11 07:06:09.000000+00:00\", \"2020-02-15 01:31:34.000000+00:00\"], \"session_ids\": [\"db4e03cf-d4ee-4d68-924f-c86845adad21\", \"0581c36d-3399-4dd5-b7ae-cd01a089c65f\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 5.821}}, {\"39620\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-12-11 06:12:11.000000+00:00\", \"2021-05-27 11:55:43.000000+00:00\"], \"session_ids\": [\"dda85d2b-2bb3-4f53-a18b-89e59ae46ed8\", \"77c99330-5307-41a2-97c4-02b27ceaaf5c\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 5.558}}, {\"49585\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-05-28 06:52:45.000000+00:00\", \"2022-11-07 16:13:58.000000+00:00\"], \"session_ids\": [\"f6a0ff9d-6e58-4cfa-8b87-3af6fbd45c0a\", \"39e7797b-9320-41e6-96b3-ab1423a5c51b\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 5.947}}]\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[{\"35498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-03 13:32:34.000000+00:00\", \"2023-02-23 20:22:19.000000+00:00\", \"2019-09-15 17:23:01.000000+00:00\", \"2022-09-02 09:56:17.000000+00:00\", \"2021-11-02 14:39:12.000000+00:00\", \"2021-08-07 21:57:51.000000+00:00\", \"2022-10-26 04:49:14.000000+00:00\", \"2022-06-02 15:45:24.000000+00:00\", \"2020-01-06 01:27:52.000000+00:00\", \"2020-05-06 10:51:56.000000+00:00\", \"2021-09-15 10:16:08.000000+00:00\"], \"session_ids\": [\"a49d93f3-8faf-4a44-af5a-e859241f350d\", \"f672df57-66f1-471a-8324-94a20210061e\", \"15e3fad3-56ad-4767-a90b-01cb8b157a99\", \"da9a8f12-cbe4-4062-836b-d2ce6c60df6c\", \"2f77083b-479c-4d2a-ab46-09d527b1b7ca\", \"59e73618-1b3e-4dc3-988d-5d25f17e409f\", \"af3b1421-6606-4d4b-a880-2ed5e75036ed\", \"be00c080-318d-452f-bbe6-62c95ce79267\", \"c380ae6f-4b89-45f1-a67e-6c2761b75e37\", \"0656c63e-6257-4174-871c-db1a09ac6a8e\", \"1c5f1c8e-2991-4164-bb8e-a4a32b587746\"], \"total_duration\": 7721.0, \"total_sessions\": 11, \"mean_week_duration\": 42.894}}, {\"89030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-29 12:49:35.000000+00:00\", \"2019-05-13 11:18:38.000000+00:00\", \"2019-04-27 01:54:47.000000+00:00\", \"2021-01-29 18:19:31.000000+00:00\", \"2022-08-10 20:14:01.000000+00:00\", \"2021-07-09 03:30:46.000000+00:00\"], \"session_ids\": [\"90d4928d-5ddd-47f7-942d-34a2ad0b8e52\", \"1602d308-0862-4364-88b3-76f60fc25ac2\", \"7526c516-bd2f-49c8-afb4-c64e53c2332d\", \"f6c9acd6-236e-4334-bb29-d2e0e1322144\", \"f6d5d5ea-2470-40c8-a395-f36aa1f9c0a7\", \"d6fc3bc7-1a5a-4f2b-abc0-adcde72839f5\"], \"total_duration\": 5562.0, \"total_sessions\": 6, \"mean_week_duration\": 32.337}}, {\"18871\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-11-28 09:53:55.000000+00:00\", \"2022-05-07 19:31:46.000000+00:00\", \"2021-11-01 11:47:44.000000+00:00\", \"2022-07-21 01:53:37.000000+00:00\", \"2020-10-19 03:13:46.000000+00:00\"], \"session_ids\": [\"03bdbf1a-ab09-47ad-a74f-3830dbe822dd\", \"e5ca8404-cc3f-49a4-bb1f-7c9145bc81c3\", \"5f6f2aa8-520f-4925-acee-55b88107ac81\", \"2315d3a4-c063-4439-86f3-c1a67de71288\", \"607660ba-0d6d-4b60-8c76-475a4b6adae5\"], \"total_duration\": 3369.0, \"total_sessions\": 5, \"mean_week_duration\": 30.627}}]\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[{\"35498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-03 13:32:34.000000+00:00\", \"2023-02-23 20:22:19.000000+00:00\", \"2019-09-15 17:23:01.000000+00:00\", \"2022-09-02 09:56:17.000000+00:00\", \"2021-11-02 14:39:12.000000+00:00\", \"2021-08-07 21:57:51.000000+00:00\", \"2022-10-26 04:49:14.000000+00:00\", \"2022-06-02 15:45:24.000000+00:00\", \"2020-01-06 01:27:52.000000+00:00\", \"2020-05-06 10:51:56.000000+00:00\", \"2021-09-15 10:16:08.000000+00:00\"], \"session_ids\": [\"a49d93f3-8faf-4a44-af5a-e859241f350d\", \"f672df57-66f1-471a-8324-94a20210061e\", \"15e3fad3-56ad-4767-a90b-01cb8b157a99\", \"da9a8f12-cbe4-4062-836b-d2ce6c60df6c\", \"2f77083b-479c-4d2a-ab46-09d527b1b7ca\", \"59e73618-1b3e-4dc3-988d-5d25f17e409f\", \"af3b1421-6606-4d4b-a880-2ed5e75036ed\", \"be00c080-318d-452f-bbe6-62c95ce79267\", \"c380ae6f-4b89-45f1-a67e-6c2761b75e37\", \"0656c63e-6257-4174-871c-db1a09ac6a8e\", \"1c5f1c8e-2991-4164-bb8e-a4a32b587746\"], \"total_duration\": 7721.0, \"total_sessions\": 11, \"mean_week_duration\": 42.894}}, {\"89030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-29 12:49:35.000000+00:00\", \"2019-05-13 11:18:38.000000+00:00\", \"2019-04-27 01:54:47.000000+00:00\", \"2021-01-29 18:19:31.000000+00:00\", \"2022-08-10 20:14:01.000000+00:00\", \"2021-07-09 03:30:46.000000+00:00\"], \"session_ids\": [\"90d4928d-5ddd-47f7-942d-34a2ad0b8e52\", \"1602d308-0862-4364-88b3-76f60fc25ac2\", \"7526c516-bd2f-49c8-afb4-c64e53c2332d\", \"f6c9acd6-236e-4334-bb29-d2e0e1322144\", \"f6d5d5ea-2470-40c8-a395-f36aa1f9c0a7\", \"d6fc3bc7-1a5a-4f2b-abc0-adcde72839f5\"], \"total_duration\": 5562.0, \"total_sessions\": 6, \"mean_week_duration\": 32.337}}, {\"18871\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-11-28 09:53:55.000000+00:00\", \"2022-05-07 19:31:46.000000+00:00\", \"2021-11-01 11:47:44.000000+00:00\", \"2022-07-21 01:53:37.000000+00:00\", \"2020-10-19 03:13:46.000000+00:00\"], \"session_ids\": [\"03bdbf1a-ab09-47ad-a74f-3830dbe822dd\", \"e5ca8404-cc3f-49a4-bb1f-7c9145bc81c3\", \"5f6f2aa8-520f-4925-acee-55b88107ac81\", \"2315d3a4-c063-4439-86f3-c1a67de71288\", \"607660ba-0d6d-4b60-8c76-475a4b6adae5\"], \"total_duration\": 3369.0, \"total_sessions\": 5, \"mean_week_duration\": 30.627}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about 8 users who belong to city Zurich and in addition perform sorting by overall quantity of sessions in desc in addition save 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{\"12308\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-07-27 17:08:50.000000+00:00\", \"2019-05-30 21:17:20.000000+00:00\", \"2021-04-04 13:13:43.000000+00:00\", \"2020-06-15 23:34:09.000000+00:00\"], \"session_ids\": [\"63e8eb45-47fe-4309-b2cc-56a51a6fffe0\", \"c7725e48-566e-4005-8134-7a10df32970c\", \"9aa33fe3-4f26-4c6f-846b-b3a52dc9cfed\", \"bd85c40b-85c7-4524-a1ea-611d2b312f17\"], \"total_duration\": 1189.0, \"total_sessions\": 4, \"mean_week_duration\": 12.258}, \"39229\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-14 16:41:39.000000+00:00\", \"2020-01-18 08:25:07.000000+00:00\"], \"session_ids\": [\"a7a62f2f-3681-4fd3-8afa-5784a79b4849\", \"42445728-fb70-430e-bcf2-3395112e47ed\"], \"total_duration\": 229.0, \"total_sessions\": 2, \"mean_week_duration\": 3.523}, \"9179\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-12 07:14:40.000000+00:00\", \"2020-08-18 06:20:48.000000+00:00\"], \"session_ids\": [\"f618b0b0-8124-4d6f-8a5f-56cc2136210f\", \"ff2a3723-8e1b-442b-85d5-41f0f005bf53\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}, \"65765\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-05-27 08:24:35.000000+00:00\", \"2021-03-29 01:11:40.000000+00:00\"], \"session_ids\": [\"91bc182d-9755-46fe-a98a-47a67bc0d303\", \"af72d08f-5e05-424a-9171-52d242020f00\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 3.496}, \"60984\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-04-25 17:29:37.000000+00:00\", \"2021-05-22 09:54:06.000000+00:00\"], \"session_ids\": [\"b57dcb3d-c2d2-4f81-a0dc-2bf65c0bedac\", \"53f76077-02f0-446a-ad93-5a5d3c6afc2e\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.347}, \"33877\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-09-25 16:44:57.000000+00:00\", \"2020-10-27 06:30:46.000000+00:00\", \"2023-05-25 03:02:49.000000+00:00\", \"2020-07-20 19:00:52.000000+00:00\"], \"session_ids\": [\"9097ace1-48c4-4e9f-b93d-c79e713d4b04\", \"0f93a579-ff26-4d8f-8ac6-12109b853cf3\", \"c803bc48-7aad-45fe-a39e-17c4c3d05bb2\", \"ead760aa-0c8e-4453-abbb-83e889e77394\"], \"total_duration\": 680.0, \"total_sessions\": 4, \"mean_week_duration\": 4.564}, \"68281\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-24 05:12:57.000000+00:00\", \"2020-02-11 04:05:39.000000+00:00\", \"2023-04-02 02:02:02.000000+00:00\"], \"session_ids\": [\"0af2db5d-30bc-4744-a946-c4adc3ce4c15\", \"95dbefc4-6ef6-4ee1-8aef-3e422ce3c162\", \"31e871c4-dfa6-43f3-b8ae-ca8ecbbf920e\"], \"total_duration\": 340.0, \"total_sessions\": 3, \"mean_week_duration\": 2.073}, \"97805\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-06-28 09:56:02.000000+00:00\", \"2021-01-10 18:44:28.000000+00:00\", \"2021-11-02 19:43:46.000000+00:00\"], \"session_ids\": [\"7ada6038-07df-4374-8461-269de207c245\", \"a7448ca1-ed04-4eb9-a0f0-0466db0e3dde\", \"5aaf4964-6d2c-43bc-a9db-ba385f02fc5a\"], \"total_duration\": 76.0, \"total_sessions\": 3, \"mean_week_duration\": 0.987}, \"59796\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-18 05:32:35.000000+00:00\", \"2023-06-12 00:42:23.000000+00:00\"], \"session_ids\": [\"24920a3e-73bc-4d37-a413-98bc6c48f3a1\", \"4f9ff892-d067-4d27-936a-3eea39661f6b\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 3.923}, \"10254\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-10 14:51:51.000000+00:00\", \"2019-04-20 17:12:12.000000+00:00\"], \"session_ids\": [\"137f31b6-888a-4468-b1bc-a4974dde0f08\", \"facac99d-3dbf-44b3-a56a-85cbeae3757a\"], \"total_duration\": 340.0, \"total_sessions\": 2, \"mean_week_duration\": 42.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is Zurich" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Zurich\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about user I can't find living in city Jakarta as well as put to use sorting by total amount of duration desc." } ]
[ { "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{\"72249\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-03-28 09:14:53.000000+00:00\", \"2019-10-10 06:58:56.000000+00:00\"], \"session_ids\": [\"fee24451-a0a5-4e65-aff3-00568b54e156\", \"5281ff29-7657-43a2-a94c-62e98eaa1690\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 1.496}, \"93732\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-13 19:38:38.000000+00:00\", \"2020-12-10 07:32:40.000000+00:00\", \"2019-03-20 21:03:54.000000+00:00\", \"2020-10-05 20:25:15.000000+00:00\", \"2021-12-01 22:36:04.000000+00:00\"], \"session_ids\": [\"deef6fde-87d6-47f2-98be-acdab4e9b2bd\", \"84abe547-62c8-4f39-be62-0481b253b605\", \"b2e3beb5-773e-479a-8e3e-d4cc885ef3c4\", \"ba46ff5d-18a1-4d8d-93c5-ea887d6eb51f\", \"985f2b47-7930-46fa-a886-50b7d64987b9\"], \"total_duration\": 2477.0, \"total_sessions\": 5, \"mean_week_duration\": 13.317}, \"23291\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-10-19 11:19:11.000000+00:00\", \"2021-11-15 05:28:03.000000+00:00\", \"2021-07-23 16:37:45.000000+00:00\"], \"session_ids\": [\"e0e943c1-e139-4ff2-9760-0198f4597e34\", \"98b05fef-cf7e-49d9-b52b-993c91974252\", \"27b96e98-7b2b-4328-baee-b6b5551c1886\"], \"total_duration\": 415.0, \"total_sessions\": 3, \"mean_week_duration\": 6.385}, \"42175\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-28 17:40:21.000000+00:00\", \"2020-04-04 14:43:12.000000+00:00\", \"2019-04-27 03:15:01.000000+00:00\"], \"session_ids\": [\"3b3ad97e-507c-4f5d-8b53-dd3a2520db33\", \"7814b530-e2a0-4019-8673-33b568721d76\", \"61e17108-b6a7-43f1-87b1-26c34a6a8f2e\"], \"total_duration\": 922.0, \"total_sessions\": 3, \"mean_week_duration\": 17.396}, \"78100\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-06-11 23:00:21.000000+00:00\", \"2021-06-16 13:48:21.000000+00:00\", \"2019-12-08 12:39:15.000000+00:00\", \"2020-07-02 01:51:06.000000+00:00\"], \"session_ids\": [\"da1b90f6-88bd-4000-90da-05c6c8ff799f\", \"af85915a-e9c9-41a2-9362-7dc43a9e813a\", \"b2f3b4f3-c5cb-4a0f-9170-cc86ab3979e9\", \"a6de5195-ed69-4b0e-8226-bcd8e3b316f9\"], \"total_duration\": 1158.0, \"total_sessions\": 4, \"mean_week_duration\": 14.475}, \"10287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-15 15:41:40.000000+00:00\", \"2020-05-04 21:43:14.000000+00:00\"], \"session_ids\": [\"d85b13e8-9d18-4616-bb10-1b2a941002d9\", \"adabfa84-8eb3-4e1a-9d19-a0495f23a0a8\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.341}, \"10666\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-16 08:49:11.000000+00:00\", \"2019-06-09 03:20:07.000000+00:00\", \"2021-12-26 13:57:20.000000+00:00\", \"2021-05-11 22:45:42.000000+00:00\", \"2023-02-01 13:27:03.000000+00:00\"], \"session_ids\": [\"e9dc37e1-70b4-42ae-951f-5c1a399dee4a\", \"33818804-ae9d-475e-92aa-f867e784c90b\", \"1c390534-6a0c-4a51-b47e-bd26baf7e41a\", \"f047766a-6d3d-4d6c-99d2-2fc7ace84048\", \"6917df19-ad28-467e-8892-6581b158ec2d\"], \"total_duration\": 291.0, \"total_sessions\": 5, \"mean_week_duration\": 1.524}, \"86560\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-10-22 18:47:06.000000+00:00\", \"2023-06-26 22:33:00.000000+00:00\"], \"session_ids\": [\"35781461-94db-4968-b394-9c9ee2866be3\", \"894dc002-d630-4ea5-9358-5cdfbd0a85ca\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 0.755}, \"57909\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-08 13:13:36.000000+00:00\", \"2023-03-12 01:50:56.000000+00:00\", \"2023-06-15 17:03:17.000000+00:00\", \"2022-02-14 15:25:22.000000+00:00\", \"2020-07-23 12:38:16.000000+00:00\", \"2021-10-03 00:19:02.000000+00:00\", \"2022-08-22 13:43:51.000000+00:00\", \"2019-06-06 05:16:59.000000+00:00\", \"2022-11-26 06:20:53.000000+00:00\", \"2021-08-06 13:57:28.000000+00:00\"], \"session_ids\": [\"cb627a74-d6cb-46e5-aa44-bee9fe4ff79b\", \"6a960135-f7c7-49d6-a64a-f1cee6d9123b\", \"32e22214-5da8-4bf8-93c8-1ae4257a8108\", \"fa9935dc-60ed-4746-97f9-e4d4cf7444f9\", \"3dc398f9-f6d2-46f6-beb1-164c241b8353\", \"835fe215-29c2-4e58-84cd-7ce10907269b\", \"839e0bcc-896d-4671-af7d-c83bc72e615d\", \"d75ff5b2-8836-46ca-88ed-5c7ebf4450a6\", \"135263a8-406e-4c08-8d2e-65a05f510c3f\", \"b9287fd7-db0e-4834-8b0e-5f19df524b2d\"], \"total_duration\": 6932.0, \"total_sessions\": 10, \"mean_week_duration\": 33.01}, \"96374\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-02-24 09:26:28.000000+00:00\", \"2023-01-25 20:00:03.000000+00:00\"], \"session_ids\": [\"d9cbec55-3f25-42b1-90e6-9b0b9b3ac32f\", \"afc692cd-b246-48f8-b97d-26c4be344826\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 2.712}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Jakarta" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Jakarta\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"72249\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-03-28 09:14:53.000000+00:00\", \"2019-10-10 06:58:56.000000+00:00\"], \"session_ids\": [\"fee24451-a0a5-4e65-aff3-00568b54e156\", \"5281ff29-7657-43a2-a94c-62e98eaa1690\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 1.496}, \"93732\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-13 19:38:38.000000+00:00\", \"2020-12-10 07:32:40.000000+00:00\", \"2019-03-20 21:03:54.000000+00:00\", \"2020-10-05 20:25:15.000000+00:00\", \"2021-12-01 22:36:04.000000+00:00\"], \"session_ids\": [\"deef6fde-87d6-47f2-98be-acdab4e9b2bd\", \"84abe547-62c8-4f39-be62-0481b253b605\", \"b2e3beb5-773e-479a-8e3e-d4cc885ef3c4\", \"ba46ff5d-18a1-4d8d-93c5-ea887d6eb51f\", \"985f2b47-7930-46fa-a886-50b7d64987b9\"], \"total_duration\": 2477.0, \"total_sessions\": 5, \"mean_week_duration\": 13.317}, \"23291\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-10-19 11:19:11.000000+00:00\", \"2021-11-15 05:28:03.000000+00:00\", \"2021-07-23 16:37:45.000000+00:00\"], \"session_ids\": [\"e0e943c1-e139-4ff2-9760-0198f4597e34\", \"98b05fef-cf7e-49d9-b52b-993c91974252\", \"27b96e98-7b2b-4328-baee-b6b5551c1886\"], \"total_duration\": 415.0, \"total_sessions\": 3, \"mean_week_duration\": 6.385}, \"42175\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-28 17:40:21.000000+00:00\", \"2020-04-04 14:43:12.000000+00:00\", \"2019-04-27 03:15:01.000000+00:00\"], \"session_ids\": [\"3b3ad97e-507c-4f5d-8b53-dd3a2520db33\", \"7814b530-e2a0-4019-8673-33b568721d76\", \"61e17108-b6a7-43f1-87b1-26c34a6a8f2e\"], \"total_duration\": 922.0, \"total_sessions\": 3, \"mean_week_duration\": 17.396}, \"78100\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-06-11 23:00:21.000000+00:00\", \"2021-06-16 13:48:21.000000+00:00\", \"2019-12-08 12:39:15.000000+00:00\", \"2020-07-02 01:51:06.000000+00:00\"], \"session_ids\": [\"da1b90f6-88bd-4000-90da-05c6c8ff799f\", \"af85915a-e9c9-41a2-9362-7dc43a9e813a\", \"b2f3b4f3-c5cb-4a0f-9170-cc86ab3979e9\", \"a6de5195-ed69-4b0e-8226-bcd8e3b316f9\"], \"total_duration\": 1158.0, \"total_sessions\": 4, \"mean_week_duration\": 14.475}, \"10287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-15 15:41:40.000000+00:00\", \"2020-05-04 21:43:14.000000+00:00\"], \"session_ids\": [\"d85b13e8-9d18-4616-bb10-1b2a941002d9\", \"adabfa84-8eb3-4e1a-9d19-a0495f23a0a8\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.341}, \"10666\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-16 08:49:11.000000+00:00\", \"2019-06-09 03:20:07.000000+00:00\", \"2021-12-26 13:57:20.000000+00:00\", \"2021-05-11 22:45:42.000000+00:00\", \"2023-02-01 13:27:03.000000+00:00\"], \"session_ids\": [\"e9dc37e1-70b4-42ae-951f-5c1a399dee4a\", \"33818804-ae9d-475e-92aa-f867e784c90b\", \"1c390534-6a0c-4a51-b47e-bd26baf7e41a\", \"f047766a-6d3d-4d6c-99d2-2fc7ace84048\", \"6917df19-ad28-467e-8892-6581b158ec2d\"], \"total_duration\": 291.0, \"total_sessions\": 5, \"mean_week_duration\": 1.524}, \"86560\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-10-22 18:47:06.000000+00:00\", \"2023-06-26 22:33:00.000000+00:00\"], \"session_ids\": [\"35781461-94db-4968-b394-9c9ee2866be3\", \"894dc002-d630-4ea5-9358-5cdfbd0a85ca\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 0.755}, \"57909\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-08 13:13:36.000000+00:00\", \"2023-03-12 01:50:56.000000+00:00\", \"2023-06-15 17:03:17.000000+00:00\", \"2022-02-14 15:25:22.000000+00:00\", \"2020-07-23 12:38:16.000000+00:00\", \"2021-10-03 00:19:02.000000+00:00\", \"2022-08-22 13:43:51.000000+00:00\", \"2019-06-06 05:16:59.000000+00:00\", \"2022-11-26 06:20:53.000000+00:00\", \"2021-08-06 13:57:28.000000+00:00\"], \"session_ids\": [\"cb627a74-d6cb-46e5-aa44-bee9fe4ff79b\", \"6a960135-f7c7-49d6-a64a-f1cee6d9123b\", \"32e22214-5da8-4bf8-93c8-1ae4257a8108\", \"fa9935dc-60ed-4746-97f9-e4d4cf7444f9\", \"3dc398f9-f6d2-46f6-beb1-164c241b8353\", \"835fe215-29c2-4e58-84cd-7ce10907269b\", \"839e0bcc-896d-4671-af7d-c83bc72e615d\", \"d75ff5b2-8836-46ca-88ed-5c7ebf4450a6\", \"135263a8-406e-4c08-8d2e-65a05f510c3f\", \"b9287fd7-db0e-4834-8b0e-5f19df524b2d\"], \"total_duration\": 6932.0, \"total_sessions\": 10, \"mean_week_duration\": 33.01}, \"96374\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-02-24 09:26:28.000000+00:00\", \"2023-01-25 20:00:03.000000+00:00\"], \"session_ids\": [\"d9cbec55-3f25-42b1-90e6-9b0b9b3ac32f\", \"afc692cd-b246-48f8-b97d-26c4be344826\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 2.712}}\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[{\"57909\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-08 13:13:36.000000+00:00\", \"2023-03-12 01:50:56.000000+00:00\", \"2023-06-15 17:03:17.000000+00:00\", \"2022-02-14 15:25:22.000000+00:00\", \"2020-07-23 12:38:16.000000+00:00\", \"2021-10-03 00:19:02.000000+00:00\", \"2022-08-22 13:43:51.000000+00:00\", \"2019-06-06 05:16:59.000000+00:00\", \"2022-11-26 06:20:53.000000+00:00\", \"2021-08-06 13:57:28.000000+00:00\"], \"session_ids\": [\"cb627a74-d6cb-46e5-aa44-bee9fe4ff79b\", \"6a960135-f7c7-49d6-a64a-f1cee6d9123b\", \"32e22214-5da8-4bf8-93c8-1ae4257a8108\", \"fa9935dc-60ed-4746-97f9-e4d4cf7444f9\", \"3dc398f9-f6d2-46f6-beb1-164c241b8353\", \"835fe215-29c2-4e58-84cd-7ce10907269b\", \"839e0bcc-896d-4671-af7d-c83bc72e615d\", \"d75ff5b2-8836-46ca-88ed-5c7ebf4450a6\", \"135263a8-406e-4c08-8d2e-65a05f510c3f\", \"b9287fd7-db0e-4834-8b0e-5f19df524b2d\"], \"total_duration\": 6932.0, \"total_sessions\": 10, \"mean_week_duration\": 33.01}}, {\"93732\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-10-13 19:38:38.000000+00:00\", \"2020-12-10 07:32:40.000000+00:00\", \"2019-03-20 21:03:54.000000+00:00\", \"2020-10-05 20:25:15.000000+00:00\", \"2021-12-01 22:36:04.000000+00:00\"], \"session_ids\": [\"deef6fde-87d6-47f2-98be-acdab4e9b2bd\", \"84abe547-62c8-4f39-be62-0481b253b605\", \"b2e3beb5-773e-479a-8e3e-d4cc885ef3c4\", \"ba46ff5d-18a1-4d8d-93c5-ea887d6eb51f\", \"985f2b47-7930-46fa-a886-50b7d64987b9\"], \"total_duration\": 2477.0, \"total_sessions\": 5, \"mean_week_duration\": 13.317}}, {\"78100\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-06-11 23:00:21.000000+00:00\", \"2021-06-16 13:48:21.000000+00:00\", \"2019-12-08 12:39:15.000000+00:00\", \"2020-07-02 01:51:06.000000+00:00\"], \"session_ids\": [\"da1b90f6-88bd-4000-90da-05c6c8ff799f\", \"af85915a-e9c9-41a2-9362-7dc43a9e813a\", \"b2f3b4f3-c5cb-4a0f-9170-cc86ab3979e9\", \"a6de5195-ed69-4b0e-8226-bcd8e3b316f9\"], \"total_duration\": 1158.0, \"total_sessions\": 4, \"mean_week_duration\": 14.475}}, {\"42175\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-28 17:40:21.000000+00:00\", \"2020-04-04 14:43:12.000000+00:00\", \"2019-04-27 03:15:01.000000+00:00\"], \"session_ids\": [\"3b3ad97e-507c-4f5d-8b53-dd3a2520db33\", \"7814b530-e2a0-4019-8673-33b568721d76\", \"61e17108-b6a7-43f1-87b1-26c34a6a8f2e\"], \"total_duration\": 922.0, \"total_sessions\": 3, \"mean_week_duration\": 17.396}}, {\"23291\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-10-19 11:19:11.000000+00:00\", \"2021-11-15 05:28:03.000000+00:00\", \"2021-07-23 16:37:45.000000+00:00\"], \"session_ids\": [\"e0e943c1-e139-4ff2-9760-0198f4597e34\", \"98b05fef-cf7e-49d9-b52b-993c91974252\", \"27b96e98-7b2b-4328-baee-b6b5551c1886\"], \"total_duration\": 415.0, \"total_sessions\": 3, \"mean_week_duration\": 6.385}}, {\"96374\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-02-24 09:26:28.000000+00:00\", \"2023-01-25 20:00:03.000000+00:00\"], \"session_ids\": [\"d9cbec55-3f25-42b1-90e6-9b0b9b3ac32f\", \"afc692cd-b246-48f8-b97d-26c4be344826\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 2.712}}, {\"10666\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-16 08:49:11.000000+00:00\", \"2019-06-09 03:20:07.000000+00:00\", \"2021-12-26 13:57:20.000000+00:00\", \"2021-05-11 22:45:42.000000+00:00\", \"2023-02-01 13:27:03.000000+00:00\"], \"session_ids\": [\"e9dc37e1-70b4-42ae-951f-5c1a399dee4a\", \"33818804-ae9d-475e-92aa-f867e784c90b\", \"1c390534-6a0c-4a51-b47e-bd26baf7e41a\", \"f047766a-6d3d-4d6c-99d2-2fc7ace84048\", \"6917df19-ad28-467e-8892-6581b158ec2d\"], \"total_duration\": 291.0, \"total_sessions\": 5, \"mean_week_duration\": 1.524}}, {\"72249\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-03-28 09:14:53.000000+00:00\", \"2019-10-10 06:58:56.000000+00:00\"], \"session_ids\": [\"fee24451-a0a5-4e65-aff3-00568b54e156\", \"5281ff29-7657-43a2-a94c-62e98eaa1690\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 1.496}}, {\"86560\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-10-22 18:47:06.000000+00:00\", \"2023-06-26 22:33:00.000000+00:00\"], \"session_ids\": [\"35781461-94db-4968-b394-9c9ee2866be3\", \"894dc002-d630-4ea5-9358-5cdfbd0a85ca\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 0.755}}, {\"10287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-15 15:41:40.000000+00:00\", \"2020-05-04 21:43:14.000000+00:00\"], \"session_ids\": [\"d85b13e8-9d18-4616-bb10-1b2a941002d9\", \"adabfa84-8eb3-4e1a-9d19-a0495f23a0a8\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.341}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"57909\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-08 13:13:36.000000+00:00\", \"2023-03-12 01:50:56.000000+00:00\", \"2023-06-15 17:03:17.000000+00:00\", \"2022-02-14 15:25:22.000000+00:00\", \"2020-07-23 12:38:16.000000+00:00\", \"2021-10-03 00:19:02.000000+00:00\", \"2022-08-22 13:43:51.000000+00:00\", \"2019-06-06 05:16:59.000000+00:00\", \"2022-11-26 06:20:53.000000+00:00\", \"2021-08-06 13:57:28.000000+00:00\"], \"session_ids\": [\"cb627a74-d6cb-46e5-aa44-bee9fe4ff79b\", \"6a960135-f7c7-49d6-a64a-f1cee6d9123b\", \"32e22214-5da8-4bf8-93c8-1ae4257a8108\", \"fa9935dc-60ed-4746-97f9-e4d4cf7444f9\", \"3dc398f9-f6d2-46f6-beb1-164c241b8353\", \"835fe215-29c2-4e58-84cd-7ce10907269b\", \"839e0bcc-896d-4671-af7d-c83bc72e615d\", \"d75ff5b2-8836-46ca-88ed-5c7ebf4450a6\", \"135263a8-406e-4c08-8d2e-65a05f510c3f\", \"b9287fd7-db0e-4834-8b0e-5f19df524b2d\"], \"total_duration\": 6932.0, \"total_sessions\": 10, \"mean_week_duration\": 33.01}}]\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[{\"57909\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-08 13:13:36.000000+00:00\", \"2023-03-12 01:50:56.000000+00:00\", \"2023-06-15 17:03:17.000000+00:00\", \"2022-02-14 15:25:22.000000+00:00\", \"2020-07-23 12:38:16.000000+00:00\", \"2021-10-03 00:19:02.000000+00:00\", \"2022-08-22 13:43:51.000000+00:00\", \"2019-06-06 05:16:59.000000+00:00\", \"2022-11-26 06:20:53.000000+00:00\", \"2021-08-06 13:57:28.000000+00:00\"], \"session_ids\": [\"cb627a74-d6cb-46e5-aa44-bee9fe4ff79b\", \"6a960135-f7c7-49d6-a64a-f1cee6d9123b\", \"32e22214-5da8-4bf8-93c8-1ae4257a8108\", \"fa9935dc-60ed-4746-97f9-e4d4cf7444f9\", \"3dc398f9-f6d2-46f6-beb1-164c241b8353\", \"835fe215-29c2-4e58-84cd-7ce10907269b\", \"839e0bcc-896d-4671-af7d-c83bc72e615d\", \"d75ff5b2-8836-46ca-88ed-5c7ebf4450a6\", \"135263a8-406e-4c08-8d2e-65a05f510c3f\", \"b9287fd7-db0e-4834-8b0e-5f19df524b2d\"], \"total_duration\": 6932.0, \"total_sessions\": 10, \"mean_week_duration\": 33.01}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into users whose overall sessions count is equal to 4 , execute sorting by all sessions quantity from the smallest to the largest." } ]
[ { "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{\"9097\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-02-20 21:12:06.000000+00:00\", \"2022-03-05 09:54:06.000000+00:00\", \"2022-12-10 19:51:42.000000+00:00\", \"2021-05-23 09:35:14.000000+00:00\", \"2022-10-14 13:20:19.000000+00:00\", \"2021-10-20 05:25:34.000000+00:00\", \"2019-01-22 06:11:49.000000+00:00\", \"2021-05-06 14:39:26.000000+00:00\", \"2021-04-13 22:56:17.000000+00:00\"], \"session_ids\": [\"77b650a5-c41f-463b-8e08-8f3f7f93f2e2\", \"37039a24-021f-4310-9a67-122c26960db0\", \"ece9804c-a0ea-46e4-8e1e-e87ee155f4ef\", \"1cd31b58-d977-44f1-b4d1-8231d5eae720\", \"98dae643-3dcf-47b2-b08f-6b37a90969ab\", \"cc447751-4b6e-4b27-8ae9-c91d90e790c1\", \"78488382-2526-4517-83e9-991544071d4b\", \"b22a9a52-d137-4d89-971f-01795ee55c83\", \"52bcfa4f-89d7-4819-8286-c062ba75ebaf\"], \"total_duration\": 3827.0, \"total_sessions\": 9, \"mean_week_duration\": 17.967}, \"95102\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-08-28 04:32:52.000000+00:00\", \"2021-04-11 20:54:12.000000+00:00\", \"2020-02-03 09:28:58.000000+00:00\"], \"session_ids\": [\"033e53ef-5b3d-4493-9871-5a88d097548a\", \"56ae3270-861a-421a-8274-46fb551bff4b\", \"dafafbb7-14e1-4efd-be81-78bad0b4418a\"], \"total_duration\": 129.0, \"total_sessions\": 3, \"mean_week_duration\": 2.081}, \"84010\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-18 16:54:45.000000+00:00\", \"2020-01-24 13:12:43.000000+00:00\", \"2023-03-08 15:04:46.000000+00:00\", \"2022-10-03 10:47:21.000000+00:00\", \"2023-05-10 11:04:08.000000+00:00\"], \"session_ids\": [\"5a0b30d8-5bfc-4da3-be29-87cba0d45638\", \"542c189f-3370-4b80-bc84-21ecd2d5e756\", \"fa8edb85-8b2e-43ab-8767-3c960c37931f\", \"6ddc180f-9174-4987-b80f-30574a672d4e\", \"43226307-4ae3-45af-baf5-7d3d5850dc74\"], \"total_duration\": 456.0, \"total_sessions\": 5, \"mean_week_duration\": 2.192}, \"98254\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-10 02:37:01.000000+00:00\", \"2022-08-28 04:46:03.000000+00:00\"], \"session_ids\": [\"ed0e4433-a61d-43d8-b8fb-a2753b0ef6a0\", \"a2a84239-af8e-4c88-9062-689c49fd7ab2\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 2.892}, \"85678\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-17 00:04:02.000000+00:00\", \"2022-05-10 14:34:38.000000+00:00\"], \"session_ids\": [\"4d2bddb8-c56f-4c8e-8fe1-ad0928892031\", \"9f06df90-74bc-41fc-a924-0aaf8f8d73a0\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.436}, \"3288\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-14 08:18:37.000000+00:00\", \"2022-03-11 05:25:49.000000+00:00\"], \"session_ids\": [\"08058188-ae4f-460f-8dcd-6376bab589ea\", \"e771d327-e86c-45ff-aa09-db4fd1f6a7b5\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 89.0}, \"55883\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-02-02 22:36:38.000000+00:00\", \"2019-08-03 22:20:07.000000+00:00\", \"2021-03-23 00:03:25.000000+00:00\", \"2020-03-29 19:27:52.000000+00:00\"], \"session_ids\": [\"d33889e6-2596-4936-927a-22537af3b9e3\", \"2cb5e354-b371-4581-aa8a-4a72d1f8c869\", \"2be48928-3170-4360-96fc-43b0876de2ce\", \"1a2f66af-a3e3-433f-abef-9404ee594c63\"], \"total_duration\": 73.0, \"total_sessions\": 4, \"mean_week_duration\": 0.849}, \"99468\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-04-03 17:53:47.000000+00:00\", \"2019-10-25 08:23:18.000000+00:00\", \"2022-02-27 00:38:23.000000+00:00\"], \"session_ids\": [\"b7592e3c-e501-4f7a-a7df-1854f3eac50f\", \"f9680c79-d4f0-479f-9286-5a6b4b25c33a\", \"b7028350-ab09-4d22-9855-d17c62108713\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 0.533}, \"25743\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2020-07-26 03:07:59.000000+00:00\", \"2020-09-01 04:11:41.000000+00:00\", \"2019-03-06 10:20:43.000000+00:00\"], \"session_ids\": [\"7643c9cc-c83a-4eca-a7f2-288bd22b795f\", \"2d919f03-cb93-4d41-a42c-7098511e7af1\", \"a6f05773-f3a7-45bf-a976-7e8190d8e649\"], \"total_duration\": 123.0, \"total_sessions\": 3, \"mean_week_duration\": 1.577}, \"4499\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-03-08 08:39:11.000000+00:00\", \"2022-06-01 09:43:06.000000+00:00\", \"2022-03-30 08:17:00.000000+00:00\", \"2022-09-17 07:48:44.000000+00:00\"], \"session_ids\": [\"a018e478-c966-4e77-8bfc-2c4861c99def\", \"c84b6078-c5ab-4cad-8d8f-fbea4b008ee4\", \"b60f676f-056c-4542-a552-3a61b605c0dc\", \"305258c1-b171-4bdf-a589-eaf2f7a56979\"], \"total_duration\": 751.0, \"total_sessions\": 4, \"mean_week_duration\": 5.689}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[4, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"55883\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-02-02 22:36:38.000000+00:00\", \"2019-08-03 22:20:07.000000+00:00\", \"2021-03-23 00:03:25.000000+00:00\", \"2020-03-29 19:27:52.000000+00:00\"], \"session_ids\": [\"d33889e6-2596-4936-927a-22537af3b9e3\", \"2cb5e354-b371-4581-aa8a-4a72d1f8c869\", \"2be48928-3170-4360-96fc-43b0876de2ce\", \"1a2f66af-a3e3-433f-abef-9404ee594c63\"], \"total_duration\": 73.0, \"total_sessions\": 4, \"mean_week_duration\": 0.849}, \"4499\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-03-08 08:39:11.000000+00:00\", \"2022-06-01 09:43:06.000000+00:00\", \"2022-03-30 08:17:00.000000+00:00\", \"2022-09-17 07:48:44.000000+00:00\"], \"session_ids\": [\"a018e478-c966-4e77-8bfc-2c4861c99def\", \"c84b6078-c5ab-4cad-8d8f-fbea4b008ee4\", \"b60f676f-056c-4542-a552-3a61b605c0dc\", \"305258c1-b171-4bdf-a589-eaf2f7a56979\"], \"total_duration\": 751.0, \"total_sessions\": 4, \"mean_week_duration\": 5.689}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"55883\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-02-02 22:36:38.000000+00:00\", \"2019-08-03 22:20:07.000000+00:00\", \"2021-03-23 00:03:25.000000+00:00\", \"2020-03-29 19:27:52.000000+00:00\"], \"session_ids\": [\"d33889e6-2596-4936-927a-22537af3b9e3\", \"2cb5e354-b371-4581-aa8a-4a72d1f8c869\", \"2be48928-3170-4360-96fc-43b0876de2ce\", \"1a2f66af-a3e3-433f-abef-9404ee594c63\"], \"total_duration\": 73.0, \"total_sessions\": 4, \"mean_week_duration\": 0.849}}, {\"4499\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-03-08 08:39:11.000000+00:00\", \"2022-06-01 09:43:06.000000+00:00\", \"2022-03-30 08:17:00.000000+00:00\", \"2022-09-17 07:48:44.000000+00:00\"], \"session_ids\": [\"a018e478-c966-4e77-8bfc-2c4861c99def\", \"c84b6078-c5ab-4cad-8d8f-fbea4b008ee4\", \"b60f676f-056c-4542-a552-3a61b605c0dc\", \"305258c1-b171-4bdf-a589-eaf2f7a56979\"], \"total_duration\": 751.0, \"total_sessions\": 4, \"mean_week_duration\": 5.689}}]\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[{\"55883\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-02-02 22:36:38.000000+00:00\", \"2019-08-03 22:20:07.000000+00:00\", \"2021-03-23 00:03:25.000000+00:00\", \"2020-03-29 19:27:52.000000+00:00\"], \"session_ids\": [\"d33889e6-2596-4936-927a-22537af3b9e3\", \"2cb5e354-b371-4581-aa8a-4a72d1f8c869\", \"2be48928-3170-4360-96fc-43b0876de2ce\", \"1a2f66af-a3e3-433f-abef-9404ee594c63\"], \"total_duration\": 73.0, \"total_sessions\": 4, \"mean_week_duration\": 0.849}}, {\"4499\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-03-08 08:39:11.000000+00:00\", \"2022-06-01 09:43:06.000000+00:00\", \"2022-03-30 08:17:00.000000+00:00\", \"2022-09-17 07:48:44.000000+00:00\"], \"session_ids\": [\"a018e478-c966-4e77-8bfc-2c4861c99def\", \"c84b6078-c5ab-4cad-8d8f-fbea4b008ee4\", \"b60f676f-056c-4542-a552-3a61b605c0dc\", \"305258c1-b171-4bdf-a589-eaf2f7a56979\"], \"total_duration\": 751.0, \"total_sessions\": 4, \"mean_week_duration\": 5.689}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show user to me who has sessions summation less than 4 , and carry out sorting by total_sessions in asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"21646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-23 11:24:09.000000+00:00\", \"2022-07-24 00:48:56.000000+00:00\", \"2022-09-07 09:20:13.000000+00:00\", \"2019-09-08 03:17:04.000000+00:00\", \"2022-05-30 01:43:00.000000+00:00\", \"2021-08-06 16:32:26.000000+00:00\"], \"session_ids\": [\"2528b3f7-42d1-4617-bdf8-deaf69e7bdcc\", \"ca4a06de-5bd2-4883-bda2-5b43a6d856ad\", \"eb1471b3-f81c-4581-b378-4ed134183627\", \"ea1c2ed2-ba6d-4b1c-8298-4f0a7fd9afba\", \"7e8d12d9-230b-4743-bce5-b2898c9d2d86\", \"2abac6e6-c67e-4cb1-bf11-fa3f4100962e\"], \"total_duration\": 5453.0, \"total_sessions\": 6, \"mean_week_duration\": 34.732}, \"63778\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-05-03 00:45:45.000000+00:00\", \"2019-12-22 17:13:48.000000+00:00\"], \"session_ids\": [\"86c7dc48-55be-457e-8005-cd19f658754a\", \"3690fd60-a5da-4b90-a5d0-d94f4c19765c\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 0.67}, \"37655\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-26 17:49:45.000000+00:00\", \"2021-02-01 13:54:20.000000+00:00\", \"2020-04-24 04:19:41.000000+00:00\", \"2020-10-09 20:42:42.000000+00:00\", \"2021-04-11 23:11:49.000000+00:00\", \"2020-11-24 03:48:23.000000+00:00\", \"2019-11-24 15:06:53.000000+00:00\", \"2021-08-10 20:23:07.000000+00:00\", \"2023-03-05 01:01:10.000000+00:00\"], \"session_ids\": [\"68b142f5-84aa-4c44-8553-0774fd01dc57\", \"402d97f4-a497-499b-8c07-83a27dd978d4\", \"202ad8cb-e57e-4695-9f7d-c872536b3ab0\", \"89735919-e5f2-41c5-bafa-49e2d4974005\", \"d2010a42-9633-485b-8c57-5dcc2aacaad2\", \"81b270d5-c1b4-4110-8581-bafe560fc284\", \"f94bc769-b081-46aa-8590-2dda8f4b093b\", \"40252d9c-b8ae-40a2-932c-8673c6878b0c\", \"eb53b5cb-bdf8-40f7-8a5f-dcf4f3f10ff3\"], \"total_duration\": 2451.0, \"total_sessions\": 9, \"mean_week_duration\": 14.086}, \"2733\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-10-20 21:41:55.000000+00:00\", \"2019-10-20 00:23:22.000000+00:00\"], \"session_ids\": [\"8640b9f7-9695-44e9-a69e-7ef7dddfc429\", \"1a33c641-5c3a-4e62-9e80-2084be0030b8\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 1.491}, \"72721\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-05-24 12:51:28.000000+00:00\", \"2019-06-22 16:38:37.000000+00:00\"], \"session_ids\": [\"bde381b7-2ae2-4d2e-b7d3-4cf5aa79034f\", \"2dccb24a-6aca-45ee-9057-4baf57fd45b2\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 2.595}, \"37776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-08-21 01:10:59.000000+00:00\", \"2020-10-01 09:09:36.000000+00:00\", \"2019-03-11 03:44:14.000000+00:00\", \"2019-08-13 04:03:09.000000+00:00\", \"2022-04-30 03:10:41.000000+00:00\"], \"session_ids\": [\"91a64a52-d53a-4597-a1da-b0220f2d2f28\", \"c2de32fd-ec33-4cd9-a77d-09dd35c8a97d\", \"9b1a0c20-3310-448a-8722-44f214574907\", \"5e5c40df-5647-482d-839d-6fbcb594dd0c\", \"0a05fd54-f7c2-4d8f-aa4e-352460f55614\"], \"total_duration\": 3815.0, \"total_sessions\": 5, \"mean_week_duration\": 23.262}, \"59996\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-01 12:52:59.000000+00:00\", \"2022-05-19 19:50:23.000000+00:00\"], \"session_ids\": [\"42bb2077-35cf-4bea-9a27-945e41ecc7b6\", \"9ec4b3bc-0484-473f-b104-6909e74957b9\"], \"total_duration\": 443.0, \"total_sessions\": 2, \"mean_week_duration\": 4.14}, \"47931\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-11 09:20:51.000000+00:00\", \"2021-05-26 13:39:01.000000+00:00\"], \"session_ids\": [\"b6311b45-c6f8-4a64-9a9e-cc560e02f6ee\", \"80e898dc-db38-4ae2-82a9-b79c6019dfac\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 1.194}, \"75926\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-06 06:32:53.000000+00:00\", \"2022-06-16 19:58:07.000000+00:00\", \"2021-03-12 02:47:36.000000+00:00\", \"2022-11-20 00:31:18.000000+00:00\"], \"session_ids\": [\"91e0f83c-b7ad-474d-8246-104a8aab8264\", \"1aed04a3-153b-41dd-ad27-ebf6efae494a\", \"19708014-57e6-4ec4-9615-9493d6a30d55\", \"61e74215-77eb-4f82-9368-6b45d3ab1b2c\"], \"total_duration\": 62.0, \"total_sessions\": 4, \"mean_week_duration\": 0.681}, \"43511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-05-13 11:13:26.000000+00:00\", \"2020-09-06 13:12:07.000000+00:00\", \"2022-03-02 16:13:29.000000+00:00\"], \"session_ids\": [\"09b8294d-9d52-40dd-93b3-28376709adb4\", \"058c94f3-5dd9-4310-9685-7f333f482952\", \"8eeb6a1f-3c29-44c1-8ba5-6755bc7e3587\"], \"total_duration\": 274.0, \"total_sessions\": 3, \"mean_week_duration\": 1.864}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"63778\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-05-03 00:45:45.000000+00:00\", \"2019-12-22 17:13:48.000000+00:00\"], \"session_ids\": [\"86c7dc48-55be-457e-8005-cd19f658754a\", \"3690fd60-a5da-4b90-a5d0-d94f4c19765c\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 0.67}, \"2733\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-10-20 21:41:55.000000+00:00\", \"2019-10-20 00:23:22.000000+00:00\"], \"session_ids\": [\"8640b9f7-9695-44e9-a69e-7ef7dddfc429\", \"1a33c641-5c3a-4e62-9e80-2084be0030b8\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 1.491}, \"72721\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-05-24 12:51:28.000000+00:00\", \"2019-06-22 16:38:37.000000+00:00\"], \"session_ids\": [\"bde381b7-2ae2-4d2e-b7d3-4cf5aa79034f\", \"2dccb24a-6aca-45ee-9057-4baf57fd45b2\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 2.595}, \"59996\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-01 12:52:59.000000+00:00\", \"2022-05-19 19:50:23.000000+00:00\"], \"session_ids\": [\"42bb2077-35cf-4bea-9a27-945e41ecc7b6\", \"9ec4b3bc-0484-473f-b104-6909e74957b9\"], \"total_duration\": 443.0, \"total_sessions\": 2, \"mean_week_duration\": 4.14}, \"47931\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-11 09:20:51.000000+00:00\", \"2021-05-26 13:39:01.000000+00:00\"], \"session_ids\": [\"b6311b45-c6f8-4a64-9a9e-cc560e02f6ee\", \"80e898dc-db38-4ae2-82a9-b79c6019dfac\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 1.194}, \"75926\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-06 06:32:53.000000+00:00\", \"2022-06-16 19:58:07.000000+00:00\", \"2021-03-12 02:47:36.000000+00:00\", \"2022-11-20 00:31:18.000000+00:00\"], \"session_ids\": [\"91e0f83c-b7ad-474d-8246-104a8aab8264\", \"1aed04a3-153b-41dd-ad27-ebf6efae494a\", \"19708014-57e6-4ec4-9615-9493d6a30d55\", \"61e74215-77eb-4f82-9368-6b45d3ab1b2c\"], \"total_duration\": 62.0, \"total_sessions\": 4, \"mean_week_duration\": 0.681}, \"43511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-05-13 11:13:26.000000+00:00\", \"2020-09-06 13:12:07.000000+00:00\", \"2022-03-02 16:13:29.000000+00:00\"], \"session_ids\": [\"09b8294d-9d52-40dd-93b3-28376709adb4\", \"058c94f3-5dd9-4310-9685-7f333f482952\", \"8eeb6a1f-3c29-44c1-8ba5-6755bc7e3587\"], \"total_duration\": 274.0, \"total_sessions\": 3, \"mean_week_duration\": 1.864}}\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[{\"63778\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-05-03 00:45:45.000000+00:00\", \"2019-12-22 17:13:48.000000+00:00\"], \"session_ids\": [\"86c7dc48-55be-457e-8005-cd19f658754a\", \"3690fd60-a5da-4b90-a5d0-d94f4c19765c\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 0.67}}, {\"2733\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-10-20 21:41:55.000000+00:00\", \"2019-10-20 00:23:22.000000+00:00\"], \"session_ids\": [\"8640b9f7-9695-44e9-a69e-7ef7dddfc429\", \"1a33c641-5c3a-4e62-9e80-2084be0030b8\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 1.491}}, {\"72721\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-05-24 12:51:28.000000+00:00\", \"2019-06-22 16:38:37.000000+00:00\"], \"session_ids\": [\"bde381b7-2ae2-4d2e-b7d3-4cf5aa79034f\", \"2dccb24a-6aca-45ee-9057-4baf57fd45b2\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 2.595}}, {\"59996\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-01 12:52:59.000000+00:00\", \"2022-05-19 19:50:23.000000+00:00\"], \"session_ids\": [\"42bb2077-35cf-4bea-9a27-945e41ecc7b6\", \"9ec4b3bc-0484-473f-b104-6909e74957b9\"], \"total_duration\": 443.0, \"total_sessions\": 2, \"mean_week_duration\": 4.14}}, {\"47931\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-11 09:20:51.000000+00:00\", \"2021-05-26 13:39:01.000000+00:00\"], \"session_ids\": [\"b6311b45-c6f8-4a64-9a9e-cc560e02f6ee\", \"80e898dc-db38-4ae2-82a9-b79c6019dfac\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 1.194}}, {\"43511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-05-13 11:13:26.000000+00:00\", \"2020-09-06 13:12:07.000000+00:00\", \"2022-03-02 16:13:29.000000+00:00\"], \"session_ids\": [\"09b8294d-9d52-40dd-93b3-28376709adb4\", \"058c94f3-5dd9-4310-9685-7f333f482952\", \"8eeb6a1f-3c29-44c1-8ba5-6755bc7e3587\"], \"total_duration\": 274.0, \"total_sessions\": 3, \"mean_week_duration\": 1.864}}, {\"75926\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-06 06:32:53.000000+00:00\", \"2022-06-16 19:58:07.000000+00:00\", \"2021-03-12 02:47:36.000000+00:00\", \"2022-11-20 00:31:18.000000+00:00\"], \"session_ids\": [\"91e0f83c-b7ad-474d-8246-104a8aab8264\", \"1aed04a3-153b-41dd-ad27-ebf6efae494a\", \"19708014-57e6-4ec4-9615-9493d6a30d55\", \"61e74215-77eb-4f82-9368-6b45d3ab1b2c\"], \"total_duration\": 62.0, \"total_sessions\": 4, \"mean_week_duration\": 0.681}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 1 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"63778\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-05-03 00:45:45.000000+00:00\", \"2019-12-22 17:13:48.000000+00:00\"], \"session_ids\": [\"86c7dc48-55be-457e-8005-cd19f658754a\", \"3690fd60-a5da-4b90-a5d0-d94f4c19765c\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 0.67}}]\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[{\"63778\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-05-03 00:45:45.000000+00:00\", \"2019-12-22 17:13:48.000000+00:00\"], \"session_ids\": [\"86c7dc48-55be-457e-8005-cd19f658754a\", \"3690fd60-a5da-4b90-a5d0-d94f4c19765c\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 0.67}}]\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 users who have the smallest value of time spent on the site per week , and apply sorting by overall quantity of sessions decliningly." } ]
[ { "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{\"61081\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-06-20 05:12:17.000000+00:00\", \"2022-01-25 13:25:58.000000+00:00\", \"2019-10-22 22:59:37.000000+00:00\", \"2021-11-24 08:57:02.000000+00:00\", \"2020-07-25 15:26:21.000000+00:00\", \"2020-09-08 08:14:33.000000+00:00\"], \"session_ids\": [\"64b944d2-ccc0-43ba-be03-5a70f4218d82\", \"386734ed-7293-4c26-a275-b053021e904a\", \"184a2121-4b0b-4075-a06e-bcd200de750a\", \"3572ddf6-0890-4976-9160-b1e42d561a70\", \"9fe8b683-f24c-4e48-9fcb-57500ce30d3c\", \"480315c8-7ef8-4d53-9229-2ceebc7edc62\"], \"total_duration\": 498.0, \"total_sessions\": 6, \"mean_week_duration\": 3.583}, \"45208\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-01-07 19:51:37.000000+00:00\", \"2022-02-11 04:12:04.000000+00:00\"], \"session_ids\": [\"2c9b8596-dc94-43ca-8503-732fc445b2ae\", \"f1c9ee43-83fc-4196-b807-2506a57f50b5\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 17.6}, \"69976\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-29 05:18:33.000000+00:00\", \"2022-04-21 04:33:03.000000+00:00\"], \"session_ids\": [\"e08af2b9-62ec-4e8f-8aa6-9995767491b5\", \"88e0f30b-5e2a-4c1d-ab70-e5cb7193791a\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 1.411}, \"40499\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-02-18 04:17:36.000000+00:00\", \"2023-06-12 05:11:16.000000+00:00\"], \"session_ids\": [\"21a0d8e8-9444-4a8c-8cbe-625483932a81\", \"e5c6a17b-71ca-4912-95fa-39affb5ec44e\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.116}, \"73857\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-02-07 13:09:54.000000+00:00\", \"2023-01-25 12:34:04.000000+00:00\"], \"session_ids\": [\"11e6e658-7ad7-4252-8921-ce5ac6d41c5a\", \"402f98b5-9600-457a-bb6b-66ec31d08308\"], \"total_duration\": 419.0, \"total_sessions\": 2, \"mean_week_duration\": 2.703}, \"55103\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-11 22:03:29.000000+00:00\", \"2021-06-04 17:40:14.000000+00:00\"], \"session_ids\": [\"57eda731-5dd6-439e-b74b-58f28d0aa90d\", \"2785f864-8408-44fb-bf6d-9944408c4533\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 1.66}, \"72772\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-07-26 07:12:12.000000+00:00\", \"2019-01-09 06:30:48.000000+00:00\"], \"session_ids\": [\"75f99421-a376-46bd-ae9b-e254716b9b17\", \"f6af23ac-b7e5-421a-a7d5-7e73707d77c4\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 1.621}, \"66024\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-10-13 04:25:15.000000+00:00\", \"2019-07-02 20:55:30.000000+00:00\"], \"session_ids\": [\"7f461480-5849-4e3f-bd69-5fc610cc0a0b\", \"7275c12d-16b1-4c70-9eae-b13695376410\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.37}, \"46578\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-11-11 14:59:28.000000+00:00\", \"2022-03-25 19:35:24.000000+00:00\", \"2021-06-03 13:48:22.000000+00:00\", \"2022-12-25 10:23:01.000000+00:00\", \"2019-03-22 03:53:42.000000+00:00\", \"2023-03-04 09:11:28.000000+00:00\", \"2019-10-29 08:36:33.000000+00:00\"], \"session_ids\": [\"8bba327a-d1f0-429a-bba7-d571e8a36a24\", \"c0d62022-c46b-4e17-acef-6c7fdbb05386\", \"2a8bb032-1548-4551-971f-9d72affa8485\", \"28d86c4d-d6ec-4f33-b635-b498e2d857e6\", \"bc0e28cb-0a8f-4934-9449-f2341658250e\", \"87cf228e-a969-425f-9ae9-ad87abb582ef\", \"dcb88848-43fa-4e22-8d4d-b8de61a9884f\"], \"total_duration\": 384.0, \"total_sessions\": 7, \"mean_week_duration\": 1.855}, \"90819\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-19 23:20:52.000000+00:00\", \"2023-02-08 09:01:47.000000+00:00\", \"2023-06-23 04:46:58.000000+00:00\", \"2020-10-14 21:53:03.000000+00:00\"], \"session_ids\": [\"f8e70155-ee64-4c31-94db-19c95bfc0a68\", \"0aa0c03b-5205-4983-8459-568276b4fc16\", \"0615876a-0134-4fe4-91dc-06ef052a4119\", \"fa34b49a-83f3-43a1-b757-4f14027e28f0\"], \"total_duration\": 184.0, \"total_sessions\": 4, \"mean_week_duration\": 1.305}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the lowest mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": -1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"66024\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-10-13 04:25:15.000000+00:00\", \"2019-07-02 20:55:30.000000+00:00\"], \"session_ids\": [\"7f461480-5849-4e3f-bd69-5fc610cc0a0b\", \"7275c12d-16b1-4c70-9eae-b13695376410\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.37}}, {\"40499\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-02-18 04:17:36.000000+00:00\", \"2023-06-12 05:11:16.000000+00:00\"], \"session_ids\": [\"21a0d8e8-9444-4a8c-8cbe-625483932a81\", \"e5c6a17b-71ca-4912-95fa-39affb5ec44e\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.116}}, {\"90819\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-19 23:20:52.000000+00:00\", \"2023-02-08 09:01:47.000000+00:00\", \"2023-06-23 04:46:58.000000+00:00\", \"2020-10-14 21:53:03.000000+00:00\"], \"session_ids\": [\"f8e70155-ee64-4c31-94db-19c95bfc0a68\", \"0aa0c03b-5205-4983-8459-568276b4fc16\", \"0615876a-0134-4fe4-91dc-06ef052a4119\", \"fa34b49a-83f3-43a1-b757-4f14027e28f0\"], \"total_duration\": 184.0, \"total_sessions\": 4, \"mean_week_duration\": 1.305}}]\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[{\"90819\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-19 23:20:52.000000+00:00\", \"2023-02-08 09:01:47.000000+00:00\", \"2023-06-23 04:46:58.000000+00:00\", \"2020-10-14 21:53:03.000000+00:00\"], \"session_ids\": [\"f8e70155-ee64-4c31-94db-19c95bfc0a68\", \"0aa0c03b-5205-4983-8459-568276b4fc16\", \"0615876a-0134-4fe4-91dc-06ef052a4119\", \"fa34b49a-83f3-43a1-b757-4f14027e28f0\"], \"total_duration\": 184.0, \"total_sessions\": 4, \"mean_week_duration\": 1.305}}, {\"66024\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-10-13 04:25:15.000000+00:00\", \"2019-07-02 20:55:30.000000+00:00\"], \"session_ids\": [\"7f461480-5849-4e3f-bd69-5fc610cc0a0b\", \"7275c12d-16b1-4c70-9eae-b13695376410\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.37}}, {\"40499\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-02-18 04:17:36.000000+00:00\", \"2023-06-12 05:11:16.000000+00:00\"], \"session_ids\": [\"21a0d8e8-9444-4a8c-8cbe-625483932a81\", \"e5c6a17b-71ca-4912-95fa-39affb5ec44e\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.116}}]\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[{\"90819\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-19 23:20:52.000000+00:00\", \"2023-02-08 09:01:47.000000+00:00\", \"2023-06-23 04:46:58.000000+00:00\", \"2020-10-14 21:53:03.000000+00:00\"], \"session_ids\": [\"f8e70155-ee64-4c31-94db-19c95bfc0a68\", \"0aa0c03b-5205-4983-8459-568276b4fc16\", \"0615876a-0134-4fe4-91dc-06ef052a4119\", \"fa34b49a-83f3-43a1-b757-4f14027e28f0\"], \"total_duration\": 184.0, \"total_sessions\": 4, \"mean_week_duration\": 1.305}}, {\"66024\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-10-13 04:25:15.000000+00:00\", \"2019-07-02 20:55:30.000000+00:00\"], \"session_ids\": [\"7f461480-5849-4e3f-bd69-5fc610cc0a0b\", \"7275c12d-16b1-4c70-9eae-b13695376410\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.37}}, {\"40499\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-02-18 04:17:36.000000+00:00\", \"2023-06-12 05:11:16.000000+00:00\"], \"session_ids\": [\"21a0d8e8-9444-4a8c-8cbe-625483932a81\", \"e5c6a17b-71ca-4912-95fa-39affb5ec44e\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.116}}]\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 whose average_week_duration is exactly 21 + apply sorting by sessions count form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"33109\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-02-16 01:42:57.000000+00:00\", \"2020-11-16 19:16:52.000000+00:00\"], \"session_ids\": [\"339b15a6-69d1-4eb5-8a80-732d030274e3\", \"a3067d2a-de98-4e1a-915c-966fe292c2d2\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 4.015}, \"96190\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-05-29 17:34:15.000000+00:00\", \"2020-10-18 01:59:43.000000+00:00\"], \"session_ids\": [\"aab762d1-d756-435e-a369-a36c22f018e4\", \"f75c42ff-df5f-423c-b5cf-75e6edd8a593\"], \"total_duration\": 487.0, \"total_sessions\": 2, \"mean_week_duration\": 3.555}, \"66649\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-06-25 06:14:14.000000+00:00\", \"2020-07-03 23:00:18.000000+00:00\", \"2019-04-26 23:06:18.000000+00:00\"], \"session_ids\": [\"a296a488-ee81-490c-b886-69133e1ecea5\", \"9249d872-937d-4ca2-967c-744118e5f4ef\", \"91723118-f3a5-4b6d-913e-faab6ff81757\"], \"total_duration\": 165.0, \"total_sessions\": 3, \"mean_week_duration\": 2.661}, \"19615\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-13 05:45:40.000000+00:00\", \"2020-01-16 23:43:31.000000+00:00\"], \"session_ids\": [\"8be762ed-c7d3-4d95-b052-167d50858d7f\", \"fd6c5bd9-7b04-4ecc-a23f-1d1cafe12ae9\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"12847\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-11 00:53:20.000000+00:00\", \"2021-08-29 16:13:19.000000+00:00\", \"2019-12-22 15:16:10.000000+00:00\", \"2019-02-13 08:28:55.000000+00:00\", \"2022-12-04 18:12:53.000000+00:00\"], \"session_ids\": [\"32329f70-c9b1-4ddc-80c1-9d78e71d08b4\", \"decfdcf0-fd3b-450d-aab0-2b737f0a8451\", \"48beced7-c0c0-4457-a200-fb6ebef30c26\", \"db66d992-95a5-4f70-b06c-6321f6d22bf8\", \"a8fafe68-9958-4bf7-863b-be277bc5db22\"], \"total_duration\": 631.0, \"total_sessions\": 5, \"mean_week_duration\": 3.171}, \"21624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-12-04 21:03:45.000000+00:00\", \"2019-05-12 09:30:27.000000+00:00\", \"2020-04-12 08:44:42.000000+00:00\", \"2022-10-27 10:22:19.000000+00:00\", \"2020-10-17 18:50:32.000000+00:00\", \"2019-02-16 00:54:57.000000+00:00\", \"2020-11-11 17:13:19.000000+00:00\", \"2020-04-06 01:44:18.000000+00:00\", \"2020-01-13 07:37:18.000000+00:00\", \"2021-07-27 09:39:31.000000+00:00\"], \"session_ids\": [\"2cee394b-ae57-48b6-923f-1c7d207daea5\", \"210144d5-1ea5-49e3-9a92-5609bb524940\", \"9bbc8819-786c-4803-bfd6-74755c0f5502\", \"f875b8bc-987c-46a1-83d8-134ac046030f\", \"8f3d4756-93e0-4858-8fdd-2940ecce6f89\", \"20e58aa8-a61c-4ceb-ae5c-12c7b90f64c8\", \"f702cc14-1f67-4c98-8886-b9d0a3579a12\", \"f8e0e8a8-c27d-4676-8bf7-c573eadaa1c6\", \"a2074adb-6595-40bc-bd78-4c1490cb8741\", \"1b546d1e-3045-4479-95c7-e9bee35f1b6f\"], \"total_duration\": 2495.0, \"total_sessions\": 10, \"mean_week_duration\": 12.927}, \"31692\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-04-02 18:27:53.000000+00:00\", \"2021-02-25 01:37:49.000000+00:00\"], \"session_ids\": [\"d9c14d98-8741-4ebe-9e65-23401d3f234d\", \"54381dc8-ef09-4f21-a6b9-7321c5f98715\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 4.596}, \"20519\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-10-03 04:50:52.000000+00:00\", \"2022-04-16 01:35:46.000000+00:00\", \"2021-04-23 19:13:00.000000+00:00\", \"2021-04-26 21:13:11.000000+00:00\", \"2019-06-18 14:18:50.000000+00:00\"], \"session_ids\": [\"92da9f1d-cc49-4585-a3ab-2b6dc61bdcb5\", \"4072ff3c-4b0e-4e93-932f-a814cafdb2f3\", \"708a2ea1-153f-4afe-b17f-048c45658599\", \"0a388845-a757-40c9-b767-688b59fec8ae\", \"9bb518f1-4bce-40af-ae79-7d0eb79fcb0d\"], \"total_duration\": 2240.0, \"total_sessions\": 5, \"mean_week_duration\": 13.023}, \"31708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-04-27 00:20:39.000000+00:00\", \"2019-02-11 19:28:47.000000+00:00\"], \"session_ids\": [\"d1b60048-7e35-42ae-9c42-3028e84f0e25\", \"5682376e-6b7c-4add-832c-88c7d9f09fbd\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 1.762}, \"86102\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-04-26 03:22:00.000000+00:00\", \"2019-06-06 22:52:41.000000+00:00\"], \"session_ids\": [\"7b6c2c6c-71cf-441b-8f84-67068c8fa950\", \"458b8bba-ce86-4c5b-8822-b9840511b762\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 2.064}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are 21" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[21, 47]]}}}\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 7 users who are bot users based on duration of sessions per week , moreover implement sorting by average of total time spent in the app per week in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13122\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-25 12:47:12.000000+00:00\", \"2022-12-09 23:15:13.000000+00:00\", \"2020-05-19 02:08:58.000000+00:00\", \"2019-10-02 01:15:32.000000+00:00\", \"2021-06-07 09:58:54.000000+00:00\"], \"session_ids\": [\"f0c1fd58-a939-4f40-a414-d99c0257a47c\", \"45749e2b-5b9f-481d-b965-524450e3058a\", \"d392f2a7-b1d1-420a-b086-5e5e539733a8\", \"ad87c367-05ce-4372-bbe8-82a3c094b641\", \"30fd907e-e294-4127-833f-f09c8360c3f2\"], \"total_duration\": 1329.0, \"total_sessions\": 5, \"mean_week_duration\": 7.958}, \"53145\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-28 21:46:38.000000+00:00\", \"2023-04-08 18:28:12.000000+00:00\"], \"session_ids\": [\"4eaf1d8b-84f0-40c6-b95f-fe4338b9be7b\", \"c6c26f1f-0163-4297-9896-4a8d047be2cc\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 1.317}, \"48269\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-10-24 15:38:00.000000+00:00\", \"2023-04-24 01:18:18.000000+00:00\"], \"session_ids\": [\"a94174f4-89f2-473b-afa6-7ba10c207838\", \"8f494102-c06d-47c6-ab6f-b9cb0b24c77e\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 14.885}, \"90480\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-04-25 05:33:03.000000+00:00\", \"2020-03-19 15:36:43.000000+00:00\"], \"session_ids\": [\"25c1455e-a506-45c0-8e92-3098a7c4b466\", \"49868b48-a8c7-4b4b-8163-ae844b8f37c2\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 7.319}, \"26497\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-01-25 09:11:39.000000+00:00\", \"2020-01-07 06:13:57.000000+00:00\", \"2023-01-11 14:26:34.000000+00:00\", \"2020-03-04 00:08:29.000000+00:00\", \"2019-08-08 23:35:13.000000+00:00\", \"2019-02-04 03:37:30.000000+00:00\", \"2020-05-05 02:37:46.000000+00:00\", \"2020-11-25 09:49:51.000000+00:00\", \"2022-02-08 22:20:42.000000+00:00\", \"2022-10-11 09:13:50.000000+00:00\", \"2023-05-01 19:49:01.000000+00:00\"], \"session_ids\": [\"5a579cdf-fa58-44a5-a1af-d7a0162ead6c\", \"679e345f-6589-4055-8189-08dbe7b7e8ac\", \"1edd0502-5e0b-4a48-8dc7-43cec0acd608\", \"7cba07f8-6c00-4764-bf44-95d39e6676df\", \"b16ca7fa-6838-4a1f-9cde-e61b9a6686f3\", \"2a9f88bc-de63-42c7-912f-f0fab8dee99e\", \"40dee7d6-14de-4f80-8098-73b05fd958c7\", \"884a9a2e-f9b4-4464-a146-13551645c572\", \"41540ced-188e-4b06-ac8b-d6ba72667bc6\", \"83cea60c-e446-4889-a54b-45a30f933319\", \"bb89281a-cbaf-4e9d-897a-f26e69a8f66d\"], \"total_duration\": 1198.0, \"total_sessions\": 11, \"mean_week_duration\": 5.372}, \"13055\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-10 00:09:09.000000+00:00\", \"2021-09-25 18:37:59.000000+00:00\"], \"session_ids\": [\"6dae0e95-1383-4d56-9011-7c586bdf12ba\", \"a67efc26-a20e-4d55-8a7b-31c81f670b7c\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 7.679}, \"70224\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-23 12:26:57.000000+00:00\", \"2020-02-12 17:53:21.000000+00:00\"], \"session_ids\": [\"b5cfe777-5aba-478a-9929-aaeeaf161ad1\", \"70515902-bcdc-4173-9ff6-a819eb94ffdb\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 199.5}, \"66807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-02 18:12:18.000000+00:00\", \"2023-05-19 14:34:44.000000+00:00\", \"2020-06-28 22:59:19.000000+00:00\", \"2022-05-05 19:19:19.000000+00:00\", \"2022-01-12 07:07:39.000000+00:00\", \"2022-05-26 22:38:36.000000+00:00\", \"2020-05-28 16:16:45.000000+00:00\", \"2022-06-08 20:40:31.000000+00:00\"], \"session_ids\": [\"195a24d0-54a6-4b62-b281-108d2547b696\", \"e4cddc58-283d-4659-9b0b-bd04fd263e49\", \"50d0a7b5-ef3a-430e-b7cb-a30ffa7dddb2\", \"78640018-d360-469d-bddf-c3115fdda072\", \"7de4a949-9729-4341-91ad-d7185348301b\", \"1ca2371e-7fd4-480d-9c22-716b56854f0b\", \"5e991e10-eedb-420a-bf3e-dccb611686f5\", \"48815b30-0d0e-4804-af0c-0ffe7ed32025\"], \"total_duration\": 403.0, \"total_sessions\": 8, \"mean_week_duration\": 2.6}, \"97695\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-04 18:32:16.000000+00:00\", \"2019-05-17 23:12:29.000000+00:00\", \"2020-10-15 09:39:36.000000+00:00\", \"2022-01-16 13:48:26.000000+00:00\", \"2022-04-13 19:25:24.000000+00:00\", \"2023-01-29 06:44:52.000000+00:00\", \"2020-01-16 03:13:47.000000+00:00\", \"2022-05-31 17:47:31.000000+00:00\"], \"session_ids\": [\"06c6dc7b-1031-4cc5-b564-93a5379ed594\", \"94a0138c-8f7c-4d8f-8154-6e6a9baa8f24\", \"8a6f9eec-4267-4d5c-a799-225f1a07fe67\", \"11645a7f-2840-44ce-963d-560b3aa51665\", \"729c31a0-bcd8-45ca-a77b-a2607d13e8c5\", \"cbe1a350-f5d9-4086-b743-61f5742038ad\", \"ed365b24-f117-45e9-8a9f-698794985725\", \"b7a2ae24-f3d5-4356-b76b-bc6ffd37173c\"], \"total_duration\": 186.0, \"total_sessions\": 8, \"mean_week_duration\": 0.959}, \"63159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-04-09 07:09:18.000000+00:00\", \"2019-10-18 16:35:49.000000+00:00\", \"2021-01-22 02:08:18.000000+00:00\", \"2019-07-30 06:06:47.000000+00:00\", \"2022-11-06 00:48:53.000000+00:00\", \"2022-01-13 12:47:39.000000+00:00\", \"2022-06-22 10:20:34.000000+00:00\", \"2020-11-18 03:33:01.000000+00:00\"], \"session_ids\": [\"eb282440-daf0-43c4-97d1-ac95d36265e9\", \"78d5f452-b0e7-4396-95ae-566dd9a37181\", \"737e2e41-509c-469f-855d-cdc7285acc00\", \"17a2a159-037d-45d2-9e4b-e879ef769fdc\", \"cc731466-7863-479e-b103-bc7d5f26160e\", \"2f797816-7be9-436f-a2e8-5cc739aaffb7\", \"40bfc9eb-e2c9-42a9-a4c3-a3da4f887d9b\", \"a282dc65-2dce-416e-a0e8-53b1149bab88\"], \"total_duration\": 535.0, \"total_sessions\": 8, \"mean_week_duration\": 2.861}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the lowest 7 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 7}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"97695\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-04 18:32:16.000000+00:00\", \"2019-05-17 23:12:29.000000+00:00\", \"2020-10-15 09:39:36.000000+00:00\", \"2022-01-16 13:48:26.000000+00:00\", \"2022-04-13 19:25:24.000000+00:00\", \"2023-01-29 06:44:52.000000+00:00\", \"2020-01-16 03:13:47.000000+00:00\", \"2022-05-31 17:47:31.000000+00:00\"], \"session_ids\": [\"06c6dc7b-1031-4cc5-b564-93a5379ed594\", \"94a0138c-8f7c-4d8f-8154-6e6a9baa8f24\", \"8a6f9eec-4267-4d5c-a799-225f1a07fe67\", \"11645a7f-2840-44ce-963d-560b3aa51665\", \"729c31a0-bcd8-45ca-a77b-a2607d13e8c5\", \"cbe1a350-f5d9-4086-b743-61f5742038ad\", \"ed365b24-f117-45e9-8a9f-698794985725\", \"b7a2ae24-f3d5-4356-b76b-bc6ffd37173c\"], \"total_duration\": 186.0, \"total_sessions\": 8, \"mean_week_duration\": 0.959}}, {\"53145\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-28 21:46:38.000000+00:00\", \"2023-04-08 18:28:12.000000+00:00\"], \"session_ids\": [\"4eaf1d8b-84f0-40c6-b95f-fe4338b9be7b\", \"c6c26f1f-0163-4297-9896-4a8d047be2cc\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 1.317}}, {\"66807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-02 18:12:18.000000+00:00\", \"2023-05-19 14:34:44.000000+00:00\", \"2020-06-28 22:59:19.000000+00:00\", \"2022-05-05 19:19:19.000000+00:00\", \"2022-01-12 07:07:39.000000+00:00\", \"2022-05-26 22:38:36.000000+00:00\", \"2020-05-28 16:16:45.000000+00:00\", \"2022-06-08 20:40:31.000000+00:00\"], \"session_ids\": [\"195a24d0-54a6-4b62-b281-108d2547b696\", \"e4cddc58-283d-4659-9b0b-bd04fd263e49\", \"50d0a7b5-ef3a-430e-b7cb-a30ffa7dddb2\", \"78640018-d360-469d-bddf-c3115fdda072\", \"7de4a949-9729-4341-91ad-d7185348301b\", \"1ca2371e-7fd4-480d-9c22-716b56854f0b\", \"5e991e10-eedb-420a-bf3e-dccb611686f5\", \"48815b30-0d0e-4804-af0c-0ffe7ed32025\"], \"total_duration\": 403.0, \"total_sessions\": 8, \"mean_week_duration\": 2.6}}, {\"63159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-04-09 07:09:18.000000+00:00\", \"2019-10-18 16:35:49.000000+00:00\", \"2021-01-22 02:08:18.000000+00:00\", \"2019-07-30 06:06:47.000000+00:00\", \"2022-11-06 00:48:53.000000+00:00\", \"2022-01-13 12:47:39.000000+00:00\", \"2022-06-22 10:20:34.000000+00:00\", \"2020-11-18 03:33:01.000000+00:00\"], \"session_ids\": [\"eb282440-daf0-43c4-97d1-ac95d36265e9\", \"78d5f452-b0e7-4396-95ae-566dd9a37181\", \"737e2e41-509c-469f-855d-cdc7285acc00\", \"17a2a159-037d-45d2-9e4b-e879ef769fdc\", \"cc731466-7863-479e-b103-bc7d5f26160e\", \"2f797816-7be9-436f-a2e8-5cc739aaffb7\", \"40bfc9eb-e2c9-42a9-a4c3-a3da4f887d9b\", \"a282dc65-2dce-416e-a0e8-53b1149bab88\"], \"total_duration\": 535.0, \"total_sessions\": 8, \"mean_week_duration\": 2.861}}, {\"26497\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-01-25 09:11:39.000000+00:00\", \"2020-01-07 06:13:57.000000+00:00\", \"2023-01-11 14:26:34.000000+00:00\", \"2020-03-04 00:08:29.000000+00:00\", \"2019-08-08 23:35:13.000000+00:00\", \"2019-02-04 03:37:30.000000+00:00\", \"2020-05-05 02:37:46.000000+00:00\", \"2020-11-25 09:49:51.000000+00:00\", \"2022-02-08 22:20:42.000000+00:00\", \"2022-10-11 09:13:50.000000+00:00\", \"2023-05-01 19:49:01.000000+00:00\"], \"session_ids\": [\"5a579cdf-fa58-44a5-a1af-d7a0162ead6c\", \"679e345f-6589-4055-8189-08dbe7b7e8ac\", \"1edd0502-5e0b-4a48-8dc7-43cec0acd608\", \"7cba07f8-6c00-4764-bf44-95d39e6676df\", \"b16ca7fa-6838-4a1f-9cde-e61b9a6686f3\", \"2a9f88bc-de63-42c7-912f-f0fab8dee99e\", \"40dee7d6-14de-4f80-8098-73b05fd958c7\", \"884a9a2e-f9b4-4464-a146-13551645c572\", \"41540ced-188e-4b06-ac8b-d6ba72667bc6\", \"83cea60c-e446-4889-a54b-45a30f933319\", \"bb89281a-cbaf-4e9d-897a-f26e69a8f66d\"], \"total_duration\": 1198.0, \"total_sessions\": 11, \"mean_week_duration\": 5.372}}, {\"90480\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-04-25 05:33:03.000000+00:00\", \"2020-03-19 15:36:43.000000+00:00\"], \"session_ids\": [\"25c1455e-a506-45c0-8e92-3098a7c4b466\", \"49868b48-a8c7-4b4b-8163-ae844b8f37c2\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 7.319}}, {\"13055\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-10 00:09:09.000000+00:00\", \"2021-09-25 18:37:59.000000+00:00\"], \"session_ids\": [\"6dae0e95-1383-4d56-9011-7c586bdf12ba\", \"a67efc26-a20e-4d55-8a7b-31c81f670b7c\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 7.679}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"97695\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-04 18:32:16.000000+00:00\", \"2019-05-17 23:12:29.000000+00:00\", \"2020-10-15 09:39:36.000000+00:00\", \"2022-01-16 13:48:26.000000+00:00\", \"2022-04-13 19:25:24.000000+00:00\", \"2023-01-29 06:44:52.000000+00:00\", \"2020-01-16 03:13:47.000000+00:00\", \"2022-05-31 17:47:31.000000+00:00\"], \"session_ids\": [\"06c6dc7b-1031-4cc5-b564-93a5379ed594\", \"94a0138c-8f7c-4d8f-8154-6e6a9baa8f24\", \"8a6f9eec-4267-4d5c-a799-225f1a07fe67\", \"11645a7f-2840-44ce-963d-560b3aa51665\", \"729c31a0-bcd8-45ca-a77b-a2607d13e8c5\", \"cbe1a350-f5d9-4086-b743-61f5742038ad\", \"ed365b24-f117-45e9-8a9f-698794985725\", \"b7a2ae24-f3d5-4356-b76b-bc6ffd37173c\"], \"total_duration\": 186.0, \"total_sessions\": 8, \"mean_week_duration\": 0.959}}, {\"53145\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-28 21:46:38.000000+00:00\", \"2023-04-08 18:28:12.000000+00:00\"], \"session_ids\": [\"4eaf1d8b-84f0-40c6-b95f-fe4338b9be7b\", \"c6c26f1f-0163-4297-9896-4a8d047be2cc\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 1.317}}, {\"66807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-02 18:12:18.000000+00:00\", \"2023-05-19 14:34:44.000000+00:00\", \"2020-06-28 22:59:19.000000+00:00\", \"2022-05-05 19:19:19.000000+00:00\", \"2022-01-12 07:07:39.000000+00:00\", \"2022-05-26 22:38:36.000000+00:00\", \"2020-05-28 16:16:45.000000+00:00\", \"2022-06-08 20:40:31.000000+00:00\"], \"session_ids\": [\"195a24d0-54a6-4b62-b281-108d2547b696\", \"e4cddc58-283d-4659-9b0b-bd04fd263e49\", \"50d0a7b5-ef3a-430e-b7cb-a30ffa7dddb2\", \"78640018-d360-469d-bddf-c3115fdda072\", \"7de4a949-9729-4341-91ad-d7185348301b\", \"1ca2371e-7fd4-480d-9c22-716b56854f0b\", \"5e991e10-eedb-420a-bf3e-dccb611686f5\", \"48815b30-0d0e-4804-af0c-0ffe7ed32025\"], \"total_duration\": 403.0, \"total_sessions\": 8, \"mean_week_duration\": 2.6}}, {\"63159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-04-09 07:09:18.000000+00:00\", \"2019-10-18 16:35:49.000000+00:00\", \"2021-01-22 02:08:18.000000+00:00\", \"2019-07-30 06:06:47.000000+00:00\", \"2022-11-06 00:48:53.000000+00:00\", \"2022-01-13 12:47:39.000000+00:00\", \"2022-06-22 10:20:34.000000+00:00\", \"2020-11-18 03:33:01.000000+00:00\"], \"session_ids\": [\"eb282440-daf0-43c4-97d1-ac95d36265e9\", \"78d5f452-b0e7-4396-95ae-566dd9a37181\", \"737e2e41-509c-469f-855d-cdc7285acc00\", \"17a2a159-037d-45d2-9e4b-e879ef769fdc\", \"cc731466-7863-479e-b103-bc7d5f26160e\", \"2f797816-7be9-436f-a2e8-5cc739aaffb7\", \"40bfc9eb-e2c9-42a9-a4c3-a3da4f887d9b\", \"a282dc65-2dce-416e-a0e8-53b1149bab88\"], \"total_duration\": 535.0, \"total_sessions\": 8, \"mean_week_duration\": 2.861}}, {\"26497\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-01-25 09:11:39.000000+00:00\", \"2020-01-07 06:13:57.000000+00:00\", \"2023-01-11 14:26:34.000000+00:00\", \"2020-03-04 00:08:29.000000+00:00\", \"2019-08-08 23:35:13.000000+00:00\", \"2019-02-04 03:37:30.000000+00:00\", \"2020-05-05 02:37:46.000000+00:00\", \"2020-11-25 09:49:51.000000+00:00\", \"2022-02-08 22:20:42.000000+00:00\", \"2022-10-11 09:13:50.000000+00:00\", \"2023-05-01 19:49:01.000000+00:00\"], \"session_ids\": [\"5a579cdf-fa58-44a5-a1af-d7a0162ead6c\", \"679e345f-6589-4055-8189-08dbe7b7e8ac\", \"1edd0502-5e0b-4a48-8dc7-43cec0acd608\", \"7cba07f8-6c00-4764-bf44-95d39e6676df\", \"b16ca7fa-6838-4a1f-9cde-e61b9a6686f3\", \"2a9f88bc-de63-42c7-912f-f0fab8dee99e\", \"40dee7d6-14de-4f80-8098-73b05fd958c7\", \"884a9a2e-f9b4-4464-a146-13551645c572\", \"41540ced-188e-4b06-ac8b-d6ba72667bc6\", \"83cea60c-e446-4889-a54b-45a30f933319\", \"bb89281a-cbaf-4e9d-897a-f26e69a8f66d\"], \"total_duration\": 1198.0, \"total_sessions\": 11, \"mean_week_duration\": 5.372}}, {\"90480\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-04-25 05:33:03.000000+00:00\", \"2020-03-19 15:36:43.000000+00:00\"], \"session_ids\": [\"25c1455e-a506-45c0-8e92-3098a7c4b466\", \"49868b48-a8c7-4b4b-8163-ae844b8f37c2\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 7.319}}, {\"13055\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-10 00:09:09.000000+00:00\", \"2021-09-25 18:37:59.000000+00:00\"], \"session_ids\": [\"6dae0e95-1383-4d56-9011-7c586bdf12ba\", \"a67efc26-a20e-4d55-8a7b-31c81f670b7c\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 7.679}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 7 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"97695\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-04 18:32:16.000000+00:00\", \"2019-05-17 23:12:29.000000+00:00\", \"2020-10-15 09:39:36.000000+00:00\", \"2022-01-16 13:48:26.000000+00:00\", \"2022-04-13 19:25:24.000000+00:00\", \"2023-01-29 06:44:52.000000+00:00\", \"2020-01-16 03:13:47.000000+00:00\", \"2022-05-31 17:47:31.000000+00:00\"], \"session_ids\": [\"06c6dc7b-1031-4cc5-b564-93a5379ed594\", \"94a0138c-8f7c-4d8f-8154-6e6a9baa8f24\", \"8a6f9eec-4267-4d5c-a799-225f1a07fe67\", \"11645a7f-2840-44ce-963d-560b3aa51665\", \"729c31a0-bcd8-45ca-a77b-a2607d13e8c5\", \"cbe1a350-f5d9-4086-b743-61f5742038ad\", \"ed365b24-f117-45e9-8a9f-698794985725\", \"b7a2ae24-f3d5-4356-b76b-bc6ffd37173c\"], \"total_duration\": 186.0, \"total_sessions\": 8, \"mean_week_duration\": 0.959}}, {\"53145\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-28 21:46:38.000000+00:00\", \"2023-04-08 18:28:12.000000+00:00\"], \"session_ids\": [\"4eaf1d8b-84f0-40c6-b95f-fe4338b9be7b\", \"c6c26f1f-0163-4297-9896-4a8d047be2cc\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 1.317}}, {\"66807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-02 18:12:18.000000+00:00\", \"2023-05-19 14:34:44.000000+00:00\", \"2020-06-28 22:59:19.000000+00:00\", \"2022-05-05 19:19:19.000000+00:00\", \"2022-01-12 07:07:39.000000+00:00\", \"2022-05-26 22:38:36.000000+00:00\", \"2020-05-28 16:16:45.000000+00:00\", \"2022-06-08 20:40:31.000000+00:00\"], \"session_ids\": [\"195a24d0-54a6-4b62-b281-108d2547b696\", \"e4cddc58-283d-4659-9b0b-bd04fd263e49\", \"50d0a7b5-ef3a-430e-b7cb-a30ffa7dddb2\", \"78640018-d360-469d-bddf-c3115fdda072\", \"7de4a949-9729-4341-91ad-d7185348301b\", \"1ca2371e-7fd4-480d-9c22-716b56854f0b\", \"5e991e10-eedb-420a-bf3e-dccb611686f5\", \"48815b30-0d0e-4804-af0c-0ffe7ed32025\"], \"total_duration\": 403.0, \"total_sessions\": 8, \"mean_week_duration\": 2.6}}, {\"63159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-04-09 07:09:18.000000+00:00\", \"2019-10-18 16:35:49.000000+00:00\", \"2021-01-22 02:08:18.000000+00:00\", \"2019-07-30 06:06:47.000000+00:00\", \"2022-11-06 00:48:53.000000+00:00\", \"2022-01-13 12:47:39.000000+00:00\", \"2022-06-22 10:20:34.000000+00:00\", \"2020-11-18 03:33:01.000000+00:00\"], \"session_ids\": [\"eb282440-daf0-43c4-97d1-ac95d36265e9\", \"78d5f452-b0e7-4396-95ae-566dd9a37181\", \"737e2e41-509c-469f-855d-cdc7285acc00\", \"17a2a159-037d-45d2-9e4b-e879ef769fdc\", \"cc731466-7863-479e-b103-bc7d5f26160e\", \"2f797816-7be9-436f-a2e8-5cc739aaffb7\", \"40bfc9eb-e2c9-42a9-a4c3-a3da4f887d9b\", \"a282dc65-2dce-416e-a0e8-53b1149bab88\"], \"total_duration\": 535.0, \"total_sessions\": 8, \"mean_week_duration\": 2.861}}, {\"26497\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-01-25 09:11:39.000000+00:00\", \"2020-01-07 06:13:57.000000+00:00\", \"2023-01-11 14:26:34.000000+00:00\", \"2020-03-04 00:08:29.000000+00:00\", \"2019-08-08 23:35:13.000000+00:00\", \"2019-02-04 03:37:30.000000+00:00\", \"2020-05-05 02:37:46.000000+00:00\", \"2020-11-25 09:49:51.000000+00:00\", \"2022-02-08 22:20:42.000000+00:00\", \"2022-10-11 09:13:50.000000+00:00\", \"2023-05-01 19:49:01.000000+00:00\"], \"session_ids\": [\"5a579cdf-fa58-44a5-a1af-d7a0162ead6c\", \"679e345f-6589-4055-8189-08dbe7b7e8ac\", \"1edd0502-5e0b-4a48-8dc7-43cec0acd608\", \"7cba07f8-6c00-4764-bf44-95d39e6676df\", \"b16ca7fa-6838-4a1f-9cde-e61b9a6686f3\", \"2a9f88bc-de63-42c7-912f-f0fab8dee99e\", \"40dee7d6-14de-4f80-8098-73b05fd958c7\", \"884a9a2e-f9b4-4464-a146-13551645c572\", \"41540ced-188e-4b06-ac8b-d6ba72667bc6\", \"83cea60c-e446-4889-a54b-45a30f933319\", \"bb89281a-cbaf-4e9d-897a-f26e69a8f66d\"], \"total_duration\": 1198.0, \"total_sessions\": 11, \"mean_week_duration\": 5.372}}, {\"90480\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-04-25 05:33:03.000000+00:00\", \"2020-03-19 15:36:43.000000+00:00\"], \"session_ids\": [\"25c1455e-a506-45c0-8e92-3098a7c4b466\", \"49868b48-a8c7-4b4b-8163-ae844b8f37c2\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 7.319}}, {\"13055\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-10 00:09:09.000000+00:00\", \"2021-09-25 18:37:59.000000+00:00\"], \"session_ids\": [\"6dae0e95-1383-4d56-9011-7c586bdf12ba\", \"a67efc26-a20e-4d55-8a7b-31c81f670b7c\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 7.679}}]\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[{\"97695\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-04 18:32:16.000000+00:00\", \"2019-05-17 23:12:29.000000+00:00\", \"2020-10-15 09:39:36.000000+00:00\", \"2022-01-16 13:48:26.000000+00:00\", \"2022-04-13 19:25:24.000000+00:00\", \"2023-01-29 06:44:52.000000+00:00\", \"2020-01-16 03:13:47.000000+00:00\", \"2022-05-31 17:47:31.000000+00:00\"], \"session_ids\": [\"06c6dc7b-1031-4cc5-b564-93a5379ed594\", \"94a0138c-8f7c-4d8f-8154-6e6a9baa8f24\", \"8a6f9eec-4267-4d5c-a799-225f1a07fe67\", \"11645a7f-2840-44ce-963d-560b3aa51665\", \"729c31a0-bcd8-45ca-a77b-a2607d13e8c5\", \"cbe1a350-f5d9-4086-b743-61f5742038ad\", \"ed365b24-f117-45e9-8a9f-698794985725\", \"b7a2ae24-f3d5-4356-b76b-bc6ffd37173c\"], \"total_duration\": 186.0, \"total_sessions\": 8, \"mean_week_duration\": 0.959}}, {\"53145\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-28 21:46:38.000000+00:00\", \"2023-04-08 18:28:12.000000+00:00\"], \"session_ids\": [\"4eaf1d8b-84f0-40c6-b95f-fe4338b9be7b\", \"c6c26f1f-0163-4297-9896-4a8d047be2cc\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 1.317}}, {\"66807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-02 18:12:18.000000+00:00\", \"2023-05-19 14:34:44.000000+00:00\", \"2020-06-28 22:59:19.000000+00:00\", \"2022-05-05 19:19:19.000000+00:00\", \"2022-01-12 07:07:39.000000+00:00\", \"2022-05-26 22:38:36.000000+00:00\", \"2020-05-28 16:16:45.000000+00:00\", \"2022-06-08 20:40:31.000000+00:00\"], \"session_ids\": [\"195a24d0-54a6-4b62-b281-108d2547b696\", \"e4cddc58-283d-4659-9b0b-bd04fd263e49\", \"50d0a7b5-ef3a-430e-b7cb-a30ffa7dddb2\", \"78640018-d360-469d-bddf-c3115fdda072\", \"7de4a949-9729-4341-91ad-d7185348301b\", \"1ca2371e-7fd4-480d-9c22-716b56854f0b\", \"5e991e10-eedb-420a-bf3e-dccb611686f5\", \"48815b30-0d0e-4804-af0c-0ffe7ed32025\"], \"total_duration\": 403.0, \"total_sessions\": 8, \"mean_week_duration\": 2.6}}, {\"63159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-04-09 07:09:18.000000+00:00\", \"2019-10-18 16:35:49.000000+00:00\", \"2021-01-22 02:08:18.000000+00:00\", \"2019-07-30 06:06:47.000000+00:00\", \"2022-11-06 00:48:53.000000+00:00\", \"2022-01-13 12:47:39.000000+00:00\", \"2022-06-22 10:20:34.000000+00:00\", \"2020-11-18 03:33:01.000000+00:00\"], \"session_ids\": [\"eb282440-daf0-43c4-97d1-ac95d36265e9\", \"78d5f452-b0e7-4396-95ae-566dd9a37181\", \"737e2e41-509c-469f-855d-cdc7285acc00\", \"17a2a159-037d-45d2-9e4b-e879ef769fdc\", \"cc731466-7863-479e-b103-bc7d5f26160e\", \"2f797816-7be9-436f-a2e8-5cc739aaffb7\", \"40bfc9eb-e2c9-42a9-a4c3-a3da4f887d9b\", \"a282dc65-2dce-416e-a0e8-53b1149bab88\"], \"total_duration\": 535.0, \"total_sessions\": 8, \"mean_week_duration\": 2.861}}, {\"26497\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-01-25 09:11:39.000000+00:00\", \"2020-01-07 06:13:57.000000+00:00\", \"2023-01-11 14:26:34.000000+00:00\", \"2020-03-04 00:08:29.000000+00:00\", \"2019-08-08 23:35:13.000000+00:00\", \"2019-02-04 03:37:30.000000+00:00\", \"2020-05-05 02:37:46.000000+00:00\", \"2020-11-25 09:49:51.000000+00:00\", \"2022-02-08 22:20:42.000000+00:00\", \"2022-10-11 09:13:50.000000+00:00\", \"2023-05-01 19:49:01.000000+00:00\"], \"session_ids\": [\"5a579cdf-fa58-44a5-a1af-d7a0162ead6c\", \"679e345f-6589-4055-8189-08dbe7b7e8ac\", \"1edd0502-5e0b-4a48-8dc7-43cec0acd608\", \"7cba07f8-6c00-4764-bf44-95d39e6676df\", \"b16ca7fa-6838-4a1f-9cde-e61b9a6686f3\", \"2a9f88bc-de63-42c7-912f-f0fab8dee99e\", \"40dee7d6-14de-4f80-8098-73b05fd958c7\", \"884a9a2e-f9b4-4464-a146-13551645c572\", \"41540ced-188e-4b06-ac8b-d6ba72667bc6\", \"83cea60c-e446-4889-a54b-45a30f933319\", \"bb89281a-cbaf-4e9d-897a-f26e69a8f66d\"], \"total_duration\": 1198.0, \"total_sessions\": 11, \"mean_week_duration\": 5.372}}, {\"90480\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-04-25 05:33:03.000000+00:00\", \"2020-03-19 15:36:43.000000+00:00\"], \"session_ids\": [\"25c1455e-a506-45c0-8e92-3098a7c4b466\", \"49868b48-a8c7-4b4b-8163-ae844b8f37c2\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 7.319}}, {\"13055\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-10 00:09:09.000000+00:00\", \"2021-09-25 18:37:59.000000+00:00\"], \"session_ids\": [\"6dae0e95-1383-4d56-9011-7c586bdf12ba\", \"a67efc26-a20e-4d55-8a7b-31c81f670b7c\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 7.679}}]\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 3 users who don't live in city Istanbul plus carry out sorting by aver of time using the app per week ascendingly." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"65465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-09-19 13:56:03.000000+00:00\", \"2022-05-29 05:17:49.000000+00:00\"], \"session_ids\": [\"422389d9-6941-47a5-8942-65ff0e7597b3\", \"908d8184-c6a6-4b3e-acb4-44541479d768\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 19.235}, \"93339\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-05-24 04:02:35.000000+00:00\", \"2019-07-06 22:30:03.000000+00:00\"], \"session_ids\": [\"2a27eb83-c2d5-42f0-a0c7-966ac7464855\", \"10f56e85-7bdc-4329-a715-63997dc1565a\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.192}, \"48253\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"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\": \"Panama City\", \"datetimes\": [\"2021-04-03 05:59:50.000000+00:00\", \"2021-08-30 22:22:08.000000+00:00\", \"2022-08-02 09:02:15.000000+00:00\"], \"session_ids\": [\"c9f8bc36-2919-4678-ade0-b3af2468690d\", \"3abbefd4-bf99-4b2c-9b52-172e75fd8584\", \"e7499804-6419-4744-af1c-4de8fb756914\"], \"total_duration\": 495.0, \"total_sessions\": 3, \"mean_week_duration\": 7.071}, \"85705\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-10-23 18:06:33.000000+00:00\", \"2020-03-10 00:40:59.000000+00:00\"], \"session_ids\": [\"4c039525-7989-44e6-a239-f6ffbab19771\", \"046b2fe9-29e0-45bc-8653-e3e547d67e92\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 3.753}, \"53844\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-09-13 16:20:40.000000+00:00\", \"2021-02-09 02:38:34.000000+00:00\"], \"session_ids\": [\"a30f9629-e0ec-45c7-afc2-66977c3da1ea\", \"fa49fe13-8cd0-47cf-8ab5-878d157fff67\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 3.484}, \"66263\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-06-05 15:07:50.000000+00:00\", \"2021-10-19 08:21:19.000000+00:00\", \"2019-04-01 21:46:42.000000+00:00\", \"2020-10-22 05:14:42.000000+00:00\"], \"session_ids\": [\"e52d8d94-b8b8-43dc-b64b-05187c4867a5\", \"6b868f72-fdda-49a3-a3ca-e7adeff06fb7\", \"13c3a636-7bf2-4078-8131-5a92ec452734\", \"06dcc685-f829-4152-946b-93d1d49be8c8\"], \"total_duration\": 220.0, \"total_sessions\": 4, \"mean_week_duration\": 1.654}, \"84090\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-02 05:17:13.000000+00:00\", \"2020-09-29 17:51:17.000000+00:00\", \"2021-03-06 05:12:29.000000+00:00\", \"2019-05-13 23:56:13.000000+00:00\", \"2019-10-03 13:45:51.000000+00:00\", \"2021-02-22 06:06:17.000000+00:00\", \"2019-03-27 21:52:14.000000+00:00\", \"2019-08-27 03:34:17.000000+00:00\"], \"session_ids\": [\"97958ed0-ae5e-4659-a297-dfa66b6ff76f\", \"6a0d9d12-649a-4e34-b731-196a8c39704b\", \"e7deb643-2113-4fba-b25f-2de36de4ed9b\", \"e90ff7b2-652a-4ec3-b5e7-c18f883093d7\", \"abf74103-edf2-416a-83ca-18be3b1b9930\", \"9f14c9ad-5985-4737-a75e-2765352377f4\", \"5629797e-0c2e-4506-823e-19bbdf9ea6ae\", \"2c84ee9d-44d4-42a6-9667-2619f13b121c\"], \"total_duration\": 7317.0, \"total_sessions\": 8, \"mean_week_duration\": 71.735}, \"81194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-01-17 23:47:17.000000+00:00\", \"2019-07-27 17:54:38.000000+00:00\", \"2023-05-06 13:43:38.000000+00:00\"], \"session_ids\": [\"4d7784fe-890e-4d23-b02a-95c277ee464d\", \"b5da2d28-02d9-436c-82c9-709c82f9461c\", \"4499300f-e8d9-474a-af7a-108bea77f5a4\"], \"total_duration\": 192.0, \"total_sessions\": 3, \"mean_week_duration\": 0.975}, \"58946\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-27 03:01:45.000000+00:00\", \"2022-03-31 04:35:48.000000+00:00\", \"2021-07-01 23:07:46.000000+00:00\", \"2020-02-05 09:20:03.000000+00:00\", \"2019-06-12 09:44:25.000000+00:00\", \"2019-12-21 07:53:41.000000+00:00\", \"2019-09-03 14:42:15.000000+00:00\"], \"session_ids\": [\"8cc8802f-03ff-4554-84a8-8ded563a75d6\", \"bb013795-99a8-4b28-8334-649652154989\", \"9ee3b179-040a-4c83-80e3-5cc0e1ac0b42\", \"a21f1ded-502f-4cc9-b318-7a55d94b0455\", \"eaa8edd2-9dac-4375-a857-dd4dc474d773\", \"30ec6b6f-ea6a-4326-846b-187c3a46ebfa\", \"5969df6f-e025-41c7-9f84-8938aa304eea\"], \"total_duration\": 4759.0, \"total_sessions\": 7, \"mean_week_duration\": 29.196}, \"83308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-22 01:20:51.000000+00:00\", \"2021-12-24 16:35:07.000000+00:00\"], \"session_ids\": [\"30889845-deda-4bc0-9123-4c3f9a5510c4\", \"11cb98e0-88da-4d23-887f-4af7ad0e6108\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.339}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Istanbul" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Istanbul\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"65465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-09-19 13:56:03.000000+00:00\", \"2022-05-29 05:17:49.000000+00:00\"], \"session_ids\": [\"422389d9-6941-47a5-8942-65ff0e7597b3\", \"908d8184-c6a6-4b3e-acb4-44541479d768\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 19.235}, \"93339\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-05-24 04:02:35.000000+00:00\", \"2019-07-06 22:30:03.000000+00:00\"], \"session_ids\": [\"2a27eb83-c2d5-42f0-a0c7-966ac7464855\", \"10f56e85-7bdc-4329-a715-63997dc1565a\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.192}, \"48253\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"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\": \"Panama City\", \"datetimes\": [\"2021-04-03 05:59:50.000000+00:00\", \"2021-08-30 22:22:08.000000+00:00\", \"2022-08-02 09:02:15.000000+00:00\"], \"session_ids\": [\"c9f8bc36-2919-4678-ade0-b3af2468690d\", \"3abbefd4-bf99-4b2c-9b52-172e75fd8584\", \"e7499804-6419-4744-af1c-4de8fb756914\"], \"total_duration\": 495.0, \"total_sessions\": 3, \"mean_week_duration\": 7.071}, \"85705\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-10-23 18:06:33.000000+00:00\", \"2020-03-10 00:40:59.000000+00:00\"], \"session_ids\": [\"4c039525-7989-44e6-a239-f6ffbab19771\", \"046b2fe9-29e0-45bc-8653-e3e547d67e92\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 3.753}, \"53844\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-09-13 16:20:40.000000+00:00\", \"2021-02-09 02:38:34.000000+00:00\"], \"session_ids\": [\"a30f9629-e0ec-45c7-afc2-66977c3da1ea\", \"fa49fe13-8cd0-47cf-8ab5-878d157fff67\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 3.484}, \"66263\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-06-05 15:07:50.000000+00:00\", \"2021-10-19 08:21:19.000000+00:00\", \"2019-04-01 21:46:42.000000+00:00\", \"2020-10-22 05:14:42.000000+00:00\"], \"session_ids\": [\"e52d8d94-b8b8-43dc-b64b-05187c4867a5\", \"6b868f72-fdda-49a3-a3ca-e7adeff06fb7\", \"13c3a636-7bf2-4078-8131-5a92ec452734\", \"06dcc685-f829-4152-946b-93d1d49be8c8\"], \"total_duration\": 220.0, \"total_sessions\": 4, \"mean_week_duration\": 1.654}, \"84090\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-02 05:17:13.000000+00:00\", \"2020-09-29 17:51:17.000000+00:00\", \"2021-03-06 05:12:29.000000+00:00\", \"2019-05-13 23:56:13.000000+00:00\", \"2019-10-03 13:45:51.000000+00:00\", \"2021-02-22 06:06:17.000000+00:00\", \"2019-03-27 21:52:14.000000+00:00\", \"2019-08-27 03:34:17.000000+00:00\"], \"session_ids\": [\"97958ed0-ae5e-4659-a297-dfa66b6ff76f\", \"6a0d9d12-649a-4e34-b731-196a8c39704b\", \"e7deb643-2113-4fba-b25f-2de36de4ed9b\", \"e90ff7b2-652a-4ec3-b5e7-c18f883093d7\", \"abf74103-edf2-416a-83ca-18be3b1b9930\", \"9f14c9ad-5985-4737-a75e-2765352377f4\", \"5629797e-0c2e-4506-823e-19bbdf9ea6ae\", \"2c84ee9d-44d4-42a6-9667-2619f13b121c\"], \"total_duration\": 7317.0, \"total_sessions\": 8, \"mean_week_duration\": 71.735}, \"81194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-01-17 23:47:17.000000+00:00\", \"2019-07-27 17:54:38.000000+00:00\", \"2023-05-06 13:43:38.000000+00:00\"], \"session_ids\": [\"4d7784fe-890e-4d23-b02a-95c277ee464d\", \"b5da2d28-02d9-436c-82c9-709c82f9461c\", \"4499300f-e8d9-474a-af7a-108bea77f5a4\"], \"total_duration\": 192.0, \"total_sessions\": 3, \"mean_week_duration\": 0.975}, \"58946\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-27 03:01:45.000000+00:00\", \"2022-03-31 04:35:48.000000+00:00\", \"2021-07-01 23:07:46.000000+00:00\", \"2020-02-05 09:20:03.000000+00:00\", \"2019-06-12 09:44:25.000000+00:00\", \"2019-12-21 07:53:41.000000+00:00\", \"2019-09-03 14:42:15.000000+00:00\"], \"session_ids\": [\"8cc8802f-03ff-4554-84a8-8ded563a75d6\", \"bb013795-99a8-4b28-8334-649652154989\", \"9ee3b179-040a-4c83-80e3-5cc0e1ac0b42\", \"a21f1ded-502f-4cc9-b318-7a55d94b0455\", \"eaa8edd2-9dac-4375-a857-dd4dc474d773\", \"30ec6b6f-ea6a-4326-846b-187c3a46ebfa\", \"5969df6f-e025-41c7-9f84-8938aa304eea\"], \"total_duration\": 4759.0, \"total_sessions\": 7, \"mean_week_duration\": 29.196}, \"83308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-22 01:20:51.000000+00:00\", \"2021-12-24 16:35:07.000000+00:00\"], \"session_ids\": [\"30889845-deda-4bc0-9123-4c3f9a5510c4\", \"11cb98e0-88da-4d23-887f-4af7ad0e6108\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.339}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"93339\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-05-24 04:02:35.000000+00:00\", \"2019-07-06 22:30:03.000000+00:00\"], \"session_ids\": [\"2a27eb83-c2d5-42f0-a0c7-966ac7464855\", \"10f56e85-7bdc-4329-a715-63997dc1565a\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.192}}, {\"83308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-22 01:20:51.000000+00:00\", \"2021-12-24 16:35:07.000000+00:00\"], \"session_ids\": [\"30889845-deda-4bc0-9123-4c3f9a5510c4\", \"11cb98e0-88da-4d23-887f-4af7ad0e6108\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.339}}, {\"81194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-01-17 23:47:17.000000+00:00\", \"2019-07-27 17:54:38.000000+00:00\", \"2023-05-06 13:43:38.000000+00:00\"], \"session_ids\": [\"4d7784fe-890e-4d23-b02a-95c277ee464d\", \"b5da2d28-02d9-436c-82c9-709c82f9461c\", \"4499300f-e8d9-474a-af7a-108bea77f5a4\"], \"total_duration\": 192.0, \"total_sessions\": 3, \"mean_week_duration\": 0.975}}, {\"66263\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-06-05 15:07:50.000000+00:00\", \"2021-10-19 08:21:19.000000+00:00\", \"2019-04-01 21:46:42.000000+00:00\", \"2020-10-22 05:14:42.000000+00:00\"], \"session_ids\": [\"e52d8d94-b8b8-43dc-b64b-05187c4867a5\", \"6b868f72-fdda-49a3-a3ca-e7adeff06fb7\", \"13c3a636-7bf2-4078-8131-5a92ec452734\", \"06dcc685-f829-4152-946b-93d1d49be8c8\"], \"total_duration\": 220.0, \"total_sessions\": 4, \"mean_week_duration\": 1.654}}, {\"53844\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-09-13 16:20:40.000000+00:00\", \"2021-02-09 02:38:34.000000+00:00\"], \"session_ids\": [\"a30f9629-e0ec-45c7-afc2-66977c3da1ea\", \"fa49fe13-8cd0-47cf-8ab5-878d157fff67\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 3.484}}, {\"85705\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-10-23 18:06:33.000000+00:00\", \"2020-03-10 00:40:59.000000+00:00\"], \"session_ids\": [\"4c039525-7989-44e6-a239-f6ffbab19771\", \"046b2fe9-29e0-45bc-8653-e3e547d67e92\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 3.753}}, {\"48253\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"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\": \"Panama City\", \"datetimes\": [\"2021-04-03 05:59:50.000000+00:00\", \"2021-08-30 22:22:08.000000+00:00\", \"2022-08-02 09:02:15.000000+00:00\"], \"session_ids\": [\"c9f8bc36-2919-4678-ade0-b3af2468690d\", \"3abbefd4-bf99-4b2c-9b52-172e75fd8584\", \"e7499804-6419-4744-af1c-4de8fb756914\"], \"total_duration\": 495.0, \"total_sessions\": 3, \"mean_week_duration\": 7.071}}, {\"65465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-09-19 13:56:03.000000+00:00\", \"2022-05-29 05:17:49.000000+00:00\"], \"session_ids\": [\"422389d9-6941-47a5-8942-65ff0e7597b3\", \"908d8184-c6a6-4b3e-acb4-44541479d768\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 19.235}}, {\"58946\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-27 03:01:45.000000+00:00\", \"2022-03-31 04:35:48.000000+00:00\", \"2021-07-01 23:07:46.000000+00:00\", \"2020-02-05 09:20:03.000000+00:00\", \"2019-06-12 09:44:25.000000+00:00\", \"2019-12-21 07:53:41.000000+00:00\", \"2019-09-03 14:42:15.000000+00:00\"], \"session_ids\": [\"8cc8802f-03ff-4554-84a8-8ded563a75d6\", \"bb013795-99a8-4b28-8334-649652154989\", \"9ee3b179-040a-4c83-80e3-5cc0e1ac0b42\", \"a21f1ded-502f-4cc9-b318-7a55d94b0455\", \"eaa8edd2-9dac-4375-a857-dd4dc474d773\", \"30ec6b6f-ea6a-4326-846b-187c3a46ebfa\", \"5969df6f-e025-41c7-9f84-8938aa304eea\"], \"total_duration\": 4759.0, \"total_sessions\": 7, \"mean_week_duration\": 29.196}}, {\"84090\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-02 05:17:13.000000+00:00\", \"2020-09-29 17:51:17.000000+00:00\", \"2021-03-06 05:12:29.000000+00:00\", \"2019-05-13 23:56:13.000000+00:00\", \"2019-10-03 13:45:51.000000+00:00\", \"2021-02-22 06:06:17.000000+00:00\", \"2019-03-27 21:52:14.000000+00:00\", \"2019-08-27 03:34:17.000000+00:00\"], \"session_ids\": [\"97958ed0-ae5e-4659-a297-dfa66b6ff76f\", \"6a0d9d12-649a-4e34-b731-196a8c39704b\", \"e7deb643-2113-4fba-b25f-2de36de4ed9b\", \"e90ff7b2-652a-4ec3-b5e7-c18f883093d7\", \"abf74103-edf2-416a-83ca-18be3b1b9930\", \"9f14c9ad-5985-4737-a75e-2765352377f4\", \"5629797e-0c2e-4506-823e-19bbdf9ea6ae\", \"2c84ee9d-44d4-42a6-9667-2619f13b121c\"], \"total_duration\": 7317.0, \"total_sessions\": 8, \"mean_week_duration\": 71.735}}]\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[{\"93339\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-05-24 04:02:35.000000+00:00\", \"2019-07-06 22:30:03.000000+00:00\"], \"session_ids\": [\"2a27eb83-c2d5-42f0-a0c7-966ac7464855\", \"10f56e85-7bdc-4329-a715-63997dc1565a\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.192}}, {\"83308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-22 01:20:51.000000+00:00\", \"2021-12-24 16:35:07.000000+00:00\"], \"session_ids\": [\"30889845-deda-4bc0-9123-4c3f9a5510c4\", \"11cb98e0-88da-4d23-887f-4af7ad0e6108\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.339}}, {\"81194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-01-17 23:47:17.000000+00:00\", \"2019-07-27 17:54:38.000000+00:00\", \"2023-05-06 13:43:38.000000+00:00\"], \"session_ids\": [\"4d7784fe-890e-4d23-b02a-95c277ee464d\", \"b5da2d28-02d9-436c-82c9-709c82f9461c\", \"4499300f-e8d9-474a-af7a-108bea77f5a4\"], \"total_duration\": 192.0, \"total_sessions\": 3, \"mean_week_duration\": 0.975}}]\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[{\"93339\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-05-24 04:02:35.000000+00:00\", \"2019-07-06 22:30:03.000000+00:00\"], \"session_ids\": [\"2a27eb83-c2d5-42f0-a0c7-966ac7464855\", \"10f56e85-7bdc-4329-a715-63997dc1565a\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.192}}, {\"83308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-22 01:20:51.000000+00:00\", \"2021-12-24 16:35:07.000000+00:00\"], \"session_ids\": [\"30889845-deda-4bc0-9123-4c3f9a5510c4\", \"11cb98e0-88da-4d23-887f-4af7ad0e6108\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.339}}, {\"81194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-01-17 23:47:17.000000+00:00\", \"2019-07-27 17:54:38.000000+00:00\", \"2023-05-06 13:43:38.000000+00:00\"], \"session_ids\": [\"4d7784fe-890e-4d23-b02a-95c277ee464d\", \"b5da2d28-02d9-436c-82c9-709c82f9461c\", \"4499300f-e8d9-474a-af7a-108bea77f5a4\"], \"total_duration\": 192.0, \"total_sessions\": 3, \"mean_week_duration\": 0.975}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Share insights on user who isn't currently living in cities Johannesburg, Reykjavik, Ho Chi Minh City, Amsterdam in addition do sorting by town center name from the largest to the smallest and in addition save only 4 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{\"18071\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-06-18 01:17:09.000000+00:00\", \"2023-05-16 02:15:17.000000+00:00\", \"2022-03-19 08:42:36.000000+00:00\"], \"session_ids\": [\"bc8b1d54-a84a-4812-aff2-5177631fc6e4\", \"86bd3f9c-8449-41c1-976d-a66a07c59958\", \"cf43bf96-dc6e-4104-8ba4-69312bb435e7\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.738}, \"40332\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-27 01:21:28.000000+00:00\", \"2022-11-01 09:26:28.000000+00:00\"], \"session_ids\": [\"84a0c4de-0b28-4889-96f7-85364591ce94\", \"9bb438ee-bdee-4f38-87ac-dd463da7e1a4\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.471}, \"18868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-09-17 02:21:39.000000+00:00\", \"2020-10-20 10:53:09.000000+00:00\"], \"session_ids\": [\"05bc78be-1886-4f88-9016-bb3ce9c6d7a5\", \"8b2e442d-dd49-4d20-b4ff-665b5dc4e3cb\"], \"total_duration\": 363.0, \"total_sessions\": 2, \"mean_week_duration\": 72.6}, \"71549\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-05-20 08:56:38.000000+00:00\", \"2020-02-08 07:21:46.000000+00:00\"], \"session_ids\": [\"f2fa73ad-8cee-4f43-9537-a9ace9570764\", \"474e9eba-9413-4f6d-a54d-18b4bbf5afbe\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.632}, \"1344\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-12 09:34:32.000000+00:00\", \"2019-01-31 22:19:56.000000+00:00\", \"2021-01-11 16:00:27.000000+00:00\", \"2019-08-08 03:37:55.000000+00:00\", \"2022-03-21 01:09:57.000000+00:00\", \"2021-01-09 15:33:42.000000+00:00\"], \"session_ids\": [\"defbb30b-1f63-4826-858f-fbf0e7350db3\", \"af29d854-61d7-4ba8-9f07-2f2d712801cd\", \"9ae9c689-6577-4406-8f3a-5cb2070cf73f\", \"4a159845-3d6d-4090-befc-2c975d1ff6d2\", \"124457d3-4403-44b6-bd4f-680ee37b206f\", \"9f628846-d24a-465c-88e2-67adc93f2716\"], \"total_duration\": 2078.0, \"total_sessions\": 6, \"mean_week_duration\": 12.671}, \"22544\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-05-21 05:15:46.000000+00:00\", \"2021-03-13 05:25:48.000000+00:00\", \"2020-06-20 04:25:51.000000+00:00\", \"2021-02-16 20:32:32.000000+00:00\", \"2021-01-12 14:14:09.000000+00:00\", \"2022-05-10 06:55:24.000000+00:00\"], \"session_ids\": [\"c750c219-4374-447e-9878-ffe9355dde42\", \"c4bf7417-811a-46a1-8bd3-c4099a9ec300\", \"b8f6f1c2-2a16-4f38-9ae5-6f62adc221db\", \"cbd274d2-2a9d-4069-8c7b-e5694d64a70b\", \"52fff7f8-7100-4f0c-b5f7-c4833a2b2b72\", \"4f68c403-5253-48e3-a83b-d4e1a7c0db9f\"], \"total_duration\": 3865.0, \"total_sessions\": 6, \"mean_week_duration\": 38.65}, \"21405\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-06 17:57:06.000000+00:00\", \"2019-11-04 07:31:51.000000+00:00\"], \"session_ids\": [\"b2622c45-45df-4c91-a942-44812beb7658\", \"8957c912-585e-4e1d-8bce-f238d9ddfe90\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.507}, \"28028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-05 06:48:31.000000+00:00\", \"2021-09-23 07:06:06.000000+00:00\"], \"session_ids\": [\"f9fb8e23-b0c3-41f0-9928-13c7769b1479\", \"496d9c34-5b3c-414b-a46d-b68460deb5be\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.336}, \"74899\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-13 10:54:13.000000+00:00\", \"2019-09-15 07:40:22.000000+00:00\"], \"session_ids\": [\"1bb94737-01f8-46ff-ad70-c161e26a3d37\", \"2c548d57-cab8-40b2-9981-4abcd112d556\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 12.323}, \"11641\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-04-04 15:36:27.000000+00:00\", \"2019-05-28 04:11:39.000000+00:00\", \"2022-04-14 12:13:55.000000+00:00\", \"2022-06-20 02:34:04.000000+00:00\", \"2021-02-06 23:19:19.000000+00:00\", \"2019-07-10 14:30:53.000000+00:00\"], \"session_ids\": [\"76700d86-7908-48b0-8dab-4a859d9ca1b4\", \"c44ac970-cba3-4a7c-9071-925dfd5a9825\", \"427453fa-2be2-4988-b10d-50ef7f57cd2b\", \"03d8c659-8802-4d56-b8aa-49c1241582b5\", \"bb7326b2-d1ba-427a-9dc7-4f0ab3ed5162\", \"b0358a45-d089-4b13-8e62-a399352bb63a\"], \"total_duration\": 144.0, \"total_sessions\": 6, \"mean_week_duration\": 0.716}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Johannesburg, Reykjavik, Ho Chi Minh City, Amsterdam" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Johannesburg\", \"Reykjavik\", \"Ho Chi Minh City\", \"Amsterdam\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"18071\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-06-18 01:17:09.000000+00:00\", \"2023-05-16 02:15:17.000000+00:00\", \"2022-03-19 08:42:36.000000+00:00\"], \"session_ids\": [\"bc8b1d54-a84a-4812-aff2-5177631fc6e4\", \"86bd3f9c-8449-41c1-976d-a66a07c59958\", \"cf43bf96-dc6e-4104-8ba4-69312bb435e7\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.738}, \"40332\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-27 01:21:28.000000+00:00\", \"2022-11-01 09:26:28.000000+00:00\"], \"session_ids\": [\"84a0c4de-0b28-4889-96f7-85364591ce94\", \"9bb438ee-bdee-4f38-87ac-dd463da7e1a4\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.471}, \"18868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-09-17 02:21:39.000000+00:00\", \"2020-10-20 10:53:09.000000+00:00\"], \"session_ids\": [\"05bc78be-1886-4f88-9016-bb3ce9c6d7a5\", \"8b2e442d-dd49-4d20-b4ff-665b5dc4e3cb\"], \"total_duration\": 363.0, \"total_sessions\": 2, \"mean_week_duration\": 72.6}, \"71549\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-05-20 08:56:38.000000+00:00\", \"2020-02-08 07:21:46.000000+00:00\"], \"session_ids\": [\"f2fa73ad-8cee-4f43-9537-a9ace9570764\", \"474e9eba-9413-4f6d-a54d-18b4bbf5afbe\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.632}, \"1344\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-12 09:34:32.000000+00:00\", \"2019-01-31 22:19:56.000000+00:00\", \"2021-01-11 16:00:27.000000+00:00\", \"2019-08-08 03:37:55.000000+00:00\", \"2022-03-21 01:09:57.000000+00:00\", \"2021-01-09 15:33:42.000000+00:00\"], \"session_ids\": [\"defbb30b-1f63-4826-858f-fbf0e7350db3\", \"af29d854-61d7-4ba8-9f07-2f2d712801cd\", \"9ae9c689-6577-4406-8f3a-5cb2070cf73f\", \"4a159845-3d6d-4090-befc-2c975d1ff6d2\", \"124457d3-4403-44b6-bd4f-680ee37b206f\", \"9f628846-d24a-465c-88e2-67adc93f2716\"], \"total_duration\": 2078.0, \"total_sessions\": 6, \"mean_week_duration\": 12.671}, \"22544\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-05-21 05:15:46.000000+00:00\", \"2021-03-13 05:25:48.000000+00:00\", \"2020-06-20 04:25:51.000000+00:00\", \"2021-02-16 20:32:32.000000+00:00\", \"2021-01-12 14:14:09.000000+00:00\", \"2022-05-10 06:55:24.000000+00:00\"], \"session_ids\": [\"c750c219-4374-447e-9878-ffe9355dde42\", \"c4bf7417-811a-46a1-8bd3-c4099a9ec300\", \"b8f6f1c2-2a16-4f38-9ae5-6f62adc221db\", \"cbd274d2-2a9d-4069-8c7b-e5694d64a70b\", \"52fff7f8-7100-4f0c-b5f7-c4833a2b2b72\", \"4f68c403-5253-48e3-a83b-d4e1a7c0db9f\"], \"total_duration\": 3865.0, \"total_sessions\": 6, \"mean_week_duration\": 38.65}, \"21405\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-06 17:57:06.000000+00:00\", \"2019-11-04 07:31:51.000000+00:00\"], \"session_ids\": [\"b2622c45-45df-4c91-a942-44812beb7658\", \"8957c912-585e-4e1d-8bce-f238d9ddfe90\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.507}, \"28028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-05 06:48:31.000000+00:00\", \"2021-09-23 07:06:06.000000+00:00\"], \"session_ids\": [\"f9fb8e23-b0c3-41f0-9928-13c7769b1479\", \"496d9c34-5b3c-414b-a46d-b68460deb5be\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.336}, \"74899\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-13 10:54:13.000000+00:00\", \"2019-09-15 07:40:22.000000+00:00\"], \"session_ids\": [\"1bb94737-01f8-46ff-ad70-c161e26a3d37\", \"2c548d57-cab8-40b2-9981-4abcd112d556\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 12.323}, \"11641\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-04-04 15:36:27.000000+00:00\", \"2019-05-28 04:11:39.000000+00:00\", \"2022-04-14 12:13:55.000000+00:00\", \"2022-06-20 02:34:04.000000+00:00\", \"2021-02-06 23:19:19.000000+00:00\", \"2019-07-10 14:30:53.000000+00:00\"], \"session_ids\": [\"76700d86-7908-48b0-8dab-4a859d9ca1b4\", \"c44ac970-cba3-4a7c-9071-925dfd5a9825\", \"427453fa-2be2-4988-b10d-50ef7f57cd2b\", \"03d8c659-8802-4d56-b8aa-49c1241582b5\", \"bb7326b2-d1ba-427a-9dc7-4f0ab3ed5162\", \"b0358a45-d089-4b13-8e62-a399352bb63a\"], \"total_duration\": 144.0, \"total_sessions\": 6, \"mean_week_duration\": 0.716}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"40332\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-27 01:21:28.000000+00:00\", \"2022-11-01 09:26:28.000000+00:00\"], \"session_ids\": [\"84a0c4de-0b28-4889-96f7-85364591ce94\", \"9bb438ee-bdee-4f38-87ac-dd463da7e1a4\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.471}}, {\"74899\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-13 10:54:13.000000+00:00\", \"2019-09-15 07:40:22.000000+00:00\"], \"session_ids\": [\"1bb94737-01f8-46ff-ad70-c161e26a3d37\", \"2c548d57-cab8-40b2-9981-4abcd112d556\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 12.323}}, {\"18071\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-06-18 01:17:09.000000+00:00\", \"2023-05-16 02:15:17.000000+00:00\", \"2022-03-19 08:42:36.000000+00:00\"], \"session_ids\": [\"bc8b1d54-a84a-4812-aff2-5177631fc6e4\", \"86bd3f9c-8449-41c1-976d-a66a07c59958\", \"cf43bf96-dc6e-4104-8ba4-69312bb435e7\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.738}}, {\"22544\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-05-21 05:15:46.000000+00:00\", \"2021-03-13 05:25:48.000000+00:00\", \"2020-06-20 04:25:51.000000+00:00\", \"2021-02-16 20:32:32.000000+00:00\", \"2021-01-12 14:14:09.000000+00:00\", \"2022-05-10 06:55:24.000000+00:00\"], \"session_ids\": [\"c750c219-4374-447e-9878-ffe9355dde42\", \"c4bf7417-811a-46a1-8bd3-c4099a9ec300\", \"b8f6f1c2-2a16-4f38-9ae5-6f62adc221db\", \"cbd274d2-2a9d-4069-8c7b-e5694d64a70b\", \"52fff7f8-7100-4f0c-b5f7-c4833a2b2b72\", \"4f68c403-5253-48e3-a83b-d4e1a7c0db9f\"], \"total_duration\": 3865.0, \"total_sessions\": 6, \"mean_week_duration\": 38.65}}, {\"21405\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-06 17:57:06.000000+00:00\", \"2019-11-04 07:31:51.000000+00:00\"], \"session_ids\": [\"b2622c45-45df-4c91-a942-44812beb7658\", \"8957c912-585e-4e1d-8bce-f238d9ddfe90\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.507}}, {\"1344\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-12 09:34:32.000000+00:00\", \"2019-01-31 22:19:56.000000+00:00\", \"2021-01-11 16:00:27.000000+00:00\", \"2019-08-08 03:37:55.000000+00:00\", \"2022-03-21 01:09:57.000000+00:00\", \"2021-01-09 15:33:42.000000+00:00\"], \"session_ids\": [\"defbb30b-1f63-4826-858f-fbf0e7350db3\", \"af29d854-61d7-4ba8-9f07-2f2d712801cd\", \"9ae9c689-6577-4406-8f3a-5cb2070cf73f\", \"4a159845-3d6d-4090-befc-2c975d1ff6d2\", \"124457d3-4403-44b6-bd4f-680ee37b206f\", \"9f628846-d24a-465c-88e2-67adc93f2716\"], \"total_duration\": 2078.0, \"total_sessions\": 6, \"mean_week_duration\": 12.671}}, {\"11641\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-04-04 15:36:27.000000+00:00\", \"2019-05-28 04:11:39.000000+00:00\", \"2022-04-14 12:13:55.000000+00:00\", \"2022-06-20 02:34:04.000000+00:00\", \"2021-02-06 23:19:19.000000+00:00\", \"2019-07-10 14:30:53.000000+00:00\"], \"session_ids\": [\"76700d86-7908-48b0-8dab-4a859d9ca1b4\", \"c44ac970-cba3-4a7c-9071-925dfd5a9825\", \"427453fa-2be2-4988-b10d-50ef7f57cd2b\", \"03d8c659-8802-4d56-b8aa-49c1241582b5\", \"bb7326b2-d1ba-427a-9dc7-4f0ab3ed5162\", \"b0358a45-d089-4b13-8e62-a399352bb63a\"], \"total_duration\": 144.0, \"total_sessions\": 6, \"mean_week_duration\": 0.716}}, {\"18868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-09-17 02:21:39.000000+00:00\", \"2020-10-20 10:53:09.000000+00:00\"], \"session_ids\": [\"05bc78be-1886-4f88-9016-bb3ce9c6d7a5\", \"8b2e442d-dd49-4d20-b4ff-665b5dc4e3cb\"], \"total_duration\": 363.0, \"total_sessions\": 2, \"mean_week_duration\": 72.6}}, {\"28028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-05 06:48:31.000000+00:00\", \"2021-09-23 07:06:06.000000+00:00\"], \"session_ids\": [\"f9fb8e23-b0c3-41f0-9928-13c7769b1479\", \"496d9c34-5b3c-414b-a46d-b68460deb5be\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.336}}, {\"71549\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-05-20 08:56:38.000000+00:00\", \"2020-02-08 07:21:46.000000+00:00\"], \"session_ids\": [\"f2fa73ad-8cee-4f43-9537-a9ace9570764\", \"474e9eba-9413-4f6d-a54d-18b4bbf5afbe\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.632}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"40332\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-27 01:21:28.000000+00:00\", \"2022-11-01 09:26:28.000000+00:00\"], \"session_ids\": [\"84a0c4de-0b28-4889-96f7-85364591ce94\", \"9bb438ee-bdee-4f38-87ac-dd463da7e1a4\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.471}}, {\"74899\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-13 10:54:13.000000+00:00\", \"2019-09-15 07:40:22.000000+00:00\"], \"session_ids\": [\"1bb94737-01f8-46ff-ad70-c161e26a3d37\", \"2c548d57-cab8-40b2-9981-4abcd112d556\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 12.323}}, {\"18071\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-06-18 01:17:09.000000+00:00\", \"2023-05-16 02:15:17.000000+00:00\", \"2022-03-19 08:42:36.000000+00:00\"], \"session_ids\": [\"bc8b1d54-a84a-4812-aff2-5177631fc6e4\", \"86bd3f9c-8449-41c1-976d-a66a07c59958\", \"cf43bf96-dc6e-4104-8ba4-69312bb435e7\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.738}}, {\"22544\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-05-21 05:15:46.000000+00:00\", \"2021-03-13 05:25:48.000000+00:00\", \"2020-06-20 04:25:51.000000+00:00\", \"2021-02-16 20:32:32.000000+00:00\", \"2021-01-12 14:14:09.000000+00:00\", \"2022-05-10 06:55:24.000000+00:00\"], \"session_ids\": [\"c750c219-4374-447e-9878-ffe9355dde42\", \"c4bf7417-811a-46a1-8bd3-c4099a9ec300\", \"b8f6f1c2-2a16-4f38-9ae5-6f62adc221db\", \"cbd274d2-2a9d-4069-8c7b-e5694d64a70b\", \"52fff7f8-7100-4f0c-b5f7-c4833a2b2b72\", \"4f68c403-5253-48e3-a83b-d4e1a7c0db9f\"], \"total_duration\": 3865.0, \"total_sessions\": 6, \"mean_week_duration\": 38.65}}]\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[{\"40332\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-27 01:21:28.000000+00:00\", \"2022-11-01 09:26:28.000000+00:00\"], \"session_ids\": [\"84a0c4de-0b28-4889-96f7-85364591ce94\", \"9bb438ee-bdee-4f38-87ac-dd463da7e1a4\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.471}}, {\"74899\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-13 10:54:13.000000+00:00\", \"2019-09-15 07:40:22.000000+00:00\"], \"session_ids\": [\"1bb94737-01f8-46ff-ad70-c161e26a3d37\", \"2c548d57-cab8-40b2-9981-4abcd112d556\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 12.323}}, {\"18071\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-06-18 01:17:09.000000+00:00\", \"2023-05-16 02:15:17.000000+00:00\", \"2022-03-19 08:42:36.000000+00:00\"], \"session_ids\": [\"bc8b1d54-a84a-4812-aff2-5177631fc6e4\", \"86bd3f9c-8449-41c1-976d-a66a07c59958\", \"cf43bf96-dc6e-4104-8ba4-69312bb435e7\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.738}}, {\"22544\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-05-21 05:15:46.000000+00:00\", \"2021-03-13 05:25:48.000000+00:00\", \"2020-06-20 04:25:51.000000+00:00\", \"2021-02-16 20:32:32.000000+00:00\", \"2021-01-12 14:14:09.000000+00:00\", \"2022-05-10 06:55:24.000000+00:00\"], \"session_ids\": [\"c750c219-4374-447e-9878-ffe9355dde42\", \"c4bf7417-811a-46a1-8bd3-c4099a9ec300\", \"b8f6f1c2-2a16-4f38-9ae5-6f62adc221db\", \"cbd274d2-2a9d-4069-8c7b-e5694d64a70b\", \"52fff7f8-7100-4f0c-b5f7-c4833a2b2b72\", \"4f68c403-5253-48e3-a83b-d4e1a7c0db9f\"], \"total_duration\": 3865.0, \"total_sessions\": 6, \"mean_week_duration\": 38.65}}]\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 4 users with a total sessoins count that is above 2 and carry out sorting by median of duration of sessions per week 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{\"74080\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-28 23:29:08.000000+00:00\", \"2021-04-02 00:55:16.000000+00:00\", \"2021-05-11 08:48:53.000000+00:00\", \"2022-03-22 19:39:16.000000+00:00\", \"2021-05-05 16:49:07.000000+00:00\", \"2023-03-03 08:25:14.000000+00:00\", \"2020-11-16 15:40:29.000000+00:00\", \"2020-07-17 12:29:56.000000+00:00\", \"2020-06-26 13:32:22.000000+00:00\", \"2021-07-25 03:45:35.000000+00:00\", \"2022-07-14 07:16:47.000000+00:00\"], \"session_ids\": [\"bd0677c3-3ce3-4031-b54e-7a9889a3eac4\", \"3630fe39-48eb-4147-a9de-8386fa4fb628\", \"9f1d491f-9590-4c34-ac2a-920e4766997e\", \"64f27cb2-f459-4262-8250-1f1428980413\", \"4dc5830c-5903-4441-9f86-d62c482cf086\", \"5c68a591-b731-46e0-9c46-fcd8f3e669fe\", \"8110d238-42ba-4dd7-a511-ca0af1182ad9\", \"c7a5c200-1a51-468d-9fbf-02baea10f2f0\", \"8073a5bc-fc77-4e4c-ad37-8f5d05f9e379\", \"b04f24e7-3553-43c3-a150-c2ead5696a52\", \"efc71b0f-cb33-402a-8861-78b7dfe01583\"], \"total_duration\": 18781.0, \"total_sessions\": 11, \"mean_week_duration\": 87.762}, \"20874\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-05-02 10:33:16.000000+00:00\", \"2022-09-20 00:09:18.000000+00:00\", \"2022-11-27 13:34:45.000000+00:00\", \"2023-03-25 06:57:21.000000+00:00\", \"2022-08-19 11:06:24.000000+00:00\", \"2019-06-18 17:25:52.000000+00:00\", \"2022-05-31 10:09:44.000000+00:00\", \"2022-04-18 19:19:26.000000+00:00\"], \"session_ids\": [\"0f51b24a-9ff9-4d8a-bf6d-eba4ec03d491\", \"584b1220-f9dd-45d7-a403-6144c9ac3496\", \"535dec33-b28d-41aa-9ac2-77ffe82fcd4e\", \"2af4ac43-9916-47ab-9f05-9b4e3dfa2238\", \"9c213b98-514d-4646-b640-a7fac525f141\", \"4b33daa0-47e4-4e50-8a2d-cf62e6b8f491\", \"d8c145f5-3aab-4a0f-810d-48069c1af3cf\", \"77f45bde-0779-4a08-8351-736425b438c8\"], \"total_duration\": 7638.0, \"total_sessions\": 8, \"mean_week_duration\": 38.772}, \"38339\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-03 07:03:47.000000+00:00\", \"2020-01-06 09:36:44.000000+00:00\", \"2019-07-04 04:52:24.000000+00:00\", \"2022-04-25 02:52:11.000000+00:00\", \"2021-05-13 01:30:04.000000+00:00\"], \"session_ids\": [\"2de39aba-e4ec-4732-8035-27260c8c5a79\", \"aa0afdf8-e7b3-463e-ad9e-682ba9c01bdc\", \"c731a4a4-875a-4c3d-8c95-923916431488\", \"05a43243-3a4c-4bfd-9a41-aadb002238ff\", \"5b783571-f7ae-405b-91c1-7d061a25875d\"], \"total_duration\": 868.0, \"total_sessions\": 5, \"mean_week_duration\": 5.905}, \"5664\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-10-18 20:49:23.000000+00:00\", \"2022-07-12 04:15:15.000000+00:00\"], \"session_ids\": [\"a563a274-f27c-4c4e-b705-2b608aee76c2\", \"ee333eaf-1986-4d8e-b2b4-d07fa5e69f97\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.264}, \"89704\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-16 12:29:32.000000+00:00\", \"2019-01-25 13:46:47.000000+00:00\"], \"session_ids\": [\"65eb93ac-a9cd-42ce-b674-79177c7d9d47\", \"ebecc622-1d97-44ef-95ce-43f8c1ddfa0f\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 2.584}, \"84391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-14 15:13:34.000000+00:00\", \"2019-09-02 04:37:33.000000+00:00\"], \"session_ids\": [\"8c8d958a-fc20-4140-9174-bd7dda70bdb4\", \"ae446ceb-41cb-4ef6-bd2d-4dd18ca1e679\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"77506\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-28 04:59:54.000000+00:00\", \"2021-10-01 22:15:34.000000+00:00\", \"2019-10-21 02:33:34.000000+00:00\", \"2019-02-04 08:02:43.000000+00:00\"], \"session_ids\": [\"41b11242-7023-4108-8a47-1e33f41398ed\", \"eaa3ee1d-6507-4292-bcc6-ea015e297979\", \"f6f5b506-b159-4ab4-8823-d42bbabf8874\", \"e9133fb8-bc2b-4350-b0b6-962cc05af596\"], \"total_duration\": 2157.0, \"total_sessions\": 4, \"mean_week_duration\": 15.518}, \"19308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-14 05:41:03.000000+00:00\", \"2022-02-19 11:16:08.000000+00:00\"], \"session_ids\": [\"122c9edf-fc0a-45b2-b91e-b734f3e97b9a\", \"f2e1fefa-294a-41b8-8790-093f53ad7f07\"], \"total_duration\": 472.0, \"total_sessions\": 2, \"mean_week_duration\": 2.987}, \"37426\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-29 22:02:33.000000+00:00\", \"2021-08-18 03:00:20.000000+00:00\"], \"session_ids\": [\"8d74165c-7f7f-417a-a41a-7f0beb43ddbc\", \"a57e7187-f5a7-49ab-bc4f-e35f2ae9e8dc\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.864}, \"49307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-10 05:48:50.000000+00:00\", \"2022-09-12 11:19:21.000000+00:00\", \"2020-08-23 02:47:42.000000+00:00\", \"2022-06-23 03:59:54.000000+00:00\", \"2021-07-16 21:51:32.000000+00:00\", \"2019-06-07 15:57:59.000000+00:00\", \"2022-11-13 20:46:11.000000+00:00\", \"2021-01-25 16:17:19.000000+00:00\"], \"session_ids\": [\"50e268e7-7b4b-47cc-8109-faf94b7d6020\", \"1e8933cc-a0da-4ecb-948e-d6a75ca50e11\", \"bb0758a6-c6b8-4de2-a022-291c4184d3d9\", \"f6ff5097-2daa-4664-96a9-1a201c1a0cf5\", \"e2d1d79b-87dd-4a2e-83a8-c672c7fa56db\", \"a2bd316e-56f2-468a-9f44-1b215e133f47\", \"dffd30a3-bf79-4235-9d5c-b3b6c2a4a95d\", \"e733c3f5-ebdd-48c3-8663-58c9a82b0f09\"], \"total_duration\": 16914.0, \"total_sessions\": 8, \"mean_week_duration\": 93.967}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74080\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-28 23:29:08.000000+00:00\", \"2021-04-02 00:55:16.000000+00:00\", \"2021-05-11 08:48:53.000000+00:00\", \"2022-03-22 19:39:16.000000+00:00\", \"2021-05-05 16:49:07.000000+00:00\", \"2023-03-03 08:25:14.000000+00:00\", \"2020-11-16 15:40:29.000000+00:00\", \"2020-07-17 12:29:56.000000+00:00\", \"2020-06-26 13:32:22.000000+00:00\", \"2021-07-25 03:45:35.000000+00:00\", \"2022-07-14 07:16:47.000000+00:00\"], \"session_ids\": [\"bd0677c3-3ce3-4031-b54e-7a9889a3eac4\", \"3630fe39-48eb-4147-a9de-8386fa4fb628\", \"9f1d491f-9590-4c34-ac2a-920e4766997e\", \"64f27cb2-f459-4262-8250-1f1428980413\", \"4dc5830c-5903-4441-9f86-d62c482cf086\", \"5c68a591-b731-46e0-9c46-fcd8f3e669fe\", \"8110d238-42ba-4dd7-a511-ca0af1182ad9\", \"c7a5c200-1a51-468d-9fbf-02baea10f2f0\", \"8073a5bc-fc77-4e4c-ad37-8f5d05f9e379\", \"b04f24e7-3553-43c3-a150-c2ead5696a52\", \"efc71b0f-cb33-402a-8861-78b7dfe01583\"], \"total_duration\": 18781.0, \"total_sessions\": 11, \"mean_week_duration\": 87.762}, \"20874\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-05-02 10:33:16.000000+00:00\", \"2022-09-20 00:09:18.000000+00:00\", \"2022-11-27 13:34:45.000000+00:00\", \"2023-03-25 06:57:21.000000+00:00\", \"2022-08-19 11:06:24.000000+00:00\", \"2019-06-18 17:25:52.000000+00:00\", \"2022-05-31 10:09:44.000000+00:00\", \"2022-04-18 19:19:26.000000+00:00\"], \"session_ids\": [\"0f51b24a-9ff9-4d8a-bf6d-eba4ec03d491\", \"584b1220-f9dd-45d7-a403-6144c9ac3496\", \"535dec33-b28d-41aa-9ac2-77ffe82fcd4e\", \"2af4ac43-9916-47ab-9f05-9b4e3dfa2238\", \"9c213b98-514d-4646-b640-a7fac525f141\", \"4b33daa0-47e4-4e50-8a2d-cf62e6b8f491\", \"d8c145f5-3aab-4a0f-810d-48069c1af3cf\", \"77f45bde-0779-4a08-8351-736425b438c8\"], \"total_duration\": 7638.0, \"total_sessions\": 8, \"mean_week_duration\": 38.772}, \"38339\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-03 07:03:47.000000+00:00\", \"2020-01-06 09:36:44.000000+00:00\", \"2019-07-04 04:52:24.000000+00:00\", \"2022-04-25 02:52:11.000000+00:00\", \"2021-05-13 01:30:04.000000+00:00\"], \"session_ids\": [\"2de39aba-e4ec-4732-8035-27260c8c5a79\", \"aa0afdf8-e7b3-463e-ad9e-682ba9c01bdc\", \"c731a4a4-875a-4c3d-8c95-923916431488\", \"05a43243-3a4c-4bfd-9a41-aadb002238ff\", \"5b783571-f7ae-405b-91c1-7d061a25875d\"], \"total_duration\": 868.0, \"total_sessions\": 5, \"mean_week_duration\": 5.905}, \"5664\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-10-18 20:49:23.000000+00:00\", \"2022-07-12 04:15:15.000000+00:00\"], \"session_ids\": [\"a563a274-f27c-4c4e-b705-2b608aee76c2\", \"ee333eaf-1986-4d8e-b2b4-d07fa5e69f97\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.264}, \"89704\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-16 12:29:32.000000+00:00\", \"2019-01-25 13:46:47.000000+00:00\"], \"session_ids\": [\"65eb93ac-a9cd-42ce-b674-79177c7d9d47\", \"ebecc622-1d97-44ef-95ce-43f8c1ddfa0f\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 2.584}, \"84391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-14 15:13:34.000000+00:00\", \"2019-09-02 04:37:33.000000+00:00\"], \"session_ids\": [\"8c8d958a-fc20-4140-9174-bd7dda70bdb4\", \"ae446ceb-41cb-4ef6-bd2d-4dd18ca1e679\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"77506\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-28 04:59:54.000000+00:00\", \"2021-10-01 22:15:34.000000+00:00\", \"2019-10-21 02:33:34.000000+00:00\", \"2019-02-04 08:02:43.000000+00:00\"], \"session_ids\": [\"41b11242-7023-4108-8a47-1e33f41398ed\", \"eaa3ee1d-6507-4292-bcc6-ea015e297979\", \"f6f5b506-b159-4ab4-8823-d42bbabf8874\", \"e9133fb8-bc2b-4350-b0b6-962cc05af596\"], \"total_duration\": 2157.0, \"total_sessions\": 4, \"mean_week_duration\": 15.518}, \"19308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-14 05:41:03.000000+00:00\", \"2022-02-19 11:16:08.000000+00:00\"], \"session_ids\": [\"122c9edf-fc0a-45b2-b91e-b734f3e97b9a\", \"f2e1fefa-294a-41b8-8790-093f53ad7f07\"], \"total_duration\": 472.0, \"total_sessions\": 2, \"mean_week_duration\": 2.987}, \"37426\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-29 22:02:33.000000+00:00\", \"2021-08-18 03:00:20.000000+00:00\"], \"session_ids\": [\"8d74165c-7f7f-417a-a41a-7f0beb43ddbc\", \"a57e7187-f5a7-49ab-bc4f-e35f2ae9e8dc\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.864}, \"49307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-10 05:48:50.000000+00:00\", \"2022-09-12 11:19:21.000000+00:00\", \"2020-08-23 02:47:42.000000+00:00\", \"2022-06-23 03:59:54.000000+00:00\", \"2021-07-16 21:51:32.000000+00:00\", \"2019-06-07 15:57:59.000000+00:00\", \"2022-11-13 20:46:11.000000+00:00\", \"2021-01-25 16:17:19.000000+00:00\"], \"session_ids\": [\"50e268e7-7b4b-47cc-8109-faf94b7d6020\", \"1e8933cc-a0da-4ecb-948e-d6a75ca50e11\", \"bb0758a6-c6b8-4de2-a022-291c4184d3d9\", \"f6ff5097-2daa-4664-96a9-1a201c1a0cf5\", \"e2d1d79b-87dd-4a2e-83a8-c672c7fa56db\", \"a2bd316e-56f2-468a-9f44-1b215e133f47\", \"dffd30a3-bf79-4235-9d5c-b3b6c2a4a95d\", \"e733c3f5-ebdd-48c3-8663-58c9a82b0f09\"], \"total_duration\": 16914.0, \"total_sessions\": 8, \"mean_week_duration\": 93.967}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"49307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-10 05:48:50.000000+00:00\", \"2022-09-12 11:19:21.000000+00:00\", \"2020-08-23 02:47:42.000000+00:00\", \"2022-06-23 03:59:54.000000+00:00\", \"2021-07-16 21:51:32.000000+00:00\", \"2019-06-07 15:57:59.000000+00:00\", \"2022-11-13 20:46:11.000000+00:00\", \"2021-01-25 16:17:19.000000+00:00\"], \"session_ids\": [\"50e268e7-7b4b-47cc-8109-faf94b7d6020\", \"1e8933cc-a0da-4ecb-948e-d6a75ca50e11\", \"bb0758a6-c6b8-4de2-a022-291c4184d3d9\", \"f6ff5097-2daa-4664-96a9-1a201c1a0cf5\", \"e2d1d79b-87dd-4a2e-83a8-c672c7fa56db\", \"a2bd316e-56f2-468a-9f44-1b215e133f47\", \"dffd30a3-bf79-4235-9d5c-b3b6c2a4a95d\", \"e733c3f5-ebdd-48c3-8663-58c9a82b0f09\"], \"total_duration\": 16914.0, \"total_sessions\": 8, \"mean_week_duration\": 93.967}}, {\"74080\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-28 23:29:08.000000+00:00\", \"2021-04-02 00:55:16.000000+00:00\", \"2021-05-11 08:48:53.000000+00:00\", \"2022-03-22 19:39:16.000000+00:00\", \"2021-05-05 16:49:07.000000+00:00\", \"2023-03-03 08:25:14.000000+00:00\", \"2020-11-16 15:40:29.000000+00:00\", \"2020-07-17 12:29:56.000000+00:00\", \"2020-06-26 13:32:22.000000+00:00\", \"2021-07-25 03:45:35.000000+00:00\", \"2022-07-14 07:16:47.000000+00:00\"], \"session_ids\": [\"bd0677c3-3ce3-4031-b54e-7a9889a3eac4\", \"3630fe39-48eb-4147-a9de-8386fa4fb628\", \"9f1d491f-9590-4c34-ac2a-920e4766997e\", \"64f27cb2-f459-4262-8250-1f1428980413\", \"4dc5830c-5903-4441-9f86-d62c482cf086\", \"5c68a591-b731-46e0-9c46-fcd8f3e669fe\", \"8110d238-42ba-4dd7-a511-ca0af1182ad9\", \"c7a5c200-1a51-468d-9fbf-02baea10f2f0\", \"8073a5bc-fc77-4e4c-ad37-8f5d05f9e379\", \"b04f24e7-3553-43c3-a150-c2ead5696a52\", \"efc71b0f-cb33-402a-8861-78b7dfe01583\"], \"total_duration\": 18781.0, \"total_sessions\": 11, \"mean_week_duration\": 87.762}}, {\"20874\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-05-02 10:33:16.000000+00:00\", \"2022-09-20 00:09:18.000000+00:00\", \"2022-11-27 13:34:45.000000+00:00\", \"2023-03-25 06:57:21.000000+00:00\", \"2022-08-19 11:06:24.000000+00:00\", \"2019-06-18 17:25:52.000000+00:00\", \"2022-05-31 10:09:44.000000+00:00\", \"2022-04-18 19:19:26.000000+00:00\"], \"session_ids\": [\"0f51b24a-9ff9-4d8a-bf6d-eba4ec03d491\", \"584b1220-f9dd-45d7-a403-6144c9ac3496\", \"535dec33-b28d-41aa-9ac2-77ffe82fcd4e\", \"2af4ac43-9916-47ab-9f05-9b4e3dfa2238\", \"9c213b98-514d-4646-b640-a7fac525f141\", \"4b33daa0-47e4-4e50-8a2d-cf62e6b8f491\", \"d8c145f5-3aab-4a0f-810d-48069c1af3cf\", \"77f45bde-0779-4a08-8351-736425b438c8\"], \"total_duration\": 7638.0, \"total_sessions\": 8, \"mean_week_duration\": 38.772}}, {\"77506\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-28 04:59:54.000000+00:00\", \"2021-10-01 22:15:34.000000+00:00\", \"2019-10-21 02:33:34.000000+00:00\", \"2019-02-04 08:02:43.000000+00:00\"], \"session_ids\": [\"41b11242-7023-4108-8a47-1e33f41398ed\", \"eaa3ee1d-6507-4292-bcc6-ea015e297979\", \"f6f5b506-b159-4ab4-8823-d42bbabf8874\", \"e9133fb8-bc2b-4350-b0b6-962cc05af596\"], \"total_duration\": 2157.0, \"total_sessions\": 4, \"mean_week_duration\": 15.518}}, {\"38339\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-03 07:03:47.000000+00:00\", \"2020-01-06 09:36:44.000000+00:00\", \"2019-07-04 04:52:24.000000+00:00\", \"2022-04-25 02:52:11.000000+00:00\", \"2021-05-13 01:30:04.000000+00:00\"], \"session_ids\": [\"2de39aba-e4ec-4732-8035-27260c8c5a79\", \"aa0afdf8-e7b3-463e-ad9e-682ba9c01bdc\", \"c731a4a4-875a-4c3d-8c95-923916431488\", \"05a43243-3a4c-4bfd-9a41-aadb002238ff\", \"5b783571-f7ae-405b-91c1-7d061a25875d\"], \"total_duration\": 868.0, \"total_sessions\": 5, \"mean_week_duration\": 5.905}}, {\"19308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-14 05:41:03.000000+00:00\", \"2022-02-19 11:16:08.000000+00:00\"], \"session_ids\": [\"122c9edf-fc0a-45b2-b91e-b734f3e97b9a\", \"f2e1fefa-294a-41b8-8790-093f53ad7f07\"], \"total_duration\": 472.0, \"total_sessions\": 2, \"mean_week_duration\": 2.987}}, {\"89704\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-16 12:29:32.000000+00:00\", \"2019-01-25 13:46:47.000000+00:00\"], \"session_ids\": [\"65eb93ac-a9cd-42ce-b674-79177c7d9d47\", \"ebecc622-1d97-44ef-95ce-43f8c1ddfa0f\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 2.584}}, {\"84391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-14 15:13:34.000000+00:00\", \"2019-09-02 04:37:33.000000+00:00\"], \"session_ids\": [\"8c8d958a-fc20-4140-9174-bd7dda70bdb4\", \"ae446ceb-41cb-4ef6-bd2d-4dd18ca1e679\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}, {\"37426\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-29 22:02:33.000000+00:00\", \"2021-08-18 03:00:20.000000+00:00\"], \"session_ids\": [\"8d74165c-7f7f-417a-a41a-7f0beb43ddbc\", \"a57e7187-f5a7-49ab-bc4f-e35f2ae9e8dc\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.864}}, {\"5664\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-10-18 20:49:23.000000+00:00\", \"2022-07-12 04:15:15.000000+00:00\"], \"session_ids\": [\"a563a274-f27c-4c4e-b705-2b608aee76c2\", \"ee333eaf-1986-4d8e-b2b4-d07fa5e69f97\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.264}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 4 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"49307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-10 05:48:50.000000+00:00\", \"2022-09-12 11:19:21.000000+00:00\", \"2020-08-23 02:47:42.000000+00:00\", \"2022-06-23 03:59:54.000000+00:00\", \"2021-07-16 21:51:32.000000+00:00\", \"2019-06-07 15:57:59.000000+00:00\", \"2022-11-13 20:46:11.000000+00:00\", \"2021-01-25 16:17:19.000000+00:00\"], \"session_ids\": [\"50e268e7-7b4b-47cc-8109-faf94b7d6020\", \"1e8933cc-a0da-4ecb-948e-d6a75ca50e11\", \"bb0758a6-c6b8-4de2-a022-291c4184d3d9\", \"f6ff5097-2daa-4664-96a9-1a201c1a0cf5\", \"e2d1d79b-87dd-4a2e-83a8-c672c7fa56db\", \"a2bd316e-56f2-468a-9f44-1b215e133f47\", \"dffd30a3-bf79-4235-9d5c-b3b6c2a4a95d\", \"e733c3f5-ebdd-48c3-8663-58c9a82b0f09\"], \"total_duration\": 16914.0, \"total_sessions\": 8, \"mean_week_duration\": 93.967}}, {\"74080\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-28 23:29:08.000000+00:00\", \"2021-04-02 00:55:16.000000+00:00\", \"2021-05-11 08:48:53.000000+00:00\", \"2022-03-22 19:39:16.000000+00:00\", \"2021-05-05 16:49:07.000000+00:00\", \"2023-03-03 08:25:14.000000+00:00\", \"2020-11-16 15:40:29.000000+00:00\", \"2020-07-17 12:29:56.000000+00:00\", \"2020-06-26 13:32:22.000000+00:00\", \"2021-07-25 03:45:35.000000+00:00\", \"2022-07-14 07:16:47.000000+00:00\"], \"session_ids\": [\"bd0677c3-3ce3-4031-b54e-7a9889a3eac4\", \"3630fe39-48eb-4147-a9de-8386fa4fb628\", \"9f1d491f-9590-4c34-ac2a-920e4766997e\", \"64f27cb2-f459-4262-8250-1f1428980413\", \"4dc5830c-5903-4441-9f86-d62c482cf086\", \"5c68a591-b731-46e0-9c46-fcd8f3e669fe\", \"8110d238-42ba-4dd7-a511-ca0af1182ad9\", \"c7a5c200-1a51-468d-9fbf-02baea10f2f0\", \"8073a5bc-fc77-4e4c-ad37-8f5d05f9e379\", \"b04f24e7-3553-43c3-a150-c2ead5696a52\", \"efc71b0f-cb33-402a-8861-78b7dfe01583\"], \"total_duration\": 18781.0, \"total_sessions\": 11, \"mean_week_duration\": 87.762}}, {\"20874\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-05-02 10:33:16.000000+00:00\", \"2022-09-20 00:09:18.000000+00:00\", \"2022-11-27 13:34:45.000000+00:00\", \"2023-03-25 06:57:21.000000+00:00\", \"2022-08-19 11:06:24.000000+00:00\", \"2019-06-18 17:25:52.000000+00:00\", \"2022-05-31 10:09:44.000000+00:00\", \"2022-04-18 19:19:26.000000+00:00\"], \"session_ids\": [\"0f51b24a-9ff9-4d8a-bf6d-eba4ec03d491\", \"584b1220-f9dd-45d7-a403-6144c9ac3496\", \"535dec33-b28d-41aa-9ac2-77ffe82fcd4e\", \"2af4ac43-9916-47ab-9f05-9b4e3dfa2238\", \"9c213b98-514d-4646-b640-a7fac525f141\", \"4b33daa0-47e4-4e50-8a2d-cf62e6b8f491\", \"d8c145f5-3aab-4a0f-810d-48069c1af3cf\", \"77f45bde-0779-4a08-8351-736425b438c8\"], \"total_duration\": 7638.0, \"total_sessions\": 8, \"mean_week_duration\": 38.772}}, {\"77506\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-28 04:59:54.000000+00:00\", \"2021-10-01 22:15:34.000000+00:00\", \"2019-10-21 02:33:34.000000+00:00\", \"2019-02-04 08:02:43.000000+00:00\"], \"session_ids\": [\"41b11242-7023-4108-8a47-1e33f41398ed\", \"eaa3ee1d-6507-4292-bcc6-ea015e297979\", \"f6f5b506-b159-4ab4-8823-d42bbabf8874\", \"e9133fb8-bc2b-4350-b0b6-962cc05af596\"], \"total_duration\": 2157.0, \"total_sessions\": 4, \"mean_week_duration\": 15.518}}]\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[{\"49307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-10 05:48:50.000000+00:00\", \"2022-09-12 11:19:21.000000+00:00\", \"2020-08-23 02:47:42.000000+00:00\", \"2022-06-23 03:59:54.000000+00:00\", \"2021-07-16 21:51:32.000000+00:00\", \"2019-06-07 15:57:59.000000+00:00\", \"2022-11-13 20:46:11.000000+00:00\", \"2021-01-25 16:17:19.000000+00:00\"], \"session_ids\": [\"50e268e7-7b4b-47cc-8109-faf94b7d6020\", \"1e8933cc-a0da-4ecb-948e-d6a75ca50e11\", \"bb0758a6-c6b8-4de2-a022-291c4184d3d9\", \"f6ff5097-2daa-4664-96a9-1a201c1a0cf5\", \"e2d1d79b-87dd-4a2e-83a8-c672c7fa56db\", \"a2bd316e-56f2-468a-9f44-1b215e133f47\", \"dffd30a3-bf79-4235-9d5c-b3b6c2a4a95d\", \"e733c3f5-ebdd-48c3-8663-58c9a82b0f09\"], \"total_duration\": 16914.0, \"total_sessions\": 8, \"mean_week_duration\": 93.967}}, {\"74080\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-28 23:29:08.000000+00:00\", \"2021-04-02 00:55:16.000000+00:00\", \"2021-05-11 08:48:53.000000+00:00\", \"2022-03-22 19:39:16.000000+00:00\", \"2021-05-05 16:49:07.000000+00:00\", \"2023-03-03 08:25:14.000000+00:00\", \"2020-11-16 15:40:29.000000+00:00\", \"2020-07-17 12:29:56.000000+00:00\", \"2020-06-26 13:32:22.000000+00:00\", \"2021-07-25 03:45:35.000000+00:00\", \"2022-07-14 07:16:47.000000+00:00\"], \"session_ids\": [\"bd0677c3-3ce3-4031-b54e-7a9889a3eac4\", \"3630fe39-48eb-4147-a9de-8386fa4fb628\", \"9f1d491f-9590-4c34-ac2a-920e4766997e\", \"64f27cb2-f459-4262-8250-1f1428980413\", \"4dc5830c-5903-4441-9f86-d62c482cf086\", \"5c68a591-b731-46e0-9c46-fcd8f3e669fe\", \"8110d238-42ba-4dd7-a511-ca0af1182ad9\", \"c7a5c200-1a51-468d-9fbf-02baea10f2f0\", \"8073a5bc-fc77-4e4c-ad37-8f5d05f9e379\", \"b04f24e7-3553-43c3-a150-c2ead5696a52\", \"efc71b0f-cb33-402a-8861-78b7dfe01583\"], \"total_duration\": 18781.0, \"total_sessions\": 11, \"mean_week_duration\": 87.762}}, {\"20874\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-05-02 10:33:16.000000+00:00\", \"2022-09-20 00:09:18.000000+00:00\", \"2022-11-27 13:34:45.000000+00:00\", \"2023-03-25 06:57:21.000000+00:00\", \"2022-08-19 11:06:24.000000+00:00\", \"2019-06-18 17:25:52.000000+00:00\", \"2022-05-31 10:09:44.000000+00:00\", \"2022-04-18 19:19:26.000000+00:00\"], \"session_ids\": [\"0f51b24a-9ff9-4d8a-bf6d-eba4ec03d491\", \"584b1220-f9dd-45d7-a403-6144c9ac3496\", \"535dec33-b28d-41aa-9ac2-77ffe82fcd4e\", \"2af4ac43-9916-47ab-9f05-9b4e3dfa2238\", \"9c213b98-514d-4646-b640-a7fac525f141\", \"4b33daa0-47e4-4e50-8a2d-cf62e6b8f491\", \"d8c145f5-3aab-4a0f-810d-48069c1af3cf\", \"77f45bde-0779-4a08-8351-736425b438c8\"], \"total_duration\": 7638.0, \"total_sessions\": 8, \"mean_week_duration\": 38.772}}, {\"77506\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-28 04:59:54.000000+00:00\", \"2021-10-01 22:15:34.000000+00:00\", \"2019-10-21 02:33:34.000000+00:00\", \"2019-02-04 08:02:43.000000+00:00\"], \"session_ids\": [\"41b11242-7023-4108-8a47-1e33f41398ed\", \"eaa3ee1d-6507-4292-bcc6-ea015e297979\", \"f6f5b506-b159-4ab4-8823-d42bbabf8874\", \"e9133fb8-bc2b-4350-b0b6-962cc05af596\"], \"total_duration\": 2157.0, \"total_sessions\": 4, \"mean_week_duration\": 15.518}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding 3 users with a average of total time spent in the app per week that is strictly higher than 42 and lower than 22 in addition apply sorting by sessions count in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"4072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-13 18:46:12.000000+00:00\", \"2022-12-15 01:31:10.000000+00:00\"], \"session_ids\": [\"360bdf27-03cc-40c4-adf0-95e5c2b4a2de\", \"59b2b9ce-e37f-4175-9a0c-0a532fc9f48e\"], \"total_duration\": 266.0, \"total_sessions\": 2, \"mean_week_duration\": 14.778}, \"46577\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-02-12 18:31:11.000000+00:00\", \"2022-09-29 00:33:08.000000+00:00\"], \"session_ids\": [\"46aab0f5-6b4c-430d-839c-1592b3b99e1a\", \"39629373-14de-4c89-87b1-630c0055077a\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 2.242}, \"65720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-03-14 09:48:20.000000+00:00\", \"2020-11-14 22:42:58.000000+00:00\"], \"session_ids\": [\"c573aa62-e821-4e50-a75a-b7a94c70655d\", \"12b12117-8a90-4336-ac6d-943ff498eb7d\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 4.235}, \"66133\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-26 10:20:30.000000+00:00\", \"2021-08-16 19:59:36.000000+00:00\", \"2021-05-24 23:35:09.000000+00:00\"], \"session_ids\": [\"9882440e-316a-44c2-bff6-677351af6f6c\", \"4e261c95-9157-46ad-8812-59ac44b6bc99\", \"269657f1-be6c-4f9a-b2b8-09dc7d92d57a\"], \"total_duration\": 271.0, \"total_sessions\": 3, \"mean_week_duration\": 12.318}, \"47356\": {\"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\": \"San Salvador\", \"datetimes\": [\"2022-08-12 17:38:10.000000+00:00\", \"2023-03-29 03:17:52.000000+00:00\", \"2023-06-12 16:23:42.000000+00:00\", \"2021-07-03 16:07:56.000000+00:00\", \"2022-05-31 19:08:27.000000+00:00\", \"2019-02-17 15:39:54.000000+00:00\", \"2021-08-13 04:50:28.000000+00:00\", \"2021-10-09 21:17:35.000000+00:00\"], \"session_ids\": [\"4fc26061-9695-4303-b033-c14ec01caa91\", \"0a08735e-8f22-44b4-8407-d09c2b4f772a\", \"f48d5822-67f5-4d85-a57f-0ea426885363\", \"131c991a-27eb-42a2-931e-3e07ed22a7db\", \"ec8981b5-619e-48f8-945f-5fa40a328329\", \"0cdcb690-41e8-4f49-9c9b-220e31c09a70\", \"8befec1a-5b46-4dfe-8e35-a43f5c84be6d\", \"16eaebdb-608d-48ec-adfa-3826d1eedb4b\"], \"total_duration\": 2620.0, \"total_sessions\": 8, \"mean_week_duration\": 11.593}, \"37143\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-05-16 13:39:24.000000+00:00\", \"2019-11-09 21:01:31.000000+00:00\", \"2021-04-14 09:56:24.000000+00:00\", \"2021-09-15 18:51:59.000000+00:00\", \"2020-10-15 17:33:14.000000+00:00\", \"2021-05-24 07:13:43.000000+00:00\", \"2019-10-12 05:32:22.000000+00:00\", \"2021-01-05 15:47:53.000000+00:00\", \"2022-08-30 20:56:31.000000+00:00\", \"2022-08-21 01:37:56.000000+00:00\"], \"session_ids\": [\"0a223b99-cfb6-4e8b-9102-861ac8016d66\", \"f78d67fe-7988-4525-8c47-8243314af208\", \"c5fe4301-24d2-4b0e-890e-c1bd7afa6433\", \"d856fe52-34da-49b9-bfa1-7001d22b38b1\", \"935f486f-fd72-4a4e-b4a2-97592bde2b1b\", \"c9a169b5-b476-45f4-aabe-20bb617e3f33\", \"3825f637-de26-4832-835b-8058694bc11f\", \"6db60e7e-f064-4503-8445-c6553abdb542\", \"2e952e92-1bed-4dff-b623-03360065d318\", \"a4c17f00-e87f-435b-89b1-49ca088d6edf\"], \"total_duration\": 4499.0, \"total_sessions\": 10, \"mean_week_duration\": 23.931}, \"97516\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-12-16 08:08:16.000000+00:00\", \"2021-11-03 15:02:18.000000+00:00\", \"2020-06-18 17:46:02.000000+00:00\", \"2023-02-01 23:19:01.000000+00:00\", \"2023-02-19 01:19:12.000000+00:00\", \"2022-09-19 01:05:33.000000+00:00\", \"2019-03-29 12:50:37.000000+00:00\", \"2020-10-25 23:54:46.000000+00:00\"], \"session_ids\": [\"bceacb93-8d19-4c41-b377-0d3b90d81de1\", \"940175a1-d6bc-42e1-8997-0907ae0b4c51\", \"6705cd80-583f-47c8-9ede-aa1cfac56f72\", \"06d64a29-004f-47ee-af39-ced2e3a3741d\", \"89b9fa94-7104-4f57-9068-ca476f1ecf81\", \"e69f50c0-6eea-4b49-822e-aa6a639d013e\", \"8a2dee44-d16d-4f8a-b9b1-c3ac708a9dd0\", \"d95a4a81-fb66-4170-b057-86d783a0bd97\"], \"total_duration\": 712.0, \"total_sessions\": 8, \"mean_week_duration\": 3.49}, \"56505\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-21 01:05:51.000000+00:00\", \"2020-11-18 13:02:42.000000+00:00\", \"2021-10-08 23:18:34.000000+00:00\", \"2021-07-30 08:08:06.000000+00:00\", \"2022-05-22 15:43:18.000000+00:00\"], \"session_ids\": [\"e61b697b-6147-4d18-bd64-fcb250721916\", \"a64c8935-a51a-477f-8fab-93fbc3a7e980\", \"4b80cf8e-3d85-4d32-966a-ae5024261c4f\", \"39f0ab05-f25b-4fbf-bbb7-8a83dd883b06\", \"1d139a7f-8487-40ac-b8ef-5377b2ee6fc7\"], \"total_duration\": 901.0, \"total_sessions\": 5, \"mean_week_duration\": 9.793}, \"52497\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-06 04:33:53.000000+00:00\", \"2021-08-20 12:12:04.000000+00:00\", \"2022-12-18 11:43:02.000000+00:00\"], \"session_ids\": [\"e78b9e04-9703-48fd-b1ab-2b63daa6aec6\", \"453498de-6021-4d74-8a01-5dbe03ab3cf1\", \"16ee5a02-5bbb-415b-9091-141eee4c3980\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.292}, \"39576\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-20 07:16:24.000000+00:00\", \"2022-01-11 08:36:16.000000+00:00\"], \"session_ids\": [\"3f45669d-c41e-4a19-9127-693919dc7337\", \"d47421c7-2b23-4212-9739-58c9cdb0f99a\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 19.1}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or less than 22 and are greater than 42" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[22, 42]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"4072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-13 18:46:12.000000+00:00\", \"2022-12-15 01:31:10.000000+00:00\"], \"session_ids\": [\"360bdf27-03cc-40c4-adf0-95e5c2b4a2de\", \"59b2b9ce-e37f-4175-9a0c-0a532fc9f48e\"], \"total_duration\": 266.0, \"total_sessions\": 2, \"mean_week_duration\": 14.778}, \"46577\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-02-12 18:31:11.000000+00:00\", \"2022-09-29 00:33:08.000000+00:00\"], \"session_ids\": [\"46aab0f5-6b4c-430d-839c-1592b3b99e1a\", \"39629373-14de-4c89-87b1-630c0055077a\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 2.242}, \"65720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-03-14 09:48:20.000000+00:00\", \"2020-11-14 22:42:58.000000+00:00\"], \"session_ids\": [\"c573aa62-e821-4e50-a75a-b7a94c70655d\", \"12b12117-8a90-4336-ac6d-943ff498eb7d\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 4.235}, \"66133\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-26 10:20:30.000000+00:00\", \"2021-08-16 19:59:36.000000+00:00\", \"2021-05-24 23:35:09.000000+00:00\"], \"session_ids\": [\"9882440e-316a-44c2-bff6-677351af6f6c\", \"4e261c95-9157-46ad-8812-59ac44b6bc99\", \"269657f1-be6c-4f9a-b2b8-09dc7d92d57a\"], \"total_duration\": 271.0, \"total_sessions\": 3, \"mean_week_duration\": 12.318}, \"47356\": {\"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\": \"San Salvador\", \"datetimes\": [\"2022-08-12 17:38:10.000000+00:00\", \"2023-03-29 03:17:52.000000+00:00\", \"2023-06-12 16:23:42.000000+00:00\", \"2021-07-03 16:07:56.000000+00:00\", \"2022-05-31 19:08:27.000000+00:00\", \"2019-02-17 15:39:54.000000+00:00\", \"2021-08-13 04:50:28.000000+00:00\", \"2021-10-09 21:17:35.000000+00:00\"], \"session_ids\": [\"4fc26061-9695-4303-b033-c14ec01caa91\", \"0a08735e-8f22-44b4-8407-d09c2b4f772a\", \"f48d5822-67f5-4d85-a57f-0ea426885363\", \"131c991a-27eb-42a2-931e-3e07ed22a7db\", \"ec8981b5-619e-48f8-945f-5fa40a328329\", \"0cdcb690-41e8-4f49-9c9b-220e31c09a70\", \"8befec1a-5b46-4dfe-8e35-a43f5c84be6d\", \"16eaebdb-608d-48ec-adfa-3826d1eedb4b\"], \"total_duration\": 2620.0, \"total_sessions\": 8, \"mean_week_duration\": 11.593}, \"97516\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-12-16 08:08:16.000000+00:00\", \"2021-11-03 15:02:18.000000+00:00\", \"2020-06-18 17:46:02.000000+00:00\", \"2023-02-01 23:19:01.000000+00:00\", \"2023-02-19 01:19:12.000000+00:00\", \"2022-09-19 01:05:33.000000+00:00\", \"2019-03-29 12:50:37.000000+00:00\", \"2020-10-25 23:54:46.000000+00:00\"], \"session_ids\": [\"bceacb93-8d19-4c41-b377-0d3b90d81de1\", \"940175a1-d6bc-42e1-8997-0907ae0b4c51\", \"6705cd80-583f-47c8-9ede-aa1cfac56f72\", \"06d64a29-004f-47ee-af39-ced2e3a3741d\", \"89b9fa94-7104-4f57-9068-ca476f1ecf81\", \"e69f50c0-6eea-4b49-822e-aa6a639d013e\", \"8a2dee44-d16d-4f8a-b9b1-c3ac708a9dd0\", \"d95a4a81-fb66-4170-b057-86d783a0bd97\"], \"total_duration\": 712.0, \"total_sessions\": 8, \"mean_week_duration\": 3.49}, \"56505\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-21 01:05:51.000000+00:00\", \"2020-11-18 13:02:42.000000+00:00\", \"2021-10-08 23:18:34.000000+00:00\", \"2021-07-30 08:08:06.000000+00:00\", \"2022-05-22 15:43:18.000000+00:00\"], \"session_ids\": [\"e61b697b-6147-4d18-bd64-fcb250721916\", \"a64c8935-a51a-477f-8fab-93fbc3a7e980\", \"4b80cf8e-3d85-4d32-966a-ae5024261c4f\", \"39f0ab05-f25b-4fbf-bbb7-8a83dd883b06\", \"1d139a7f-8487-40ac-b8ef-5377b2ee6fc7\"], \"total_duration\": 901.0, \"total_sessions\": 5, \"mean_week_duration\": 9.793}, \"52497\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-06 04:33:53.000000+00:00\", \"2021-08-20 12:12:04.000000+00:00\", \"2022-12-18 11:43:02.000000+00:00\"], \"session_ids\": [\"e78b9e04-9703-48fd-b1ab-2b63daa6aec6\", \"453498de-6021-4d74-8a01-5dbe03ab3cf1\", \"16ee5a02-5bbb-415b-9091-141eee4c3980\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.292}, \"39576\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-20 07:16:24.000000+00:00\", \"2022-01-11 08:36:16.000000+00:00\"], \"session_ids\": [\"3f45669d-c41e-4a19-9127-693919dc7337\", \"d47421c7-2b23-4212-9739-58c9cdb0f99a\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 19.1}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"4072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-13 18:46:12.000000+00:00\", \"2022-12-15 01:31:10.000000+00:00\"], \"session_ids\": [\"360bdf27-03cc-40c4-adf0-95e5c2b4a2de\", \"59b2b9ce-e37f-4175-9a0c-0a532fc9f48e\"], \"total_duration\": 266.0, \"total_sessions\": 2, \"mean_week_duration\": 14.778}}, {\"46577\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-02-12 18:31:11.000000+00:00\", \"2022-09-29 00:33:08.000000+00:00\"], \"session_ids\": [\"46aab0f5-6b4c-430d-839c-1592b3b99e1a\", \"39629373-14de-4c89-87b1-630c0055077a\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 2.242}}, {\"65720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-03-14 09:48:20.000000+00:00\", \"2020-11-14 22:42:58.000000+00:00\"], \"session_ids\": [\"c573aa62-e821-4e50-a75a-b7a94c70655d\", \"12b12117-8a90-4336-ac6d-943ff498eb7d\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 4.235}}, {\"39576\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-20 07:16:24.000000+00:00\", \"2022-01-11 08:36:16.000000+00:00\"], \"session_ids\": [\"3f45669d-c41e-4a19-9127-693919dc7337\", \"d47421c7-2b23-4212-9739-58c9cdb0f99a\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 19.1}}, {\"66133\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-26 10:20:30.000000+00:00\", \"2021-08-16 19:59:36.000000+00:00\", \"2021-05-24 23:35:09.000000+00:00\"], \"session_ids\": [\"9882440e-316a-44c2-bff6-677351af6f6c\", \"4e261c95-9157-46ad-8812-59ac44b6bc99\", \"269657f1-be6c-4f9a-b2b8-09dc7d92d57a\"], \"total_duration\": 271.0, \"total_sessions\": 3, \"mean_week_duration\": 12.318}}, {\"52497\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-06 04:33:53.000000+00:00\", \"2021-08-20 12:12:04.000000+00:00\", \"2022-12-18 11:43:02.000000+00:00\"], \"session_ids\": [\"e78b9e04-9703-48fd-b1ab-2b63daa6aec6\", \"453498de-6021-4d74-8a01-5dbe03ab3cf1\", \"16ee5a02-5bbb-415b-9091-141eee4c3980\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.292}}, {\"56505\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-21 01:05:51.000000+00:00\", \"2020-11-18 13:02:42.000000+00:00\", \"2021-10-08 23:18:34.000000+00:00\", \"2021-07-30 08:08:06.000000+00:00\", \"2022-05-22 15:43:18.000000+00:00\"], \"session_ids\": [\"e61b697b-6147-4d18-bd64-fcb250721916\", \"a64c8935-a51a-477f-8fab-93fbc3a7e980\", \"4b80cf8e-3d85-4d32-966a-ae5024261c4f\", \"39f0ab05-f25b-4fbf-bbb7-8a83dd883b06\", \"1d139a7f-8487-40ac-b8ef-5377b2ee6fc7\"], \"total_duration\": 901.0, \"total_sessions\": 5, \"mean_week_duration\": 9.793}}, {\"47356\": {\"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\": \"San Salvador\", \"datetimes\": [\"2022-08-12 17:38:10.000000+00:00\", \"2023-03-29 03:17:52.000000+00:00\", \"2023-06-12 16:23:42.000000+00:00\", \"2021-07-03 16:07:56.000000+00:00\", \"2022-05-31 19:08:27.000000+00:00\", \"2019-02-17 15:39:54.000000+00:00\", \"2021-08-13 04:50:28.000000+00:00\", \"2021-10-09 21:17:35.000000+00:00\"], \"session_ids\": [\"4fc26061-9695-4303-b033-c14ec01caa91\", \"0a08735e-8f22-44b4-8407-d09c2b4f772a\", \"f48d5822-67f5-4d85-a57f-0ea426885363\", \"131c991a-27eb-42a2-931e-3e07ed22a7db\", \"ec8981b5-619e-48f8-945f-5fa40a328329\", \"0cdcb690-41e8-4f49-9c9b-220e31c09a70\", \"8befec1a-5b46-4dfe-8e35-a43f5c84be6d\", \"16eaebdb-608d-48ec-adfa-3826d1eedb4b\"], \"total_duration\": 2620.0, \"total_sessions\": 8, \"mean_week_duration\": 11.593}}, {\"97516\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-12-16 08:08:16.000000+00:00\", \"2021-11-03 15:02:18.000000+00:00\", \"2020-06-18 17:46:02.000000+00:00\", \"2023-02-01 23:19:01.000000+00:00\", \"2023-02-19 01:19:12.000000+00:00\", \"2022-09-19 01:05:33.000000+00:00\", \"2019-03-29 12:50:37.000000+00:00\", \"2020-10-25 23:54:46.000000+00:00\"], \"session_ids\": [\"bceacb93-8d19-4c41-b377-0d3b90d81de1\", \"940175a1-d6bc-42e1-8997-0907ae0b4c51\", \"6705cd80-583f-47c8-9ede-aa1cfac56f72\", \"06d64a29-004f-47ee-af39-ced2e3a3741d\", \"89b9fa94-7104-4f57-9068-ca476f1ecf81\", \"e69f50c0-6eea-4b49-822e-aa6a639d013e\", \"8a2dee44-d16d-4f8a-b9b1-c3ac708a9dd0\", \"d95a4a81-fb66-4170-b057-86d783a0bd97\"], \"total_duration\": 712.0, \"total_sessions\": 8, \"mean_week_duration\": 3.49}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"4072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-13 18:46:12.000000+00:00\", \"2022-12-15 01:31:10.000000+00:00\"], \"session_ids\": [\"360bdf27-03cc-40c4-adf0-95e5c2b4a2de\", \"59b2b9ce-e37f-4175-9a0c-0a532fc9f48e\"], \"total_duration\": 266.0, \"total_sessions\": 2, \"mean_week_duration\": 14.778}}, {\"46577\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-02-12 18:31:11.000000+00:00\", \"2022-09-29 00:33:08.000000+00:00\"], \"session_ids\": [\"46aab0f5-6b4c-430d-839c-1592b3b99e1a\", \"39629373-14de-4c89-87b1-630c0055077a\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 2.242}}, {\"65720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-03-14 09:48:20.000000+00:00\", \"2020-11-14 22:42:58.000000+00:00\"], \"session_ids\": [\"c573aa62-e821-4e50-a75a-b7a94c70655d\", \"12b12117-8a90-4336-ac6d-943ff498eb7d\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 4.235}}]\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[{\"4072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-13 18:46:12.000000+00:00\", \"2022-12-15 01:31:10.000000+00:00\"], \"session_ids\": [\"360bdf27-03cc-40c4-adf0-95e5c2b4a2de\", \"59b2b9ce-e37f-4175-9a0c-0a532fc9f48e\"], \"total_duration\": 266.0, \"total_sessions\": 2, \"mean_week_duration\": 14.778}}, {\"46577\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-02-12 18:31:11.000000+00:00\", \"2022-09-29 00:33:08.000000+00:00\"], \"session_ids\": [\"46aab0f5-6b4c-430d-839c-1592b3b99e1a\", \"39629373-14de-4c89-87b1-630c0055077a\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 2.242}}, {\"65720\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-03-14 09:48:20.000000+00:00\", \"2020-11-14 22:42:58.000000+00:00\"], \"session_ids\": [\"c573aa62-e821-4e50-a75a-b7a94c70655d\", \"12b12117-8a90-4336-ac6d-943ff498eb7d\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 4.235}}]\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 sessions summation strictly less than 3 and greater than 10 (not including) , and put to use sorting by name of the city from the largest to the smallest plus keep only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"20008\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-28 04:07:20.000000+00:00\", \"2019-07-29 07:48:13.000000+00:00\", \"2020-07-23 14:39:06.000000+00:00\", \"2019-03-24 16:01:10.000000+00:00\"], \"session_ids\": [\"2d4d490d-e5b6-4a95-aa58-e0dbf0e0eab4\", \"4b4b40d0-b496-4c1a-9ae5-dc2ef69f1cbb\", \"f904dc9f-e406-4fe4-881e-5c547f3d69a4\", \"fc7b1b3c-162a-4825-aa67-e7ae12465a8a\"], \"total_duration\": 385.0, \"total_sessions\": 4, \"mean_week_duration\": 1.833}, \"64795\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-19 02:29:22.000000+00:00\", \"2022-11-16 20:00:30.000000+00:00\", \"2021-07-24 13:03:18.000000+00:00\", \"2021-07-22 11:30:26.000000+00:00\", \"2021-06-13 22:54:31.000000+00:00\", \"2021-04-10 23:03:31.000000+00:00\", \"2021-05-20 13:28:41.000000+00:00\"], \"session_ids\": [\"dd1c45d4-fcdb-4d44-bb3d-deb54b0d3df8\", \"fd950aa9-a4c8-4894-9d5e-c3770818ccbf\", \"693a24b3-ddf0-40b4-b8af-06be821ef1e6\", \"f5b70d32-6111-4731-a202-d5bc6e6f8ef1\", \"ddcda0fc-eb92-43c1-b444-c4e1278e6cce\", \"8acd3014-ceca-47b2-b134-1fedd75afb8b\", \"49c88af8-7252-484e-844a-1a065bfff2ca\"], \"total_duration\": 7928.0, \"total_sessions\": 7, \"mean_week_duration\": 94.381}, \"2085\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-07-01 04:11:35.000000+00:00\", \"2020-10-30 05:06:40.000000+00:00\", \"2021-11-14 01:28:53.000000+00:00\", \"2021-06-06 21:29:20.000000+00:00\", \"2020-02-18 06:43:26.000000+00:00\", \"2019-09-26 18:20:22.000000+00:00\", \"2020-04-03 03:17:35.000000+00:00\", \"2020-03-14 15:12:26.000000+00:00\", \"2021-03-28 18:08:11.000000+00:00\", \"2022-12-18 09:22:06.000000+00:00\", \"2021-10-14 04:08:02.000000+00:00\"], \"session_ids\": [\"639d3427-3d57-4ed8-aa9a-9614b83d805c\", \"a5dd3cfe-4fe4-40eb-a805-e3205126120a\", \"25a6fde6-d22f-4205-8a97-16e6c98119b7\", \"0dd1e23b-1529-4002-a78b-2da33793c6b7\", \"3964645d-e57b-44e4-97f4-dd91bdfa6240\", \"f8b66f6d-cf87-4d15-b181-e73260ad2df8\", \"537c8e11-a8e4-49be-bbce-0e32fc451e36\", \"a0966b2e-f974-4743-b256-8f3003440354\", \"7896a4fb-fd8d-4bb2-9afc-16b2387b589f\", \"b37b2b4a-6e99-4737-89ba-a70460c19171\", \"ff0f9daa-f525-4702-a469-13cf13b2af0a\"], \"total_duration\": 2334.0, \"total_sessions\": 11, \"mean_week_duration\": 12.895}, \"45127\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-11 08:58:33.000000+00:00\", \"2021-01-02 09:11:46.000000+00:00\"], \"session_ids\": [\"c00c4448-9f05-4926-a0f2-abe258cbaead\", \"9e905ab5-cfe2-4b10-9a0e-03fde89851ff\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 6.952}, \"81240\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-03-11 16:58:36.000000+00:00\", \"2021-04-21 05:21:42.000000+00:00\", \"2023-02-02 09:57:50.000000+00:00\", \"2020-06-14 16:56:28.000000+00:00\"], \"session_ids\": [\"7eefacd1-8894-4495-8948-a0951f97fc7c\", \"f432b049-a3e9-4fdb-aa47-40eba383581d\", \"0dbc0442-c981-4a16-9caf-3cd8c0ca761b\", \"741bae93-f9ac-4293-b238-e1ecccbd559d\"], \"total_duration\": 86.0, \"total_sessions\": 4, \"mean_week_duration\": 0.623}, \"34132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-16 11:34:08.000000+00:00\", \"2023-02-04 12:22:44.000000+00:00\"], \"session_ids\": [\"1233b4c4-e768-4747-8d80-179b490a4931\", \"4c0f5eb6-32e8-4d02-a65d-b224849a3a29\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 3.562}, \"52150\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-09-11 14:07:35.000000+00:00\", \"2022-08-19 22:16:10.000000+00:00\", \"2019-01-12 19:52:35.000000+00:00\", \"2019-05-22 22:17:06.000000+00:00\", \"2022-02-01 06:57:03.000000+00:00\", \"2023-06-30 14:52:02.000000+00:00\", \"2021-12-22 10:53:45.000000+00:00\", \"2022-09-08 15:46:19.000000+00:00\", \"2021-03-19 07:16:34.000000+00:00\"], \"session_ids\": [\"1ef95175-87f3-4b5b-9399-1522b0bcc0d6\", \"8e0c6650-1675-4cd6-b167-6a41708030d6\", \"28c2776f-347a-4e3b-b5fe-a51afd20f6b5\", \"a887870a-65d8-4a40-abd2-e2c9737da4e3\", \"26ec1bd7-0e73-4ef7-a98c-adc8cc48ac46\", \"1383a94c-664d-46c7-86bc-8e13d4e18876\", \"2c4c02b3-4ada-46ba-9ea1-75f9770b8db6\", \"1702a38c-6cf7-44d6-91c9-b5414b560c57\", \"88aab917-34f5-4d15-a1a3-582990c5beb0\"], \"total_duration\": 1740.0, \"total_sessions\": 9, \"mean_week_duration\": 7.468}, \"25673\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-07-06 17:28:19.000000+00:00\", \"2020-05-08 20:57:34.000000+00:00\"], \"session_ids\": [\"e85b4862-2762-45e4-adcb-9e5288a96d56\", \"b2e0d7e5-273f-4a55-a5c7-29635f9254f3\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.611}, \"80089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-04-25 08:33:48.000000+00:00\", \"2021-04-30 09:32:12.000000+00:00\", \"2021-12-26 17:19:05.000000+00:00\", \"2019-03-27 11:14:55.000000+00:00\", \"2022-01-23 22:22:43.000000+00:00\", \"2020-09-16 06:49:17.000000+00:00\", \"2021-09-11 11:03:22.000000+00:00\"], \"session_ids\": [\"d7f2b362-c802-43c5-9a3d-1bf64571bfe5\", \"3405773f-b4c7-4a9a-9893-2945f2e5ff6d\", \"b85d64be-1a9c-43ba-9e77-27afa7f7c0f9\", \"afeb1fa1-c82a-4445-8d30-fd9c195c5e38\", \"2b543454-7d95-4ae3-bd97-2120ac662e48\", \"4a84026f-301c-4a03-9173-dc67caedb736\", \"2d9effa2-4edd-47d9-927f-2fbf76a59bd8\"], \"total_duration\": 251.0, \"total_sessions\": 7, \"mean_week_duration\": 1.178}, \"74281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-05-18 17:02:22.000000+00:00\", \"2020-03-15 10:23:07.000000+00:00\"], \"session_ids\": [\"7a2c3b88-b437-4f59-8ab9-6065fb7854c6\", \"fa8e4c8a-dd4f-4682-8a33-d5b373483351\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.548}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are less than 3 and are greater than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[3, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"45127\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-11 08:58:33.000000+00:00\", \"2021-01-02 09:11:46.000000+00:00\"], \"session_ids\": [\"c00c4448-9f05-4926-a0f2-abe258cbaead\", \"9e905ab5-cfe2-4b10-9a0e-03fde89851ff\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 6.952}, \"34132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-16 11:34:08.000000+00:00\", \"2023-02-04 12:22:44.000000+00:00\"], \"session_ids\": [\"1233b4c4-e768-4747-8d80-179b490a4931\", \"4c0f5eb6-32e8-4d02-a65d-b224849a3a29\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 3.562}, \"25673\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-07-06 17:28:19.000000+00:00\", \"2020-05-08 20:57:34.000000+00:00\"], \"session_ids\": [\"e85b4862-2762-45e4-adcb-9e5288a96d56\", \"b2e0d7e5-273f-4a55-a5c7-29635f9254f3\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.611}, \"74281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-05-18 17:02:22.000000+00:00\", \"2020-03-15 10:23:07.000000+00:00\"], \"session_ids\": [\"7a2c3b88-b437-4f59-8ab9-6065fb7854c6\", \"fa8e4c8a-dd4f-4682-8a33-d5b373483351\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.548}, \"2085\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-07-01 04:11:35.000000+00:00\", \"2020-10-30 05:06:40.000000+00:00\", \"2021-11-14 01:28:53.000000+00:00\", \"2021-06-06 21:29:20.000000+00:00\", \"2020-02-18 06:43:26.000000+00:00\", \"2019-09-26 18:20:22.000000+00:00\", \"2020-04-03 03:17:35.000000+00:00\", \"2020-03-14 15:12:26.000000+00:00\", \"2021-03-28 18:08:11.000000+00:00\", \"2022-12-18 09:22:06.000000+00:00\", \"2021-10-14 04:08:02.000000+00:00\"], \"session_ids\": [\"639d3427-3d57-4ed8-aa9a-9614b83d805c\", \"a5dd3cfe-4fe4-40eb-a805-e3205126120a\", \"25a6fde6-d22f-4205-8a97-16e6c98119b7\", \"0dd1e23b-1529-4002-a78b-2da33793c6b7\", \"3964645d-e57b-44e4-97f4-dd91bdfa6240\", \"f8b66f6d-cf87-4d15-b181-e73260ad2df8\", \"537c8e11-a8e4-49be-bbce-0e32fc451e36\", \"a0966b2e-f974-4743-b256-8f3003440354\", \"7896a4fb-fd8d-4bb2-9afc-16b2387b589f\", \"b37b2b4a-6e99-4737-89ba-a70460c19171\", \"ff0f9daa-f525-4702-a469-13cf13b2af0a\"], \"total_duration\": 2334.0, \"total_sessions\": 11, \"mean_week_duration\": 12.895}}\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[{\"34132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-16 11:34:08.000000+00:00\", \"2023-02-04 12:22:44.000000+00:00\"], \"session_ids\": [\"1233b4c4-e768-4747-8d80-179b490a4931\", \"4c0f5eb6-32e8-4d02-a65d-b224849a3a29\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 3.562}}, {\"25673\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-07-06 17:28:19.000000+00:00\", \"2020-05-08 20:57:34.000000+00:00\"], \"session_ids\": [\"e85b4862-2762-45e4-adcb-9e5288a96d56\", \"b2e0d7e5-273f-4a55-a5c7-29635f9254f3\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.611}}, {\"45127\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-11 08:58:33.000000+00:00\", \"2021-01-02 09:11:46.000000+00:00\"], \"session_ids\": [\"c00c4448-9f05-4926-a0f2-abe258cbaead\", \"9e905ab5-cfe2-4b10-9a0e-03fde89851ff\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 6.952}}, {\"74281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-05-18 17:02:22.000000+00:00\", \"2020-03-15 10:23:07.000000+00:00\"], \"session_ids\": [\"7a2c3b88-b437-4f59-8ab9-6065fb7854c6\", \"fa8e4c8a-dd4f-4682-8a33-d5b373483351\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.548}}, {\"2085\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-07-01 04:11:35.000000+00:00\", \"2020-10-30 05:06:40.000000+00:00\", \"2021-11-14 01:28:53.000000+00:00\", \"2021-06-06 21:29:20.000000+00:00\", \"2020-02-18 06:43:26.000000+00:00\", \"2019-09-26 18:20:22.000000+00:00\", \"2020-04-03 03:17:35.000000+00:00\", \"2020-03-14 15:12:26.000000+00:00\", \"2021-03-28 18:08:11.000000+00:00\", \"2022-12-18 09:22:06.000000+00:00\", \"2021-10-14 04:08:02.000000+00:00\"], \"session_ids\": [\"639d3427-3d57-4ed8-aa9a-9614b83d805c\", \"a5dd3cfe-4fe4-40eb-a805-e3205126120a\", \"25a6fde6-d22f-4205-8a97-16e6c98119b7\", \"0dd1e23b-1529-4002-a78b-2da33793c6b7\", \"3964645d-e57b-44e4-97f4-dd91bdfa6240\", \"f8b66f6d-cf87-4d15-b181-e73260ad2df8\", \"537c8e11-a8e4-49be-bbce-0e32fc451e36\", \"a0966b2e-f974-4743-b256-8f3003440354\", \"7896a4fb-fd8d-4bb2-9afc-16b2387b589f\", \"b37b2b4a-6e99-4737-89ba-a70460c19171\", \"ff0f9daa-f525-4702-a469-13cf13b2af0a\"], \"total_duration\": 2334.0, \"total_sessions\": 11, \"mean_week_duration\": 12.895}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"34132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-16 11:34:08.000000+00:00\", \"2023-02-04 12:22:44.000000+00:00\"], \"session_ids\": [\"1233b4c4-e768-4747-8d80-179b490a4931\", \"4c0f5eb6-32e8-4d02-a65d-b224849a3a29\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 3.562}}, {\"25673\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-07-06 17:28:19.000000+00:00\", \"2020-05-08 20:57:34.000000+00:00\"], \"session_ids\": [\"e85b4862-2762-45e4-adcb-9e5288a96d56\", \"b2e0d7e5-273f-4a55-a5c7-29635f9254f3\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.611}}]\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[{\"34132\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-16 11:34:08.000000+00:00\", \"2023-02-04 12:22:44.000000+00:00\"], \"session_ids\": [\"1233b4c4-e768-4747-8d80-179b490a4931\", \"4c0f5eb6-32e8-4d02-a65d-b224849a3a29\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 3.562}}, {\"25673\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-07-06 17:28:19.000000+00:00\", \"2020-05-08 20:57:34.000000+00:00\"], \"session_ids\": [\"e85b4862-2762-45e4-adcb-9e5288a96d56\", \"b2e0d7e5-273f-4a55-a5c7-29635f9254f3\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.611}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on 2 users who have site usage time per week <= than 23 + do sorting by overall total sessions in desc order as well as get rid of all records, except 4." } ]
[ { "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{\"58406\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-06 19:43:32.000000+00:00\", \"2023-02-15 00:26:46.000000+00:00\", \"2020-06-01 01:31:51.000000+00:00\", \"2019-12-18 04:20:04.000000+00:00\", \"2019-11-15 22:23:52.000000+00:00\"], \"session_ids\": [\"29231027-45c9-46d6-87b6-8dd766537c72\", \"0741201f-fc71-437a-bb93-41cb148a798d\", \"bdfc095e-ab28-44c6-a4c7-fb80d9378bf3\", \"177cb659-24a1-4264-88b3-80e57457c890\", \"e401c4e3-b5af-47e5-8263-758aeaa300eb\"], \"total_duration\": 212.0, \"total_sessions\": 5, \"mean_week_duration\": 1.247}, \"36800\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-10-20 19:16:46.000000+00:00\", \"2020-05-14 22:59:07.000000+00:00\"], \"session_ids\": [\"fcb7a8e5-ca8a-4cd2-ae02-916a5511827d\", \"39365513-a4fb-4ee8-9d1d-77f545f860b6\"], \"total_duration\": 379.0, \"total_sessions\": 2, \"mean_week_duration\": 5.053}, \"85574\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-18 23:24:27.000000+00:00\", \"2021-09-29 02:49:15.000000+00:00\"], \"session_ids\": [\"468fb44b-d505-4551-9cbf-1f370d3786ca\", \"ec7e21c2-7405-4a28-a013-45a1cdb77ad1\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 3.513}, \"81723\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-30 03:33:14.000000+00:00\", \"2022-06-13 17:21:28.000000+00:00\", \"2020-11-29 14:56:24.000000+00:00\"], \"session_ids\": [\"a5f80e43-5088-4700-a26f-63b934fb34d0\", \"b5244fa4-af65-4d4c-95f3-97ca10032d9d\", \"e8c48649-f59f-410d-a54a-f90b8963f8de\"], \"total_duration\": 229.0, \"total_sessions\": 3, \"mean_week_duration\": 2.827}, \"88212\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-05-28 19:21:55.000000+00:00\", \"2023-04-01 11:31:21.000000+00:00\"], \"session_ids\": [\"ef1c8c04-140d-4c54-ad70-c74f6a8a06c5\", \"0eacfdf7-afe1-4119-87a1-1d4588c66e9e\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 0.791}, \"58612\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-07-02 14:57:01.000000+00:00\", \"2020-09-06 12:19:42.000000+00:00\"], \"session_ids\": [\"e345bacc-72ca-494e-ae47-0470424522f1\", \"bb388c5f-ed3f-4283-8615-86352eb00d3e\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 5.977}, \"65424\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-12-17 22:26:05.000000+00:00\", \"2020-10-12 04:47:56.000000+00:00\", \"2023-06-26 04:44:49.000000+00:00\", \"2021-11-20 05:45:44.000000+00:00\", \"2020-06-28 05:52:30.000000+00:00\", \"2019-06-30 17:51:24.000000+00:00\", \"2022-12-23 22:15:34.000000+00:00\", \"2019-12-16 06:08:59.000000+00:00\", \"2021-12-20 08:29:44.000000+00:00\", \"2020-11-14 09:48:16.000000+00:00\"], \"session_ids\": [\"a7e664e3-9919-46d0-ace1-92583f3891ef\", \"df9b863d-1d82-43db-8dfb-80cd29a7dd1f\", \"2e259f5b-6417-46a6-8b88-50838e6d3328\", \"c0526910-fe62-4317-b1cd-9a4c1d16e330\", \"1fe20b6c-e930-4bdf-9084-4b78422a10a6\", \"e51bb8b9-a4f0-4aca-9924-7662ddb157cb\", \"8495bfd1-4c40-4faf-83bf-65d3c501f5a6\", \"6a9595fa-f148-46ee-880e-895115fb823d\", \"602ee097-1cbe-46cb-beec-19136760bb31\", \"1d3003ec-f3b9-479b-9e2d-a84a41db97fc\"], \"total_duration\": 1050.0, \"total_sessions\": 10, \"mean_week_duration\": 5.048}, \"49407\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-13 17:53:46.000000+00:00\", \"2020-12-09 19:08:57.000000+00:00\", \"2021-06-03 00:43:20.000000+00:00\"], \"session_ids\": [\"d159683a-efe6-4d3a-bbe5-beb7ab37b35e\", \"c949beb3-53bd-4d44-be0d-d33f2b8f997a\", \"7cd3cfcf-be37-4c12-b063-09bdfc62b65d\"], \"total_duration\": 268.0, \"total_sessions\": 3, \"mean_week_duration\": 2.046}, \"2068\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-06 21:55:22.000000+00:00\", \"2021-10-14 16:29:21.000000+00:00\", \"2021-08-29 05:01:00.000000+00:00\"], \"session_ids\": [\"87ef2e5a-b1e4-473b-a603-81c796571b71\", \"ab81ec04-9aa4-4bc9-96d9-0b5ce40cdfd1\", \"99a9d74a-b0cc-4f11-b0ec-04350e1dd8d5\"], \"total_duration\": 920.0, \"total_sessions\": 3, \"mean_week_duration\": 61.333}, \"77625\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-12-27 16:12:32.000000+00:00\", \"2019-02-06 00:20:41.000000+00:00\"], \"session_ids\": [\"aa6f5cda-299a-4719-b802-6be71fadfae7\", \"c9a06b06-9281-45d1-ad7b-dda587faac78\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 1.021}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 23" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[23, 44]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58406\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-06 19:43:32.000000+00:00\", \"2023-02-15 00:26:46.000000+00:00\", \"2020-06-01 01:31:51.000000+00:00\", \"2019-12-18 04:20:04.000000+00:00\", \"2019-11-15 22:23:52.000000+00:00\"], \"session_ids\": [\"29231027-45c9-46d6-87b6-8dd766537c72\", \"0741201f-fc71-437a-bb93-41cb148a798d\", \"bdfc095e-ab28-44c6-a4c7-fb80d9378bf3\", \"177cb659-24a1-4264-88b3-80e57457c890\", \"e401c4e3-b5af-47e5-8263-758aeaa300eb\"], \"total_duration\": 212.0, \"total_sessions\": 5, \"mean_week_duration\": 1.247}, \"36800\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-10-20 19:16:46.000000+00:00\", \"2020-05-14 22:59:07.000000+00:00\"], \"session_ids\": [\"fcb7a8e5-ca8a-4cd2-ae02-916a5511827d\", \"39365513-a4fb-4ee8-9d1d-77f545f860b6\"], \"total_duration\": 379.0, \"total_sessions\": 2, \"mean_week_duration\": 5.053}, \"85574\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-18 23:24:27.000000+00:00\", \"2021-09-29 02:49:15.000000+00:00\"], \"session_ids\": [\"468fb44b-d505-4551-9cbf-1f370d3786ca\", \"ec7e21c2-7405-4a28-a013-45a1cdb77ad1\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 3.513}, \"81723\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-30 03:33:14.000000+00:00\", \"2022-06-13 17:21:28.000000+00:00\", \"2020-11-29 14:56:24.000000+00:00\"], \"session_ids\": [\"a5f80e43-5088-4700-a26f-63b934fb34d0\", \"b5244fa4-af65-4d4c-95f3-97ca10032d9d\", \"e8c48649-f59f-410d-a54a-f90b8963f8de\"], \"total_duration\": 229.0, \"total_sessions\": 3, \"mean_week_duration\": 2.827}, \"88212\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-05-28 19:21:55.000000+00:00\", \"2023-04-01 11:31:21.000000+00:00\"], \"session_ids\": [\"ef1c8c04-140d-4c54-ad70-c74f6a8a06c5\", \"0eacfdf7-afe1-4119-87a1-1d4588c66e9e\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 0.791}, \"58612\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-07-02 14:57:01.000000+00:00\", \"2020-09-06 12:19:42.000000+00:00\"], \"session_ids\": [\"e345bacc-72ca-494e-ae47-0470424522f1\", \"bb388c5f-ed3f-4283-8615-86352eb00d3e\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 5.977}, \"65424\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-12-17 22:26:05.000000+00:00\", \"2020-10-12 04:47:56.000000+00:00\", \"2023-06-26 04:44:49.000000+00:00\", \"2021-11-20 05:45:44.000000+00:00\", \"2020-06-28 05:52:30.000000+00:00\", \"2019-06-30 17:51:24.000000+00:00\", \"2022-12-23 22:15:34.000000+00:00\", \"2019-12-16 06:08:59.000000+00:00\", \"2021-12-20 08:29:44.000000+00:00\", \"2020-11-14 09:48:16.000000+00:00\"], \"session_ids\": [\"a7e664e3-9919-46d0-ace1-92583f3891ef\", \"df9b863d-1d82-43db-8dfb-80cd29a7dd1f\", \"2e259f5b-6417-46a6-8b88-50838e6d3328\", \"c0526910-fe62-4317-b1cd-9a4c1d16e330\", \"1fe20b6c-e930-4bdf-9084-4b78422a10a6\", \"e51bb8b9-a4f0-4aca-9924-7662ddb157cb\", \"8495bfd1-4c40-4faf-83bf-65d3c501f5a6\", \"6a9595fa-f148-46ee-880e-895115fb823d\", \"602ee097-1cbe-46cb-beec-19136760bb31\", \"1d3003ec-f3b9-479b-9e2d-a84a41db97fc\"], \"total_duration\": 1050.0, \"total_sessions\": 10, \"mean_week_duration\": 5.048}, \"49407\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-13 17:53:46.000000+00:00\", \"2020-12-09 19:08:57.000000+00:00\", \"2021-06-03 00:43:20.000000+00:00\"], \"session_ids\": [\"d159683a-efe6-4d3a-bbe5-beb7ab37b35e\", \"c949beb3-53bd-4d44-be0d-d33f2b8f997a\", \"7cd3cfcf-be37-4c12-b063-09bdfc62b65d\"], \"total_duration\": 268.0, \"total_sessions\": 3, \"mean_week_duration\": 2.046}, \"77625\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-12-27 16:12:32.000000+00:00\", \"2019-02-06 00:20:41.000000+00:00\"], \"session_ids\": [\"aa6f5cda-299a-4719-b802-6be71fadfae7\", \"c9a06b06-9281-45d1-ad7b-dda587faac78\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 1.021}}\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[{\"65424\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-12-17 22:26:05.000000+00:00\", \"2020-10-12 04:47:56.000000+00:00\", \"2023-06-26 04:44:49.000000+00:00\", \"2021-11-20 05:45:44.000000+00:00\", \"2020-06-28 05:52:30.000000+00:00\", \"2019-06-30 17:51:24.000000+00:00\", \"2022-12-23 22:15:34.000000+00:00\", \"2019-12-16 06:08:59.000000+00:00\", \"2021-12-20 08:29:44.000000+00:00\", \"2020-11-14 09:48:16.000000+00:00\"], \"session_ids\": [\"a7e664e3-9919-46d0-ace1-92583f3891ef\", \"df9b863d-1d82-43db-8dfb-80cd29a7dd1f\", \"2e259f5b-6417-46a6-8b88-50838e6d3328\", \"c0526910-fe62-4317-b1cd-9a4c1d16e330\", \"1fe20b6c-e930-4bdf-9084-4b78422a10a6\", \"e51bb8b9-a4f0-4aca-9924-7662ddb157cb\", \"8495bfd1-4c40-4faf-83bf-65d3c501f5a6\", \"6a9595fa-f148-46ee-880e-895115fb823d\", \"602ee097-1cbe-46cb-beec-19136760bb31\", \"1d3003ec-f3b9-479b-9e2d-a84a41db97fc\"], \"total_duration\": 1050.0, \"total_sessions\": 10, \"mean_week_duration\": 5.048}}, {\"58406\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-06 19:43:32.000000+00:00\", \"2023-02-15 00:26:46.000000+00:00\", \"2020-06-01 01:31:51.000000+00:00\", \"2019-12-18 04:20:04.000000+00:00\", \"2019-11-15 22:23:52.000000+00:00\"], \"session_ids\": [\"29231027-45c9-46d6-87b6-8dd766537c72\", \"0741201f-fc71-437a-bb93-41cb148a798d\", \"bdfc095e-ab28-44c6-a4c7-fb80d9378bf3\", \"177cb659-24a1-4264-88b3-80e57457c890\", \"e401c4e3-b5af-47e5-8263-758aeaa300eb\"], \"total_duration\": 212.0, \"total_sessions\": 5, \"mean_week_duration\": 1.247}}, {\"81723\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-30 03:33:14.000000+00:00\", \"2022-06-13 17:21:28.000000+00:00\", \"2020-11-29 14:56:24.000000+00:00\"], \"session_ids\": [\"a5f80e43-5088-4700-a26f-63b934fb34d0\", \"b5244fa4-af65-4d4c-95f3-97ca10032d9d\", \"e8c48649-f59f-410d-a54a-f90b8963f8de\"], \"total_duration\": 229.0, \"total_sessions\": 3, \"mean_week_duration\": 2.827}}, {\"49407\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-13 17:53:46.000000+00:00\", \"2020-12-09 19:08:57.000000+00:00\", \"2021-06-03 00:43:20.000000+00:00\"], \"session_ids\": [\"d159683a-efe6-4d3a-bbe5-beb7ab37b35e\", \"c949beb3-53bd-4d44-be0d-d33f2b8f997a\", \"7cd3cfcf-be37-4c12-b063-09bdfc62b65d\"], \"total_duration\": 268.0, \"total_sessions\": 3, \"mean_week_duration\": 2.046}}, {\"36800\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-10-20 19:16:46.000000+00:00\", \"2020-05-14 22:59:07.000000+00:00\"], \"session_ids\": [\"fcb7a8e5-ca8a-4cd2-ae02-916a5511827d\", \"39365513-a4fb-4ee8-9d1d-77f545f860b6\"], \"total_duration\": 379.0, \"total_sessions\": 2, \"mean_week_duration\": 5.053}}, {\"85574\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-18 23:24:27.000000+00:00\", \"2021-09-29 02:49:15.000000+00:00\"], \"session_ids\": [\"468fb44b-d505-4551-9cbf-1f370d3786ca\", \"ec7e21c2-7405-4a28-a013-45a1cdb77ad1\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 3.513}}, {\"88212\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-05-28 19:21:55.000000+00:00\", \"2023-04-01 11:31:21.000000+00:00\"], \"session_ids\": [\"ef1c8c04-140d-4c54-ad70-c74f6a8a06c5\", \"0eacfdf7-afe1-4119-87a1-1d4588c66e9e\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 0.791}}, {\"58612\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-07-02 14:57:01.000000+00:00\", \"2020-09-06 12:19:42.000000+00:00\"], \"session_ids\": [\"e345bacc-72ca-494e-ae47-0470424522f1\", \"bb388c5f-ed3f-4283-8615-86352eb00d3e\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 5.977}}, {\"77625\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-12-27 16:12:32.000000+00:00\", \"2019-02-06 00:20:41.000000+00:00\"], \"session_ids\": [\"aa6f5cda-299a-4719-b802-6be71fadfae7\", \"c9a06b06-9281-45d1-ad7b-dda587faac78\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 1.021}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65424\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-12-17 22:26:05.000000+00:00\", \"2020-10-12 04:47:56.000000+00:00\", \"2023-06-26 04:44:49.000000+00:00\", \"2021-11-20 05:45:44.000000+00:00\", \"2020-06-28 05:52:30.000000+00:00\", \"2019-06-30 17:51:24.000000+00:00\", \"2022-12-23 22:15:34.000000+00:00\", \"2019-12-16 06:08:59.000000+00:00\", \"2021-12-20 08:29:44.000000+00:00\", \"2020-11-14 09:48:16.000000+00:00\"], \"session_ids\": [\"a7e664e3-9919-46d0-ace1-92583f3891ef\", \"df9b863d-1d82-43db-8dfb-80cd29a7dd1f\", \"2e259f5b-6417-46a6-8b88-50838e6d3328\", \"c0526910-fe62-4317-b1cd-9a4c1d16e330\", \"1fe20b6c-e930-4bdf-9084-4b78422a10a6\", \"e51bb8b9-a4f0-4aca-9924-7662ddb157cb\", \"8495bfd1-4c40-4faf-83bf-65d3c501f5a6\", \"6a9595fa-f148-46ee-880e-895115fb823d\", \"602ee097-1cbe-46cb-beec-19136760bb31\", \"1d3003ec-f3b9-479b-9e2d-a84a41db97fc\"], \"total_duration\": 1050.0, \"total_sessions\": 10, \"mean_week_duration\": 5.048}}, {\"58406\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-06 19:43:32.000000+00:00\", \"2023-02-15 00:26:46.000000+00:00\", \"2020-06-01 01:31:51.000000+00:00\", \"2019-12-18 04:20:04.000000+00:00\", \"2019-11-15 22:23:52.000000+00:00\"], \"session_ids\": [\"29231027-45c9-46d6-87b6-8dd766537c72\", \"0741201f-fc71-437a-bb93-41cb148a798d\", \"bdfc095e-ab28-44c6-a4c7-fb80d9378bf3\", \"177cb659-24a1-4264-88b3-80e57457c890\", \"e401c4e3-b5af-47e5-8263-758aeaa300eb\"], \"total_duration\": 212.0, \"total_sessions\": 5, \"mean_week_duration\": 1.247}}, {\"81723\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-30 03:33:14.000000+00:00\", \"2022-06-13 17:21:28.000000+00:00\", \"2020-11-29 14:56:24.000000+00:00\"], \"session_ids\": [\"a5f80e43-5088-4700-a26f-63b934fb34d0\", \"b5244fa4-af65-4d4c-95f3-97ca10032d9d\", \"e8c48649-f59f-410d-a54a-f90b8963f8de\"], \"total_duration\": 229.0, \"total_sessions\": 3, \"mean_week_duration\": 2.827}}, {\"49407\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-13 17:53:46.000000+00:00\", \"2020-12-09 19:08:57.000000+00:00\", \"2021-06-03 00:43:20.000000+00:00\"], \"session_ids\": [\"d159683a-efe6-4d3a-bbe5-beb7ab37b35e\", \"c949beb3-53bd-4d44-be0d-d33f2b8f997a\", \"7cd3cfcf-be37-4c12-b063-09bdfc62b65d\"], \"total_duration\": 268.0, \"total_sessions\": 3, \"mean_week_duration\": 2.046}}]\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[{\"65424\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-12-17 22:26:05.000000+00:00\", \"2020-10-12 04:47:56.000000+00:00\", \"2023-06-26 04:44:49.000000+00:00\", \"2021-11-20 05:45:44.000000+00:00\", \"2020-06-28 05:52:30.000000+00:00\", \"2019-06-30 17:51:24.000000+00:00\", \"2022-12-23 22:15:34.000000+00:00\", \"2019-12-16 06:08:59.000000+00:00\", \"2021-12-20 08:29:44.000000+00:00\", \"2020-11-14 09:48:16.000000+00:00\"], \"session_ids\": [\"a7e664e3-9919-46d0-ace1-92583f3891ef\", \"df9b863d-1d82-43db-8dfb-80cd29a7dd1f\", \"2e259f5b-6417-46a6-8b88-50838e6d3328\", \"c0526910-fe62-4317-b1cd-9a4c1d16e330\", \"1fe20b6c-e930-4bdf-9084-4b78422a10a6\", \"e51bb8b9-a4f0-4aca-9924-7662ddb157cb\", \"8495bfd1-4c40-4faf-83bf-65d3c501f5a6\", \"6a9595fa-f148-46ee-880e-895115fb823d\", \"602ee097-1cbe-46cb-beec-19136760bb31\", \"1d3003ec-f3b9-479b-9e2d-a84a41db97fc\"], \"total_duration\": 1050.0, \"total_sessions\": 10, \"mean_week_duration\": 5.048}}, {\"58406\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-06 19:43:32.000000+00:00\", \"2023-02-15 00:26:46.000000+00:00\", \"2020-06-01 01:31:51.000000+00:00\", \"2019-12-18 04:20:04.000000+00:00\", \"2019-11-15 22:23:52.000000+00:00\"], \"session_ids\": [\"29231027-45c9-46d6-87b6-8dd766537c72\", \"0741201f-fc71-437a-bb93-41cb148a798d\", \"bdfc095e-ab28-44c6-a4c7-fb80d9378bf3\", \"177cb659-24a1-4264-88b3-80e57457c890\", \"e401c4e3-b5af-47e5-8263-758aeaa300eb\"], \"total_duration\": 212.0, \"total_sessions\": 5, \"mean_week_duration\": 1.247}}, {\"81723\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-30 03:33:14.000000+00:00\", \"2022-06-13 17:21:28.000000+00:00\", \"2020-11-29 14:56:24.000000+00:00\"], \"session_ids\": [\"a5f80e43-5088-4700-a26f-63b934fb34d0\", \"b5244fa4-af65-4d4c-95f3-97ca10032d9d\", \"e8c48649-f59f-410d-a54a-f90b8963f8de\"], \"total_duration\": 229.0, \"total_sessions\": 3, \"mean_week_duration\": 2.827}}, {\"49407\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-13 17:53:46.000000+00:00\", \"2020-12-09 19:08:57.000000+00:00\", \"2021-06-03 00:43:20.000000+00:00\"], \"session_ids\": [\"d159683a-efe6-4d3a-bbe5-beb7ab37b35e\", \"c949beb3-53bd-4d44-be0d-d33f2b8f997a\", \"7cd3cfcf-be37-4c12-b063-09bdfc62b65d\"], \"total_duration\": 268.0, \"total_sessions\": 3, \"mean_week_duration\": 2.046}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Share insights on users who don't belong to city San Jose also implement sorting by all sessions quantity ascending and remain only 4 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{\"54556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-02-18 09:28:24.000000+00:00\", \"2020-08-04 01:12:35.000000+00:00\", \"2020-08-25 07:57:11.000000+00:00\", \"2022-04-15 06:44:54.000000+00:00\", \"2021-12-08 21:17:51.000000+00:00\", \"2021-01-07 05:05:07.000000+00:00\", \"2019-04-22 02:32:19.000000+00:00\", \"2021-05-28 23:40:24.000000+00:00\"], \"session_ids\": [\"bf95b3d5-f73c-46c1-8d6a-6379b09f2247\", \"73d77fc6-07c6-4a97-b62c-747b8d19ffb7\", \"e1b40ced-6c50-4659-9d6b-8e45ef379853\", \"e3055cd4-3cd5-4836-b6bd-1a90558b8da4\", \"48ae29b9-1098-4c95-9267-938ddeeb0869\", \"a01650dd-1ddf-4ef0-9692-3fcd9e434867\", \"853e9c04-571f-48d0-92b6-eb3b5b2bca28\", \"3f1c23f3-d1b4-4e2a-a955-7b5ffea2f066\"], \"total_duration\": 3656.0, \"total_sessions\": 8, \"mean_week_duration\": 18.28}, \"92867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-11 15:49:46.000000+00:00\", \"2021-06-19 04:01:24.000000+00:00\", \"2021-12-12 17:23:30.000000+00:00\", \"2021-09-24 03:02:12.000000+00:00\", \"2021-01-07 22:34:59.000000+00:00\", \"2019-07-21 19:39:46.000000+00:00\"], \"session_ids\": [\"f3315669-2bf3-4cb0-8284-a3f271af7b83\", \"84c82ab4-b357-418e-968b-979041282e8c\", \"5f9c9d1d-a8a5-4b0b-9492-213995921d66\", \"f9ad3c53-afab-4b57-bcda-a3ce8b7ace6a\", \"d235a811-8042-4147-94d5-0b114e749e35\", \"00e80164-7ef5-4e9c-b0d7-8dba318b2dc3\"], \"total_duration\": 3146.0, \"total_sessions\": 6, \"mean_week_duration\": 25.168}, \"56660\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-02-01 22:44:00.000000+00:00\", \"2019-10-26 18:31:24.000000+00:00\", \"2022-06-21 00:27:04.000000+00:00\"], \"session_ids\": [\"f1000e77-b76e-446d-98cd-ae2bc8cb2b23\", \"6be8c4ec-b43a-4018-b4f7-dfa3d38dfe69\", \"a9195bfe-dc73-47e8-a0b7-8278dd5eb16a\"], \"total_duration\": 613.0, \"total_sessions\": 3, \"mean_week_duration\": 4.41}, \"80669\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-12-09 10:54:44.000000+00:00\", \"2019-09-27 15:29:53.000000+00:00\"], \"session_ids\": [\"c5c11c6f-03fd-493d-b8e7-d624226e4474\", \"988fb301-c75c-4f9d-9984-9b64800333ea\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 3.287}, \"80063\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-02 11:28:23.000000+00:00\", \"2020-09-11 01:56:27.000000+00:00\", \"2023-05-21 04:14:55.000000+00:00\"], \"session_ids\": [\"053df268-65c0-4f85-8c50-ac3c610ab8a4\", \"c90fb7c5-0b14-4e47-b49c-da46ab2c3e1a\", \"e38354b3-57cb-49bf-a8af-20436a6c76fe\"], \"total_duration\": 196.0, \"total_sessions\": 3, \"mean_week_duration\": 1.39}, \"56545\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-18 20:29:17.000000+00:00\", \"2021-08-17 18:57:06.000000+00:00\"], \"session_ids\": [\"86290f09-7ef1-4473-8753-49db855567ba\", \"375e4d58-e260-4123-8490-1002a5ec53ae\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 3.057}, \"11469\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-03-28 05:45:32.000000+00:00\", \"2020-04-11 04:15:29.000000+00:00\", \"2023-03-03 02:43:50.000000+00:00\"], \"session_ids\": [\"b3ebc144-8f94-4f9b-85c7-65c2ba1642f4\", \"9a8abd2f-f218-4dd1-8063-1e7611741341\", \"90c6a538-39f3-49d8-b887-0051e0714f7c\"], \"total_duration\": 656.0, \"total_sessions\": 3, \"mean_week_duration\": 4.288}, \"91347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-06 10:26:01.000000+00:00\", \"2023-01-05 09:27:25.000000+00:00\"], \"session_ids\": [\"173acb0d-7813-4f8f-9329-3d1f57c7a573\", \"9ad46591-9520-4e88-afc3-9bb5fc35a563\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.833}, \"87289\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-05-07 23:02:07.000000+00:00\", \"2020-06-25 15:23:03.000000+00:00\", \"2021-11-18 03:13:14.000000+00:00\"], \"session_ids\": [\"cb8628d1-76f6-4fbc-924f-d8f930b6cc16\", \"4d7df71b-848c-40a6-a435-d778f2a8d3a9\", \"5e8e6d78-518f-4f59-a863-70967177425e\"], \"total_duration\": 859.0, \"total_sessions\": 3, \"mean_week_duration\": 6.459}, \"43726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-03-01 09:40:15.000000+00:00\", \"2019-12-04 02:41:37.000000+00:00\"], \"session_ids\": [\"456ef363-de7e-4340-a0d4-f0a8d5d0b849\", \"7ff76ef0-20cd-4850-874e-08734fa6ce68\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 1.769}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not San Jose" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"San Jose\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"54556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-02-18 09:28:24.000000+00:00\", \"2020-08-04 01:12:35.000000+00:00\", \"2020-08-25 07:57:11.000000+00:00\", \"2022-04-15 06:44:54.000000+00:00\", \"2021-12-08 21:17:51.000000+00:00\", \"2021-01-07 05:05:07.000000+00:00\", \"2019-04-22 02:32:19.000000+00:00\", \"2021-05-28 23:40:24.000000+00:00\"], \"session_ids\": [\"bf95b3d5-f73c-46c1-8d6a-6379b09f2247\", \"73d77fc6-07c6-4a97-b62c-747b8d19ffb7\", \"e1b40ced-6c50-4659-9d6b-8e45ef379853\", \"e3055cd4-3cd5-4836-b6bd-1a90558b8da4\", \"48ae29b9-1098-4c95-9267-938ddeeb0869\", \"a01650dd-1ddf-4ef0-9692-3fcd9e434867\", \"853e9c04-571f-48d0-92b6-eb3b5b2bca28\", \"3f1c23f3-d1b4-4e2a-a955-7b5ffea2f066\"], \"total_duration\": 3656.0, \"total_sessions\": 8, \"mean_week_duration\": 18.28}, \"92867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-11 15:49:46.000000+00:00\", \"2021-06-19 04:01:24.000000+00:00\", \"2021-12-12 17:23:30.000000+00:00\", \"2021-09-24 03:02:12.000000+00:00\", \"2021-01-07 22:34:59.000000+00:00\", \"2019-07-21 19:39:46.000000+00:00\"], \"session_ids\": [\"f3315669-2bf3-4cb0-8284-a3f271af7b83\", \"84c82ab4-b357-418e-968b-979041282e8c\", \"5f9c9d1d-a8a5-4b0b-9492-213995921d66\", \"f9ad3c53-afab-4b57-bcda-a3ce8b7ace6a\", \"d235a811-8042-4147-94d5-0b114e749e35\", \"00e80164-7ef5-4e9c-b0d7-8dba318b2dc3\"], \"total_duration\": 3146.0, \"total_sessions\": 6, \"mean_week_duration\": 25.168}, \"56660\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-02-01 22:44:00.000000+00:00\", \"2019-10-26 18:31:24.000000+00:00\", \"2022-06-21 00:27:04.000000+00:00\"], \"session_ids\": [\"f1000e77-b76e-446d-98cd-ae2bc8cb2b23\", \"6be8c4ec-b43a-4018-b4f7-dfa3d38dfe69\", \"a9195bfe-dc73-47e8-a0b7-8278dd5eb16a\"], \"total_duration\": 613.0, \"total_sessions\": 3, \"mean_week_duration\": 4.41}, \"80669\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-12-09 10:54:44.000000+00:00\", \"2019-09-27 15:29:53.000000+00:00\"], \"session_ids\": [\"c5c11c6f-03fd-493d-b8e7-d624226e4474\", \"988fb301-c75c-4f9d-9984-9b64800333ea\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 3.287}, \"80063\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-02 11:28:23.000000+00:00\", \"2020-09-11 01:56:27.000000+00:00\", \"2023-05-21 04:14:55.000000+00:00\"], \"session_ids\": [\"053df268-65c0-4f85-8c50-ac3c610ab8a4\", \"c90fb7c5-0b14-4e47-b49c-da46ab2c3e1a\", \"e38354b3-57cb-49bf-a8af-20436a6c76fe\"], \"total_duration\": 196.0, \"total_sessions\": 3, \"mean_week_duration\": 1.39}, \"56545\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-18 20:29:17.000000+00:00\", \"2021-08-17 18:57:06.000000+00:00\"], \"session_ids\": [\"86290f09-7ef1-4473-8753-49db855567ba\", \"375e4d58-e260-4123-8490-1002a5ec53ae\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 3.057}, \"11469\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-03-28 05:45:32.000000+00:00\", \"2020-04-11 04:15:29.000000+00:00\", \"2023-03-03 02:43:50.000000+00:00\"], \"session_ids\": [\"b3ebc144-8f94-4f9b-85c7-65c2ba1642f4\", \"9a8abd2f-f218-4dd1-8063-1e7611741341\", \"90c6a538-39f3-49d8-b887-0051e0714f7c\"], \"total_duration\": 656.0, \"total_sessions\": 3, \"mean_week_duration\": 4.288}, \"91347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-06 10:26:01.000000+00:00\", \"2023-01-05 09:27:25.000000+00:00\"], \"session_ids\": [\"173acb0d-7813-4f8f-9329-3d1f57c7a573\", \"9ad46591-9520-4e88-afc3-9bb5fc35a563\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.833}, \"87289\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-05-07 23:02:07.000000+00:00\", \"2020-06-25 15:23:03.000000+00:00\", \"2021-11-18 03:13:14.000000+00:00\"], \"session_ids\": [\"cb8628d1-76f6-4fbc-924f-d8f930b6cc16\", \"4d7df71b-848c-40a6-a435-d778f2a8d3a9\", \"5e8e6d78-518f-4f59-a863-70967177425e\"], \"total_duration\": 859.0, \"total_sessions\": 3, \"mean_week_duration\": 6.459}, \"43726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-03-01 09:40:15.000000+00:00\", \"2019-12-04 02:41:37.000000+00:00\"], \"session_ids\": [\"456ef363-de7e-4340-a0d4-f0a8d5d0b849\", \"7ff76ef0-20cd-4850-874e-08734fa6ce68\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 1.769}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"80669\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-12-09 10:54:44.000000+00:00\", \"2019-09-27 15:29:53.000000+00:00\"], \"session_ids\": [\"c5c11c6f-03fd-493d-b8e7-d624226e4474\", \"988fb301-c75c-4f9d-9984-9b64800333ea\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 3.287}}, {\"56545\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-18 20:29:17.000000+00:00\", \"2021-08-17 18:57:06.000000+00:00\"], \"session_ids\": [\"86290f09-7ef1-4473-8753-49db855567ba\", \"375e4d58-e260-4123-8490-1002a5ec53ae\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 3.057}}, {\"91347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-06 10:26:01.000000+00:00\", \"2023-01-05 09:27:25.000000+00:00\"], \"session_ids\": [\"173acb0d-7813-4f8f-9329-3d1f57c7a573\", \"9ad46591-9520-4e88-afc3-9bb5fc35a563\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.833}}, {\"43726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-03-01 09:40:15.000000+00:00\", \"2019-12-04 02:41:37.000000+00:00\"], \"session_ids\": [\"456ef363-de7e-4340-a0d4-f0a8d5d0b849\", \"7ff76ef0-20cd-4850-874e-08734fa6ce68\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 1.769}}, {\"56660\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-02-01 22:44:00.000000+00:00\", \"2019-10-26 18:31:24.000000+00:00\", \"2022-06-21 00:27:04.000000+00:00\"], \"session_ids\": [\"f1000e77-b76e-446d-98cd-ae2bc8cb2b23\", \"6be8c4ec-b43a-4018-b4f7-dfa3d38dfe69\", \"a9195bfe-dc73-47e8-a0b7-8278dd5eb16a\"], \"total_duration\": 613.0, \"total_sessions\": 3, \"mean_week_duration\": 4.41}}, {\"80063\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-02 11:28:23.000000+00:00\", \"2020-09-11 01:56:27.000000+00:00\", \"2023-05-21 04:14:55.000000+00:00\"], \"session_ids\": [\"053df268-65c0-4f85-8c50-ac3c610ab8a4\", \"c90fb7c5-0b14-4e47-b49c-da46ab2c3e1a\", \"e38354b3-57cb-49bf-a8af-20436a6c76fe\"], \"total_duration\": 196.0, \"total_sessions\": 3, \"mean_week_duration\": 1.39}}, {\"11469\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-03-28 05:45:32.000000+00:00\", \"2020-04-11 04:15:29.000000+00:00\", \"2023-03-03 02:43:50.000000+00:00\"], \"session_ids\": [\"b3ebc144-8f94-4f9b-85c7-65c2ba1642f4\", \"9a8abd2f-f218-4dd1-8063-1e7611741341\", \"90c6a538-39f3-49d8-b887-0051e0714f7c\"], \"total_duration\": 656.0, \"total_sessions\": 3, \"mean_week_duration\": 4.288}}, {\"87289\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-05-07 23:02:07.000000+00:00\", \"2020-06-25 15:23:03.000000+00:00\", \"2021-11-18 03:13:14.000000+00:00\"], \"session_ids\": [\"cb8628d1-76f6-4fbc-924f-d8f930b6cc16\", \"4d7df71b-848c-40a6-a435-d778f2a8d3a9\", \"5e8e6d78-518f-4f59-a863-70967177425e\"], \"total_duration\": 859.0, \"total_sessions\": 3, \"mean_week_duration\": 6.459}}, {\"92867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-02-11 15:49:46.000000+00:00\", \"2021-06-19 04:01:24.000000+00:00\", \"2021-12-12 17:23:30.000000+00:00\", \"2021-09-24 03:02:12.000000+00:00\", \"2021-01-07 22:34:59.000000+00:00\", \"2019-07-21 19:39:46.000000+00:00\"], \"session_ids\": [\"f3315669-2bf3-4cb0-8284-a3f271af7b83\", \"84c82ab4-b357-418e-968b-979041282e8c\", \"5f9c9d1d-a8a5-4b0b-9492-213995921d66\", \"f9ad3c53-afab-4b57-bcda-a3ce8b7ace6a\", \"d235a811-8042-4147-94d5-0b114e749e35\", \"00e80164-7ef5-4e9c-b0d7-8dba318b2dc3\"], \"total_duration\": 3146.0, \"total_sessions\": 6, \"mean_week_duration\": 25.168}}, {\"54556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-02-18 09:28:24.000000+00:00\", \"2020-08-04 01:12:35.000000+00:00\", \"2020-08-25 07:57:11.000000+00:00\", \"2022-04-15 06:44:54.000000+00:00\", \"2021-12-08 21:17:51.000000+00:00\", \"2021-01-07 05:05:07.000000+00:00\", \"2019-04-22 02:32:19.000000+00:00\", \"2021-05-28 23:40:24.000000+00:00\"], \"session_ids\": [\"bf95b3d5-f73c-46c1-8d6a-6379b09f2247\", \"73d77fc6-07c6-4a97-b62c-747b8d19ffb7\", \"e1b40ced-6c50-4659-9d6b-8e45ef379853\", \"e3055cd4-3cd5-4836-b6bd-1a90558b8da4\", \"48ae29b9-1098-4c95-9267-938ddeeb0869\", \"a01650dd-1ddf-4ef0-9692-3fcd9e434867\", \"853e9c04-571f-48d0-92b6-eb3b5b2bca28\", \"3f1c23f3-d1b4-4e2a-a955-7b5ffea2f066\"], \"total_duration\": 3656.0, \"total_sessions\": 8, \"mean_week_duration\": 18.28}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"80669\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-12-09 10:54:44.000000+00:00\", \"2019-09-27 15:29:53.000000+00:00\"], \"session_ids\": [\"c5c11c6f-03fd-493d-b8e7-d624226e4474\", \"988fb301-c75c-4f9d-9984-9b64800333ea\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 3.287}}, {\"56545\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-18 20:29:17.000000+00:00\", \"2021-08-17 18:57:06.000000+00:00\"], \"session_ids\": [\"86290f09-7ef1-4473-8753-49db855567ba\", \"375e4d58-e260-4123-8490-1002a5ec53ae\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 3.057}}, {\"91347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-06 10:26:01.000000+00:00\", \"2023-01-05 09:27:25.000000+00:00\"], \"session_ids\": [\"173acb0d-7813-4f8f-9329-3d1f57c7a573\", \"9ad46591-9520-4e88-afc3-9bb5fc35a563\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.833}}, {\"43726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-03-01 09:40:15.000000+00:00\", \"2019-12-04 02:41:37.000000+00:00\"], \"session_ids\": [\"456ef363-de7e-4340-a0d4-f0a8d5d0b849\", \"7ff76ef0-20cd-4850-874e-08734fa6ce68\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 1.769}}]\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[{\"80669\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-12-09 10:54:44.000000+00:00\", \"2019-09-27 15:29:53.000000+00:00\"], \"session_ids\": [\"c5c11c6f-03fd-493d-b8e7-d624226e4474\", \"988fb301-c75c-4f9d-9984-9b64800333ea\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 3.287}}, {\"56545\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-18 20:29:17.000000+00:00\", \"2021-08-17 18:57:06.000000+00:00\"], \"session_ids\": [\"86290f09-7ef1-4473-8753-49db855567ba\", \"375e4d58-e260-4123-8490-1002a5ec53ae\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 3.057}}, {\"91347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-09-06 10:26:01.000000+00:00\", \"2023-01-05 09:27:25.000000+00:00\"], \"session_ids\": [\"173acb0d-7813-4f8f-9329-3d1f57c7a573\", \"9ad46591-9520-4e88-afc3-9bb5fc35a563\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.833}}, {\"43726\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-03-01 09:40:15.000000+00:00\", \"2019-12-04 02:41:37.000000+00:00\"], \"session_ids\": [\"456ef363-de7e-4340-a0d4-f0a8d5d0b849\", \"7ff76ef0-20cd-4850-874e-08734fa6ce68\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 1.769}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into user who has overall quantity of sessions greater than 2 (not including) also implement sorting by total_sessions form the lowest to the highest and in addition display only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"86288\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-05 22:39:52.000000+00:00\", \"2019-06-22 09:50:43.000000+00:00\"], \"session_ids\": [\"274224b3-d6ce-47ee-bf7b-3345f06244c3\", \"459b59db-3259-469c-b541-039a4119cd02\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 3.382}, \"72555\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-24 10:34:55.000000+00:00\", \"2020-11-11 02:38:44.000000+00:00\"], \"session_ids\": [\"3891ab82-a31b-47f2-8ef8-b4cd6f88359b\", \"dd33364b-acb0-4058-85e8-c9b127cecac7\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 2.152}, \"3834\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-04-13 01:06:45.000000+00:00\", \"2022-09-06 10:29:20.000000+00:00\"], \"session_ids\": [\"6d4ab1c7-617e-42cd-b0b0-893f7c842f2e\", \"0ef03697-3939-471d-803b-114ab46f8e07\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 2.274}, \"15548\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-22 21:16:57.000000+00:00\", \"2019-09-12 03:47:21.000000+00:00\", \"2019-05-08 08:46:07.000000+00:00\", \"2019-10-08 04:41:26.000000+00:00\", \"2022-09-29 05:57:58.000000+00:00\", \"2022-03-31 01:11:21.000000+00:00\", \"2019-06-30 03:33:39.000000+00:00\", \"2019-09-02 00:48:34.000000+00:00\"], \"session_ids\": [\"29770a9c-1bde-4262-a17c-ff40220eb425\", \"f6bdb445-eb36-4ea1-a44b-7af7b0d896b4\", \"959b8f5f-104e-4e3a-a704-29717f8ce918\", \"575020b0-4eae-4a00-b2fa-b524d31601d2\", \"6caa1887-d2d9-45f7-9c2a-431152ed44e9\", \"fa31a160-41d3-4a29-9f36-feb3c334d8d3\", \"2c6ee9eb-07c5-4086-833b-2bbafcebea35\", \"8a96b6ac-e76b-47d2-a5a1-2e0fdd7cc5d2\"], \"total_duration\": 7900.0, \"total_sessions\": 8, \"mean_week_duration\": 41.579}, \"52574\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-06 05:26:04.000000+00:00\", \"2019-01-18 11:08:22.000000+00:00\"], \"session_ids\": [\"d87998ca-c3ec-4c3c-bf7f-40f902cda15f\", \"a4d9402a-c108-4ac2-9895-58c4e6f27c0c\"], \"total_duration\": 417.0, \"total_sessions\": 2, \"mean_week_duration\": 3.135}, \"82300\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-01-23 21:00:03.000000+00:00\", \"2021-11-08 08:34:08.000000+00:00\", \"2022-05-22 16:03:20.000000+00:00\", \"2023-04-07 15:16:34.000000+00:00\"], \"session_ids\": [\"2a7440ec-e868-45d2-ab93-e47c8f0aded0\", \"d8db1548-8131-4dd6-a0f7-1cb679060977\", \"e21cc3f8-548f-4423-a76c-203305624cdf\", \"87d6078c-ef3e-4193-b0c9-06cdca89a729\"], \"total_duration\": 278.0, \"total_sessions\": 4, \"mean_week_duration\": 1.665}, \"68531\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-07 20:18:32.000000+00:00\", \"2023-02-02 17:02:13.000000+00:00\", \"2021-11-28 00:43:32.000000+00:00\", \"2022-11-09 10:58:36.000000+00:00\", \"2020-01-25 17:01:46.000000+00:00\", \"2020-12-10 05:48:31.000000+00:00\", \"2023-05-24 01:42:49.000000+00:00\", \"2020-01-16 06:10:27.000000+00:00\", \"2020-09-18 21:49:01.000000+00:00\", \"2020-01-21 14:45:39.000000+00:00\", \"2021-11-21 06:24:23.000000+00:00\"], \"session_ids\": [\"e7f80885-daa7-482b-bb33-2390333d2e05\", \"ce95c9a7-ba2c-4a24-bafa-dbb756bb4a02\", \"34c4a7c1-f7f8-4c1a-a436-5395f66cb662\", \"51f52cae-ca6b-40e0-97ad-01d0eb1bf3a8\", \"366dea47-a1fd-4d2e-9d6b-6f99e7dd4f42\", \"792f5bd6-9a41-4456-8f7f-75feb6267d0d\", \"d34f6236-7151-406e-932e-e1b96720a7e5\", \"284d3c11-1470-492f-89ad-bd07a1b83f1d\", \"ba9a43dd-a8ac-4692-b98e-969fea0c34cd\", \"87807b62-03d2-4561-9b0a-a79348a61ea2\", \"c6773d97-2792-4082-a45b-d826d1bde2e9\"], \"total_duration\": 21559.0, \"total_sessions\": 11, \"mean_week_duration\": 123.194}, \"87413\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-06-01 06:26:22.000000+00:00\", \"2021-11-11 20:36:06.000000+00:00\", \"2020-10-14 07:32:23.000000+00:00\", \"2019-03-26 22:12:56.000000+00:00\"], \"session_ids\": [\"d95c3cb0-fbf9-4332-837d-e44ecf80e1b1\", \"a3989f7d-50bc-40c1-bcab-4c79bede56cb\", \"9bf36207-da46-4e8d-a6d9-ae4b0c013128\", \"dc5a862c-36ab-4618-bc0a-8755cc0110ac\"], \"total_duration\": 397.0, \"total_sessions\": 4, \"mean_week_duration\": 1.813}, \"92207\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-03-21 08:29:30.000000+00:00\", \"2019-06-15 13:00:10.000000+00:00\", \"2020-12-21 22:54:32.000000+00:00\", \"2019-03-11 11:55:20.000000+00:00\", \"2022-09-26 04:26:07.000000+00:00\", \"2021-12-29 07:27:36.000000+00:00\", \"2022-08-11 10:05:47.000000+00:00\"], \"session_ids\": [\"397abff7-f983-4656-9f68-bcbe6752b9c2\", \"1407af62-5c22-403c-989d-c7372375344f\", \"74bb17cc-0e92-4907-88a6-46ee27b6e0b1\", \"800368a4-a327-4201-8337-7b3f9a332be6\", \"c8a86bf8-b296-4edd-b8ac-a429f5c54ad8\", \"d83bdf72-85d4-48e2-b4ac-6d7916f32745\", \"cda65ea4-ada3-4cd3-a0f3-2a1298dc001c\"], \"total_duration\": 9274.0, \"total_sessions\": 7, \"mean_week_duration\": 50.13}, \"30688\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-07-01 08:01:30.000000+00:00\", \"2020-12-17 22:48:02.000000+00:00\"], \"session_ids\": [\"ccb4d0e6-8594-439e-92b7-9e7701ab1fc2\", \"14365984-6f3f-45c4-9408-f5be573c908c\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 4.909}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are greater than 2" }, { "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{\"15548\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-22 21:16:57.000000+00:00\", \"2019-09-12 03:47:21.000000+00:00\", \"2019-05-08 08:46:07.000000+00:00\", \"2019-10-08 04:41:26.000000+00:00\", \"2022-09-29 05:57:58.000000+00:00\", \"2022-03-31 01:11:21.000000+00:00\", \"2019-06-30 03:33:39.000000+00:00\", \"2019-09-02 00:48:34.000000+00:00\"], \"session_ids\": [\"29770a9c-1bde-4262-a17c-ff40220eb425\", \"f6bdb445-eb36-4ea1-a44b-7af7b0d896b4\", \"959b8f5f-104e-4e3a-a704-29717f8ce918\", \"575020b0-4eae-4a00-b2fa-b524d31601d2\", \"6caa1887-d2d9-45f7-9c2a-431152ed44e9\", \"fa31a160-41d3-4a29-9f36-feb3c334d8d3\", \"2c6ee9eb-07c5-4086-833b-2bbafcebea35\", \"8a96b6ac-e76b-47d2-a5a1-2e0fdd7cc5d2\"], \"total_duration\": 7900.0, \"total_sessions\": 8, \"mean_week_duration\": 41.579}, \"82300\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-01-23 21:00:03.000000+00:00\", \"2021-11-08 08:34:08.000000+00:00\", \"2022-05-22 16:03:20.000000+00:00\", \"2023-04-07 15:16:34.000000+00:00\"], \"session_ids\": [\"2a7440ec-e868-45d2-ab93-e47c8f0aded0\", \"d8db1548-8131-4dd6-a0f7-1cb679060977\", \"e21cc3f8-548f-4423-a76c-203305624cdf\", \"87d6078c-ef3e-4193-b0c9-06cdca89a729\"], \"total_duration\": 278.0, \"total_sessions\": 4, \"mean_week_duration\": 1.665}, \"68531\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-07 20:18:32.000000+00:00\", \"2023-02-02 17:02:13.000000+00:00\", \"2021-11-28 00:43:32.000000+00:00\", \"2022-11-09 10:58:36.000000+00:00\", \"2020-01-25 17:01:46.000000+00:00\", \"2020-12-10 05:48:31.000000+00:00\", \"2023-05-24 01:42:49.000000+00:00\", \"2020-01-16 06:10:27.000000+00:00\", \"2020-09-18 21:49:01.000000+00:00\", \"2020-01-21 14:45:39.000000+00:00\", \"2021-11-21 06:24:23.000000+00:00\"], \"session_ids\": [\"e7f80885-daa7-482b-bb33-2390333d2e05\", \"ce95c9a7-ba2c-4a24-bafa-dbb756bb4a02\", \"34c4a7c1-f7f8-4c1a-a436-5395f66cb662\", \"51f52cae-ca6b-40e0-97ad-01d0eb1bf3a8\", \"366dea47-a1fd-4d2e-9d6b-6f99e7dd4f42\", \"792f5bd6-9a41-4456-8f7f-75feb6267d0d\", \"d34f6236-7151-406e-932e-e1b96720a7e5\", \"284d3c11-1470-492f-89ad-bd07a1b83f1d\", \"ba9a43dd-a8ac-4692-b98e-969fea0c34cd\", \"87807b62-03d2-4561-9b0a-a79348a61ea2\", \"c6773d97-2792-4082-a45b-d826d1bde2e9\"], \"total_duration\": 21559.0, \"total_sessions\": 11, \"mean_week_duration\": 123.194}, \"87413\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-06-01 06:26:22.000000+00:00\", \"2021-11-11 20:36:06.000000+00:00\", \"2020-10-14 07:32:23.000000+00:00\", \"2019-03-26 22:12:56.000000+00:00\"], \"session_ids\": [\"d95c3cb0-fbf9-4332-837d-e44ecf80e1b1\", \"a3989f7d-50bc-40c1-bcab-4c79bede56cb\", \"9bf36207-da46-4e8d-a6d9-ae4b0c013128\", \"dc5a862c-36ab-4618-bc0a-8755cc0110ac\"], \"total_duration\": 397.0, \"total_sessions\": 4, \"mean_week_duration\": 1.813}, \"92207\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-03-21 08:29:30.000000+00:00\", \"2019-06-15 13:00:10.000000+00:00\", \"2020-12-21 22:54:32.000000+00:00\", \"2019-03-11 11:55:20.000000+00:00\", \"2022-09-26 04:26:07.000000+00:00\", \"2021-12-29 07:27:36.000000+00:00\", \"2022-08-11 10:05:47.000000+00:00\"], \"session_ids\": [\"397abff7-f983-4656-9f68-bcbe6752b9c2\", \"1407af62-5c22-403c-989d-c7372375344f\", \"74bb17cc-0e92-4907-88a6-46ee27b6e0b1\", \"800368a4-a327-4201-8337-7b3f9a332be6\", \"c8a86bf8-b296-4edd-b8ac-a429f5c54ad8\", \"d83bdf72-85d4-48e2-b4ac-6d7916f32745\", \"cda65ea4-ada3-4cd3-a0f3-2a1298dc001c\"], \"total_duration\": 9274.0, \"total_sessions\": 7, \"mean_week_duration\": 50.13}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"82300\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-01-23 21:00:03.000000+00:00\", \"2021-11-08 08:34:08.000000+00:00\", \"2022-05-22 16:03:20.000000+00:00\", \"2023-04-07 15:16:34.000000+00:00\"], \"session_ids\": [\"2a7440ec-e868-45d2-ab93-e47c8f0aded0\", \"d8db1548-8131-4dd6-a0f7-1cb679060977\", \"e21cc3f8-548f-4423-a76c-203305624cdf\", \"87d6078c-ef3e-4193-b0c9-06cdca89a729\"], \"total_duration\": 278.0, \"total_sessions\": 4, \"mean_week_duration\": 1.665}}, {\"87413\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-06-01 06:26:22.000000+00:00\", \"2021-11-11 20:36:06.000000+00:00\", \"2020-10-14 07:32:23.000000+00:00\", \"2019-03-26 22:12:56.000000+00:00\"], \"session_ids\": [\"d95c3cb0-fbf9-4332-837d-e44ecf80e1b1\", \"a3989f7d-50bc-40c1-bcab-4c79bede56cb\", \"9bf36207-da46-4e8d-a6d9-ae4b0c013128\", \"dc5a862c-36ab-4618-bc0a-8755cc0110ac\"], \"total_duration\": 397.0, \"total_sessions\": 4, \"mean_week_duration\": 1.813}}, {\"92207\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-03-21 08:29:30.000000+00:00\", \"2019-06-15 13:00:10.000000+00:00\", \"2020-12-21 22:54:32.000000+00:00\", \"2019-03-11 11:55:20.000000+00:00\", \"2022-09-26 04:26:07.000000+00:00\", \"2021-12-29 07:27:36.000000+00:00\", \"2022-08-11 10:05:47.000000+00:00\"], \"session_ids\": [\"397abff7-f983-4656-9f68-bcbe6752b9c2\", \"1407af62-5c22-403c-989d-c7372375344f\", \"74bb17cc-0e92-4907-88a6-46ee27b6e0b1\", \"800368a4-a327-4201-8337-7b3f9a332be6\", \"c8a86bf8-b296-4edd-b8ac-a429f5c54ad8\", \"d83bdf72-85d4-48e2-b4ac-6d7916f32745\", \"cda65ea4-ada3-4cd3-a0f3-2a1298dc001c\"], \"total_duration\": 9274.0, \"total_sessions\": 7, \"mean_week_duration\": 50.13}}, {\"15548\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-22 21:16:57.000000+00:00\", \"2019-09-12 03:47:21.000000+00:00\", \"2019-05-08 08:46:07.000000+00:00\", \"2019-10-08 04:41:26.000000+00:00\", \"2022-09-29 05:57:58.000000+00:00\", \"2022-03-31 01:11:21.000000+00:00\", \"2019-06-30 03:33:39.000000+00:00\", \"2019-09-02 00:48:34.000000+00:00\"], \"session_ids\": [\"29770a9c-1bde-4262-a17c-ff40220eb425\", \"f6bdb445-eb36-4ea1-a44b-7af7b0d896b4\", \"959b8f5f-104e-4e3a-a704-29717f8ce918\", \"575020b0-4eae-4a00-b2fa-b524d31601d2\", \"6caa1887-d2d9-45f7-9c2a-431152ed44e9\", \"fa31a160-41d3-4a29-9f36-feb3c334d8d3\", \"2c6ee9eb-07c5-4086-833b-2bbafcebea35\", \"8a96b6ac-e76b-47d2-a5a1-2e0fdd7cc5d2\"], \"total_duration\": 7900.0, \"total_sessions\": 8, \"mean_week_duration\": 41.579}}, {\"68531\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-07 20:18:32.000000+00:00\", \"2023-02-02 17:02:13.000000+00:00\", \"2021-11-28 00:43:32.000000+00:00\", \"2022-11-09 10:58:36.000000+00:00\", \"2020-01-25 17:01:46.000000+00:00\", \"2020-12-10 05:48:31.000000+00:00\", \"2023-05-24 01:42:49.000000+00:00\", \"2020-01-16 06:10:27.000000+00:00\", \"2020-09-18 21:49:01.000000+00:00\", \"2020-01-21 14:45:39.000000+00:00\", \"2021-11-21 06:24:23.000000+00:00\"], \"session_ids\": [\"e7f80885-daa7-482b-bb33-2390333d2e05\", \"ce95c9a7-ba2c-4a24-bafa-dbb756bb4a02\", \"34c4a7c1-f7f8-4c1a-a436-5395f66cb662\", \"51f52cae-ca6b-40e0-97ad-01d0eb1bf3a8\", \"366dea47-a1fd-4d2e-9d6b-6f99e7dd4f42\", \"792f5bd6-9a41-4456-8f7f-75feb6267d0d\", \"d34f6236-7151-406e-932e-e1b96720a7e5\", \"284d3c11-1470-492f-89ad-bd07a1b83f1d\", \"ba9a43dd-a8ac-4692-b98e-969fea0c34cd\", \"87807b62-03d2-4561-9b0a-a79348a61ea2\", \"c6773d97-2792-4082-a45b-d826d1bde2e9\"], \"total_duration\": 21559.0, \"total_sessions\": 11, \"mean_week_duration\": 123.194}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"82300\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-01-23 21:00:03.000000+00:00\", \"2021-11-08 08:34:08.000000+00:00\", \"2022-05-22 16:03:20.000000+00:00\", \"2023-04-07 15:16:34.000000+00:00\"], \"session_ids\": [\"2a7440ec-e868-45d2-ab93-e47c8f0aded0\", \"d8db1548-8131-4dd6-a0f7-1cb679060977\", \"e21cc3f8-548f-4423-a76c-203305624cdf\", \"87d6078c-ef3e-4193-b0c9-06cdca89a729\"], \"total_duration\": 278.0, \"total_sessions\": 4, \"mean_week_duration\": 1.665}}, {\"87413\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-06-01 06:26:22.000000+00:00\", \"2021-11-11 20:36:06.000000+00:00\", \"2020-10-14 07:32:23.000000+00:00\", \"2019-03-26 22:12:56.000000+00:00\"], \"session_ids\": [\"d95c3cb0-fbf9-4332-837d-e44ecf80e1b1\", \"a3989f7d-50bc-40c1-bcab-4c79bede56cb\", \"9bf36207-da46-4e8d-a6d9-ae4b0c013128\", \"dc5a862c-36ab-4618-bc0a-8755cc0110ac\"], \"total_duration\": 397.0, \"total_sessions\": 4, \"mean_week_duration\": 1.813}}, {\"92207\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-03-21 08:29:30.000000+00:00\", \"2019-06-15 13:00:10.000000+00:00\", \"2020-12-21 22:54:32.000000+00:00\", \"2019-03-11 11:55:20.000000+00:00\", \"2022-09-26 04:26:07.000000+00:00\", \"2021-12-29 07:27:36.000000+00:00\", \"2022-08-11 10:05:47.000000+00:00\"], \"session_ids\": [\"397abff7-f983-4656-9f68-bcbe6752b9c2\", \"1407af62-5c22-403c-989d-c7372375344f\", \"74bb17cc-0e92-4907-88a6-46ee27b6e0b1\", \"800368a4-a327-4201-8337-7b3f9a332be6\", \"c8a86bf8-b296-4edd-b8ac-a429f5c54ad8\", \"d83bdf72-85d4-48e2-b4ac-6d7916f32745\", \"cda65ea4-ada3-4cd3-a0f3-2a1298dc001c\"], \"total_duration\": 9274.0, \"total_sessions\": 7, \"mean_week_duration\": 50.13}}, {\"15548\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-22 21:16:57.000000+00:00\", \"2019-09-12 03:47:21.000000+00:00\", \"2019-05-08 08:46:07.000000+00:00\", \"2019-10-08 04:41:26.000000+00:00\", \"2022-09-29 05:57:58.000000+00:00\", \"2022-03-31 01:11:21.000000+00:00\", \"2019-06-30 03:33:39.000000+00:00\", \"2019-09-02 00:48:34.000000+00:00\"], \"session_ids\": [\"29770a9c-1bde-4262-a17c-ff40220eb425\", \"f6bdb445-eb36-4ea1-a44b-7af7b0d896b4\", \"959b8f5f-104e-4e3a-a704-29717f8ce918\", \"575020b0-4eae-4a00-b2fa-b524d31601d2\", \"6caa1887-d2d9-45f7-9c2a-431152ed44e9\", \"fa31a160-41d3-4a29-9f36-feb3c334d8d3\", \"2c6ee9eb-07c5-4086-833b-2bbafcebea35\", \"8a96b6ac-e76b-47d2-a5a1-2e0fdd7cc5d2\"], \"total_duration\": 7900.0, \"total_sessions\": 8, \"mean_week_duration\": 41.579}}]\n```\n" } ]