conversations
list
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 1499 and are equal or greater than 3516" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[1499, 3516]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"20521\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-06-19 03:59:52.000000+00:00\", \"2019-08-23 13:18:57.000000+00:00\", \"2022-04-10 17:34:42.000000+00:00\", \"2022-06-19 00:01:24.000000+00:00\"], \"session_ids\": [\"6eea8581-f5d4-48f8-931a-f549790e6790\", \"be5b3ae7-b8a5-41df-867f-f5d3fb67dbaa\", \"57ebbcce-200f-420a-bc7f-3858bd62d0c9\", \"d462e4ad-48bc-4662-ba9f-fc4a16fab696\"], \"total_duration\": 546.0, \"total_sessions\": 4, \"mean_week_duration\": 2.73}, \"18121\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-14 14:28:24.000000+00:00\", \"2019-04-12 05:15:36.000000+00:00\"], \"session_ids\": [\"0c795881-485d-42e5-abb4-d04a736e7611\", \"14cd768c-2741-48ef-89dc-1337b3a7d233\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 3.264}, \"95186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-08 06:24:06.000000+00:00\", \"2021-08-16 22:42:19.000000+00:00\"], \"session_ids\": [\"e1d51c44-2650-4626-88b5-0bdaf0f3d065\", \"79ea0067-af74-4c51-b12d-04376a83112b\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 1.011}, \"39247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-10 20:40:41.000000+00:00\", \"2022-03-27 16:45:26.000000+00:00\", \"2020-01-14 19:03:39.000000+00:00\"], \"session_ids\": [\"f4ba5669-4c07-4f12-aefe-08e1b05b38ff\", \"17ad12aa-807c-4286-af47-11874ea8f257\", \"6358fb3a-4fb1-477f-a1f4-d912f057da46\"], \"total_duration\": 1019.0, \"total_sessions\": 3, \"mean_week_duration\": 8.861}, \"74539\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-21 11:29:47.000000+00:00\", \"2020-01-09 11:58:20.000000+00:00\"], \"session_ids\": [\"3e8ebc64-5cb1-4870-8aa5-ddab2382c434\", \"4a60e789-277b-4b7d-847a-1fdf75a460e7\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.435}, \"39539\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-07-28 10:47:43.000000+00:00\", \"2022-06-05 12:11:44.000000+00:00\", \"2023-04-07 14:58:42.000000+00:00\"], \"session_ids\": [\"a501222f-06f7-49ea-8ff7-8ee6737a8168\", \"47fe4fcd-5501-4cc2-a458-88b3a15de5fc\", \"7d9fab69-1043-4175-9846-7816ed8f8e0c\"], \"total_duration\": 570.0, \"total_sessions\": 3, \"mean_week_duration\": 12.955}, \"26668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-04-19 17:49:11.000000+00:00\", \"2019-01-25 07:44:01.000000+00:00\"], \"session_ids\": [\"2e5749c6-503a-4cf7-930e-e9017124a9bb\", \"e3a36ce4-2453-4acd-911c-084af8917526\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 0.995}, \"76523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-04-14 13:45:51.000000+00:00\", \"2023-06-06 13:01:43.000000+00:00\", \"2019-09-02 20:21:07.000000+00:00\", \"2021-04-23 08:25:14.000000+00:00\", \"2021-02-08 06:24:21.000000+00:00\", \"2021-03-31 06:34:22.000000+00:00\", \"2023-02-07 11:02:47.000000+00:00\"], \"session_ids\": [\"75fb8868-722e-40b7-b391-08aa95d1e684\", \"01be9764-b1d7-4a7b-b0d1-5529a4a09d4c\", \"044bfc52-b69f-49dd-8b41-424796f37f2e\", \"9f2ca6b3-4223-4c13-89f3-18e0a055d64b\", \"4ad2c22b-2a2d-49b6-8366-fd963999ece7\", \"4ef0ba94-0b26-493b-9992-5fe8564a24e1\", \"8ff8b9d2-020d-4209-aab6-859abf3bc68e\"], \"total_duration\": 11400.0, \"total_sessions\": 7, \"mean_week_duration\": 58.163}, \"71945\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-06-04 04:11:47.000000+00:00\", \"2022-10-15 04:02:47.000000+00:00\", \"2021-11-13 14:18:33.000000+00:00\", \"2019-04-17 11:11:45.000000+00:00\", \"2022-11-02 08:52:04.000000+00:00\", \"2022-05-18 13:08:48.000000+00:00\", \"2019-12-08 20:41:22.000000+00:00\"], \"session_ids\": [\"9f6cda7c-b1bb-45d7-9ebe-81acff1da77f\", \"89238ba0-6ba6-40d3-9f1b-235f5421c783\", \"094c4e9e-2739-4c63-be02-a870d61531f4\", \"a7e0eeb6-22b9-4746-b5b0-849279a8672e\", \"fc4516e9-f1e5-49f3-81c4-78126a5d57f3\", \"e55d606e-351d-487f-9b09-804eb82e9b95\", \"878c0bf9-66e1-461a-af31-3ba997d34dd3\"], \"total_duration\": 5977.0, \"total_sessions\": 7, \"mean_week_duration\": 32.308}}\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[{\"18121\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-14 14:28:24.000000+00:00\", \"2019-04-12 05:15:36.000000+00:00\"], \"session_ids\": [\"0c795881-485d-42e5-abb4-d04a736e7611\", \"14cd768c-2741-48ef-89dc-1337b3a7d233\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 3.264}}, {\"95186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-08 06:24:06.000000+00:00\", \"2021-08-16 22:42:19.000000+00:00\"], \"session_ids\": [\"e1d51c44-2650-4626-88b5-0bdaf0f3d065\", \"79ea0067-af74-4c51-b12d-04376a83112b\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 1.011}}, {\"20521\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-06-19 03:59:52.000000+00:00\", \"2019-08-23 13:18:57.000000+00:00\", \"2022-04-10 17:34:42.000000+00:00\", \"2022-06-19 00:01:24.000000+00:00\"], \"session_ids\": [\"6eea8581-f5d4-48f8-931a-f549790e6790\", \"be5b3ae7-b8a5-41df-867f-f5d3fb67dbaa\", \"57ebbcce-200f-420a-bc7f-3858bd62d0c9\", \"d462e4ad-48bc-4662-ba9f-fc4a16fab696\"], \"total_duration\": 546.0, \"total_sessions\": 4, \"mean_week_duration\": 2.73}}, {\"74539\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-21 11:29:47.000000+00:00\", \"2020-01-09 11:58:20.000000+00:00\"], \"session_ids\": [\"3e8ebc64-5cb1-4870-8aa5-ddab2382c434\", \"4a60e789-277b-4b7d-847a-1fdf75a460e7\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.435}}, {\"39247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-10 20:40:41.000000+00:00\", \"2022-03-27 16:45:26.000000+00:00\", \"2020-01-14 19:03:39.000000+00:00\"], \"session_ids\": [\"f4ba5669-4c07-4f12-aefe-08e1b05b38ff\", \"17ad12aa-807c-4286-af47-11874ea8f257\", \"6358fb3a-4fb1-477f-a1f4-d912f057da46\"], \"total_duration\": 1019.0, \"total_sessions\": 3, \"mean_week_duration\": 8.861}}, {\"76523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-04-14 13:45:51.000000+00:00\", \"2023-06-06 13:01:43.000000+00:00\", \"2019-09-02 20:21:07.000000+00:00\", \"2021-04-23 08:25:14.000000+00:00\", \"2021-02-08 06:24:21.000000+00:00\", \"2021-03-31 06:34:22.000000+00:00\", \"2023-02-07 11:02:47.000000+00:00\"], \"session_ids\": [\"75fb8868-722e-40b7-b391-08aa95d1e684\", \"01be9764-b1d7-4a7b-b0d1-5529a4a09d4c\", \"044bfc52-b69f-49dd-8b41-424796f37f2e\", \"9f2ca6b3-4223-4c13-89f3-18e0a055d64b\", \"4ad2c22b-2a2d-49b6-8366-fd963999ece7\", \"4ef0ba94-0b26-493b-9992-5fe8564a24e1\", \"8ff8b9d2-020d-4209-aab6-859abf3bc68e\"], \"total_duration\": 11400.0, \"total_sessions\": 7, \"mean_week_duration\": 58.163}}, {\"71945\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-06-04 04:11:47.000000+00:00\", \"2022-10-15 04:02:47.000000+00:00\", \"2021-11-13 14:18:33.000000+00:00\", \"2019-04-17 11:11:45.000000+00:00\", \"2022-11-02 08:52:04.000000+00:00\", \"2022-05-18 13:08:48.000000+00:00\", \"2019-12-08 20:41:22.000000+00:00\"], \"session_ids\": [\"9f6cda7c-b1bb-45d7-9ebe-81acff1da77f\", \"89238ba0-6ba6-40d3-9f1b-235f5421c783\", \"094c4e9e-2739-4c63-be02-a870d61531f4\", \"a7e0eeb6-22b9-4746-b5b0-849279a8672e\", \"fc4516e9-f1e5-49f3-81c4-78126a5d57f3\", \"e55d606e-351d-487f-9b09-804eb82e9b95\", \"878c0bf9-66e1-461a-af31-3ba997d34dd3\"], \"total_duration\": 5977.0, \"total_sessions\": 7, \"mean_week_duration\": 32.308}}, {\"26668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-04-19 17:49:11.000000+00:00\", \"2019-01-25 07:44:01.000000+00:00\"], \"session_ids\": [\"2e5749c6-503a-4cf7-930e-e9017124a9bb\", \"e3a36ce4-2453-4acd-911c-084af8917526\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 0.995}}, {\"39539\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-07-28 10:47:43.000000+00:00\", \"2022-06-05 12:11:44.000000+00:00\", \"2023-04-07 14:58:42.000000+00:00\"], \"session_ids\": [\"a501222f-06f7-49ea-8ff7-8ee6737a8168\", \"47fe4fcd-5501-4cc2-a458-88b3a15de5fc\", \"7d9fab69-1043-4175-9846-7816ed8f8e0c\"], \"total_duration\": 570.0, \"total_sessions\": 3, \"mean_week_duration\": 12.955}}]\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[{\"18121\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-14 14:28:24.000000+00:00\", \"2019-04-12 05:15:36.000000+00:00\"], \"session_ids\": [\"0c795881-485d-42e5-abb4-d04a736e7611\", \"14cd768c-2741-48ef-89dc-1337b3a7d233\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 3.264}}]\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[{\"18121\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-14 14:28:24.000000+00:00\", \"2019-04-12 05:15:36.000000+00:00\"], \"session_ids\": [\"0c795881-485d-42e5-abb4-d04a736e7611\", \"14cd768c-2741-48ef-89dc-1337b3a7d233\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 3.264}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me 6 users with a app usage time per week that is higher than 18 and lower than 41, exclusive 18 and 41 and sort by all sessions quantity decliningly." } ]
[ { "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{\"55666\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-04-27 11:04:14.000000+00:00\", \"2021-02-11 01:57:20.000000+00:00\", \"2020-10-30 09:44:16.000000+00:00\"], \"session_ids\": [\"341547f9-481f-4878-b2f6-766e7d9eddf1\", \"38a974bf-59e8-4906-90f0-fbc010d5269f\", \"b3688c19-7541-4a61-aeb0-e0403110b6c5\"], \"total_duration\": 158.0, \"total_sessions\": 3, \"mean_week_duration\": 3.762}, \"97498\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-30 17:19:54.000000+00:00\", \"2022-02-18 15:11:03.000000+00:00\", \"2019-03-22 05:37:31.000000+00:00\"], \"session_ids\": [\"e3ab7b03-d96a-4c0f-babe-8ca22af179d5\", \"5e7d1591-1f7d-4918-92bc-c83b5f6d6f21\", \"cde6a13d-4fd1-4728-b40a-571dd1ad1a27\"], \"total_duration\": 82.0, \"total_sessions\": 3, \"mean_week_duration\": 0.539}, \"37719\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-12 09:33:03.000000+00:00\", \"2022-04-16 00:32:15.000000+00:00\", \"2022-02-03 06:25:08.000000+00:00\"], \"session_ids\": [\"256c83a6-a092-4c0e-b1e0-dc87825815ae\", \"cf25c74e-6d73-4a03-b1d1-f95303aa9dfd\", \"096b044b-f29c-4fe8-864a-c74f3d16de18\"], \"total_duration\": 633.0, \"total_sessions\": 3, \"mean_week_duration\": 11.722}, \"4371\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-03-03 03:29:19.000000+00:00\", \"2021-07-22 19:07:00.000000+00:00\", \"2020-09-04 03:13:34.000000+00:00\"], \"session_ids\": [\"8c5dea81-5d7b-4456-8caf-4e09ecad6347\", \"666b9cf1-9c31-4dd6-9aa6-bd34f144c093\", \"6fe19469-1cb6-46c7-b075-b0f5af23f03e\"], \"total_duration\": 103.0, \"total_sessions\": 3, \"mean_week_duration\": 0.824}, \"29574\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-12 22:04:37.000000+00:00\", \"2022-11-20 16:40:25.000000+00:00\"], \"session_ids\": [\"8f80ca69-a3b4-4e9f-88bf-c47481a2dd83\", \"576463b6-49f9-4b23-b4af-3ce66edcca52\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"41483\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-03 09:28:14.000000+00:00\", \"2021-10-19 21:33:41.000000+00:00\", \"2019-09-07 18:06:40.000000+00:00\", \"2020-12-10 09:51:50.000000+00:00\"], \"session_ids\": [\"ffc9f023-b678-4216-907c-27c584920c07\", \"bb16f650-e5da-4aa4-8734-0010a41b9798\", \"9ac21213-3821-4c8a-aeec-1a2cca56c9be\", \"23a48a5f-d378-4339-aebb-5ad2de13affa\"], \"total_duration\": 137.0, \"total_sessions\": 4, \"mean_week_duration\": 1.234}, \"79717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-18 19:20:43.000000+00:00\", \"2020-07-31 07:01:17.000000+00:00\"], \"session_ids\": [\"7ef9427b-c887-42af-952b-326bf66459ab\", \"d9d2a348-6581-43ce-bd2a-ffcbf564b68e\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 4.178}, \"30039\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2023-06-09 23:16:27.000000+00:00\", \"2022-04-04 17:16:33.000000+00:00\", \"2019-03-04 17:50:47.000000+00:00\", \"2020-12-03 13:58:37.000000+00:00\", \"2019-06-05 14:41:58.000000+00:00\", \"2020-12-23 23:24:27.000000+00:00\", \"2021-03-15 09:43:52.000000+00:00\"], \"session_ids\": [\"90544cd5-01c5-4767-9e47-7504074f2122\", \"de3e42d7-017a-4187-b8cd-c4d5ab7bf49a\", \"637be21f-17c1-42a2-b99d-99ef8b4dbcb7\", \"7fd9f6c3-bbdd-4cbd-adf5-90ee53b69af3\", \"ce73c81a-7818-4c79-ac35-fd21a7670895\", \"b11af2a1-7835-4f56-90ba-308b98ac757f\", \"0213f9e3-0ec3-4400-93ec-4f987dcfd2c5\"], \"total_duration\": 10851.0, \"total_sessions\": 7, \"mean_week_duration\": 48.659}, \"3413\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-06-13 16:18:14.000000+00:00\", \"2021-06-17 19:40:31.000000+00:00\"], \"session_ids\": [\"08a9a4ed-101f-4fc7-adbc-3a17f135fad9\", \"919428a3-129f-4ea5-9ab4-08999ecd343a\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 3.875}, \"31767\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-17 07:50:36.000000+00:00\", \"2021-12-22 13:08:48.000000+00:00\"], \"session_ids\": [\"ee0329b4-8e86-4631-92c5-a2770f25de23\", \"a92c58ed-f2f4-4ea0-a783-6badfc1f40a7\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 10.174}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 18 and are less than 41" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[18, 41]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on user whose city is Athens + perform sorting by total sessoins count 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{\"91804\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-04 00:52:31.000000+00:00\", \"2019-07-26 17:14:51.000000+00:00\", \"2023-06-15 07:23:24.000000+00:00\", \"2022-04-30 22:30:21.000000+00:00\", \"2022-08-11 08:51:04.000000+00:00\", \"2022-03-03 08:30:44.000000+00:00\", \"2021-07-10 14:17:23.000000+00:00\"], \"session_ids\": [\"5f699e83-0b96-4ab1-a8d0-4817bbd79396\", \"975b0c85-a23f-4426-8a66-499131a8ddb8\", \"eebd4cb7-3662-48fd-8521-cf15397a854a\", \"f26d5cf9-ec97-4a3b-9ccc-4930e1d6f36a\", \"c90c7ddb-7170-4055-9c24-936b5e3aaa24\", \"0602437a-0d1f-448d-a730-d805e7ecf820\", \"4c0ebca3-241f-4d99-8ade-ff6e89fe6b12\"], \"total_duration\": 947.0, \"total_sessions\": 7, \"mean_week_duration\": 4.665}, \"53306\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-16 06:58:11.000000+00:00\", \"2021-04-03 19:05:18.000000+00:00\"], \"session_ids\": [\"936f6009-0e17-4fb0-bd5e-caf9d1be2080\", \"ce7e6d10-8699-4a6d-8a88-98eb7eeb7133\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 2.822}, \"86450\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-05-02 08:53:36.000000+00:00\", \"2020-09-17 23:17:24.000000+00:00\", \"2019-11-20 16:30:29.000000+00:00\"], \"session_ids\": [\"a360f086-2ece-421c-8d9a-7f7aba28d731\", \"5041a07b-3498-4654-8080-47493a336eb5\", \"1a39705b-866a-495f-8412-7d632952bf8c\"], \"total_duration\": 589.0, \"total_sessions\": 3, \"mean_week_duration\": 13.386}, \"66438\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-28 23:36:14.000000+00:00\", \"2020-06-20 04:30:56.000000+00:00\", \"2022-04-15 01:29:05.000000+00:00\", \"2022-11-18 18:29:08.000000+00:00\"], \"session_ids\": [\"344c05dd-779a-4ddb-b21d-309031024b2d\", \"4edf0f05-0981-4e64-9ee4-e0053938d84e\", \"b6fa1353-3447-4ead-8a77-069b8d8f8123\", \"5d05ed56-a8a9-4865-b41f-f8a57718aead\"], \"total_duration\": 1501.0, \"total_sessions\": 4, \"mean_week_duration\": 11.913}, \"66986\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-03 03:52:01.000000+00:00\", \"2022-07-22 21:08:26.000000+00:00\", \"2019-09-28 03:19:44.000000+00:00\", \"2022-02-16 11:48:09.000000+00:00\"], \"session_ids\": [\"b3411ba6-446c-4f3a-815f-9c7b67944f02\", \"73bf5b86-d2ab-4310-9bf9-1122dfb0897c\", \"05e9b32b-1909-4330-a23e-9693a9dcad5d\", \"c685f20e-8bd9-4f82-bc80-b1a3ed17e501\"], \"total_duration\": 178.0, \"total_sessions\": 4, \"mean_week_duration\": 1.113}, \"39290\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-24 14:44:57.000000+00:00\", \"2022-07-07 13:46:21.000000+00:00\"], \"session_ids\": [\"2c2df68e-6dec-440b-ad87-04b04a426a4f\", \"55299147-80a5-4e85-aed1-7985ca668838\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 0.712}, \"79780\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-08-11 11:46:24.000000+00:00\", \"2021-12-18 12:42:34.000000+00:00\", \"2021-02-24 16:15:38.000000+00:00\"], \"session_ids\": [\"6fc868a4-8bf8-4718-998d-eec4f17938e1\", \"08413831-5f44-4ed7-9e3b-7920c13b74fb\", \"8562a679-a1df-48a6-9b72-d117d47f9294\"], \"total_duration\": 83.0, \"total_sessions\": 3, \"mean_week_duration\": 1.93}, \"16280\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-02-11 09:50:14.000000+00:00\", \"2020-06-24 23:39:17.000000+00:00\"], \"session_ids\": [\"0ebc1244-d96a-44c0-9697-4be4cea4deee\", \"86d1856c-3358-4b53-9fa2-8eb46c393cbc\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 7.485}, \"5935\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-26 19:02:20.000000+00:00\", \"2020-02-25 17:56:20.000000+00:00\", \"2022-07-24 17:51:59.000000+00:00\", \"2020-02-14 09:53:26.000000+00:00\"], \"session_ids\": [\"150ff56b-e801-4ba5-a092-a563c7b852b6\", \"68b69490-93b2-42be-87ba-4725f2eb5f51\", \"cbb7ef04-c67e-4491-9928-9bbd10ccdde1\", \"70da215b-dbda-4d02-b704-99c36ca9472d\"], \"total_duration\": 51.0, \"total_sessions\": 4, \"mean_week_duration\": 0.398}, \"46602\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-15 08:05:12.000000+00:00\", \"2022-07-24 01:07:36.000000+00:00\"], \"session_ids\": [\"05808544-e2c3-4896-912e-a590fe9492f1\", \"e0465cf4-25f6-4b30-9316-b90b4eac4dd7\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 8.688}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is Athens" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Athens\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about 8 users with a mean_week_duration that is above 11 and below 36, exclusive 11 inclusive 36 , moreover put to use sorting by total sessions decliningly additionaly save only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"86320\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-11-27 14:13:42.000000+00:00\", \"2019-04-12 07:22:52.000000+00:00\", \"2021-09-04 20:08:39.000000+00:00\", \"2022-08-04 17:11:51.000000+00:00\", \"2020-06-24 06:03:05.000000+00:00\", \"2021-01-27 18:25:20.000000+00:00\"], \"session_ids\": [\"efa75261-571d-4695-b28e-764336bcc85a\", \"8accfd39-4616-4e3a-96a2-f8ca9d2d018d\", \"331ddf14-9d04-4148-ae92-668fc0d5e184\", \"e1fb20c1-6f48-4d89-93fe-1c950c924912\", \"4b1f61f5-0156-45d0-bd7e-5f77248f58f4\", \"e274b581-4688-4029-b032-d9e6e3cf9b34\"], \"total_duration\": 1908.0, \"total_sessions\": 6, \"mean_week_duration\": 11.029}, \"9365\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 9, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-05-04 01:37:25.000000+00:00\", \"2021-05-06 06:08:34.000000+00:00\", \"2021-11-09 03:03:37.000000+00:00\"], \"session_ids\": [\"b55d8191-3f24-4707-b206-f2a6b60c55a6\", \"6ff28676-3f6a-4bac-9c6e-1a3e2d7d1731\", \"b69f213a-3c56-4c25-969b-6446dfe2b755\"], \"total_duration\": 194.0, \"total_sessions\": 3, \"mean_week_duration\": 7.185}, \"51644\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-19 13:08:36.000000+00:00\", \"2022-01-28 11:53:21.000000+00:00\", \"2019-11-10 12:32:15.000000+00:00\"], \"session_ids\": [\"94cc0317-3f57-4ec2-9790-bfcf54b7826d\", \"420e9011-a720-480e-97ef-eea05c0df06f\", \"2a663a1a-4738-452c-83b4-4210666c5b15\"], \"total_duration\": 282.0, \"total_sessions\": 3, \"mean_week_duration\": 2.431}, \"66118\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-06-06 21:59:24.000000+00:00\", \"2022-11-21 04:45:04.000000+00:00\", \"2022-06-10 06:54:49.000000+00:00\", \"2020-08-07 16:04:40.000000+00:00\"], \"session_ids\": [\"eb9b43c4-d638-4efe-a23b-cfff2036d626\", \"7b0ba279-eca6-4bf2-8a09-5da223fe1464\", \"6860f561-29c9-40ed-b693-9e1add571439\", \"ce98e6cc-615f-482a-9d55-13bc117d6122\"], \"total_duration\": 1298.0, \"total_sessions\": 4, \"mean_week_duration\": 10.817}, \"88551\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-17 03:55:24.000000+00:00\", \"2022-02-03 04:25:43.000000+00:00\"], \"session_ids\": [\"5afdffb2-caf9-4b89-ab5d-7689ef425bad\", \"92dd1ee6-5ba9-419f-aca8-08e5b2554dbd\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.222}, \"53361\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-25 22:45:57.000000+00:00\", \"2020-11-15 01:03:24.000000+00:00\"], \"session_ids\": [\"d63fe842-71e9-4a3f-b155-c118bdd95ffa\", \"87a828c5-4933-46a4-bc8b-8fd41f7ce490\"], \"total_duration\": 436.0, \"total_sessions\": 2, \"mean_week_duration\": 8.549}, \"6484\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-06-26 03:41:12.000000+00:00\", \"2019-03-10 15:06:57.000000+00:00\", \"2021-03-04 03:10:10.000000+00:00\"], \"session_ids\": [\"f8d79ebc-0c8d-433b-8f7f-a50ae1ec9573\", \"27dd53b2-d02f-471e-9caa-746eaac412d3\", \"3e0ae486-8fa1-4e0b-bd7e-c68a5412017d\"], \"total_duration\": 78.0, \"total_sessions\": 3, \"mean_week_duration\": 0.75}, \"8869\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-05-29 18:23:02.000000+00:00\", \"2020-01-20 22:02:49.000000+00:00\"], \"session_ids\": [\"2cb7c95d-88dd-4727-8cf7-d7633d117b76\", \"1817a933-f3dc-4024-9216-ca22bb8bfb7d\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 2.746}, \"43616\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-01 15:08:42.000000+00:00\", \"2022-07-13 01:39:55.000000+00:00\"], \"session_ids\": [\"f4daadd4-16ac-4460-8213-8effda964178\", \"bd60fc85-227a-4dd9-9137-cce8c73156cb\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.571}, \"41166\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-09-21 09:57:52.000000+00:00\", \"2020-10-10 14:19:50.000000+00:00\"], \"session_ids\": [\"f54b3415-c670-43d1-a863-1802aa6a3cdd\", \"6834b040-2e92-4d54-9f6f-3a5bbf0d8581\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 11 and are equal or less than 36" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[11, 36]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"86320\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-11-27 14:13:42.000000+00:00\", \"2019-04-12 07:22:52.000000+00:00\", \"2021-09-04 20:08:39.000000+00:00\", \"2022-08-04 17:11:51.000000+00:00\", \"2020-06-24 06:03:05.000000+00:00\", \"2021-01-27 18:25:20.000000+00:00\"], \"session_ids\": [\"efa75261-571d-4695-b28e-764336bcc85a\", \"8accfd39-4616-4e3a-96a2-f8ca9d2d018d\", \"331ddf14-9d04-4148-ae92-668fc0d5e184\", \"e1fb20c1-6f48-4d89-93fe-1c950c924912\", \"4b1f61f5-0156-45d0-bd7e-5f77248f58f4\", \"e274b581-4688-4029-b032-d9e6e3cf9b34\"], \"total_duration\": 1908.0, \"total_sessions\": 6, \"mean_week_duration\": 11.029}}\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[{\"86320\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-11-27 14:13:42.000000+00:00\", \"2019-04-12 07:22:52.000000+00:00\", \"2021-09-04 20:08:39.000000+00:00\", \"2022-08-04 17:11:51.000000+00:00\", \"2020-06-24 06:03:05.000000+00:00\", \"2021-01-27 18:25:20.000000+00:00\"], \"session_ids\": [\"efa75261-571d-4695-b28e-764336bcc85a\", \"8accfd39-4616-4e3a-96a2-f8ca9d2d018d\", \"331ddf14-9d04-4148-ae92-668fc0d5e184\", \"e1fb20c1-6f48-4d89-93fe-1c950c924912\", \"4b1f61f5-0156-45d0-bd7e-5f77248f58f4\", \"e274b581-4688-4029-b032-d9e6e3cf9b34\"], \"total_duration\": 1908.0, \"total_sessions\": 6, \"mean_week_duration\": 11.029}}]\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[{\"86320\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-11-27 14:13:42.000000+00:00\", \"2019-04-12 07:22:52.000000+00:00\", \"2021-09-04 20:08:39.000000+00:00\", \"2022-08-04 17:11:51.000000+00:00\", \"2020-06-24 06:03:05.000000+00:00\", \"2021-01-27 18:25:20.000000+00:00\"], \"session_ids\": [\"efa75261-571d-4695-b28e-764336bcc85a\", \"8accfd39-4616-4e3a-96a2-f8ca9d2d018d\", \"331ddf14-9d04-4148-ae92-668fc0d5e184\", \"e1fb20c1-6f48-4d89-93fe-1c950c924912\", \"4b1f61f5-0156-45d0-bd7e-5f77248f58f4\", \"e274b581-4688-4029-b032-d9e6e3cf9b34\"], \"total_duration\": 1908.0, \"total_sessions\": 6, \"mean_week_duration\": 11.029}}]\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[{\"86320\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-11-27 14:13:42.000000+00:00\", \"2019-04-12 07:22:52.000000+00:00\", \"2021-09-04 20:08:39.000000+00:00\", \"2022-08-04 17:11:51.000000+00:00\", \"2020-06-24 06:03:05.000000+00:00\", \"2021-01-27 18:25:20.000000+00:00\"], \"session_ids\": [\"efa75261-571d-4695-b28e-764336bcc85a\", \"8accfd39-4616-4e3a-96a2-f8ca9d2d018d\", \"331ddf14-9d04-4148-ae92-668fc0d5e184\", \"e1fb20c1-6f48-4d89-93fe-1c950c924912\", \"4b1f61f5-0156-45d0-bd7e-5f77248f58f4\", \"e274b581-4688-4029-b032-d9e6e3cf9b34\"], \"total_duration\": 1908.0, \"total_sessions\": 6, \"mean_week_duration\": 11.029}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display 4 users pieces of information with a average_week_duration that is higher than 25, exclusive 25 in addition do sorting by median of duration of sessions per week in desc order as well as remain 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{\"71715\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-07-15 06:02:10.000000+00:00\", \"2022-02-02 12:44:24.000000+00:00\"], \"session_ids\": [\"1de4e2d6-6327-4981-a74f-f83e6793f13e\", \"df3b4c4c-a96e-431c-b494-1bcecaf2eb74\"], \"total_duration\": 296.0, \"total_sessions\": 2, \"mean_week_duration\": 3.654}, \"51161\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-18 13:08:13.000000+00:00\", \"2019-08-28 19:47:43.000000+00:00\"], \"session_ids\": [\"c12b817a-9064-43e1-848e-48eccc69962c\", \"182add13-3457-47c2-8b43-61a63383d906\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 5.333}, \"23307\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-17 17:58:16.000000+00:00\", \"2019-11-14 13:50:27.000000+00:00\", \"2022-06-29 20:18:38.000000+00:00\", \"2020-03-20 19:21:18.000000+00:00\", \"2020-08-15 03:06:31.000000+00:00\", \"2022-06-05 21:56:12.000000+00:00\", \"2021-03-01 22:54:58.000000+00:00\", \"2021-03-11 17:18:59.000000+00:00\", \"2019-01-24 22:06:23.000000+00:00\", \"2022-05-30 06:02:15.000000+00:00\", \"2023-03-30 23:08:00.000000+00:00\"], \"session_ids\": [\"08221cd9-c28b-41fe-9795-e6ec7af0a54e\", \"0baa6eb0-fd25-4bb0-a899-2786e2385640\", \"39d7f235-748b-46ea-95fe-028a92d12f4c\", \"9d286f8d-6f11-48cc-97b8-6f0e39784880\", \"a96f13cb-83bc-42f8-aeb5-dad965e9540a\", \"2a4b5a9f-906e-4dd4-a045-f657cd2f726a\", \"d1d425c4-c3ee-4b2e-b706-4a906946c9e6\", \"8d1fbdfa-1a21-4be8-abf9-3285574b430f\", \"b0fdf5e9-0c8b-49d2-9c0d-7c33c003a471\", \"33073bee-3a63-41fd-b434-8e14d35db84c\", \"dcae9f00-4e17-4842-a24a-d5788a862626\"], \"total_duration\": 166.0, \"total_sessions\": 11, \"mean_week_duration\": 0.761}, \"15644\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-06-28 06:30:08.000000+00:00\", \"2019-10-13 15:57:31.000000+00:00\", \"2019-06-04 09:28:37.000000+00:00\", \"2019-10-23 08:56:40.000000+00:00\"], \"session_ids\": [\"74b898b1-9eb5-4248-823f-c41a207e31fa\", \"a0c7ae39-c770-446c-8dd1-5cf6107e706c\", \"202484b7-4eca-4ca0-bfa8-fd4043980052\", \"b3c46cc0-e733-4662-be4f-1defd1b6c235\"], \"total_duration\": 1351.0, \"total_sessions\": 4, \"mean_week_duration\": 24.125}, \"74396\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-02 22:18:31.000000+00:00\", \"2021-06-11 11:28:44.000000+00:00\"], \"session_ids\": [\"9c12ef4d-6820-4417-ae68-91988b919761\", \"a086a77f-cc28-4e8d-a75d-bee99cf62b7e\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"48139\": {\"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\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-27 08:11:10.000000+00:00\", \"2023-01-20 00:30:04.000000+00:00\", \"2023-02-16 09:50:06.000000+00:00\"], \"session_ids\": [\"7b3357f1-bfcb-4f05-bc0a-239a104249e9\", \"9b969072-a020-4750-bb16-8a11ce15440f\", \"dee1dcb6-7c4b-4dbc-bd01-b25b1a734a93\"], \"total_duration\": 98.0, \"total_sessions\": 3, \"mean_week_duration\": 1.531}, \"62692\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-15 10:18:09.000000+00:00\", \"2020-06-09 19:13:36.000000+00:00\", \"2022-08-01 14:43:45.000000+00:00\"], \"session_ids\": [\"18668c83-b7a3-4967-b659-feb47889e2d4\", \"18f00f12-35a3-473e-8e6f-f5e3eb4a1030\", \"615968b5-345a-496c-832a-e06d7f0fa1a9\"], \"total_duration\": 45.0, \"total_sessions\": 3, \"mean_week_duration\": 0.402}, \"11745\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-04-18 17:44:50.000000+00:00\", \"2022-09-17 17:42:16.000000+00:00\"], \"session_ids\": [\"105d2231-e433-4ba8-9fcb-897ef9c83c60\", \"028d6a9f-6e52-4903-95ea-8168e3dbe927\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.27}, \"63629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-06-07 19:51:30.000000+00:00\", \"2022-11-04 03:21:06.000000+00:00\", \"2019-01-08 06:44:54.000000+00:00\", \"2020-01-25 21:56:36.000000+00:00\"], \"session_ids\": [\"6e094965-3b35-41c4-8c62-e06f8648084c\", \"883dfc3d-758e-4b87-b8e2-a8bea8b77d43\", \"0d1125a7-a342-45af-8c05-450178bdbef6\", \"8edc2fc1-3e7b-4313-bf38-5b1f3c37fd68\"], \"total_duration\": 401.0, \"total_sessions\": 4, \"mean_week_duration\": 1.736}, \"34545\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-08-07 09:49:24.000000+00:00\", \"2021-01-04 01:30:05.000000+00:00\", \"2022-02-10 23:10:34.000000+00:00\"], \"session_ids\": [\"0027078d-548f-46af-9182-ec2bab742e53\", \"c5eb9dda-7663-40de-b243-a2aa993c348f\", \"b333e3ed-c96e-424e-8d44-d1558e096049\"], \"total_duration\": 80.0, \"total_sessions\": 3, \"mean_week_duration\": 1.379}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 25" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[25, 35]]}}}\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": "Display to me 4 users pieces of information who have overall duration of sessions per week less than 25 + carry out sorting by total_duration in descending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39001\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-24 13:11:20.000000+00:00\", \"2019-04-23 22:09:27.000000+00:00\"], \"session_ids\": [\"2bd2d071-c718-448f-bef1-327ba03908e7\", \"02f9577c-9e40-46ad-9783-a2798553cc7c\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 0.761}, \"84834\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-18 01:20:13.000000+00:00\", \"2021-01-07 07:35:53.000000+00:00\"], \"session_ids\": [\"d3700c6f-15cf-462b-a024-46dfe8b4ad7b\", \"750c2af7-2893-4b7d-99b4-379135d1f1bc\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 3.84}, \"25473\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-29 08:15:50.000000+00:00\", \"2020-12-20 03:39:49.000000+00:00\"], \"session_ids\": [\"cbc8fcca-8e79-4ef0-8efa-89799e97e353\", \"d821ff1d-e12d-412c-8110-57c570faece7\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 8.658}, \"37345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-20 20:22:51.000000+00:00\", \"2020-03-10 18:11:49.000000+00:00\", \"2019-05-06 09:07:28.000000+00:00\"], \"session_ids\": [\"7041e4c6-b704-488d-a1ba-bc2b02a9eb76\", \"d957794a-fcf6-4515-94b4-ae373e0824a7\", \"15da1546-6300-46cd-a181-dc7246209cfb\"], \"total_duration\": 1066.0, \"total_sessions\": 3, \"mean_week_duration\": 18.068}, \"18304\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-24 12:51:39.000000+00:00\", \"2019-12-14 11:46:40.000000+00:00\"], \"session_ids\": [\"f2435750-cfca-4037-8652-54c187e72fa0\", \"8d766f51-ecc8-4457-bcff-0f265ea57467\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 8.766}, \"66765\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-30 14:28:14.000000+00:00\", \"2023-02-11 21:52:25.000000+00:00\"], \"session_ids\": [\"74fbef50-6795-4e2d-8279-5435d34440e0\", \"1f3a6249-2815-4863-9212-5641dcc9cd75\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.301}, \"16060\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-06-28 11:11:30.000000+00:00\", \"2022-07-26 07:02:20.000000+00:00\", \"2021-10-08 20:12:00.000000+00:00\", \"2023-06-10 22:38:32.000000+00:00\"], \"session_ids\": [\"36cbd3e3-7abd-4b9b-8f0a-2bb9bd30949b\", \"b51c7ad7-be3d-4860-85b4-b6ad0d66b9fa\", \"6b7db498-eb98-437e-b1a6-4d994b4d4ac1\", \"43b0fa05-a8f1-4ddf-a4f3-b2ad6456809e\"], \"total_duration\": 1284.0, \"total_sessions\": 4, \"mean_week_duration\": 6.203}, \"10343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-24 21:05:38.000000+00:00\", \"2022-05-11 06:24:09.000000+00:00\"], \"session_ids\": [\"d148e366-7893-481c-94de-51f4a6a1e325\", \"4c640ec5-948b-4f34-a6c5-d28b0fa44a34\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 3.091}, \"67361\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-14 15:20:42.000000+00:00\", \"2023-01-24 20:13:27.000000+00:00\", \"2022-05-20 14:02:20.000000+00:00\", \"2021-02-06 17:45:57.000000+00:00\", \"2021-05-27 17:01:03.000000+00:00\"], \"session_ids\": [\"4304cea9-5a43-40b8-bcf2-50f4877f1870\", \"66f225de-ec13-4b74-9ca7-de3126dec0b7\", \"200d5b0d-99a8-45ce-bd60-b30d8fd27928\", \"10bbb4cf-dc6a-4d85-88b6-79211b79d525\", \"2a271b17-cef1-4d76-b37e-023f09430c55\"], \"total_duration\": 286.0, \"total_sessions\": 5, \"mean_week_duration\": 1.416}, \"80620\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-06-02 20:22:57.000000+00:00\", \"2019-09-18 00:48:52.000000+00:00\", \"2021-06-13 13:42:38.000000+00:00\", \"2023-01-30 06:40:05.000000+00:00\", \"2019-04-26 05:59:27.000000+00:00\", \"2021-06-13 11:53:05.000000+00:00\", \"2021-02-12 20:46:07.000000+00:00\", \"2022-05-25 17:57:40.000000+00:00\"], \"session_ids\": [\"b6515568-55fd-4f25-8960-f5bf01ba438e\", \"43ead96f-8e5e-42f7-936d-51011b3b1185\", \"9fee887c-6fe2-43b9-8513-102e80877567\", \"8cf0f3a1-6454-4fd8-89be-1dfa78906a32\", \"19deccc6-fdbb-47fa-ae88-a99534420e11\", \"8740ba78-7dbc-4db8-a7e0-92ae56679c1c\", \"4f9b60cf-db5d-4d73-8fbb-92a157eaf192\", \"cb9a4fd3-ad63-49ff-96c6-2a19a244a57a\"], \"total_duration\": 793.0, \"total_sessions\": 8, \"mean_week_duration\": 4.025}}\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 25" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[25, 39]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39001\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-24 13:11:20.000000+00:00\", \"2019-04-23 22:09:27.000000+00:00\"], \"session_ids\": [\"2bd2d071-c718-448f-bef1-327ba03908e7\", \"02f9577c-9e40-46ad-9783-a2798553cc7c\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 0.761}, \"84834\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-18 01:20:13.000000+00:00\", \"2021-01-07 07:35:53.000000+00:00\"], \"session_ids\": [\"d3700c6f-15cf-462b-a024-46dfe8b4ad7b\", \"750c2af7-2893-4b7d-99b4-379135d1f1bc\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 3.84}, \"25473\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-29 08:15:50.000000+00:00\", \"2020-12-20 03:39:49.000000+00:00\"], \"session_ids\": [\"cbc8fcca-8e79-4ef0-8efa-89799e97e353\", \"d821ff1d-e12d-412c-8110-57c570faece7\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 8.658}, \"37345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-20 20:22:51.000000+00:00\", \"2020-03-10 18:11:49.000000+00:00\", \"2019-05-06 09:07:28.000000+00:00\"], \"session_ids\": [\"7041e4c6-b704-488d-a1ba-bc2b02a9eb76\", \"d957794a-fcf6-4515-94b4-ae373e0824a7\", \"15da1546-6300-46cd-a181-dc7246209cfb\"], \"total_duration\": 1066.0, \"total_sessions\": 3, \"mean_week_duration\": 18.068}, \"18304\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-24 12:51:39.000000+00:00\", \"2019-12-14 11:46:40.000000+00:00\"], \"session_ids\": [\"f2435750-cfca-4037-8652-54c187e72fa0\", \"8d766f51-ecc8-4457-bcff-0f265ea57467\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 8.766}, \"66765\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-30 14:28:14.000000+00:00\", \"2023-02-11 21:52:25.000000+00:00\"], \"session_ids\": [\"74fbef50-6795-4e2d-8279-5435d34440e0\", \"1f3a6249-2815-4863-9212-5641dcc9cd75\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.301}, \"16060\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-06-28 11:11:30.000000+00:00\", \"2022-07-26 07:02:20.000000+00:00\", \"2021-10-08 20:12:00.000000+00:00\", \"2023-06-10 22:38:32.000000+00:00\"], \"session_ids\": [\"36cbd3e3-7abd-4b9b-8f0a-2bb9bd30949b\", \"b51c7ad7-be3d-4860-85b4-b6ad0d66b9fa\", \"6b7db498-eb98-437e-b1a6-4d994b4d4ac1\", \"43b0fa05-a8f1-4ddf-a4f3-b2ad6456809e\"], \"total_duration\": 1284.0, \"total_sessions\": 4, \"mean_week_duration\": 6.203}, \"10343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-24 21:05:38.000000+00:00\", \"2022-05-11 06:24:09.000000+00:00\"], \"session_ids\": [\"d148e366-7893-481c-94de-51f4a6a1e325\", \"4c640ec5-948b-4f34-a6c5-d28b0fa44a34\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 3.091}, \"67361\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-14 15:20:42.000000+00:00\", \"2023-01-24 20:13:27.000000+00:00\", \"2022-05-20 14:02:20.000000+00:00\", \"2021-02-06 17:45:57.000000+00:00\", \"2021-05-27 17:01:03.000000+00:00\"], \"session_ids\": [\"4304cea9-5a43-40b8-bcf2-50f4877f1870\", \"66f225de-ec13-4b74-9ca7-de3126dec0b7\", \"200d5b0d-99a8-45ce-bd60-b30d8fd27928\", \"10bbb4cf-dc6a-4d85-88b6-79211b79d525\", \"2a271b17-cef1-4d76-b37e-023f09430c55\"], \"total_duration\": 286.0, \"total_sessions\": 5, \"mean_week_duration\": 1.416}, \"80620\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-06-02 20:22:57.000000+00:00\", \"2019-09-18 00:48:52.000000+00:00\", \"2021-06-13 13:42:38.000000+00:00\", \"2023-01-30 06:40:05.000000+00:00\", \"2019-04-26 05:59:27.000000+00:00\", \"2021-06-13 11:53:05.000000+00:00\", \"2021-02-12 20:46:07.000000+00:00\", \"2022-05-25 17:57:40.000000+00:00\"], \"session_ids\": [\"b6515568-55fd-4f25-8960-f5bf01ba438e\", \"43ead96f-8e5e-42f7-936d-51011b3b1185\", \"9fee887c-6fe2-43b9-8513-102e80877567\", \"8cf0f3a1-6454-4fd8-89be-1dfa78906a32\", \"19deccc6-fdbb-47fa-ae88-a99534420e11\", \"8740ba78-7dbc-4db8-a7e0-92ae56679c1c\", \"4f9b60cf-db5d-4d73-8fbb-92a157eaf192\", \"cb9a4fd3-ad63-49ff-96c6-2a19a244a57a\"], \"total_duration\": 793.0, \"total_sessions\": 8, \"mean_week_duration\": 4.025}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"16060\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-06-28 11:11:30.000000+00:00\", \"2022-07-26 07:02:20.000000+00:00\", \"2021-10-08 20:12:00.000000+00:00\", \"2023-06-10 22:38:32.000000+00:00\"], \"session_ids\": [\"36cbd3e3-7abd-4b9b-8f0a-2bb9bd30949b\", \"b51c7ad7-be3d-4860-85b4-b6ad0d66b9fa\", \"6b7db498-eb98-437e-b1a6-4d994b4d4ac1\", \"43b0fa05-a8f1-4ddf-a4f3-b2ad6456809e\"], \"total_duration\": 1284.0, \"total_sessions\": 4, \"mean_week_duration\": 6.203}}, {\"37345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-20 20:22:51.000000+00:00\", \"2020-03-10 18:11:49.000000+00:00\", \"2019-05-06 09:07:28.000000+00:00\"], \"session_ids\": [\"7041e4c6-b704-488d-a1ba-bc2b02a9eb76\", \"d957794a-fcf6-4515-94b4-ae373e0824a7\", \"15da1546-6300-46cd-a181-dc7246209cfb\"], \"total_duration\": 1066.0, \"total_sessions\": 3, \"mean_week_duration\": 18.068}}, {\"80620\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-06-02 20:22:57.000000+00:00\", \"2019-09-18 00:48:52.000000+00:00\", \"2021-06-13 13:42:38.000000+00:00\", \"2023-01-30 06:40:05.000000+00:00\", \"2019-04-26 05:59:27.000000+00:00\", \"2021-06-13 11:53:05.000000+00:00\", \"2021-02-12 20:46:07.000000+00:00\", \"2022-05-25 17:57:40.000000+00:00\"], \"session_ids\": [\"b6515568-55fd-4f25-8960-f5bf01ba438e\", \"43ead96f-8e5e-42f7-936d-51011b3b1185\", \"9fee887c-6fe2-43b9-8513-102e80877567\", \"8cf0f3a1-6454-4fd8-89be-1dfa78906a32\", \"19deccc6-fdbb-47fa-ae88-a99534420e11\", \"8740ba78-7dbc-4db8-a7e0-92ae56679c1c\", \"4f9b60cf-db5d-4d73-8fbb-92a157eaf192\", \"cb9a4fd3-ad63-49ff-96c6-2a19a244a57a\"], \"total_duration\": 793.0, \"total_sessions\": 8, \"mean_week_duration\": 4.025}}, {\"18304\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-24 12:51:39.000000+00:00\", \"2019-12-14 11:46:40.000000+00:00\"], \"session_ids\": [\"f2435750-cfca-4037-8652-54c187e72fa0\", \"8d766f51-ecc8-4457-bcff-0f265ea57467\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 8.766}}, {\"84834\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-18 01:20:13.000000+00:00\", \"2021-01-07 07:35:53.000000+00:00\"], \"session_ids\": [\"d3700c6f-15cf-462b-a024-46dfe8b4ad7b\", \"750c2af7-2893-4b7d-99b4-379135d1f1bc\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 3.84}}, {\"25473\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-29 08:15:50.000000+00:00\", \"2020-12-20 03:39:49.000000+00:00\"], \"session_ids\": [\"cbc8fcca-8e79-4ef0-8efa-89799e97e353\", \"d821ff1d-e12d-412c-8110-57c570faece7\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 8.658}}, {\"67361\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-14 15:20:42.000000+00:00\", \"2023-01-24 20:13:27.000000+00:00\", \"2022-05-20 14:02:20.000000+00:00\", \"2021-02-06 17:45:57.000000+00:00\", \"2021-05-27 17:01:03.000000+00:00\"], \"session_ids\": [\"4304cea9-5a43-40b8-bcf2-50f4877f1870\", \"66f225de-ec13-4b74-9ca7-de3126dec0b7\", \"200d5b0d-99a8-45ce-bd60-b30d8fd27928\", \"10bbb4cf-dc6a-4d85-88b6-79211b79d525\", \"2a271b17-cef1-4d76-b37e-023f09430c55\"], \"total_duration\": 286.0, \"total_sessions\": 5, \"mean_week_duration\": 1.416}}, {\"39001\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-24 13:11:20.000000+00:00\", \"2019-04-23 22:09:27.000000+00:00\"], \"session_ids\": [\"2bd2d071-c718-448f-bef1-327ba03908e7\", \"02f9577c-9e40-46ad-9783-a2798553cc7c\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 0.761}}, {\"66765\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-30 14:28:14.000000+00:00\", \"2023-02-11 21:52:25.000000+00:00\"], \"session_ids\": [\"74fbef50-6795-4e2d-8279-5435d34440e0\", \"1f3a6249-2815-4863-9212-5641dcc9cd75\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.301}}, {\"10343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-24 21:05:38.000000+00:00\", \"2022-05-11 06:24:09.000000+00:00\"], \"session_ids\": [\"d148e366-7893-481c-94de-51f4a6a1e325\", \"4c640ec5-948b-4f34-a6c5-d28b0fa44a34\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 3.091}}]\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[{\"16060\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-06-28 11:11:30.000000+00:00\", \"2022-07-26 07:02:20.000000+00:00\", \"2021-10-08 20:12:00.000000+00:00\", \"2023-06-10 22:38:32.000000+00:00\"], \"session_ids\": [\"36cbd3e3-7abd-4b9b-8f0a-2bb9bd30949b\", \"b51c7ad7-be3d-4860-85b4-b6ad0d66b9fa\", \"6b7db498-eb98-437e-b1a6-4d994b4d4ac1\", \"43b0fa05-a8f1-4ddf-a4f3-b2ad6456809e\"], \"total_duration\": 1284.0, \"total_sessions\": 4, \"mean_week_duration\": 6.203}}, {\"37345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-20 20:22:51.000000+00:00\", \"2020-03-10 18:11:49.000000+00:00\", \"2019-05-06 09:07:28.000000+00:00\"], \"session_ids\": [\"7041e4c6-b704-488d-a1ba-bc2b02a9eb76\", \"d957794a-fcf6-4515-94b4-ae373e0824a7\", \"15da1546-6300-46cd-a181-dc7246209cfb\"], \"total_duration\": 1066.0, \"total_sessions\": 3, \"mean_week_duration\": 18.068}}, {\"80620\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-06-02 20:22:57.000000+00:00\", \"2019-09-18 00:48:52.000000+00:00\", \"2021-06-13 13:42:38.000000+00:00\", \"2023-01-30 06:40:05.000000+00:00\", \"2019-04-26 05:59:27.000000+00:00\", \"2021-06-13 11:53:05.000000+00:00\", \"2021-02-12 20:46:07.000000+00:00\", \"2022-05-25 17:57:40.000000+00:00\"], \"session_ids\": [\"b6515568-55fd-4f25-8960-f5bf01ba438e\", \"43ead96f-8e5e-42f7-936d-51011b3b1185\", \"9fee887c-6fe2-43b9-8513-102e80877567\", \"8cf0f3a1-6454-4fd8-89be-1dfa78906a32\", \"19deccc6-fdbb-47fa-ae88-a99534420e11\", \"8740ba78-7dbc-4db8-a7e0-92ae56679c1c\", \"4f9b60cf-db5d-4d73-8fbb-92a157eaf192\", \"cb9a4fd3-ad63-49ff-96c6-2a19a244a57a\"], \"total_duration\": 793.0, \"total_sessions\": 8, \"mean_week_duration\": 4.025}}, {\"18304\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-24 12:51:39.000000+00:00\", \"2019-12-14 11:46:40.000000+00:00\"], \"session_ids\": [\"f2435750-cfca-4037-8652-54c187e72fa0\", \"8d766f51-ecc8-4457-bcff-0f265ea57467\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 8.766}}]\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[{\"16060\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-06-28 11:11:30.000000+00:00\", \"2022-07-26 07:02:20.000000+00:00\", \"2021-10-08 20:12:00.000000+00:00\", \"2023-06-10 22:38:32.000000+00:00\"], \"session_ids\": [\"36cbd3e3-7abd-4b9b-8f0a-2bb9bd30949b\", \"b51c7ad7-be3d-4860-85b4-b6ad0d66b9fa\", \"6b7db498-eb98-437e-b1a6-4d994b4d4ac1\", \"43b0fa05-a8f1-4ddf-a4f3-b2ad6456809e\"], \"total_duration\": 1284.0, \"total_sessions\": 4, \"mean_week_duration\": 6.203}}, {\"37345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-06-20 20:22:51.000000+00:00\", \"2020-03-10 18:11:49.000000+00:00\", \"2019-05-06 09:07:28.000000+00:00\"], \"session_ids\": [\"7041e4c6-b704-488d-a1ba-bc2b02a9eb76\", \"d957794a-fcf6-4515-94b4-ae373e0824a7\", \"15da1546-6300-46cd-a181-dc7246209cfb\"], \"total_duration\": 1066.0, \"total_sessions\": 3, \"mean_week_duration\": 18.068}}, {\"80620\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-06-02 20:22:57.000000+00:00\", \"2019-09-18 00:48:52.000000+00:00\", \"2021-06-13 13:42:38.000000+00:00\", \"2023-01-30 06:40:05.000000+00:00\", \"2019-04-26 05:59:27.000000+00:00\", \"2021-06-13 11:53:05.000000+00:00\", \"2021-02-12 20:46:07.000000+00:00\", \"2022-05-25 17:57:40.000000+00:00\"], \"session_ids\": [\"b6515568-55fd-4f25-8960-f5bf01ba438e\", \"43ead96f-8e5e-42f7-936d-51011b3b1185\", \"9fee887c-6fe2-43b9-8513-102e80877567\", \"8cf0f3a1-6454-4fd8-89be-1dfa78906a32\", \"19deccc6-fdbb-47fa-ae88-a99534420e11\", \"8740ba78-7dbc-4db8-a7e0-92ae56679c1c\", \"4f9b60cf-db5d-4d73-8fbb-92a157eaf192\", \"cb9a4fd3-ad63-49ff-96c6-2a19a244a57a\"], \"total_duration\": 793.0, \"total_sessions\": 8, \"mean_week_duration\": 4.025}}, {\"18304\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-24 12:51:39.000000+00:00\", \"2019-12-14 11:46:40.000000+00:00\"], \"session_ids\": [\"f2435750-cfca-4037-8652-54c187e72fa0\", \"8d766f51-ecc8-4457-bcff-0f265ea57467\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 8.766}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the 4 users whose total duration is exactly 81 , apply sorting by sessions summation in desc order additionaly keep 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{\"98789\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-16 04:38:03.000000+00:00\", \"2022-06-18 21:44:52.000000+00:00\", \"2019-01-10 22:15:41.000000+00:00\", \"2019-04-26 22:42:29.000000+00:00\", \"2023-06-16 08:23:04.000000+00:00\", \"2021-09-22 22:05:55.000000+00:00\"], \"session_ids\": [\"633a3ceb-bac7-4c9a-839e-54dd92022b8b\", \"a23b7f31-fb64-4a5d-ac27-ae13c52121b4\", \"d1877733-d7e4-4169-9130-a38c99219f78\", \"d2d84467-83b8-4251-869b-6ec0632e2870\", \"106c2fc0-d74a-4cff-9dc0-dd456ec2afbe\", \"eb70c3d2-69b9-40ca-a8f7-1f1bf245146c\"], \"total_duration\": 1785.0, \"total_sessions\": 6, \"mean_week_duration\": 7.727}, \"1095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-23 00:58:44.000000+00:00\", \"2022-12-06 23:56:26.000000+00:00\"], \"session_ids\": [\"6bb33de4-42ec-4227-8884-b73931b8e99d\", \"5d3fa40d-bbd9-4988-bfa2-79d6b8b3f868\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 5.492}, \"20429\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-08-09 07:34:11.000000+00:00\", \"2019-06-18 01:39:19.000000+00:00\"], \"session_ids\": [\"3c7accff-cf45-4562-a841-d9d514aa717b\", \"93f80d87-ac27-4d87-9cab-6f3e92433ad5\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 0.726}, \"78629\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-07 23:50:50.000000+00:00\", \"2020-10-12 21:49:00.000000+00:00\", \"2019-06-23 09:50:31.000000+00:00\", \"2023-01-18 02:46:08.000000+00:00\"], \"session_ids\": [\"a07f5918-94ab-4b4e-b424-6a720d3a7d09\", \"15c91d4d-1675-4246-ae4b-2a57688edc84\", \"cd681fd2-9d79-4bcd-9f17-2af7c486a88e\", \"43a5112b-531b-40aa-b3fa-8ab69f145354\"], \"total_duration\": 545.0, \"total_sessions\": 4, \"mean_week_duration\": 2.914}, \"38608\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-07 17:55:52.000000+00:00\", \"2021-01-26 07:46:37.000000+00:00\", \"2022-10-03 04:08:01.000000+00:00\", \"2023-02-27 00:26:05.000000+00:00\", \"2019-01-14 04:22:43.000000+00:00\", \"2020-07-30 21:48:10.000000+00:00\"], \"session_ids\": [\"db0ee18b-fc63-4fc3-ae6f-9bcc2fa21fab\", \"c93421b4-f90c-4132-8bc8-3639634b5e56\", \"45805154-1c32-439f-9467-aa72ee20c349\", \"8264a275-d392-40a0-914c-649006f3887d\", \"0416dc45-10af-49bf-97ae-fd73e93b3f49\", \"b9c72abf-aade-4ff8-987d-b408b0388587\"], \"total_duration\": 1669.0, \"total_sessions\": 6, \"mean_week_duration\": 7.763}, \"77823\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-10 11:04:01.000000+00:00\", \"2019-08-07 19:43:31.000000+00:00\", \"2022-10-06 03:46:01.000000+00:00\"], \"session_ids\": [\"17bc5126-8ead-48a1-ad64-24dffe29084d\", \"187703b4-f275-453a-9b75-d5bc5d028c2a\", \"6a84b634-5ec4-49d6-b128-f24d5b0ccb82\"], \"total_duration\": 576.0, \"total_sessions\": 3, \"mean_week_duration\": 3.491}, \"50731\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-10-17 07:37:53.000000+00:00\", \"2020-12-24 16:44:28.000000+00:00\", \"2019-12-10 00:28:01.000000+00:00\"], \"session_ids\": [\"8d39a819-6b2c-4f21-b5ff-4a5b2f44e429\", \"420eeb6c-a9b7-4f6a-92c7-07c0834ef05a\", \"36c50374-21fe-4046-8990-8285ff3e5fb7\"], \"total_duration\": 138.0, \"total_sessions\": 3, \"mean_week_duration\": 0.926}, \"76823\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-05-17 03:40:19.000000+00:00\", \"2021-03-05 20:52:41.000000+00:00\", \"2022-04-06 13:04:13.000000+00:00\", \"2019-07-06 13:34:52.000000+00:00\", \"2021-12-17 12:52:36.000000+00:00\", \"2020-12-25 21:17:36.000000+00:00\", \"2020-02-08 04:17:38.000000+00:00\"], \"session_ids\": [\"67fafa5e-51f3-4188-a8c9-636a84d5c54c\", \"64749424-15a5-4344-924b-31556caa5e89\", \"e2b36fd8-795c-4029-ab79-8bf519376b56\", \"c0f9682c-8ea1-4c68-a3c0-a36b581a9754\", \"087b5f87-dfc8-4769-9ca2-dd72cce2f28b\", \"b976277f-e2cc-4a2e-a2bd-6d316d7992b6\", \"d922a4a8-d276-40c9-b302-d91b044305c0\"], \"total_duration\": 8790.0, \"total_sessions\": 7, \"mean_week_duration\": 61.042}, \"16227\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-11-17 21:06:42.000000+00:00\", \"2019-02-24 15:49:38.000000+00:00\"], \"session_ids\": [\"ad454ba7-ef50-4900-af78-d908b9b7e77b\", \"8f66b8a3-44b0-4f76-9fa2-63521133b8b2\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.385}, \"49256\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-01-28 00:41:02.000000+00:00\", \"2020-06-14 21:32:49.000000+00:00\", \"2023-02-20 03:41:06.000000+00:00\"], \"session_ids\": [\"29c0c3df-4d23-425f-9472-b762629ce2b5\", \"ed77f952-3d0d-4a46-800b-8877b456d99d\", \"614b290e-52a9-493a-8a87-b0c46561ee6a\"], \"total_duration\": 1033.0, \"total_sessions\": 3, \"mean_week_duration\": 7.379}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are 81" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"==\"]]}, \"all_values\": {\"total_duration\": [[81, 4037]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm eager to find out about 3 users who don't currently live in city Buenos Aires plus carry out sorting by town name 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{\"32345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-06 13:51:54.000000+00:00\", \"2022-03-05 13:25:05.000000+00:00\"], \"session_ids\": [\"0eaa7d08-e237-411f-977e-6947ab7a0144\", \"638bf729-746b-4a4c-9bb4-a8696397da47\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 4.63}, \"40060\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-08 23:51:49.000000+00:00\", \"2022-03-25 12:21:56.000000+00:00\"], \"session_ids\": [\"f1780241-a816-4e6b-8232-724ebdab1e34\", \"3ae367b0-0233-415d-b6ed-7b52500edb34\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.606}, \"36816\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-07 11:36:02.000000+00:00\", \"2022-05-23 11:51:05.000000+00:00\"], \"session_ids\": [\"4320f4c5-958c-40fd-b546-0c6950fe0b13\", \"bd6646cf-b2a5-4097-9702-56ecfd0f030b\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 2.259}, \"94053\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-08-05 23:12:25.000000+00:00\", \"2020-11-17 22:38:57.000000+00:00\", \"2022-08-16 07:53:56.000000+00:00\", \"2019-06-06 18:29:49.000000+00:00\", \"2022-03-11 11:15:12.000000+00:00\", \"2020-04-10 17:22:18.000000+00:00\", \"2023-04-04 01:40:11.000000+00:00\"], \"session_ids\": [\"a4bc0f74-e8bf-4c39-8915-43ac7ae31a01\", \"a07341f1-205b-41dc-a1c3-c36c8314f84f\", \"e269b82c-7e9b-4c92-be2b-29a32ca897da\", \"bd75dcac-3105-4c3c-9bb1-3994cc1b99e8\", \"2ed8bec6-279d-435a-9d4b-c58a9f27aeb3\", \"69e9dd65-5de9-4b3b-a78a-66078c85da30\", \"6f176d5b-e2ba-44d0-8a73-d35c6fdb545b\"], \"total_duration\": 1491.0, \"total_sessions\": 7, \"mean_week_duration\": 7.455}, \"14007\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-02-06 18:16:28.000000+00:00\", \"2020-08-08 22:06:54.000000+00:00\"], \"session_ids\": [\"9693014d-e08d-4142-ab26-4d63efc32278\", \"099f5624-adf5-4e14-85ff-50731ab9559b\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}, \"98853\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-02-19 03:53:21.000000+00:00\", \"2022-04-06 11:22:45.000000+00:00\"], \"session_ids\": [\"ba5ec3f4-6741-4e27-9fbb-328571e521ac\", \"ab771501-a34a-4fd1-a472-3194de55a2c1\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 1.279}, \"63400\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-04-16 03:37:21.000000+00:00\", \"2021-08-30 08:35:48.000000+00:00\"], \"session_ids\": [\"63bab69e-8934-475b-a19c-259166da91eb\", \"1052ca5b-236b-429e-938f-8b9ebedc9a2b\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 5.97}, \"46753\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-02-24 21:10:53.000000+00:00\", \"2021-04-01 11:02:53.000000+00:00\"], \"session_ids\": [\"e16ecc47-fab7-410c-aaf0-8b1ff0d14670\", \"170ab44d-908e-406f-a2f5-5981ca10caba\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 78.2}, \"20803\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-07-07 21:56:11.000000+00:00\", \"2022-11-29 11:30:33.000000+00:00\"], \"session_ids\": [\"2de113c0-030b-42e7-b762-dda0ab176af0\", \"30fe3486-b366-474c-ac7f-8a0e1abccae9\"], \"total_duration\": 127.0, \"total_sessions\": 2, \"mean_week_duration\": 1.016}, \"7759\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-31 04:32:59.000000+00:00\", \"2022-01-19 16:52:05.000000+00:00\", \"2021-11-01 06:46:24.000000+00:00\", \"2022-02-08 09:08:33.000000+00:00\"], \"session_ids\": [\"43bb138e-bb22-4052-9ec7-a2852892aa89\", \"6dacdb00-ff53-463e-9a01-8eeb4d16862d\", \"b210977e-fe0b-4437-b65c-d2e4c9d0d34a\", \"dcb82cab-a71f-4078-b3cb-d271ba095dfe\"], \"total_duration\": 592.0, \"total_sessions\": 4, \"mean_week_duration\": 21.143}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Buenos Aires" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Buenos Aires\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"32345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-06 13:51:54.000000+00:00\", \"2022-03-05 13:25:05.000000+00:00\"], \"session_ids\": [\"0eaa7d08-e237-411f-977e-6947ab7a0144\", \"638bf729-746b-4a4c-9bb4-a8696397da47\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 4.63}, \"40060\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-08 23:51:49.000000+00:00\", \"2022-03-25 12:21:56.000000+00:00\"], \"session_ids\": [\"f1780241-a816-4e6b-8232-724ebdab1e34\", \"3ae367b0-0233-415d-b6ed-7b52500edb34\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.606}, \"36816\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-07 11:36:02.000000+00:00\", \"2022-05-23 11:51:05.000000+00:00\"], \"session_ids\": [\"4320f4c5-958c-40fd-b546-0c6950fe0b13\", \"bd6646cf-b2a5-4097-9702-56ecfd0f030b\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 2.259}, \"94053\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-08-05 23:12:25.000000+00:00\", \"2020-11-17 22:38:57.000000+00:00\", \"2022-08-16 07:53:56.000000+00:00\", \"2019-06-06 18:29:49.000000+00:00\", \"2022-03-11 11:15:12.000000+00:00\", \"2020-04-10 17:22:18.000000+00:00\", \"2023-04-04 01:40:11.000000+00:00\"], \"session_ids\": [\"a4bc0f74-e8bf-4c39-8915-43ac7ae31a01\", \"a07341f1-205b-41dc-a1c3-c36c8314f84f\", \"e269b82c-7e9b-4c92-be2b-29a32ca897da\", \"bd75dcac-3105-4c3c-9bb1-3994cc1b99e8\", \"2ed8bec6-279d-435a-9d4b-c58a9f27aeb3\", \"69e9dd65-5de9-4b3b-a78a-66078c85da30\", \"6f176d5b-e2ba-44d0-8a73-d35c6fdb545b\"], \"total_duration\": 1491.0, \"total_sessions\": 7, \"mean_week_duration\": 7.455}, \"14007\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-02-06 18:16:28.000000+00:00\", \"2020-08-08 22:06:54.000000+00:00\"], \"session_ids\": [\"9693014d-e08d-4142-ab26-4d63efc32278\", \"099f5624-adf5-4e14-85ff-50731ab9559b\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}, \"98853\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-02-19 03:53:21.000000+00:00\", \"2022-04-06 11:22:45.000000+00:00\"], \"session_ids\": [\"ba5ec3f4-6741-4e27-9fbb-328571e521ac\", \"ab771501-a34a-4fd1-a472-3194de55a2c1\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 1.279}, \"63400\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-04-16 03:37:21.000000+00:00\", \"2021-08-30 08:35:48.000000+00:00\"], \"session_ids\": [\"63bab69e-8934-475b-a19c-259166da91eb\", \"1052ca5b-236b-429e-938f-8b9ebedc9a2b\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 5.97}, \"46753\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-02-24 21:10:53.000000+00:00\", \"2021-04-01 11:02:53.000000+00:00\"], \"session_ids\": [\"e16ecc47-fab7-410c-aaf0-8b1ff0d14670\", \"170ab44d-908e-406f-a2f5-5981ca10caba\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 78.2}, \"20803\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-07-07 21:56:11.000000+00:00\", \"2022-11-29 11:30:33.000000+00:00\"], \"session_ids\": [\"2de113c0-030b-42e7-b762-dda0ab176af0\", \"30fe3486-b366-474c-ac7f-8a0e1abccae9\"], \"total_duration\": 127.0, \"total_sessions\": 2, \"mean_week_duration\": 1.016}, \"7759\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-31 04:32:59.000000+00:00\", \"2022-01-19 16:52:05.000000+00:00\", \"2021-11-01 06:46:24.000000+00:00\", \"2022-02-08 09:08:33.000000+00:00\"], \"session_ids\": [\"43bb138e-bb22-4052-9ec7-a2852892aa89\", \"6dacdb00-ff53-463e-9a01-8eeb4d16862d\", \"b210977e-fe0b-4437-b65c-d2e4c9d0d34a\", \"dcb82cab-a71f-4078-b3cb-d271ba095dfe\"], \"total_duration\": 592.0, \"total_sessions\": 4, \"mean_week_duration\": 21.143}}\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[{\"36816\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-07 11:36:02.000000+00:00\", \"2022-05-23 11:51:05.000000+00:00\"], \"session_ids\": [\"4320f4c5-958c-40fd-b546-0c6950fe0b13\", \"bd6646cf-b2a5-4097-9702-56ecfd0f030b\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 2.259}}, {\"94053\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-08-05 23:12:25.000000+00:00\", \"2020-11-17 22:38:57.000000+00:00\", \"2022-08-16 07:53:56.000000+00:00\", \"2019-06-06 18:29:49.000000+00:00\", \"2022-03-11 11:15:12.000000+00:00\", \"2020-04-10 17:22:18.000000+00:00\", \"2023-04-04 01:40:11.000000+00:00\"], \"session_ids\": [\"a4bc0f74-e8bf-4c39-8915-43ac7ae31a01\", \"a07341f1-205b-41dc-a1c3-c36c8314f84f\", \"e269b82c-7e9b-4c92-be2b-29a32ca897da\", \"bd75dcac-3105-4c3c-9bb1-3994cc1b99e8\", \"2ed8bec6-279d-435a-9d4b-c58a9f27aeb3\", \"69e9dd65-5de9-4b3b-a78a-66078c85da30\", \"6f176d5b-e2ba-44d0-8a73-d35c6fdb545b\"], \"total_duration\": 1491.0, \"total_sessions\": 7, \"mean_week_duration\": 7.455}}, {\"32345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-06 13:51:54.000000+00:00\", \"2022-03-05 13:25:05.000000+00:00\"], \"session_ids\": [\"0eaa7d08-e237-411f-977e-6947ab7a0144\", \"638bf729-746b-4a4c-9bb4-a8696397da47\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 4.63}}, {\"63400\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-04-16 03:37:21.000000+00:00\", \"2021-08-30 08:35:48.000000+00:00\"], \"session_ids\": [\"63bab69e-8934-475b-a19c-259166da91eb\", \"1052ca5b-236b-429e-938f-8b9ebedc9a2b\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 5.97}}, {\"46753\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-02-24 21:10:53.000000+00:00\", \"2021-04-01 11:02:53.000000+00:00\"], \"session_ids\": [\"e16ecc47-fab7-410c-aaf0-8b1ff0d14670\", \"170ab44d-908e-406f-a2f5-5981ca10caba\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 78.2}}, {\"7759\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-31 04:32:59.000000+00:00\", \"2022-01-19 16:52:05.000000+00:00\", \"2021-11-01 06:46:24.000000+00:00\", \"2022-02-08 09:08:33.000000+00:00\"], \"session_ids\": [\"43bb138e-bb22-4052-9ec7-a2852892aa89\", \"6dacdb00-ff53-463e-9a01-8eeb4d16862d\", \"b210977e-fe0b-4437-b65c-d2e4c9d0d34a\", \"dcb82cab-a71f-4078-b3cb-d271ba095dfe\"], \"total_duration\": 592.0, \"total_sessions\": 4, \"mean_week_duration\": 21.143}}, {\"20803\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-07-07 21:56:11.000000+00:00\", \"2022-11-29 11:30:33.000000+00:00\"], \"session_ids\": [\"2de113c0-030b-42e7-b762-dda0ab176af0\", \"30fe3486-b366-474c-ac7f-8a0e1abccae9\"], \"total_duration\": 127.0, \"total_sessions\": 2, \"mean_week_duration\": 1.016}}, {\"14007\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-02-06 18:16:28.000000+00:00\", \"2020-08-08 22:06:54.000000+00:00\"], \"session_ids\": [\"9693014d-e08d-4142-ab26-4d63efc32278\", \"099f5624-adf5-4e14-85ff-50731ab9559b\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}}, {\"98853\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-02-19 03:53:21.000000+00:00\", \"2022-04-06 11:22:45.000000+00:00\"], \"session_ids\": [\"ba5ec3f4-6741-4e27-9fbb-328571e521ac\", \"ab771501-a34a-4fd1-a472-3194de55a2c1\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 1.279}}, {\"40060\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-08 23:51:49.000000+00:00\", \"2022-03-25 12:21:56.000000+00:00\"], \"session_ids\": [\"f1780241-a816-4e6b-8232-724ebdab1e34\", \"3ae367b0-0233-415d-b6ed-7b52500edb34\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.606}}]\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[{\"36816\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-07 11:36:02.000000+00:00\", \"2022-05-23 11:51:05.000000+00:00\"], \"session_ids\": [\"4320f4c5-958c-40fd-b546-0c6950fe0b13\", \"bd6646cf-b2a5-4097-9702-56ecfd0f030b\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 2.259}}, {\"94053\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-08-05 23:12:25.000000+00:00\", \"2020-11-17 22:38:57.000000+00:00\", \"2022-08-16 07:53:56.000000+00:00\", \"2019-06-06 18:29:49.000000+00:00\", \"2022-03-11 11:15:12.000000+00:00\", \"2020-04-10 17:22:18.000000+00:00\", \"2023-04-04 01:40:11.000000+00:00\"], \"session_ids\": [\"a4bc0f74-e8bf-4c39-8915-43ac7ae31a01\", \"a07341f1-205b-41dc-a1c3-c36c8314f84f\", \"e269b82c-7e9b-4c92-be2b-29a32ca897da\", \"bd75dcac-3105-4c3c-9bb1-3994cc1b99e8\", \"2ed8bec6-279d-435a-9d4b-c58a9f27aeb3\", \"69e9dd65-5de9-4b3b-a78a-66078c85da30\", \"6f176d5b-e2ba-44d0-8a73-d35c6fdb545b\"], \"total_duration\": 1491.0, \"total_sessions\": 7, \"mean_week_duration\": 7.455}}, {\"32345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-06 13:51:54.000000+00:00\", \"2022-03-05 13:25:05.000000+00:00\"], \"session_ids\": [\"0eaa7d08-e237-411f-977e-6947ab7a0144\", \"638bf729-746b-4a4c-9bb4-a8696397da47\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 4.63}}]\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[{\"36816\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-07 11:36:02.000000+00:00\", \"2022-05-23 11:51:05.000000+00:00\"], \"session_ids\": [\"4320f4c5-958c-40fd-b546-0c6950fe0b13\", \"bd6646cf-b2a5-4097-9702-56ecfd0f030b\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 2.259}}, {\"94053\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-08-05 23:12:25.000000+00:00\", \"2020-11-17 22:38:57.000000+00:00\", \"2022-08-16 07:53:56.000000+00:00\", \"2019-06-06 18:29:49.000000+00:00\", \"2022-03-11 11:15:12.000000+00:00\", \"2020-04-10 17:22:18.000000+00:00\", \"2023-04-04 01:40:11.000000+00:00\"], \"session_ids\": [\"a4bc0f74-e8bf-4c39-8915-43ac7ae31a01\", \"a07341f1-205b-41dc-a1c3-c36c8314f84f\", \"e269b82c-7e9b-4c92-be2b-29a32ca897da\", \"bd75dcac-3105-4c3c-9bb1-3994cc1b99e8\", \"2ed8bec6-279d-435a-9d4b-c58a9f27aeb3\", \"69e9dd65-5de9-4b3b-a78a-66078c85da30\", \"6f176d5b-e2ba-44d0-8a73-d35c6fdb545b\"], \"total_duration\": 1491.0, \"total_sessions\": 7, \"mean_week_duration\": 7.455}}, {\"32345\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-06 13:51:54.000000+00:00\", \"2022-03-05 13:25:05.000000+00:00\"], \"session_ids\": [\"0eaa7d08-e237-411f-977e-6947ab7a0144\", \"638bf729-746b-4a4c-9bb4-a8696397da47\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 4.63}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into 4 users whose time in app is bigger than 4790 and smaller than 2371 (not including) as well as implement sorting by average_week_duration 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{\"32914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-22 01:55:02.000000+00:00\", \"2021-12-08 06:59:20.000000+00:00\"], \"session_ids\": [\"abb28ab7-fcae-45ec-8ec0-fde76c6f3a1e\", \"5cea4364-58a4-4d68-a8ae-0e7f69e9262d\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 6.125}, \"43067\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-04 19:58:55.000000+00:00\", \"2020-06-27 01:53:59.000000+00:00\"], \"session_ids\": [\"03992330-af6c-4655-88f1-3d6d67984c58\", \"2cf53d32-133e-423a-9f44-903e3faae87b\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 14.25}, \"32124\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-18 09:30:19.000000+00:00\", \"2020-10-04 08:20:45.000000+00:00\", \"2021-09-16 12:08:03.000000+00:00\"], \"session_ids\": [\"ae86443d-567c-40d5-ab73-09b3d2e033ed\", \"c741711b-be22-4ec9-b049-f39a9c9322f1\", \"4282e0f5-697c-4c40-af04-f37407b64f61\"], \"total_duration\": 163.0, \"total_sessions\": 3, \"mean_week_duration\": 1.918}, \"19013\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-21 06:34:40.000000+00:00\", \"2023-03-13 11:25:43.000000+00:00\", \"2020-10-04 12:24:38.000000+00:00\", \"2022-10-10 05:56:12.000000+00:00\", \"2022-04-06 09:59:55.000000+00:00\", \"2023-03-21 02:11:31.000000+00:00\", \"2021-01-07 16:47:24.000000+00:00\", \"2020-08-03 22:56:03.000000+00:00\"], \"session_ids\": [\"af06d1a6-d2aa-4f43-bd6a-ec7c15964f28\", \"799f19d1-4a57-48f0-9b0d-4b7987ade489\", \"1b219fda-366b-4d36-970f-3c63d73d48a1\", \"c36bb450-9eaa-4f33-9275-618634475287\", \"7262aaed-5f38-496f-9bd7-8aa871b343e2\", \"b31afd8d-cb8e-44c0-82b9-386c13588016\", \"30f715c2-1c41-4bfd-90c5-586577a91549\", \"c7818f2f-2550-4361-bab8-566fce3609e2\"], \"total_duration\": 5011.0, \"total_sessions\": 8, \"mean_week_duration\": 26.797}, \"60025\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-01-17 07:24:14.000000+00:00\", \"2020-11-21 05:53:30.000000+00:00\", \"2022-05-10 06:38:44.000000+00:00\", \"2022-01-26 22:10:57.000000+00:00\"], \"session_ids\": [\"b92b48ba-5902-4d31-abbf-7380254d4bf0\", \"517e2251-4d6a-41d4-a77a-cdba8fcb1d90\", \"9e48a569-ac23-43e6-9bc1-0493de13bc09\", \"738465e3-2b37-4aaa-bfbb-24676fd28ef7\"], \"total_duration\": 1129.0, \"total_sessions\": 4, \"mean_week_duration\": 14.662}, \"43403\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-05 06:55:45.000000+00:00\", \"2020-05-01 20:12:16.000000+00:00\"], \"session_ids\": [\"f9bfeb89-0a58-4a2b-94b8-efc3fa08f048\", \"ad4fff82-6876-4db9-9c85-bc9f72d00567\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 8.615}, \"11613\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-06 08:29:35.000000+00:00\", \"2021-07-13 01:04:19.000000+00:00\"], \"session_ids\": [\"72e179aa-67fe-4742-a6e9-81c783dad399\", \"09550eb0-01ab-4ddf-aefe-922e49805a4b\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 1.136}, \"10957\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-08-04 04:27:30.000000+00:00\", \"2022-04-19 10:03:26.000000+00:00\", \"2021-09-17 08:20:51.000000+00:00\", \"2021-11-27 08:01:16.000000+00:00\"], \"session_ids\": [\"94d14670-3f82-4711-89a7-88d02323442c\", \"d76a0aca-6c30-4f98-ba15-714465382a25\", \"f3c235aa-cd9a-4067-a442-7a43f2135f05\", \"8b7a92df-7fe7-4546-8075-94aee99eda10\"], \"total_duration\": 111.0, \"total_sessions\": 4, \"mean_week_duration\": 2.413}, \"64425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-05 23:57:26.000000+00:00\", \"2022-07-07 20:41:28.000000+00:00\"], \"session_ids\": [\"80ce713c-f255-4b90-bafd-607c9f46acc0\", \"ff3787f3-c1ba-4173-8f45-086650c7e387\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.205}, \"15571\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-30 21:23:21.000000+00:00\", \"2019-11-18 22:57:25.000000+00:00\", \"2020-08-17 05:31:27.000000+00:00\", \"2020-10-28 13:18:15.000000+00:00\", \"2019-05-01 16:35:36.000000+00:00\", \"2020-12-03 10:46:06.000000+00:00\"], \"session_ids\": [\"bfb2ef88-bb75-460c-a8dc-1538c05b4787\", \"6b1bd18c-01f0-47db-9850-233858831748\", \"2370e8b5-c9d1-4618-b64f-0bb31c742fcc\", \"2623a67e-5e6c-4aa6-b24a-85447711d3ff\", \"4ff80da0-d469-492b-92b1-e6278afabe5e\", \"37aa5eb1-9558-43b4-a4d2-29c241844699\"], \"total_duration\": 4959.0, \"total_sessions\": 6, \"mean_week_duration\": 30.801}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are less than 2371 and are equal or greater than 4790" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_duration\": [[2371, 4790]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"32914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-22 01:55:02.000000+00:00\", \"2021-12-08 06:59:20.000000+00:00\"], \"session_ids\": [\"abb28ab7-fcae-45ec-8ec0-fde76c6f3a1e\", \"5cea4364-58a4-4d68-a8ae-0e7f69e9262d\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 6.125}, \"43067\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-04 19:58:55.000000+00:00\", \"2020-06-27 01:53:59.000000+00:00\"], \"session_ids\": [\"03992330-af6c-4655-88f1-3d6d67984c58\", \"2cf53d32-133e-423a-9f44-903e3faae87b\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 14.25}, \"32124\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-18 09:30:19.000000+00:00\", \"2020-10-04 08:20:45.000000+00:00\", \"2021-09-16 12:08:03.000000+00:00\"], \"session_ids\": [\"ae86443d-567c-40d5-ab73-09b3d2e033ed\", \"c741711b-be22-4ec9-b049-f39a9c9322f1\", \"4282e0f5-697c-4c40-af04-f37407b64f61\"], \"total_duration\": 163.0, \"total_sessions\": 3, \"mean_week_duration\": 1.918}, \"60025\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-01-17 07:24:14.000000+00:00\", \"2020-11-21 05:53:30.000000+00:00\", \"2022-05-10 06:38:44.000000+00:00\", \"2022-01-26 22:10:57.000000+00:00\"], \"session_ids\": [\"b92b48ba-5902-4d31-abbf-7380254d4bf0\", \"517e2251-4d6a-41d4-a77a-cdba8fcb1d90\", \"9e48a569-ac23-43e6-9bc1-0493de13bc09\", \"738465e3-2b37-4aaa-bfbb-24676fd28ef7\"], \"total_duration\": 1129.0, \"total_sessions\": 4, \"mean_week_duration\": 14.662}, \"43403\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-05 06:55:45.000000+00:00\", \"2020-05-01 20:12:16.000000+00:00\"], \"session_ids\": [\"f9bfeb89-0a58-4a2b-94b8-efc3fa08f048\", \"ad4fff82-6876-4db9-9c85-bc9f72d00567\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 8.615}, \"11613\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-06 08:29:35.000000+00:00\", \"2021-07-13 01:04:19.000000+00:00\"], \"session_ids\": [\"72e179aa-67fe-4742-a6e9-81c783dad399\", \"09550eb0-01ab-4ddf-aefe-922e49805a4b\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 1.136}, \"10957\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-08-04 04:27:30.000000+00:00\", \"2022-04-19 10:03:26.000000+00:00\", \"2021-09-17 08:20:51.000000+00:00\", \"2021-11-27 08:01:16.000000+00:00\"], \"session_ids\": [\"94d14670-3f82-4711-89a7-88d02323442c\", \"d76a0aca-6c30-4f98-ba15-714465382a25\", \"f3c235aa-cd9a-4067-a442-7a43f2135f05\", \"8b7a92df-7fe7-4546-8075-94aee99eda10\"], \"total_duration\": 111.0, \"total_sessions\": 4, \"mean_week_duration\": 2.413}, \"64425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-05 23:57:26.000000+00:00\", \"2022-07-07 20:41:28.000000+00:00\"], \"session_ids\": [\"80ce713c-f255-4b90-bafd-607c9f46acc0\", \"ff3787f3-c1ba-4173-8f45-086650c7e387\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.205}, \"19013\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-21 06:34:40.000000+00:00\", \"2023-03-13 11:25:43.000000+00:00\", \"2020-10-04 12:24:38.000000+00:00\", \"2022-10-10 05:56:12.000000+00:00\", \"2022-04-06 09:59:55.000000+00:00\", \"2023-03-21 02:11:31.000000+00:00\", \"2021-01-07 16:47:24.000000+00:00\", \"2020-08-03 22:56:03.000000+00:00\"], \"session_ids\": [\"af06d1a6-d2aa-4f43-bd6a-ec7c15964f28\", \"799f19d1-4a57-48f0-9b0d-4b7987ade489\", \"1b219fda-366b-4d36-970f-3c63d73d48a1\", \"c36bb450-9eaa-4f33-9275-618634475287\", \"7262aaed-5f38-496f-9bd7-8aa871b343e2\", \"b31afd8d-cb8e-44c0-82b9-386c13588016\", \"30f715c2-1c41-4bfd-90c5-586577a91549\", \"c7818f2f-2550-4361-bab8-566fce3609e2\"], \"total_duration\": 5011.0, \"total_sessions\": 8, \"mean_week_duration\": 26.797}, \"15571\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-30 21:23:21.000000+00:00\", \"2019-11-18 22:57:25.000000+00:00\", \"2020-08-17 05:31:27.000000+00:00\", \"2020-10-28 13:18:15.000000+00:00\", \"2019-05-01 16:35:36.000000+00:00\", \"2020-12-03 10:46:06.000000+00:00\"], \"session_ids\": [\"bfb2ef88-bb75-460c-a8dc-1538c05b4787\", \"6b1bd18c-01f0-47db-9850-233858831748\", \"2370e8b5-c9d1-4618-b64f-0bb31c742fcc\", \"2623a67e-5e6c-4aa6-b24a-85447711d3ff\", \"4ff80da0-d469-492b-92b1-e6278afabe5e\", \"37aa5eb1-9558-43b4-a4d2-29c241844699\"], \"total_duration\": 4959.0, \"total_sessions\": 6, \"mean_week_duration\": 30.801}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute." }, { "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[{\"15571\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-30 21:23:21.000000+00:00\", \"2019-11-18 22:57:25.000000+00:00\", \"2020-08-17 05:31:27.000000+00:00\", \"2020-10-28 13:18:15.000000+00:00\", \"2019-05-01 16:35:36.000000+00:00\", \"2020-12-03 10:46:06.000000+00:00\"], \"session_ids\": [\"bfb2ef88-bb75-460c-a8dc-1538c05b4787\", \"6b1bd18c-01f0-47db-9850-233858831748\", \"2370e8b5-c9d1-4618-b64f-0bb31c742fcc\", \"2623a67e-5e6c-4aa6-b24a-85447711d3ff\", \"4ff80da0-d469-492b-92b1-e6278afabe5e\", \"37aa5eb1-9558-43b4-a4d2-29c241844699\"], \"total_duration\": 4959.0, \"total_sessions\": 6, \"mean_week_duration\": 30.801}}, {\"19013\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-21 06:34:40.000000+00:00\", \"2023-03-13 11:25:43.000000+00:00\", \"2020-10-04 12:24:38.000000+00:00\", \"2022-10-10 05:56:12.000000+00:00\", \"2022-04-06 09:59:55.000000+00:00\", \"2023-03-21 02:11:31.000000+00:00\", \"2021-01-07 16:47:24.000000+00:00\", \"2020-08-03 22:56:03.000000+00:00\"], \"session_ids\": [\"af06d1a6-d2aa-4f43-bd6a-ec7c15964f28\", \"799f19d1-4a57-48f0-9b0d-4b7987ade489\", \"1b219fda-366b-4d36-970f-3c63d73d48a1\", \"c36bb450-9eaa-4f33-9275-618634475287\", \"7262aaed-5f38-496f-9bd7-8aa871b343e2\", \"b31afd8d-cb8e-44c0-82b9-386c13588016\", \"30f715c2-1c41-4bfd-90c5-586577a91549\", \"c7818f2f-2550-4361-bab8-566fce3609e2\"], \"total_duration\": 5011.0, \"total_sessions\": 8, \"mean_week_duration\": 26.797}}, {\"60025\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-01-17 07:24:14.000000+00:00\", \"2020-11-21 05:53:30.000000+00:00\", \"2022-05-10 06:38:44.000000+00:00\", \"2022-01-26 22:10:57.000000+00:00\"], \"session_ids\": [\"b92b48ba-5902-4d31-abbf-7380254d4bf0\", \"517e2251-4d6a-41d4-a77a-cdba8fcb1d90\", \"9e48a569-ac23-43e6-9bc1-0493de13bc09\", \"738465e3-2b37-4aaa-bfbb-24676fd28ef7\"], \"total_duration\": 1129.0, \"total_sessions\": 4, \"mean_week_duration\": 14.662}}, {\"43067\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-04 19:58:55.000000+00:00\", \"2020-06-27 01:53:59.000000+00:00\"], \"session_ids\": [\"03992330-af6c-4655-88f1-3d6d67984c58\", \"2cf53d32-133e-423a-9f44-903e3faae87b\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 14.25}}, {\"43403\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-05 06:55:45.000000+00:00\", \"2020-05-01 20:12:16.000000+00:00\"], \"session_ids\": [\"f9bfeb89-0a58-4a2b-94b8-efc3fa08f048\", \"ad4fff82-6876-4db9-9c85-bc9f72d00567\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 8.615}}, {\"32914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-22 01:55:02.000000+00:00\", \"2021-12-08 06:59:20.000000+00:00\"], \"session_ids\": [\"abb28ab7-fcae-45ec-8ec0-fde76c6f3a1e\", \"5cea4364-58a4-4d68-a8ae-0e7f69e9262d\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 6.125}}, {\"10957\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-08-04 04:27:30.000000+00:00\", \"2022-04-19 10:03:26.000000+00:00\", \"2021-09-17 08:20:51.000000+00:00\", \"2021-11-27 08:01:16.000000+00:00\"], \"session_ids\": [\"94d14670-3f82-4711-89a7-88d02323442c\", \"d76a0aca-6c30-4f98-ba15-714465382a25\", \"f3c235aa-cd9a-4067-a442-7a43f2135f05\", \"8b7a92df-7fe7-4546-8075-94aee99eda10\"], \"total_duration\": 111.0, \"total_sessions\": 4, \"mean_week_duration\": 2.413}}, {\"32124\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-18 09:30:19.000000+00:00\", \"2020-10-04 08:20:45.000000+00:00\", \"2021-09-16 12:08:03.000000+00:00\"], \"session_ids\": [\"ae86443d-567c-40d5-ab73-09b3d2e033ed\", \"c741711b-be22-4ec9-b049-f39a9c9322f1\", \"4282e0f5-697c-4c40-af04-f37407b64f61\"], \"total_duration\": 163.0, \"total_sessions\": 3, \"mean_week_duration\": 1.918}}, {\"11613\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-06 08:29:35.000000+00:00\", \"2021-07-13 01:04:19.000000+00:00\"], \"session_ids\": [\"72e179aa-67fe-4742-a6e9-81c783dad399\", \"09550eb0-01ab-4ddf-aefe-922e49805a4b\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 1.136}}, {\"64425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-05 23:57:26.000000+00:00\", \"2022-07-07 20:41:28.000000+00:00\"], \"session_ids\": [\"80ce713c-f255-4b90-bafd-607c9f46acc0\", \"ff3787f3-c1ba-4173-8f45-086650c7e387\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.205}}]\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[{\"15571\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-30 21:23:21.000000+00:00\", \"2019-11-18 22:57:25.000000+00:00\", \"2020-08-17 05:31:27.000000+00:00\", \"2020-10-28 13:18:15.000000+00:00\", \"2019-05-01 16:35:36.000000+00:00\", \"2020-12-03 10:46:06.000000+00:00\"], \"session_ids\": [\"bfb2ef88-bb75-460c-a8dc-1538c05b4787\", \"6b1bd18c-01f0-47db-9850-233858831748\", \"2370e8b5-c9d1-4618-b64f-0bb31c742fcc\", \"2623a67e-5e6c-4aa6-b24a-85447711d3ff\", \"4ff80da0-d469-492b-92b1-e6278afabe5e\", \"37aa5eb1-9558-43b4-a4d2-29c241844699\"], \"total_duration\": 4959.0, \"total_sessions\": 6, \"mean_week_duration\": 30.801}}, {\"19013\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-21 06:34:40.000000+00:00\", \"2023-03-13 11:25:43.000000+00:00\", \"2020-10-04 12:24:38.000000+00:00\", \"2022-10-10 05:56:12.000000+00:00\", \"2022-04-06 09:59:55.000000+00:00\", \"2023-03-21 02:11:31.000000+00:00\", \"2021-01-07 16:47:24.000000+00:00\", \"2020-08-03 22:56:03.000000+00:00\"], \"session_ids\": [\"af06d1a6-d2aa-4f43-bd6a-ec7c15964f28\", \"799f19d1-4a57-48f0-9b0d-4b7987ade489\", \"1b219fda-366b-4d36-970f-3c63d73d48a1\", \"c36bb450-9eaa-4f33-9275-618634475287\", \"7262aaed-5f38-496f-9bd7-8aa871b343e2\", \"b31afd8d-cb8e-44c0-82b9-386c13588016\", \"30f715c2-1c41-4bfd-90c5-586577a91549\", \"c7818f2f-2550-4361-bab8-566fce3609e2\"], \"total_duration\": 5011.0, \"total_sessions\": 8, \"mean_week_duration\": 26.797}}, {\"60025\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-01-17 07:24:14.000000+00:00\", \"2020-11-21 05:53:30.000000+00:00\", \"2022-05-10 06:38:44.000000+00:00\", \"2022-01-26 22:10:57.000000+00:00\"], \"session_ids\": [\"b92b48ba-5902-4d31-abbf-7380254d4bf0\", \"517e2251-4d6a-41d4-a77a-cdba8fcb1d90\", \"9e48a569-ac23-43e6-9bc1-0493de13bc09\", \"738465e3-2b37-4aaa-bfbb-24676fd28ef7\"], \"total_duration\": 1129.0, \"total_sessions\": 4, \"mean_week_duration\": 14.662}}, {\"43067\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-04 19:58:55.000000+00:00\", \"2020-06-27 01:53:59.000000+00:00\"], \"session_ids\": [\"03992330-af6c-4655-88f1-3d6d67984c58\", \"2cf53d32-133e-423a-9f44-903e3faae87b\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 14.25}}]\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[{\"15571\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-05-30 21:23:21.000000+00:00\", \"2019-11-18 22:57:25.000000+00:00\", \"2020-08-17 05:31:27.000000+00:00\", \"2020-10-28 13:18:15.000000+00:00\", \"2019-05-01 16:35:36.000000+00:00\", \"2020-12-03 10:46:06.000000+00:00\"], \"session_ids\": [\"bfb2ef88-bb75-460c-a8dc-1538c05b4787\", \"6b1bd18c-01f0-47db-9850-233858831748\", \"2370e8b5-c9d1-4618-b64f-0bb31c742fcc\", \"2623a67e-5e6c-4aa6-b24a-85447711d3ff\", \"4ff80da0-d469-492b-92b1-e6278afabe5e\", \"37aa5eb1-9558-43b4-a4d2-29c241844699\"], \"total_duration\": 4959.0, \"total_sessions\": 6, \"mean_week_duration\": 30.801}}, {\"19013\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-21 06:34:40.000000+00:00\", \"2023-03-13 11:25:43.000000+00:00\", \"2020-10-04 12:24:38.000000+00:00\", \"2022-10-10 05:56:12.000000+00:00\", \"2022-04-06 09:59:55.000000+00:00\", \"2023-03-21 02:11:31.000000+00:00\", \"2021-01-07 16:47:24.000000+00:00\", \"2020-08-03 22:56:03.000000+00:00\"], \"session_ids\": [\"af06d1a6-d2aa-4f43-bd6a-ec7c15964f28\", \"799f19d1-4a57-48f0-9b0d-4b7987ade489\", \"1b219fda-366b-4d36-970f-3c63d73d48a1\", \"c36bb450-9eaa-4f33-9275-618634475287\", \"7262aaed-5f38-496f-9bd7-8aa871b343e2\", \"b31afd8d-cb8e-44c0-82b9-386c13588016\", \"30f715c2-1c41-4bfd-90c5-586577a91549\", \"c7818f2f-2550-4361-bab8-566fce3609e2\"], \"total_duration\": 5011.0, \"total_sessions\": 8, \"mean_week_duration\": 26.797}}, {\"60025\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-01-17 07:24:14.000000+00:00\", \"2020-11-21 05:53:30.000000+00:00\", \"2022-05-10 06:38:44.000000+00:00\", \"2022-01-26 22:10:57.000000+00:00\"], \"session_ids\": [\"b92b48ba-5902-4d31-abbf-7380254d4bf0\", \"517e2251-4d6a-41d4-a77a-cdba8fcb1d90\", \"9e48a569-ac23-43e6-9bc1-0493de13bc09\", \"738465e3-2b37-4aaa-bfbb-24676fd28ef7\"], \"total_duration\": 1129.0, \"total_sessions\": 4, \"mean_week_duration\": 14.662}}, {\"43067\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-04 19:58:55.000000+00:00\", \"2020-06-27 01:53:59.000000+00:00\"], \"session_ids\": [\"03992330-af6c-4655-88f1-3d6d67984c58\", \"2cf53d32-133e-423a-9f44-903e3faae87b\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 14.25}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on 6 users with a overall total sessions that is higher than 2 and lower than 5, exclusive 2 inclusive 5 , put to use sorting by total sessoins count from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"2820\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-13 12:20:20.000000+00:00\", \"2022-02-18 13:09:51.000000+00:00\", \"2019-04-20 04:09:00.000000+00:00\", \"2023-06-19 08:42:24.000000+00:00\"], \"session_ids\": [\"2784c87b-bf0a-41e9-8462-99f3ae68fce6\", \"8a8019d0-60d0-4f4c-aa41-f529470b41b2\", \"a1d66bc5-29e8-4100-b52c-4db6cdb94fa5\", \"bb039341-9739-45c5-ba0d-5a301b30e6d6\"], \"total_duration\": 126.0, \"total_sessions\": 4, \"mean_week_duration\": 0.578}, \"89075\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-09 21:16:49.000000+00:00\", \"2019-01-18 15:39:59.000000+00:00\"], \"session_ids\": [\"d045546c-fb1c-4151-8f15-cadf874a6b9d\", \"4efd8d9c-65bb-41bc-9351-e84d8501c8e3\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.111}, \"85165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-19 07:01:35.000000+00:00\", \"2021-08-09 21:12:11.000000+00:00\"], \"session_ids\": [\"2499edc5-42fa-403c-8da7-58b7870bd520\", \"0ebf7123-135e-4945-80a4-8d32dfb13807\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 2.965}, \"82199\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-10 00:43:31.000000+00:00\", \"2020-09-04 18:47:35.000000+00:00\", \"2020-09-27 17:45:25.000000+00:00\"], \"session_ids\": [\"449e4334-68f4-4d3e-bc56-d7c923ff23ad\", \"024f1f97-4e20-45f2-9065-896a6c732e6d\", \"2dd451eb-c4df-415f-9f33-d20f92ac6d9b\"], \"total_duration\": 158.0, \"total_sessions\": 3, \"mean_week_duration\": 6.87}, \"24941\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-28 12:34:31.000000+00:00\", \"2021-10-04 23:27:22.000000+00:00\", \"2019-04-25 11:01:28.000000+00:00\", \"2020-06-23 21:29:47.000000+00:00\"], \"session_ids\": [\"65c6f897-4063-4f54-97cc-c172ee9713ec\", \"1777a7a5-1266-4645-824f-2286398c488b\", \"739230f6-42f2-430d-a192-f5f8826c83b8\", \"321eefe0-6130-4dcf-966f-272f6626fa0e\"], \"total_duration\": 815.0, \"total_sessions\": 4, \"mean_week_duration\": 6.367}, \"18132\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-13 11:19:47.000000+00:00\", \"2021-06-30 11:44:38.000000+00:00\", \"2020-03-26 08:46:27.000000+00:00\"], \"session_ids\": [\"d3185797-3df4-4ff7-be17-96dd9b5e3507\", \"d69b5c21-e7f4-4b05-af83-8df7c16831cb\", \"87bd3303-ef53-4cd0-bb0b-b75ad3bf8012\"], \"total_duration\": 397.0, \"total_sessions\": 3, \"mean_week_duration\": 4.901}, \"36909\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-02 06:58:31.000000+00:00\", \"2020-12-03 23:03:30.000000+00:00\", \"2021-06-09 23:00:55.000000+00:00\", \"2022-10-14 20:11:14.000000+00:00\", \"2019-12-26 07:09:37.000000+00:00\", \"2020-08-06 06:12:12.000000+00:00\", \"2021-11-23 02:50:29.000000+00:00\", \"2023-06-15 06:50:24.000000+00:00\", \"2019-02-26 13:02:27.000000+00:00\"], \"session_ids\": [\"85621855-5e6a-4ec4-8201-5f19d3d94b4f\", \"1a5d10db-9b2a-4b92-8e56-3b7d60e4a6e6\", \"1d58038d-0c1c-4f8a-a666-a67c6463fa6a\", \"7ec9ab2b-1871-4a79-ad40-efb7f0b75367\", \"80d0f330-58fc-4530-b9ec-4a280556e8f2\", \"696b57d7-4b1e-42b1-b82a-5489a76d540b\", \"683db808-7a5a-4397-be67-6276957f9b16\", \"8bbf95f2-a154-4b58-9825-bd03b347cb4f\", \"fff87133-d9c0-48aa-9cf2-c696de1f1afc\"], \"total_duration\": 10340.0, \"total_sessions\": 9, \"mean_week_duration\": 45.956}, \"60566\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-05-06 18:14:52.000000+00:00\", \"2019-11-08 05:40:45.000000+00:00\", \"2019-12-07 10:20:01.000000+00:00\", \"2019-06-30 07:32:24.000000+00:00\", \"2019-01-25 07:54:02.000000+00:00\"], \"session_ids\": [\"c6c8d4f9-2575-45e0-9426-923842f5d272\", \"182354d3-efc4-42ca-84ac-e953ca7270c9\", \"09e6c5a6-3f4b-4d05-9d50-cf2f96d91dde\", \"e67afeb0-e9a5-4e63-a43b-1084f2591590\", \"18806a25-d8ac-4193-91f3-a47b63980ec8\"], \"total_duration\": 88.0, \"total_sessions\": 5, \"mean_week_duration\": 0.739}, \"16006\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-28 16:55:12.000000+00:00\", \"2023-01-20 13:07:27.000000+00:00\"], \"session_ids\": [\"111e08bf-d029-49e6-8732-c950ed42d55d\", \"3094e070-389a-4370-a2bb-370c5d108679\"], \"total_duration\": 388.0, \"total_sessions\": 2, \"mean_week_duration\": 3.593}, \"48073\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-02 02:11:29.000000+00:00\", \"2019-06-06 20:43:48.000000+00:00\", \"2020-04-27 17:31:37.000000+00:00\", \"2022-04-03 04:04:47.000000+00:00\", \"2023-01-03 08:59:58.000000+00:00\", \"2022-02-27 21:14:44.000000+00:00\", \"2023-04-10 05:03:45.000000+00:00\", \"2019-12-30 13:57:14.000000+00:00\"], \"session_ids\": [\"1dfd6755-502f-4ad0-91c0-317282086cef\", \"4a2dedb4-707d-4c1c-8584-0a2c1dcc116c\", \"503eaea6-ec6b-4b47-9da2-dcbacbe363e8\", \"1c57b2bb-6d9e-4995-8f8c-8c4f4c381f45\", \"e5055d25-7a54-4e79-928a-f79894d7d625\", \"e489d5bc-7495-415e-b796-25195021d333\", \"05d3ab34-1e65-4836-9330-ca1c76a2d076\", \"db9be9f1-1d84-4211-af4e-3b10dbcfa6de\"], \"total_duration\": 124.0, \"total_sessions\": 8, \"mean_week_duration\": 0.556}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are greater than 2 and are equal or less than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[2, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"2820\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-13 12:20:20.000000+00:00\", \"2022-02-18 13:09:51.000000+00:00\", \"2019-04-20 04:09:00.000000+00:00\", \"2023-06-19 08:42:24.000000+00:00\"], \"session_ids\": [\"2784c87b-bf0a-41e9-8462-99f3ae68fce6\", \"8a8019d0-60d0-4f4c-aa41-f529470b41b2\", \"a1d66bc5-29e8-4100-b52c-4db6cdb94fa5\", \"bb039341-9739-45c5-ba0d-5a301b30e6d6\"], \"total_duration\": 126.0, \"total_sessions\": 4, \"mean_week_duration\": 0.578}, \"82199\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-10 00:43:31.000000+00:00\", \"2020-09-04 18:47:35.000000+00:00\", \"2020-09-27 17:45:25.000000+00:00\"], \"session_ids\": [\"449e4334-68f4-4d3e-bc56-d7c923ff23ad\", \"024f1f97-4e20-45f2-9065-896a6c732e6d\", \"2dd451eb-c4df-415f-9f33-d20f92ac6d9b\"], \"total_duration\": 158.0, \"total_sessions\": 3, \"mean_week_duration\": 6.87}, \"24941\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-28 12:34:31.000000+00:00\", \"2021-10-04 23:27:22.000000+00:00\", \"2019-04-25 11:01:28.000000+00:00\", \"2020-06-23 21:29:47.000000+00:00\"], \"session_ids\": [\"65c6f897-4063-4f54-97cc-c172ee9713ec\", \"1777a7a5-1266-4645-824f-2286398c488b\", \"739230f6-42f2-430d-a192-f5f8826c83b8\", \"321eefe0-6130-4dcf-966f-272f6626fa0e\"], \"total_duration\": 815.0, \"total_sessions\": 4, \"mean_week_duration\": 6.367}, \"18132\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-13 11:19:47.000000+00:00\", \"2021-06-30 11:44:38.000000+00:00\", \"2020-03-26 08:46:27.000000+00:00\"], \"session_ids\": [\"d3185797-3df4-4ff7-be17-96dd9b5e3507\", \"d69b5c21-e7f4-4b05-af83-8df7c16831cb\", \"87bd3303-ef53-4cd0-bb0b-b75ad3bf8012\"], \"total_duration\": 397.0, \"total_sessions\": 3, \"mean_week_duration\": 4.901}, \"60566\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-05-06 18:14:52.000000+00:00\", \"2019-11-08 05:40:45.000000+00:00\", \"2019-12-07 10:20:01.000000+00:00\", \"2019-06-30 07:32:24.000000+00:00\", \"2019-01-25 07:54:02.000000+00:00\"], \"session_ids\": [\"c6c8d4f9-2575-45e0-9426-923842f5d272\", \"182354d3-efc4-42ca-84ac-e953ca7270c9\", \"09e6c5a6-3f4b-4d05-9d50-cf2f96d91dde\", \"e67afeb0-e9a5-4e63-a43b-1084f2591590\", \"18806a25-d8ac-4193-91f3-a47b63980ec8\"], \"total_duration\": 88.0, \"total_sessions\": 5, \"mean_week_duration\": 0.739}}\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[{\"60566\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-05-06 18:14:52.000000+00:00\", \"2019-11-08 05:40:45.000000+00:00\", \"2019-12-07 10:20:01.000000+00:00\", \"2019-06-30 07:32:24.000000+00:00\", \"2019-01-25 07:54:02.000000+00:00\"], \"session_ids\": [\"c6c8d4f9-2575-45e0-9426-923842f5d272\", \"182354d3-efc4-42ca-84ac-e953ca7270c9\", \"09e6c5a6-3f4b-4d05-9d50-cf2f96d91dde\", \"e67afeb0-e9a5-4e63-a43b-1084f2591590\", \"18806a25-d8ac-4193-91f3-a47b63980ec8\"], \"total_duration\": 88.0, \"total_sessions\": 5, \"mean_week_duration\": 0.739}}, {\"2820\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-13 12:20:20.000000+00:00\", \"2022-02-18 13:09:51.000000+00:00\", \"2019-04-20 04:09:00.000000+00:00\", \"2023-06-19 08:42:24.000000+00:00\"], \"session_ids\": [\"2784c87b-bf0a-41e9-8462-99f3ae68fce6\", \"8a8019d0-60d0-4f4c-aa41-f529470b41b2\", \"a1d66bc5-29e8-4100-b52c-4db6cdb94fa5\", \"bb039341-9739-45c5-ba0d-5a301b30e6d6\"], \"total_duration\": 126.0, \"total_sessions\": 4, \"mean_week_duration\": 0.578}}, {\"24941\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-28 12:34:31.000000+00:00\", \"2021-10-04 23:27:22.000000+00:00\", \"2019-04-25 11:01:28.000000+00:00\", \"2020-06-23 21:29:47.000000+00:00\"], \"session_ids\": [\"65c6f897-4063-4f54-97cc-c172ee9713ec\", \"1777a7a5-1266-4645-824f-2286398c488b\", \"739230f6-42f2-430d-a192-f5f8826c83b8\", \"321eefe0-6130-4dcf-966f-272f6626fa0e\"], \"total_duration\": 815.0, \"total_sessions\": 4, \"mean_week_duration\": 6.367}}, {\"82199\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-10 00:43:31.000000+00:00\", \"2020-09-04 18:47:35.000000+00:00\", \"2020-09-27 17:45:25.000000+00:00\"], \"session_ids\": [\"449e4334-68f4-4d3e-bc56-d7c923ff23ad\", \"024f1f97-4e20-45f2-9065-896a6c732e6d\", \"2dd451eb-c4df-415f-9f33-d20f92ac6d9b\"], \"total_duration\": 158.0, \"total_sessions\": 3, \"mean_week_duration\": 6.87}}, {\"18132\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-13 11:19:47.000000+00:00\", \"2021-06-30 11:44:38.000000+00:00\", \"2020-03-26 08:46:27.000000+00:00\"], \"session_ids\": [\"d3185797-3df4-4ff7-be17-96dd9b5e3507\", \"d69b5c21-e7f4-4b05-af83-8df7c16831cb\", \"87bd3303-ef53-4cd0-bb0b-b75ad3bf8012\"], \"total_duration\": 397.0, \"total_sessions\": 3, \"mean_week_duration\": 4.901}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 6 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"60566\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-05-06 18:14:52.000000+00:00\", \"2019-11-08 05:40:45.000000+00:00\", \"2019-12-07 10:20:01.000000+00:00\", \"2019-06-30 07:32:24.000000+00:00\", \"2019-01-25 07:54:02.000000+00:00\"], \"session_ids\": [\"c6c8d4f9-2575-45e0-9426-923842f5d272\", \"182354d3-efc4-42ca-84ac-e953ca7270c9\", \"09e6c5a6-3f4b-4d05-9d50-cf2f96d91dde\", \"e67afeb0-e9a5-4e63-a43b-1084f2591590\", \"18806a25-d8ac-4193-91f3-a47b63980ec8\"], \"total_duration\": 88.0, \"total_sessions\": 5, \"mean_week_duration\": 0.739}}, {\"2820\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-13 12:20:20.000000+00:00\", \"2022-02-18 13:09:51.000000+00:00\", \"2019-04-20 04:09:00.000000+00:00\", \"2023-06-19 08:42:24.000000+00:00\"], \"session_ids\": [\"2784c87b-bf0a-41e9-8462-99f3ae68fce6\", \"8a8019d0-60d0-4f4c-aa41-f529470b41b2\", \"a1d66bc5-29e8-4100-b52c-4db6cdb94fa5\", \"bb039341-9739-45c5-ba0d-5a301b30e6d6\"], \"total_duration\": 126.0, \"total_sessions\": 4, \"mean_week_duration\": 0.578}}, {\"24941\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-28 12:34:31.000000+00:00\", \"2021-10-04 23:27:22.000000+00:00\", \"2019-04-25 11:01:28.000000+00:00\", \"2020-06-23 21:29:47.000000+00:00\"], \"session_ids\": [\"65c6f897-4063-4f54-97cc-c172ee9713ec\", \"1777a7a5-1266-4645-824f-2286398c488b\", \"739230f6-42f2-430d-a192-f5f8826c83b8\", \"321eefe0-6130-4dcf-966f-272f6626fa0e\"], \"total_duration\": 815.0, \"total_sessions\": 4, \"mean_week_duration\": 6.367}}, {\"82199\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-10 00:43:31.000000+00:00\", \"2020-09-04 18:47:35.000000+00:00\", \"2020-09-27 17:45:25.000000+00:00\"], \"session_ids\": [\"449e4334-68f4-4d3e-bc56-d7c923ff23ad\", \"024f1f97-4e20-45f2-9065-896a6c732e6d\", \"2dd451eb-c4df-415f-9f33-d20f92ac6d9b\"], \"total_duration\": 158.0, \"total_sessions\": 3, \"mean_week_duration\": 6.87}}, {\"18132\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-13 11:19:47.000000+00:00\", \"2021-06-30 11:44:38.000000+00:00\", \"2020-03-26 08:46:27.000000+00:00\"], \"session_ids\": [\"d3185797-3df4-4ff7-be17-96dd9b5e3507\", \"d69b5c21-e7f4-4b05-af83-8df7c16831cb\", \"87bd3303-ef53-4cd0-bb0b-b75ad3bf8012\"], \"total_duration\": 397.0, \"total_sessions\": 3, \"mean_week_duration\": 4.901}}]\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[{\"60566\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-05-06 18:14:52.000000+00:00\", \"2019-11-08 05:40:45.000000+00:00\", \"2019-12-07 10:20:01.000000+00:00\", \"2019-06-30 07:32:24.000000+00:00\", \"2019-01-25 07:54:02.000000+00:00\"], \"session_ids\": [\"c6c8d4f9-2575-45e0-9426-923842f5d272\", \"182354d3-efc4-42ca-84ac-e953ca7270c9\", \"09e6c5a6-3f4b-4d05-9d50-cf2f96d91dde\", \"e67afeb0-e9a5-4e63-a43b-1084f2591590\", \"18806a25-d8ac-4193-91f3-a47b63980ec8\"], \"total_duration\": 88.0, \"total_sessions\": 5, \"mean_week_duration\": 0.739}}, {\"2820\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-13 12:20:20.000000+00:00\", \"2022-02-18 13:09:51.000000+00:00\", \"2019-04-20 04:09:00.000000+00:00\", \"2023-06-19 08:42:24.000000+00:00\"], \"session_ids\": [\"2784c87b-bf0a-41e9-8462-99f3ae68fce6\", \"8a8019d0-60d0-4f4c-aa41-f529470b41b2\", \"a1d66bc5-29e8-4100-b52c-4db6cdb94fa5\", \"bb039341-9739-45c5-ba0d-5a301b30e6d6\"], \"total_duration\": 126.0, \"total_sessions\": 4, \"mean_week_duration\": 0.578}}, {\"24941\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-28 12:34:31.000000+00:00\", \"2021-10-04 23:27:22.000000+00:00\", \"2019-04-25 11:01:28.000000+00:00\", \"2020-06-23 21:29:47.000000+00:00\"], \"session_ids\": [\"65c6f897-4063-4f54-97cc-c172ee9713ec\", \"1777a7a5-1266-4645-824f-2286398c488b\", \"739230f6-42f2-430d-a192-f5f8826c83b8\", \"321eefe0-6130-4dcf-966f-272f6626fa0e\"], \"total_duration\": 815.0, \"total_sessions\": 4, \"mean_week_duration\": 6.367}}, {\"82199\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-10 00:43:31.000000+00:00\", \"2020-09-04 18:47:35.000000+00:00\", \"2020-09-27 17:45:25.000000+00:00\"], \"session_ids\": [\"449e4334-68f4-4d3e-bc56-d7c923ff23ad\", \"024f1f97-4e20-45f2-9065-896a6c732e6d\", \"2dd451eb-c4df-415f-9f33-d20f92ac6d9b\"], \"total_duration\": 158.0, \"total_sessions\": 3, \"mean_week_duration\": 6.87}}, {\"18132\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-13 11:19:47.000000+00:00\", \"2021-06-30 11:44:38.000000+00:00\", \"2020-03-26 08:46:27.000000+00:00\"], \"session_ids\": [\"d3185797-3df4-4ff7-be17-96dd9b5e3507\", \"d69b5c21-e7f4-4b05-af83-8df7c16831cb\", \"87bd3303-ef53-4cd0-bb0b-b75ad3bf8012\"], \"total_duration\": 397.0, \"total_sessions\": 3, \"mean_week_duration\": 4.901}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display 2 users pieces of information who have total duration amount strictly bigger than 2087 and strictly smaller than 3503 , do sorting by sum of sessions asc as well as keep only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"70886\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-31 22:46:07.000000+00:00\", \"2021-04-22 18:08:07.000000+00:00\"], \"session_ids\": [\"1c1d4b15-2b30-41e4-923a-23d14d498dc3\", \"6b434493-387e-4a10-bffa-410a52c539c9\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.509}, \"53770\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-01-22 07:27:51.000000+00:00\", \"2023-05-22 07:13:32.000000+00:00\"], \"session_ids\": [\"d48fcb19-7d26-4503-960e-81b3460a750a\", \"e96b73d9-07a7-49cc-82a5-adbdf696c0ef\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 9.706}, \"84989\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-11 23:18:43.000000+00:00\", \"2021-04-16 04:04:54.000000+00:00\", \"2020-10-08 17:22:08.000000+00:00\"], \"session_ids\": [\"25cfb62f-e6f2-453d-81d2-16094a13ebff\", \"bc24c141-c6c0-47b4-9ec4-a769994b19f5\", \"650bf136-1021-4d01-b458-bddc56a10206\"], \"total_duration\": 476.0, \"total_sessions\": 3, \"mean_week_duration\": 5.409}, \"62197\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-02-08 17:28:50.000000+00:00\", \"2020-04-05 08:13:25.000000+00:00\"], \"session_ids\": [\"f3ab1e2b-879c-4463-be90-e679ca2932f1\", \"ca2b6c58-82fc-477b-b4cf-bc662b70e9fd\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.475}, \"22376\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-10 08:46:50.000000+00:00\", \"2021-08-14 03:26:34.000000+00:00\", \"2020-07-29 08:33:57.000000+00:00\", \"2022-07-13 14:04:26.000000+00:00\"], \"session_ids\": [\"e74b186a-1b08-4d28-ad30-197e869eb7e7\", \"be3ff1f1-f8a4-4c72-bdb2-e544fcac9bc7\", \"a5b8409a-610d-445e-a3d9-db07c54b4284\", \"75ed443e-84ab-4226-b804-bd96bb25daf1\"], \"total_duration\": 1800.0, \"total_sessions\": 4, \"mean_week_duration\": 15.254}, \"10881\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-18 14:07:42.000000+00:00\", \"2022-01-24 03:34:58.000000+00:00\", \"2020-05-31 11:48:14.000000+00:00\", \"2021-09-27 03:01:07.000000+00:00\"], \"session_ids\": [\"1fdab4c5-bc1d-4bff-9fbd-05141e3e6e81\", \"145c77c0-22cc-44fb-8781-1f5a936ca4cc\", \"20677c4b-69ee-4bc2-a0b3-f24300c30040\", \"eb6680c7-c613-48c8-81a9-3c7132f0a485\"], \"total_duration\": 151.0, \"total_sessions\": 4, \"mean_week_duration\": 1.269}, \"96378\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-30 23:01:19.000000+00:00\", \"2019-08-09 09:13:46.000000+00:00\", \"2023-03-19 12:21:49.000000+00:00\", \"2020-07-29 21:29:26.000000+00:00\", \"2023-06-26 05:35:18.000000+00:00\", \"2022-10-16 20:21:39.000000+00:00\", \"2019-09-29 14:45:05.000000+00:00\"], \"session_ids\": [\"a35cdc92-1e3b-44ae-a5a0-64c435bb3c63\", \"fca70bcf-4564-406b-b22a-a1b3e93b8aa1\", \"813db7d5-f3bd-4529-8ea6-42ffec88b85f\", \"d2596521-a5bc-47cc-81d8-123d010b4adf\", \"b6a7c4b5-22f6-48fa-ae7f-73dd1e5c7409\", \"ca627434-fcde-4601-88ac-0b080724834d\", \"dd4c2512-4847-4f40-9e7b-1b7f24515355\"], \"total_duration\": 11320.0, \"total_sessions\": 7, \"mean_week_duration\": 49.217}, \"89927\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-23 05:53:11.000000+00:00\", \"2019-02-14 14:03:09.000000+00:00\"], \"session_ids\": [\"4ae1ef0c-3d2b-4fb0-bfce-8b5816274367\", \"82b27f5a-98cb-4bb6-96ad-f7ff5f3d97cd\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 3.387}, \"61521\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-01-27 00:31:12.000000+00:00\", \"2022-07-31 19:03:50.000000+00:00\", \"2022-07-06 18:02:44.000000+00:00\"], \"session_ids\": [\"d4561e19-64e6-4725-a0ef-39bf272a7b7c\", \"45b44bde-e798-48a8-8a1c-3cdb5bbdef37\", \"8d379bdd-c374-47f1-8d97-c784a0a64aaf\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 1.167}, \"57139\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-09-01 09:20:45.000000+00:00\", \"2021-09-12 16:25:49.000000+00:00\"], \"session_ids\": [\"dd4ccd51-e942-4f7c-aac3-c5d68c006895\", \"55ae1ba2-8bd1-4af1-b116-02bd303311b6\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 1.431}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 2087 and are less than 3503" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[2087, 3503]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about users who aren't folks of cities Mexico City, Amsterdam, Tokyo, Tegucigalpa, San Pedro, London, Bangkok, Edinburgh + carry out sorting by site usage time per week asc." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"65884\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-23 22:11:48.000000+00:00\", \"2019-11-03 14:29:01.000000+00:00\", \"2019-08-16 03:13:54.000000+00:00\", \"2020-05-23 09:04:13.000000+00:00\", \"2019-08-29 07:10:03.000000+00:00\", \"2019-07-23 13:47:27.000000+00:00\", \"2020-09-20 01:29:47.000000+00:00\", \"2020-02-05 18:47:04.000000+00:00\", \"2023-05-25 18:32:42.000000+00:00\"], \"session_ids\": [\"97a0b15c-fbda-46c7-bec1-4ac34cf79f39\", \"558c9d13-545f-41a4-9a73-538dcd06898e\", \"169e4aa6-dd37-4df9-8a02-5100316b5f0c\", \"407766f2-1161-454e-b7ea-3883c4b2202a\", \"5410b5d3-c217-4df2-b492-7db9d2a1492d\", \"58345b01-1ebc-4b25-9126-dff0a3c97436\", \"fe93ed37-890d-4994-92d5-d21117f07312\", \"e5cf1e86-8567-4867-8e13-145b1e72bc98\", \"865d4e5c-574d-45de-84fa-2f77c4a7dc51\"], \"total_duration\": 11303.0, \"total_sessions\": 9, \"mean_week_duration\": 51.849}, \"86585\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-11-25 12:13:10.000000+00:00\", \"2021-12-07 09:30:21.000000+00:00\"], \"session_ids\": [\"74857a77-68ce-4788-9dbf-1b15187b7333\", \"3e528554-bb88-40ec-baa5-0d25eb0bd09e\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.863}, \"10557\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-08-29 13:53:28.000000+00:00\", \"2019-04-22 06:54:33.000000+00:00\", \"2019-05-31 11:17:24.000000+00:00\"], \"session_ids\": [\"9fe5505c-933c-4a97-b49b-79d73d254bb7\", \"2ccd2807-6607-4f95-9c00-25d2826203e0\", \"79f45f37-19dc-4485-871b-7699ab55f311\"], \"total_duration\": 252.0, \"total_sessions\": 3, \"mean_week_duration\": 3.549}, \"51095\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-24 12:27:13.000000+00:00\", \"2021-08-06 13:37:19.000000+00:00\"], \"session_ids\": [\"f3897f08-ce40-45cb-9ed8-d21b6c1cf627\", \"dc2cbebd-9ba9-425f-a4c8-c4a2fd3cc832\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.833}, \"56042\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-12-20 01:59:49.000000+00:00\", \"2021-12-06 21:50:07.000000+00:00\", \"2022-05-22 21:31:14.000000+00:00\"], \"session_ids\": [\"3bdbf604-b99e-4729-bbd1-ae3a291ae0f8\", \"85e9208c-1068-4551-a433-919843ab5001\", \"c63894bf-26ad-4f63-b96e-730bafe49138\"], \"total_duration\": 947.0, \"total_sessions\": 3, \"mean_week_duration\": 39.458}, \"61001\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-02-27 13:23:48.000000+00:00\", \"2021-06-11 22:11:23.000000+00:00\"], \"session_ids\": [\"4135f451-77a1-4aaa-95bf-ea7d51d7f055\", \"328108dd-fa5f-498d-af1e-67ef1cc69991\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 2.233}, \"85785\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-10 21:18:37.000000+00:00\", \"2022-03-09 09:53:17.000000+00:00\", \"2020-02-09 16:09:20.000000+00:00\"], \"session_ids\": [\"e7953ea4-2664-41c5-a9a3-873e38b1e46f\", \"42e30cb1-289b-4f21-abaf-f90d5fd7c56e\", \"ad70f226-413f-473c-a22d-bc2c22cd51e8\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 1.193}, \"86348\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-03-01 13:51:02.000000+00:00\", \"2021-12-23 13:45:48.000000+00:00\", \"2023-04-08 18:46:44.000000+00:00\"], \"session_ids\": [\"b50c36bf-734c-499c-be64-353384d0d03b\", \"90f68874-4bb1-49fa-a95c-ad14c4709314\", \"4aec81a3-800d-4e85-b570-dbd5796d99c5\"], \"total_duration\": 97.0, \"total_sessions\": 3, \"mean_week_duration\": 1.426}, \"82989\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-26 18:47:41.000000+00:00\", \"2019-12-08 21:35:00.000000+00:00\"], \"session_ids\": [\"cc61d6f3-1b65-4b70-959f-1e551b10c71e\", \"f36dbfc9-7c6d-48e9-b88f-7dfcec025ae4\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 4.622}, \"44980\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-04 04:45:52.000000+00:00\", \"2021-01-30 17:43:04.000000+00:00\"], \"session_ids\": [\"a08ee227-91cb-4d36-8d8f-4e9656d7a5d8\", \"0dcac239-41ea-4e13-b2fe-9a16cd343877\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 7.267}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are not Mexico City, Amsterdam, Tokyo, Tegucigalpa, San Pedro, London, Bangkok, Edinburgh" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Mexico City\", \"Amsterdam\", \"Tokyo\", \"Tegucigalpa\", \"San Pedro\", \"London\", \"Bangkok\", \"Edinburgh\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"65884\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-23 22:11:48.000000+00:00\", \"2019-11-03 14:29:01.000000+00:00\", \"2019-08-16 03:13:54.000000+00:00\", \"2020-05-23 09:04:13.000000+00:00\", \"2019-08-29 07:10:03.000000+00:00\", \"2019-07-23 13:47:27.000000+00:00\", \"2020-09-20 01:29:47.000000+00:00\", \"2020-02-05 18:47:04.000000+00:00\", \"2023-05-25 18:32:42.000000+00:00\"], \"session_ids\": [\"97a0b15c-fbda-46c7-bec1-4ac34cf79f39\", \"558c9d13-545f-41a4-9a73-538dcd06898e\", \"169e4aa6-dd37-4df9-8a02-5100316b5f0c\", \"407766f2-1161-454e-b7ea-3883c4b2202a\", \"5410b5d3-c217-4df2-b492-7db9d2a1492d\", \"58345b01-1ebc-4b25-9126-dff0a3c97436\", \"fe93ed37-890d-4994-92d5-d21117f07312\", \"e5cf1e86-8567-4867-8e13-145b1e72bc98\", \"865d4e5c-574d-45de-84fa-2f77c4a7dc51\"], \"total_duration\": 11303.0, \"total_sessions\": 9, \"mean_week_duration\": 51.849}, \"86585\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-11-25 12:13:10.000000+00:00\", \"2021-12-07 09:30:21.000000+00:00\"], \"session_ids\": [\"74857a77-68ce-4788-9dbf-1b15187b7333\", \"3e528554-bb88-40ec-baa5-0d25eb0bd09e\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.863}, \"10557\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-08-29 13:53:28.000000+00:00\", \"2019-04-22 06:54:33.000000+00:00\", \"2019-05-31 11:17:24.000000+00:00\"], \"session_ids\": [\"9fe5505c-933c-4a97-b49b-79d73d254bb7\", \"2ccd2807-6607-4f95-9c00-25d2826203e0\", \"79f45f37-19dc-4485-871b-7699ab55f311\"], \"total_duration\": 252.0, \"total_sessions\": 3, \"mean_week_duration\": 3.549}, \"51095\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-24 12:27:13.000000+00:00\", \"2021-08-06 13:37:19.000000+00:00\"], \"session_ids\": [\"f3897f08-ce40-45cb-9ed8-d21b6c1cf627\", \"dc2cbebd-9ba9-425f-a4c8-c4a2fd3cc832\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.833}, \"56042\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-12-20 01:59:49.000000+00:00\", \"2021-12-06 21:50:07.000000+00:00\", \"2022-05-22 21:31:14.000000+00:00\"], \"session_ids\": [\"3bdbf604-b99e-4729-bbd1-ae3a291ae0f8\", \"85e9208c-1068-4551-a433-919843ab5001\", \"c63894bf-26ad-4f63-b96e-730bafe49138\"], \"total_duration\": 947.0, \"total_sessions\": 3, \"mean_week_duration\": 39.458}, \"61001\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-02-27 13:23:48.000000+00:00\", \"2021-06-11 22:11:23.000000+00:00\"], \"session_ids\": [\"4135f451-77a1-4aaa-95bf-ea7d51d7f055\", \"328108dd-fa5f-498d-af1e-67ef1cc69991\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 2.233}, \"85785\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-10 21:18:37.000000+00:00\", \"2022-03-09 09:53:17.000000+00:00\", \"2020-02-09 16:09:20.000000+00:00\"], \"session_ids\": [\"e7953ea4-2664-41c5-a9a3-873e38b1e46f\", \"42e30cb1-289b-4f21-abaf-f90d5fd7c56e\", \"ad70f226-413f-473c-a22d-bc2c22cd51e8\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 1.193}, \"86348\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-03-01 13:51:02.000000+00:00\", \"2021-12-23 13:45:48.000000+00:00\", \"2023-04-08 18:46:44.000000+00:00\"], \"session_ids\": [\"b50c36bf-734c-499c-be64-353384d0d03b\", \"90f68874-4bb1-49fa-a95c-ad14c4709314\", \"4aec81a3-800d-4e85-b570-dbd5796d99c5\"], \"total_duration\": 97.0, \"total_sessions\": 3, \"mean_week_duration\": 1.426}, \"82989\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-26 18:47:41.000000+00:00\", \"2019-12-08 21:35:00.000000+00:00\"], \"session_ids\": [\"cc61d6f3-1b65-4b70-959f-1e551b10c71e\", \"f36dbfc9-7c6d-48e9-b88f-7dfcec025ae4\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 4.622}, \"44980\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-04 04:45:52.000000+00:00\", \"2021-01-30 17:43:04.000000+00:00\"], \"session_ids\": [\"a08ee227-91cb-4d36-8d8f-4e9656d7a5d8\", \"0dcac239-41ea-4e13-b2fe-9a16cd343877\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 7.267}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"85785\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-10 21:18:37.000000+00:00\", \"2022-03-09 09:53:17.000000+00:00\", \"2020-02-09 16:09:20.000000+00:00\"], \"session_ids\": [\"e7953ea4-2664-41c5-a9a3-873e38b1e46f\", \"42e30cb1-289b-4f21-abaf-f90d5fd7c56e\", \"ad70f226-413f-473c-a22d-bc2c22cd51e8\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 1.193}}, {\"86348\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-03-01 13:51:02.000000+00:00\", \"2021-12-23 13:45:48.000000+00:00\", \"2023-04-08 18:46:44.000000+00:00\"], \"session_ids\": [\"b50c36bf-734c-499c-be64-353384d0d03b\", \"90f68874-4bb1-49fa-a95c-ad14c4709314\", \"4aec81a3-800d-4e85-b570-dbd5796d99c5\"], \"total_duration\": 97.0, \"total_sessions\": 3, \"mean_week_duration\": 1.426}}, {\"51095\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-24 12:27:13.000000+00:00\", \"2021-08-06 13:37:19.000000+00:00\"], \"session_ids\": [\"f3897f08-ce40-45cb-9ed8-d21b6c1cf627\", \"dc2cbebd-9ba9-425f-a4c8-c4a2fd3cc832\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.833}}, {\"86585\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-11-25 12:13:10.000000+00:00\", \"2021-12-07 09:30:21.000000+00:00\"], \"session_ids\": [\"74857a77-68ce-4788-9dbf-1b15187b7333\", \"3e528554-bb88-40ec-baa5-0d25eb0bd09e\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.863}}, {\"61001\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-02-27 13:23:48.000000+00:00\", \"2021-06-11 22:11:23.000000+00:00\"], \"session_ids\": [\"4135f451-77a1-4aaa-95bf-ea7d51d7f055\", \"328108dd-fa5f-498d-af1e-67ef1cc69991\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 2.233}}, {\"10557\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-08-29 13:53:28.000000+00:00\", \"2019-04-22 06:54:33.000000+00:00\", \"2019-05-31 11:17:24.000000+00:00\"], \"session_ids\": [\"9fe5505c-933c-4a97-b49b-79d73d254bb7\", \"2ccd2807-6607-4f95-9c00-25d2826203e0\", \"79f45f37-19dc-4485-871b-7699ab55f311\"], \"total_duration\": 252.0, \"total_sessions\": 3, \"mean_week_duration\": 3.549}}, {\"82989\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-26 18:47:41.000000+00:00\", \"2019-12-08 21:35:00.000000+00:00\"], \"session_ids\": [\"cc61d6f3-1b65-4b70-959f-1e551b10c71e\", \"f36dbfc9-7c6d-48e9-b88f-7dfcec025ae4\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 4.622}}, {\"44980\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-04 04:45:52.000000+00:00\", \"2021-01-30 17:43:04.000000+00:00\"], \"session_ids\": [\"a08ee227-91cb-4d36-8d8f-4e9656d7a5d8\", \"0dcac239-41ea-4e13-b2fe-9a16cd343877\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 7.267}}, {\"56042\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-12-20 01:59:49.000000+00:00\", \"2021-12-06 21:50:07.000000+00:00\", \"2022-05-22 21:31:14.000000+00:00\"], \"session_ids\": [\"3bdbf604-b99e-4729-bbd1-ae3a291ae0f8\", \"85e9208c-1068-4551-a433-919843ab5001\", \"c63894bf-26ad-4f63-b96e-730bafe49138\"], \"total_duration\": 947.0, \"total_sessions\": 3, \"mean_week_duration\": 39.458}}, {\"65884\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-23 22:11:48.000000+00:00\", \"2019-11-03 14:29:01.000000+00:00\", \"2019-08-16 03:13:54.000000+00:00\", \"2020-05-23 09:04:13.000000+00:00\", \"2019-08-29 07:10:03.000000+00:00\", \"2019-07-23 13:47:27.000000+00:00\", \"2020-09-20 01:29:47.000000+00:00\", \"2020-02-05 18:47:04.000000+00:00\", \"2023-05-25 18:32:42.000000+00:00\"], \"session_ids\": [\"97a0b15c-fbda-46c7-bec1-4ac34cf79f39\", \"558c9d13-545f-41a4-9a73-538dcd06898e\", \"169e4aa6-dd37-4df9-8a02-5100316b5f0c\", \"407766f2-1161-454e-b7ea-3883c4b2202a\", \"5410b5d3-c217-4df2-b492-7db9d2a1492d\", \"58345b01-1ebc-4b25-9126-dff0a3c97436\", \"fe93ed37-890d-4994-92d5-d21117f07312\", \"e5cf1e86-8567-4867-8e13-145b1e72bc98\", \"865d4e5c-574d-45de-84fa-2f77c4a7dc51\"], \"total_duration\": 11303.0, \"total_sessions\": 9, \"mean_week_duration\": 51.849}}]\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[{\"85785\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-10 21:18:37.000000+00:00\", \"2022-03-09 09:53:17.000000+00:00\", \"2020-02-09 16:09:20.000000+00:00\"], \"session_ids\": [\"e7953ea4-2664-41c5-a9a3-873e38b1e46f\", \"42e30cb1-289b-4f21-abaf-f90d5fd7c56e\", \"ad70f226-413f-473c-a22d-bc2c22cd51e8\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 1.193}}, {\"86348\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-03-01 13:51:02.000000+00:00\", \"2021-12-23 13:45:48.000000+00:00\", \"2023-04-08 18:46:44.000000+00:00\"], \"session_ids\": [\"b50c36bf-734c-499c-be64-353384d0d03b\", \"90f68874-4bb1-49fa-a95c-ad14c4709314\", \"4aec81a3-800d-4e85-b570-dbd5796d99c5\"], \"total_duration\": 97.0, \"total_sessions\": 3, \"mean_week_duration\": 1.426}}, {\"51095\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-24 12:27:13.000000+00:00\", \"2021-08-06 13:37:19.000000+00:00\"], \"session_ids\": [\"f3897f08-ce40-45cb-9ed8-d21b6c1cf627\", \"dc2cbebd-9ba9-425f-a4c8-c4a2fd3cc832\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.833}}, {\"86585\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-11-25 12:13:10.000000+00:00\", \"2021-12-07 09:30:21.000000+00:00\"], \"session_ids\": [\"74857a77-68ce-4788-9dbf-1b15187b7333\", \"3e528554-bb88-40ec-baa5-0d25eb0bd09e\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.863}}, {\"61001\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-02-27 13:23:48.000000+00:00\", \"2021-06-11 22:11:23.000000+00:00\"], \"session_ids\": [\"4135f451-77a1-4aaa-95bf-ea7d51d7f055\", \"328108dd-fa5f-498d-af1e-67ef1cc69991\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 2.233}}, {\"10557\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-08-29 13:53:28.000000+00:00\", \"2019-04-22 06:54:33.000000+00:00\", \"2019-05-31 11:17:24.000000+00:00\"], \"session_ids\": [\"9fe5505c-933c-4a97-b49b-79d73d254bb7\", \"2ccd2807-6607-4f95-9c00-25d2826203e0\", \"79f45f37-19dc-4485-871b-7699ab55f311\"], \"total_duration\": 252.0, \"total_sessions\": 3, \"mean_week_duration\": 3.549}}, {\"82989\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-26 18:47:41.000000+00:00\", \"2019-12-08 21:35:00.000000+00:00\"], \"session_ids\": [\"cc61d6f3-1b65-4b70-959f-1e551b10c71e\", \"f36dbfc9-7c6d-48e9-b88f-7dfcec025ae4\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 4.622}}, {\"44980\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-04 04:45:52.000000+00:00\", \"2021-01-30 17:43:04.000000+00:00\"], \"session_ids\": [\"a08ee227-91cb-4d36-8d8f-4e9656d7a5d8\", \"0dcac239-41ea-4e13-b2fe-9a16cd343877\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 7.267}}, {\"56042\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-12-20 01:59:49.000000+00:00\", \"2021-12-06 21:50:07.000000+00:00\", \"2022-05-22 21:31:14.000000+00:00\"], \"session_ids\": [\"3bdbf604-b99e-4729-bbd1-ae3a291ae0f8\", \"85e9208c-1068-4551-a433-919843ab5001\", \"c63894bf-26ad-4f63-b96e-730bafe49138\"], \"total_duration\": 947.0, \"total_sessions\": 3, \"mean_week_duration\": 39.458}}, {\"65884\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-23 22:11:48.000000+00:00\", \"2019-11-03 14:29:01.000000+00:00\", \"2019-08-16 03:13:54.000000+00:00\", \"2020-05-23 09:04:13.000000+00:00\", \"2019-08-29 07:10:03.000000+00:00\", \"2019-07-23 13:47:27.000000+00:00\", \"2020-09-20 01:29:47.000000+00:00\", \"2020-02-05 18:47:04.000000+00:00\", \"2023-05-25 18:32:42.000000+00:00\"], \"session_ids\": [\"97a0b15c-fbda-46c7-bec1-4ac34cf79f39\", \"558c9d13-545f-41a4-9a73-538dcd06898e\", \"169e4aa6-dd37-4df9-8a02-5100316b5f0c\", \"407766f2-1161-454e-b7ea-3883c4b2202a\", \"5410b5d3-c217-4df2-b492-7db9d2a1492d\", \"58345b01-1ebc-4b25-9126-dff0a3c97436\", \"fe93ed37-890d-4994-92d5-d21117f07312\", \"e5cf1e86-8567-4867-8e13-145b1e72bc98\", \"865d4e5c-574d-45de-84fa-2f77c4a7dc51\"], \"total_duration\": 11303.0, \"total_sessions\": 9, \"mean_week_duration\": 51.849}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the users who are top users based on total_sessions as well as sort by sessions count 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{\"12543\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-12 21:22:47.000000+00:00\", \"2019-06-09 12:25:22.000000+00:00\", \"2022-05-17 13:49:57.000000+00:00\"], \"session_ids\": [\"a3a7e98e-301c-42d6-bb7a-e1cff83525bd\", \"748d4224-ea6e-4dc3-b12b-516ea65afb6d\", \"77cefd83-90a8-473a-9e51-369cdabf81de\"], \"total_duration\": 594.0, \"total_sessions\": 3, \"mean_week_duration\": 3.857}, \"8432\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-04-21 14:59:23.000000+00:00\", \"2020-11-14 03:00:42.000000+00:00\"], \"session_ids\": [\"b74f4039-bdc4-430c-9dbb-e8cda2316372\", \"7edafdae-6606-4866-a924-bde2186c0104\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 2.043}, \"50535\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-28 09:12:35.000000+00:00\", \"2020-02-27 16:40:14.000000+00:00\", \"2019-10-27 09:47:54.000000+00:00\", \"2021-01-03 05:38:01.000000+00:00\"], \"session_ids\": [\"51dd033d-7d52-4a60-972f-93a05ad2df7c\", \"2666f000-0fba-40e8-ac63-48cac65caac0\", \"6cb1bf8c-2985-4580-8e1d-8a38f8153361\", \"5c347cc1-aa5d-48f8-9352-481de1f7a8c4\"], \"total_duration\": 557.0, \"total_sessions\": 4, \"mean_week_duration\": 8.984}, \"52600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-17 01:15:01.000000+00:00\", \"2021-06-13 16:21:10.000000+00:00\", \"2023-05-13 19:53:29.000000+00:00\", \"2023-02-11 06:52:42.000000+00:00\", \"2020-05-07 19:47:49.000000+00:00\", \"2023-01-30 14:53:46.000000+00:00\"], \"session_ids\": [\"46a1f88d-1149-4f58-98ad-025f38563c6d\", \"764ddc0b-8d14-4314-ac36-8cc909a1b9fb\", \"57a95073-efe1-48b9-a39c-035b3f8c235a\", \"0f6a1d2e-9a5b-4002-ade9-37898ca06b34\", \"1b8a7432-e373-435e-8d44-c72d22e45f94\", \"16e902bf-9cba-4017-bb11-8c2d1746858f\"], \"total_duration\": 425.0, \"total_sessions\": 6, \"mean_week_duration\": 2.69}, \"52555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2023-04-25 03:34:11.000000+00:00\", \"2021-08-14 20:13:08.000000+00:00\", \"2023-05-01 22:30:48.000000+00:00\", \"2022-03-02 10:57:41.000000+00:00\", \"2019-11-01 10:17:57.000000+00:00\", \"2022-05-19 20:38:21.000000+00:00\", \"2021-12-19 01:46:30.000000+00:00\", \"2020-05-24 18:03:25.000000+00:00\", \"2022-08-20 06:49:58.000000+00:00\", \"2019-07-22 07:21:18.000000+00:00\"], \"session_ids\": [\"108139c4-2b71-4093-8305-401e427bfd0b\", \"43e8d6ff-2fce-4208-938d-0eef36f3f2cc\", \"d0f60b37-fe4c-441c-b671-395dbb699047\", \"31f47f06-fdda-4cbc-b6bb-a8671eb7985a\", \"809e4a00-cb0a-4d6f-a143-f8d32b73a36b\", \"9105dafc-2ca3-473f-81a6-57835de8f20e\", \"2af675c6-38b7-45a8-9ca8-e4569cbd8c59\", \"e28b2318-5060-4f97-b44a-1fbd17d431d2\", \"8a2b3a44-e394-4d74-b6fa-03965ce22f46\", \"e2135fe5-826a-4c29-aab1-5d37eb4ec80f\"], \"total_duration\": 22944.0, \"total_sessions\": 10, \"mean_week_duration\": 116.467}, \"35197\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-02-15 19:42:42.000000+00:00\", \"2019-11-26 13:49:28.000000+00:00\"], \"session_ids\": [\"dda65c7b-7ede-46eb-be01-7e56ee9cc6b9\", \"18db0d12-79f6-4143-9442-79e2f6835088\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 1.902}, \"18338\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-06 23:13:24.000000+00:00\", \"2021-04-18 13:02:41.000000+00:00\", \"2019-07-16 21:36:35.000000+00:00\", \"2022-08-19 01:00:55.000000+00:00\"], \"session_ids\": [\"fab992d2-b31a-475d-8f39-d69f8449f31d\", \"f9737c13-cd4d-4ff6-9504-459b980b990f\", \"44b18fa2-963b-4aa9-8454-a542137077d2\", \"47892ee1-de97-43cd-bae0-e6a0b06f981d\"], \"total_duration\": 160.0, \"total_sessions\": 4, \"mean_week_duration\": 0.988}, \"71070\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-09-04 21:53:44.000000+00:00\", \"2022-07-23 22:15:33.000000+00:00\"], \"session_ids\": [\"c84f9df7-0e79-43d1-9c1c-def9d8dcf72c\", \"ea87b9a7-f144-4810-ab9d-3d18562e209d\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.305}, \"69046\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-01-06 19:14:39.000000+00:00\", \"2023-01-23 11:56:51.000000+00:00\", \"2020-07-28 20:01:31.000000+00:00\"], \"session_ids\": [\"063ac9a2-3d2c-45e5-8876-22a526cd3bd0\", \"90236660-ae51-4664-90e1-4fdb85c19022\", \"a8d6a480-cdf9-4ce9-abc8-6e78b39dac5b\"], \"total_duration\": 115.0, \"total_sessions\": 3, \"mean_week_duration\": 0.885}, \"10909\": {\"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\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-28 18:50:49.000000+00:00\", \"2021-10-30 00:49:58.000000+00:00\", \"2021-03-31 09:13:48.000000+00:00\", \"2022-02-07 08:32:19.000000+00:00\", \"2023-03-24 05:37:54.000000+00:00\", \"2023-04-08 12:43:02.000000+00:00\", \"2022-01-17 15:15:13.000000+00:00\", \"2021-05-08 04:42:47.000000+00:00\", \"2023-01-17 17:38:45.000000+00:00\", \"2021-04-13 10:06:10.000000+00:00\", \"2022-03-02 07:29:21.000000+00:00\"], \"session_ids\": [\"e474b876-ddc6-4a0d-81dc-16fa106b1561\", \"2a8651d3-c26b-439e-bde5-a3b0b074c4c9\", \"b905f401-fbf5-4319-99b0-38ce692ba1c7\", \"2359bd1c-a8e8-4b33-9f9b-0120fd681782\", \"fcabcf07-2731-40ee-bdf4-08822981d8aa\", \"e51dc086-15f9-4a72-a453-6d179707bc8c\", \"153708eb-df3b-427e-a21e-c60fb49e0031\", \"35488383-e539-4493-902a-c043b505d78e\", \"198dd350-0167-4a65-b279-32624be37fdb\", \"cfe33611-97e9-4003-ab1e-817d498388d4\", \"e710abd5-6806-4c91-b052-4b96865d7606\"], \"total_duration\": 45803.0, \"total_sessions\": 11, \"mean_week_duration\": 432.104}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the highest total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": -1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"10909\": {\"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\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-28 18:50:49.000000+00:00\", \"2021-10-30 00:49:58.000000+00:00\", \"2021-03-31 09:13:48.000000+00:00\", \"2022-02-07 08:32:19.000000+00:00\", \"2023-03-24 05:37:54.000000+00:00\", \"2023-04-08 12:43:02.000000+00:00\", \"2022-01-17 15:15:13.000000+00:00\", \"2021-05-08 04:42:47.000000+00:00\", \"2023-01-17 17:38:45.000000+00:00\", \"2021-04-13 10:06:10.000000+00:00\", \"2022-03-02 07:29:21.000000+00:00\"], \"session_ids\": [\"e474b876-ddc6-4a0d-81dc-16fa106b1561\", \"2a8651d3-c26b-439e-bde5-a3b0b074c4c9\", \"b905f401-fbf5-4319-99b0-38ce692ba1c7\", \"2359bd1c-a8e8-4b33-9f9b-0120fd681782\", \"fcabcf07-2731-40ee-bdf4-08822981d8aa\", \"e51dc086-15f9-4a72-a453-6d179707bc8c\", \"153708eb-df3b-427e-a21e-c60fb49e0031\", \"35488383-e539-4493-902a-c043b505d78e\", \"198dd350-0167-4a65-b279-32624be37fdb\", \"cfe33611-97e9-4003-ab1e-817d498388d4\", \"e710abd5-6806-4c91-b052-4b96865d7606\"], \"total_duration\": 45803.0, \"total_sessions\": 11, \"mean_week_duration\": 432.104}}, {\"52555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2023-04-25 03:34:11.000000+00:00\", \"2021-08-14 20:13:08.000000+00:00\", \"2023-05-01 22:30:48.000000+00:00\", \"2022-03-02 10:57:41.000000+00:00\", \"2019-11-01 10:17:57.000000+00:00\", \"2022-05-19 20:38:21.000000+00:00\", \"2021-12-19 01:46:30.000000+00:00\", \"2020-05-24 18:03:25.000000+00:00\", \"2022-08-20 06:49:58.000000+00:00\", \"2019-07-22 07:21:18.000000+00:00\"], \"session_ids\": [\"108139c4-2b71-4093-8305-401e427bfd0b\", \"43e8d6ff-2fce-4208-938d-0eef36f3f2cc\", \"d0f60b37-fe4c-441c-b671-395dbb699047\", \"31f47f06-fdda-4cbc-b6bb-a8671eb7985a\", \"809e4a00-cb0a-4d6f-a143-f8d32b73a36b\", \"9105dafc-2ca3-473f-81a6-57835de8f20e\", \"2af675c6-38b7-45a8-9ca8-e4569cbd8c59\", \"e28b2318-5060-4f97-b44a-1fbd17d431d2\", \"8a2b3a44-e394-4d74-b6fa-03965ce22f46\", \"e2135fe5-826a-4c29-aab1-5d37eb4ec80f\"], \"total_duration\": 22944.0, \"total_sessions\": 10, \"mean_week_duration\": 116.467}}, {\"52600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-17 01:15:01.000000+00:00\", \"2021-06-13 16:21:10.000000+00:00\", \"2023-05-13 19:53:29.000000+00:00\", \"2023-02-11 06:52:42.000000+00:00\", \"2020-05-07 19:47:49.000000+00:00\", \"2023-01-30 14:53:46.000000+00:00\"], \"session_ids\": [\"46a1f88d-1149-4f58-98ad-025f38563c6d\", \"764ddc0b-8d14-4314-ac36-8cc909a1b9fb\", \"57a95073-efe1-48b9-a39c-035b3f8c235a\", \"0f6a1d2e-9a5b-4002-ade9-37898ca06b34\", \"1b8a7432-e373-435e-8d44-c72d22e45f94\", \"16e902bf-9cba-4017-bb11-8c2d1746858f\"], \"total_duration\": 425.0, \"total_sessions\": 6, \"mean_week_duration\": 2.69}}]\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[{\"52600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-17 01:15:01.000000+00:00\", \"2021-06-13 16:21:10.000000+00:00\", \"2023-05-13 19:53:29.000000+00:00\", \"2023-02-11 06:52:42.000000+00:00\", \"2020-05-07 19:47:49.000000+00:00\", \"2023-01-30 14:53:46.000000+00:00\"], \"session_ids\": [\"46a1f88d-1149-4f58-98ad-025f38563c6d\", \"764ddc0b-8d14-4314-ac36-8cc909a1b9fb\", \"57a95073-efe1-48b9-a39c-035b3f8c235a\", \"0f6a1d2e-9a5b-4002-ade9-37898ca06b34\", \"1b8a7432-e373-435e-8d44-c72d22e45f94\", \"16e902bf-9cba-4017-bb11-8c2d1746858f\"], \"total_duration\": 425.0, \"total_sessions\": 6, \"mean_week_duration\": 2.69}}, {\"52555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2023-04-25 03:34:11.000000+00:00\", \"2021-08-14 20:13:08.000000+00:00\", \"2023-05-01 22:30:48.000000+00:00\", \"2022-03-02 10:57:41.000000+00:00\", \"2019-11-01 10:17:57.000000+00:00\", \"2022-05-19 20:38:21.000000+00:00\", \"2021-12-19 01:46:30.000000+00:00\", \"2020-05-24 18:03:25.000000+00:00\", \"2022-08-20 06:49:58.000000+00:00\", \"2019-07-22 07:21:18.000000+00:00\"], \"session_ids\": [\"108139c4-2b71-4093-8305-401e427bfd0b\", \"43e8d6ff-2fce-4208-938d-0eef36f3f2cc\", \"d0f60b37-fe4c-441c-b671-395dbb699047\", \"31f47f06-fdda-4cbc-b6bb-a8671eb7985a\", \"809e4a00-cb0a-4d6f-a143-f8d32b73a36b\", \"9105dafc-2ca3-473f-81a6-57835de8f20e\", \"2af675c6-38b7-45a8-9ca8-e4569cbd8c59\", \"e28b2318-5060-4f97-b44a-1fbd17d431d2\", \"8a2b3a44-e394-4d74-b6fa-03965ce22f46\", \"e2135fe5-826a-4c29-aab1-5d37eb4ec80f\"], \"total_duration\": 22944.0, \"total_sessions\": 10, \"mean_week_duration\": 116.467}}, {\"10909\": {\"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\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-28 18:50:49.000000+00:00\", \"2021-10-30 00:49:58.000000+00:00\", \"2021-03-31 09:13:48.000000+00:00\", \"2022-02-07 08:32:19.000000+00:00\", \"2023-03-24 05:37:54.000000+00:00\", \"2023-04-08 12:43:02.000000+00:00\", \"2022-01-17 15:15:13.000000+00:00\", \"2021-05-08 04:42:47.000000+00:00\", \"2023-01-17 17:38:45.000000+00:00\", \"2021-04-13 10:06:10.000000+00:00\", \"2022-03-02 07:29:21.000000+00:00\"], \"session_ids\": [\"e474b876-ddc6-4a0d-81dc-16fa106b1561\", \"2a8651d3-c26b-439e-bde5-a3b0b074c4c9\", \"b905f401-fbf5-4319-99b0-38ce692ba1c7\", \"2359bd1c-a8e8-4b33-9f9b-0120fd681782\", \"fcabcf07-2731-40ee-bdf4-08822981d8aa\", \"e51dc086-15f9-4a72-a453-6d179707bc8c\", \"153708eb-df3b-427e-a21e-c60fb49e0031\", \"35488383-e539-4493-902a-c043b505d78e\", \"198dd350-0167-4a65-b279-32624be37fdb\", \"cfe33611-97e9-4003-ab1e-817d498388d4\", \"e710abd5-6806-4c91-b052-4b96865d7606\"], \"total_duration\": 45803.0, \"total_sessions\": 11, \"mean_week_duration\": 432.104}}]\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[{\"52600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-17 01:15:01.000000+00:00\", \"2021-06-13 16:21:10.000000+00:00\", \"2023-05-13 19:53:29.000000+00:00\", \"2023-02-11 06:52:42.000000+00:00\", \"2020-05-07 19:47:49.000000+00:00\", \"2023-01-30 14:53:46.000000+00:00\"], \"session_ids\": [\"46a1f88d-1149-4f58-98ad-025f38563c6d\", \"764ddc0b-8d14-4314-ac36-8cc909a1b9fb\", \"57a95073-efe1-48b9-a39c-035b3f8c235a\", \"0f6a1d2e-9a5b-4002-ade9-37898ca06b34\", \"1b8a7432-e373-435e-8d44-c72d22e45f94\", \"16e902bf-9cba-4017-bb11-8c2d1746858f\"], \"total_duration\": 425.0, \"total_sessions\": 6, \"mean_week_duration\": 2.69}}, {\"52555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2023-04-25 03:34:11.000000+00:00\", \"2021-08-14 20:13:08.000000+00:00\", \"2023-05-01 22:30:48.000000+00:00\", \"2022-03-02 10:57:41.000000+00:00\", \"2019-11-01 10:17:57.000000+00:00\", \"2022-05-19 20:38:21.000000+00:00\", \"2021-12-19 01:46:30.000000+00:00\", \"2020-05-24 18:03:25.000000+00:00\", \"2022-08-20 06:49:58.000000+00:00\", \"2019-07-22 07:21:18.000000+00:00\"], \"session_ids\": [\"108139c4-2b71-4093-8305-401e427bfd0b\", \"43e8d6ff-2fce-4208-938d-0eef36f3f2cc\", \"d0f60b37-fe4c-441c-b671-395dbb699047\", \"31f47f06-fdda-4cbc-b6bb-a8671eb7985a\", \"809e4a00-cb0a-4d6f-a143-f8d32b73a36b\", \"9105dafc-2ca3-473f-81a6-57835de8f20e\", \"2af675c6-38b7-45a8-9ca8-e4569cbd8c59\", \"e28b2318-5060-4f97-b44a-1fbd17d431d2\", \"8a2b3a44-e394-4d74-b6fa-03965ce22f46\", \"e2135fe5-826a-4c29-aab1-5d37eb4ec80f\"], \"total_duration\": 22944.0, \"total_sessions\": 10, \"mean_week_duration\": 116.467}}, {\"10909\": {\"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\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-07-28 18:50:49.000000+00:00\", \"2021-10-30 00:49:58.000000+00:00\", \"2021-03-31 09:13:48.000000+00:00\", \"2022-02-07 08:32:19.000000+00:00\", \"2023-03-24 05:37:54.000000+00:00\", \"2023-04-08 12:43:02.000000+00:00\", \"2022-01-17 15:15:13.000000+00:00\", \"2021-05-08 04:42:47.000000+00:00\", \"2023-01-17 17:38:45.000000+00:00\", \"2021-04-13 10:06:10.000000+00:00\", \"2022-03-02 07:29:21.000000+00:00\"], \"session_ids\": [\"e474b876-ddc6-4a0d-81dc-16fa106b1561\", \"2a8651d3-c26b-439e-bde5-a3b0b074c4c9\", \"b905f401-fbf5-4319-99b0-38ce692ba1c7\", \"2359bd1c-a8e8-4b33-9f9b-0120fd681782\", \"fcabcf07-2731-40ee-bdf4-08822981d8aa\", \"e51dc086-15f9-4a72-a453-6d179707bc8c\", \"153708eb-df3b-427e-a21e-c60fb49e0031\", \"35488383-e539-4493-902a-c043b505d78e\", \"198dd350-0167-4a65-b279-32624be37fdb\", \"cfe33611-97e9-4003-ab1e-817d498388d4\", \"e710abd5-6806-4c91-b052-4b96865d7606\"], \"total_duration\": 45803.0, \"total_sessions\": 11, \"mean_week_duration\": 432.104}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the user who is top user based on duration summation plus execute sorting by duration summation descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13883\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-02 07:44:06.000000+00:00\", \"2021-06-22 17:53:55.000000+00:00\"], \"session_ids\": [\"8a058d98-a09c-45ee-9a1c-380c80b3d791\", \"6ea6d4aa-a5f5-496b-a7da-fbfd9ce507a8\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 5.105}, \"86112\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-04-10 08:14:43.000000+00:00\", \"2022-06-30 06:31:21.000000+00:00\", \"2020-10-06 07:09:05.000000+00:00\", \"2021-12-11 02:11:39.000000+00:00\", \"2021-10-25 05:53:31.000000+00:00\", \"2019-07-11 06:17:41.000000+00:00\"], \"session_ids\": [\"a0cb6cba-8c8a-4435-942c-c20853b8c763\", \"1d6abb6e-744c-473c-b93f-62dcec47470b\", \"0eefcb66-ebd9-42b4-9f47-3ccfe5dede65\", \"011a8586-ab69-4ce6-b2aa-358c53e81f29\", \"a855f095-96bd-4da4-9e9e-0f3b4915939c\", \"4d5691ec-8990-4317-a649-5f543271aff9\"], \"total_duration\": 1031.0, \"total_sessions\": 6, \"mean_week_duration\": 6.137}, \"90065\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-20 14:20:59.000000+00:00\", \"2019-07-15 14:20:06.000000+00:00\"], \"session_ids\": [\"5214e056-6faa-4967-9371-79eafd6bff93\", \"ac2616c4-a291-417f-bb7f-b4528815716a\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 4.333}, \"51846\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-02-17 23:20:25.000000+00:00\", \"2022-02-01 07:51:00.000000+00:00\", \"2019-08-22 19:44:29.000000+00:00\", \"2020-06-14 06:51:53.000000+00:00\"], \"session_ids\": [\"48a78eaa-a21b-4d9e-9da9-316370293633\", \"5c117657-aabf-4f20-8e72-c442064f6f3b\", \"8ee3e99a-6ad1-4339-9a54-70f2614d87b6\", \"5da12791-9fb2-439b-b7a1-8212b5bcf70d\"], \"total_duration\": 1902.0, \"total_sessions\": 4, \"mean_week_duration\": 12.271}, \"12022\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 6}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-12-24 03:33:01.000000+00:00\", \"2019-02-06 14:11:54.000000+00:00\"], \"session_ids\": [\"25682fcd-5912-4889-a50c-c1a08c7ca123\", \"aa119ba3-9d6b-4039-90b7-7b32fc951cf4\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 2.391}, \"86816\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-10-28 18:18:34.000000+00:00\", \"2022-08-15 14:46:45.000000+00:00\"], \"session_ids\": [\"36857dea-aa2d-4915-adc2-486efed2a680\", \"34032162-f270-44a4-a760-717991229c3d\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 5.727}, \"23189\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-10-19 08:02:23.000000+00:00\", \"2021-09-21 16:25:36.000000+00:00\"], \"session_ids\": [\"48808c4a-20b2-408e-b6e5-abf55bb5df0c\", \"9adf1bda-10eb-4399-a26a-18c5756973c0\"], \"total_duration\": 483.0, \"total_sessions\": 2, \"mean_week_duration\": 120.75}, \"6167\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-07-17 00:39:01.000000+00:00\", \"2020-05-20 02:06:09.000000+00:00\", \"2023-01-13 01:49:18.000000+00:00\", \"2020-09-27 14:54:24.000000+00:00\"], \"session_ids\": [\"cd04c27f-5722-4040-a0ac-e1b5494e8fdd\", \"c0b1d97a-b7e2-463f-bdf3-766e65ccbe26\", \"489f9de6-e23c-4249-8cf3-b974f9a2edde\", \"3056a2d0-aa24-4436-a8a9-67573e32d867\"], \"total_duration\": 136.0, \"total_sessions\": 4, \"mean_week_duration\": 0.978}, \"46743\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-16 12:54:17.000000+00:00\", \"2019-06-09 06:48:55.000000+00:00\", \"2021-10-01 20:53:07.000000+00:00\", \"2019-06-25 12:05:47.000000+00:00\", \"2019-05-12 05:39:20.000000+00:00\", \"2021-11-27 04:55:27.000000+00:00\"], \"session_ids\": [\"1fa239f0-0922-40b2-a1ff-7c15aa8f07bb\", \"570356e8-2c77-4a1a-9cf9-ce44d003cd3d\", \"776aad83-cbcf-4210-ad8e-0b8c80fc1904\", \"5968fd0c-d12a-407b-9273-52b5bd69831a\", \"80ed9d15-7618-46a9-81a4-77f05deb507c\", \"0cfc7835-14f3-4a12-937f-5e88c8dc13eb\"], \"total_duration\": 3740.0, \"total_sessions\": 6, \"mean_week_duration\": 28.12}, \"71932\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-10-23 07:49:46.000000+00:00\", \"2022-02-27 17:42:31.000000+00:00\"], \"session_ids\": [\"aad9e98f-31f5-4428-a7e0-62a1c711fc30\", \"a1b2e4a5-21b3-4f9a-9da7-2ccfc3cd2e7a\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.138}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the highest 1 total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": 1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"46743\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-16 12:54:17.000000+00:00\", \"2019-06-09 06:48:55.000000+00:00\", \"2021-10-01 20:53:07.000000+00:00\", \"2019-06-25 12:05:47.000000+00:00\", \"2019-05-12 05:39:20.000000+00:00\", \"2021-11-27 04:55:27.000000+00:00\"], \"session_ids\": [\"1fa239f0-0922-40b2-a1ff-7c15aa8f07bb\", \"570356e8-2c77-4a1a-9cf9-ce44d003cd3d\", \"776aad83-cbcf-4210-ad8e-0b8c80fc1904\", \"5968fd0c-d12a-407b-9273-52b5bd69831a\", \"80ed9d15-7618-46a9-81a4-77f05deb507c\", \"0cfc7835-14f3-4a12-937f-5e88c8dc13eb\"], \"total_duration\": 3740.0, \"total_sessions\": 6, \"mean_week_duration\": 28.12}}, {\"51846\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-02-17 23:20:25.000000+00:00\", \"2022-02-01 07:51:00.000000+00:00\", \"2019-08-22 19:44:29.000000+00:00\", \"2020-06-14 06:51:53.000000+00:00\"], \"session_ids\": [\"48a78eaa-a21b-4d9e-9da9-316370293633\", \"5c117657-aabf-4f20-8e72-c442064f6f3b\", \"8ee3e99a-6ad1-4339-9a54-70f2614d87b6\", \"5da12791-9fb2-439b-b7a1-8212b5bcf70d\"], \"total_duration\": 1902.0, \"total_sessions\": 4, \"mean_week_duration\": 12.271}}, {\"86112\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-04-10 08:14:43.000000+00:00\", \"2022-06-30 06:31:21.000000+00:00\", \"2020-10-06 07:09:05.000000+00:00\", \"2021-12-11 02:11:39.000000+00:00\", \"2021-10-25 05:53:31.000000+00:00\", \"2019-07-11 06:17:41.000000+00:00\"], \"session_ids\": [\"a0cb6cba-8c8a-4435-942c-c20853b8c763\", \"1d6abb6e-744c-473c-b93f-62dcec47470b\", \"0eefcb66-ebd9-42b4-9f47-3ccfe5dede65\", \"011a8586-ab69-4ce6-b2aa-358c53e81f29\", \"a855f095-96bd-4da4-9e9e-0f3b4915939c\", \"4d5691ec-8990-4317-a649-5f543271aff9\"], \"total_duration\": 1031.0, \"total_sessions\": 6, \"mean_week_duration\": 6.137}}]\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[{\"46743\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-16 12:54:17.000000+00:00\", \"2019-06-09 06:48:55.000000+00:00\", \"2021-10-01 20:53:07.000000+00:00\", \"2019-06-25 12:05:47.000000+00:00\", \"2019-05-12 05:39:20.000000+00:00\", \"2021-11-27 04:55:27.000000+00:00\"], \"session_ids\": [\"1fa239f0-0922-40b2-a1ff-7c15aa8f07bb\", \"570356e8-2c77-4a1a-9cf9-ce44d003cd3d\", \"776aad83-cbcf-4210-ad8e-0b8c80fc1904\", \"5968fd0c-d12a-407b-9273-52b5bd69831a\", \"80ed9d15-7618-46a9-81a4-77f05deb507c\", \"0cfc7835-14f3-4a12-937f-5e88c8dc13eb\"], \"total_duration\": 3740.0, \"total_sessions\": 6, \"mean_week_duration\": 28.12}}, {\"51846\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-02-17 23:20:25.000000+00:00\", \"2022-02-01 07:51:00.000000+00:00\", \"2019-08-22 19:44:29.000000+00:00\", \"2020-06-14 06:51:53.000000+00:00\"], \"session_ids\": [\"48a78eaa-a21b-4d9e-9da9-316370293633\", \"5c117657-aabf-4f20-8e72-c442064f6f3b\", \"8ee3e99a-6ad1-4339-9a54-70f2614d87b6\", \"5da12791-9fb2-439b-b7a1-8212b5bcf70d\"], \"total_duration\": 1902.0, \"total_sessions\": 4, \"mean_week_duration\": 12.271}}, {\"86112\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-04-10 08:14:43.000000+00:00\", \"2022-06-30 06:31:21.000000+00:00\", \"2020-10-06 07:09:05.000000+00:00\", \"2021-12-11 02:11:39.000000+00:00\", \"2021-10-25 05:53:31.000000+00:00\", \"2019-07-11 06:17:41.000000+00:00\"], \"session_ids\": [\"a0cb6cba-8c8a-4435-942c-c20853b8c763\", \"1d6abb6e-744c-473c-b93f-62dcec47470b\", \"0eefcb66-ebd9-42b4-9f47-3ccfe5dede65\", \"011a8586-ab69-4ce6-b2aa-358c53e81f29\", \"a855f095-96bd-4da4-9e9e-0f3b4915939c\", \"4d5691ec-8990-4317-a649-5f543271aff9\"], \"total_duration\": 1031.0, \"total_sessions\": 6, \"mean_week_duration\": 6.137}}]\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[{\"46743\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-16 12:54:17.000000+00:00\", \"2019-06-09 06:48:55.000000+00:00\", \"2021-10-01 20:53:07.000000+00:00\", \"2019-06-25 12:05:47.000000+00:00\", \"2019-05-12 05:39:20.000000+00:00\", \"2021-11-27 04:55:27.000000+00:00\"], \"session_ids\": [\"1fa239f0-0922-40b2-a1ff-7c15aa8f07bb\", \"570356e8-2c77-4a1a-9cf9-ce44d003cd3d\", \"776aad83-cbcf-4210-ad8e-0b8c80fc1904\", \"5968fd0c-d12a-407b-9273-52b5bd69831a\", \"80ed9d15-7618-46a9-81a4-77f05deb507c\", \"0cfc7835-14f3-4a12-937f-5e88c8dc13eb\"], \"total_duration\": 3740.0, \"total_sessions\": 6, \"mean_week_duration\": 28.12}}]\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[{\"46743\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-16 12:54:17.000000+00:00\", \"2019-06-09 06:48:55.000000+00:00\", \"2021-10-01 20:53:07.000000+00:00\", \"2019-06-25 12:05:47.000000+00:00\", \"2019-05-12 05:39:20.000000+00:00\", \"2021-11-27 04:55:27.000000+00:00\"], \"session_ids\": [\"1fa239f0-0922-40b2-a1ff-7c15aa8f07bb\", \"570356e8-2c77-4a1a-9cf9-ce44d003cd3d\", \"776aad83-cbcf-4210-ad8e-0b8c80fc1904\", \"5968fd0c-d12a-407b-9273-52b5bd69831a\", \"80ed9d15-7618-46a9-81a4-77f05deb507c\", \"0cfc7835-14f3-4a12-937f-5e88c8dc13eb\"], \"total_duration\": 3740.0, \"total_sessions\": 6, \"mean_week_duration\": 28.12}}]\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 user who doesn't currently live in cities Havana, Tokyo, Zurich, Budapest , apply sorting by overall total sessions form the lowest value to the highest value and remain only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"76912\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-15 04:10:03.000000+00:00\", \"2021-12-09 10:00:04.000000+00:00\", \"2020-08-05 19:15:58.000000+00:00\", \"2022-03-12 17:14:59.000000+00:00\", \"2021-12-27 22:02:51.000000+00:00\", \"2020-11-27 06:43:34.000000+00:00\", \"2020-11-25 17:56:27.000000+00:00\", \"2019-02-04 07:02:30.000000+00:00\"], \"session_ids\": [\"81bd402e-fb56-49b7-b81d-1157e99142ab\", \"e26fc157-b875-4c8a-ac90-44a062848ee3\", \"cc6c3f7c-a049-4dd7-bfc2-8d6bb38fcd14\", \"a173c41a-b00b-40cc-bd0b-14125a321b54\", \"b27a495c-b82d-4761-a0ac-2c346397cf6a\", \"4dcfbd69-4fd1-4cc0-89af-14b8e480bd72\", \"57d174b4-4a5a-4e9b-b32b-0fc07c8cc196\", \"95b7e704-e2b9-40e3-8a7f-79342f3134e0\"], \"total_duration\": 4972.0, \"total_sessions\": 8, \"mean_week_duration\": 23.126}, \"20318\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-10-21 09:57:28.000000+00:00\", \"2019-10-21 03:31:45.000000+00:00\"], \"session_ids\": [\"c2091815-9b04-477e-a086-5729bfb1f115\", \"6cfd802e-ef3a-4cfa-b749-1513ca06004d\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 1.943}, \"25322\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-21 19:15:12.000000+00:00\", \"2020-01-04 08:23:30.000000+00:00\", \"2021-02-19 01:52:38.000000+00:00\", \"2020-06-19 04:07:50.000000+00:00\", \"2019-12-15 16:20:05.000000+00:00\"], \"session_ids\": [\"5f8d339d-204d-4a42-a9a6-f70051f0651f\", \"d3cdba6c-9fac-4d08-a0cc-4ad161988ea5\", \"6dfc5420-6507-46e5-b83b-85ebe7daeefd\", \"284a4b1d-661c-413d-8248-b556200a216b\", \"01933c40-4204-46c5-900c-1566f7a17567\"], \"total_duration\": 3147.0, \"total_sessions\": 5, \"mean_week_duration\": 32.781}, \"52664\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-30 01:21:03.000000+00:00\", \"2022-07-14 22:16:52.000000+00:00\"], \"session_ids\": [\"430d7996-475c-4b5e-8cee-3ce1e54cf60e\", \"bfa8d44f-bcc6-4e5e-826e-0bb2e564faea\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}, \"94697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-07 00:38:04.000000+00:00\", \"2019-02-03 22:19:46.000000+00:00\"], \"session_ids\": [\"538781b0-3b7b-44ad-ae89-b42c8723bb96\", \"3fd14ce3-6646-4462-bb4e-fafa2a133c7f\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 2.279}, \"84174\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-02-09 23:03:50.000000+00:00\", \"2020-07-23 00:37:06.000000+00:00\", \"2020-03-06 15:02:01.000000+00:00\", \"2023-01-25 14:44:29.000000+00:00\"], \"session_ids\": [\"57813a42-0531-4a6e-8b48-43128aacf958\", \"13e74195-d7d9-427d-a0e4-12d875d369c8\", \"5392c0f6-ca2b-4c4a-95a5-10475bef0479\", \"d0bdd4f5-8a29-4795-b4c3-708a52475194\"], \"total_duration\": 2113.0, \"total_sessions\": 4, \"mean_week_duration\": 13.993}, \"29838\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-20 00:29:00.000000+00:00\", \"2019-03-07 16:18:31.000000+00:00\", \"2020-04-15 04:01:16.000000+00:00\"], \"session_ids\": [\"d4792823-88cc-4807-b92e-d5eda2617d79\", \"694c3450-0c83-4e2e-95d5-e6834f8e4d06\", \"58db22f6-04a3-4f82-980c-f10782c4de3d\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 2.374}, \"31689\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-02-18 06:49:11.000000+00:00\", \"2020-12-15 04:48:34.000000+00:00\"], \"session_ids\": [\"0b5eddac-c9bf-4716-8ab8-c3d6b7b35a11\", \"0ec30f28-2a91-4cad-a429-22afef8fc6b6\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.258}, \"7076\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-17 07:51:04.000000+00:00\", \"2020-04-29 16:39:15.000000+00:00\", \"2019-05-14 07:50:50.000000+00:00\", \"2021-11-09 07:21:31.000000+00:00\", \"2022-03-09 00:25:09.000000+00:00\"], \"session_ids\": [\"bdbf746b-ce61-471d-91c1-73f9477f1b0b\", \"dab1c3e0-b8e9-4c69-ae57-5f00fde75920\", \"64db8dd6-9bf7-438b-9fbc-20e379516704\", \"0fedd142-c945-4d02-aab0-d80a1a24f331\", \"89a91674-58ce-4604-a581-8e0e636ea567\"], \"total_duration\": 257.0, \"total_sessions\": 5, \"mean_week_duration\": 1.548}, \"16709\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-03-16 23:18:09.000000+00:00\", \"2020-02-18 11:11:34.000000+00:00\", \"2022-06-01 13:29:43.000000+00:00\", \"2020-02-16 03:00:01.000000+00:00\", \"2021-04-22 16:26:15.000000+00:00\", \"2019-09-08 09:55:56.000000+00:00\", \"2022-04-03 00:28:03.000000+00:00\"], \"session_ids\": [\"86c69ea3-1ce0-4e4a-938b-2f7a5710ecde\", \"9112bee2-7c05-4770-9374-00cfc2185308\", \"349ecd28-66f3-49f1-8c7d-372cd18a42f5\", \"adc9e103-6882-4b44-91a7-821b48671380\", \"4adbac6a-1bad-4d85-b0b6-d8edd6aa87a5\", \"a37b7707-b71e-4f2b-9f15-9364c07fb053\", \"8559cf5a-a0d3-4c2f-aad8-b7f2ab341f33\"], \"total_duration\": 167.0, \"total_sessions\": 7, \"mean_week_duration\": 1.168}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Havana, Tokyo, Zurich, Budapest" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Havana\", \"Tokyo\", \"Zurich\", \"Budapest\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"76912\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-15 04:10:03.000000+00:00\", \"2021-12-09 10:00:04.000000+00:00\", \"2020-08-05 19:15:58.000000+00:00\", \"2022-03-12 17:14:59.000000+00:00\", \"2021-12-27 22:02:51.000000+00:00\", \"2020-11-27 06:43:34.000000+00:00\", \"2020-11-25 17:56:27.000000+00:00\", \"2019-02-04 07:02:30.000000+00:00\"], \"session_ids\": [\"81bd402e-fb56-49b7-b81d-1157e99142ab\", \"e26fc157-b875-4c8a-ac90-44a062848ee3\", \"cc6c3f7c-a049-4dd7-bfc2-8d6bb38fcd14\", \"a173c41a-b00b-40cc-bd0b-14125a321b54\", \"b27a495c-b82d-4761-a0ac-2c346397cf6a\", \"4dcfbd69-4fd1-4cc0-89af-14b8e480bd72\", \"57d174b4-4a5a-4e9b-b32b-0fc07c8cc196\", \"95b7e704-e2b9-40e3-8a7f-79342f3134e0\"], \"total_duration\": 4972.0, \"total_sessions\": 8, \"mean_week_duration\": 23.126}, \"20318\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-10-21 09:57:28.000000+00:00\", \"2019-10-21 03:31:45.000000+00:00\"], \"session_ids\": [\"c2091815-9b04-477e-a086-5729bfb1f115\", \"6cfd802e-ef3a-4cfa-b749-1513ca06004d\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 1.943}, \"25322\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-21 19:15:12.000000+00:00\", \"2020-01-04 08:23:30.000000+00:00\", \"2021-02-19 01:52:38.000000+00:00\", \"2020-06-19 04:07:50.000000+00:00\", \"2019-12-15 16:20:05.000000+00:00\"], \"session_ids\": [\"5f8d339d-204d-4a42-a9a6-f70051f0651f\", \"d3cdba6c-9fac-4d08-a0cc-4ad161988ea5\", \"6dfc5420-6507-46e5-b83b-85ebe7daeefd\", \"284a4b1d-661c-413d-8248-b556200a216b\", \"01933c40-4204-46c5-900c-1566f7a17567\"], \"total_duration\": 3147.0, \"total_sessions\": 5, \"mean_week_duration\": 32.781}, \"52664\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-30 01:21:03.000000+00:00\", \"2022-07-14 22:16:52.000000+00:00\"], \"session_ids\": [\"430d7996-475c-4b5e-8cee-3ce1e54cf60e\", \"bfa8d44f-bcc6-4e5e-826e-0bb2e564faea\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}, \"94697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-07 00:38:04.000000+00:00\", \"2019-02-03 22:19:46.000000+00:00\"], \"session_ids\": [\"538781b0-3b7b-44ad-ae89-b42c8723bb96\", \"3fd14ce3-6646-4462-bb4e-fafa2a133c7f\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 2.279}, \"84174\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-02-09 23:03:50.000000+00:00\", \"2020-07-23 00:37:06.000000+00:00\", \"2020-03-06 15:02:01.000000+00:00\", \"2023-01-25 14:44:29.000000+00:00\"], \"session_ids\": [\"57813a42-0531-4a6e-8b48-43128aacf958\", \"13e74195-d7d9-427d-a0e4-12d875d369c8\", \"5392c0f6-ca2b-4c4a-95a5-10475bef0479\", \"d0bdd4f5-8a29-4795-b4c3-708a52475194\"], \"total_duration\": 2113.0, \"total_sessions\": 4, \"mean_week_duration\": 13.993}, \"29838\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-20 00:29:00.000000+00:00\", \"2019-03-07 16:18:31.000000+00:00\", \"2020-04-15 04:01:16.000000+00:00\"], \"session_ids\": [\"d4792823-88cc-4807-b92e-d5eda2617d79\", \"694c3450-0c83-4e2e-95d5-e6834f8e4d06\", \"58db22f6-04a3-4f82-980c-f10782c4de3d\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 2.374}, \"31689\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-02-18 06:49:11.000000+00:00\", \"2020-12-15 04:48:34.000000+00:00\"], \"session_ids\": [\"0b5eddac-c9bf-4716-8ab8-c3d6b7b35a11\", \"0ec30f28-2a91-4cad-a429-22afef8fc6b6\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.258}, \"7076\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-17 07:51:04.000000+00:00\", \"2020-04-29 16:39:15.000000+00:00\", \"2019-05-14 07:50:50.000000+00:00\", \"2021-11-09 07:21:31.000000+00:00\", \"2022-03-09 00:25:09.000000+00:00\"], \"session_ids\": [\"bdbf746b-ce61-471d-91c1-73f9477f1b0b\", \"dab1c3e0-b8e9-4c69-ae57-5f00fde75920\", \"64db8dd6-9bf7-438b-9fbc-20e379516704\", \"0fedd142-c945-4d02-aab0-d80a1a24f331\", \"89a91674-58ce-4604-a581-8e0e636ea567\"], \"total_duration\": 257.0, \"total_sessions\": 5, \"mean_week_duration\": 1.548}, \"16709\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-03-16 23:18:09.000000+00:00\", \"2020-02-18 11:11:34.000000+00:00\", \"2022-06-01 13:29:43.000000+00:00\", \"2020-02-16 03:00:01.000000+00:00\", \"2021-04-22 16:26:15.000000+00:00\", \"2019-09-08 09:55:56.000000+00:00\", \"2022-04-03 00:28:03.000000+00:00\"], \"session_ids\": [\"86c69ea3-1ce0-4e4a-938b-2f7a5710ecde\", \"9112bee2-7c05-4770-9374-00cfc2185308\", \"349ecd28-66f3-49f1-8c7d-372cd18a42f5\", \"adc9e103-6882-4b44-91a7-821b48671380\", \"4adbac6a-1bad-4d85-b0b6-d8edd6aa87a5\", \"a37b7707-b71e-4f2b-9f15-9364c07fb053\", \"8559cf5a-a0d3-4c2f-aad8-b7f2ab341f33\"], \"total_duration\": 167.0, \"total_sessions\": 7, \"mean_week_duration\": 1.168}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"20318\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-10-21 09:57:28.000000+00:00\", \"2019-10-21 03:31:45.000000+00:00\"], \"session_ids\": [\"c2091815-9b04-477e-a086-5729bfb1f115\", \"6cfd802e-ef3a-4cfa-b749-1513ca06004d\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 1.943}}, {\"52664\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-30 01:21:03.000000+00:00\", \"2022-07-14 22:16:52.000000+00:00\"], \"session_ids\": [\"430d7996-475c-4b5e-8cee-3ce1e54cf60e\", \"bfa8d44f-bcc6-4e5e-826e-0bb2e564faea\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}}, {\"94697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-07 00:38:04.000000+00:00\", \"2019-02-03 22:19:46.000000+00:00\"], \"session_ids\": [\"538781b0-3b7b-44ad-ae89-b42c8723bb96\", \"3fd14ce3-6646-4462-bb4e-fafa2a133c7f\"], \"total_duration\": 310.0, \"total_sessions\": 2, \"mean_week_duration\": 2.279}}, {\"31689\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-02-18 06:49:11.000000+00:00\", \"2020-12-15 04:48:34.000000+00:00\"], \"session_ids\": [\"0b5eddac-c9bf-4716-8ab8-c3d6b7b35a11\", \"0ec30f28-2a91-4cad-a429-22afef8fc6b6\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.258}}, {\"29838\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-20 00:29:00.000000+00:00\", \"2019-03-07 16:18:31.000000+00:00\", \"2020-04-15 04:01:16.000000+00:00\"], \"session_ids\": [\"d4792823-88cc-4807-b92e-d5eda2617d79\", \"694c3450-0c83-4e2e-95d5-e6834f8e4d06\", \"58db22f6-04a3-4f82-980c-f10782c4de3d\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 2.374}}, {\"84174\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-02-09 23:03:50.000000+00:00\", \"2020-07-23 00:37:06.000000+00:00\", \"2020-03-06 15:02:01.000000+00:00\", \"2023-01-25 14:44:29.000000+00:00\"], \"session_ids\": [\"57813a42-0531-4a6e-8b48-43128aacf958\", \"13e74195-d7d9-427d-a0e4-12d875d369c8\", \"5392c0f6-ca2b-4c4a-95a5-10475bef0479\", \"d0bdd4f5-8a29-4795-b4c3-708a52475194\"], \"total_duration\": 2113.0, \"total_sessions\": 4, \"mean_week_duration\": 13.993}}, {\"25322\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-21 19:15:12.000000+00:00\", \"2020-01-04 08:23:30.000000+00:00\", \"2021-02-19 01:52:38.000000+00:00\", \"2020-06-19 04:07:50.000000+00:00\", \"2019-12-15 16:20:05.000000+00:00\"], \"session_ids\": [\"5f8d339d-204d-4a42-a9a6-f70051f0651f\", \"d3cdba6c-9fac-4d08-a0cc-4ad161988ea5\", \"6dfc5420-6507-46e5-b83b-85ebe7daeefd\", \"284a4b1d-661c-413d-8248-b556200a216b\", \"01933c40-4204-46c5-900c-1566f7a17567\"], \"total_duration\": 3147.0, \"total_sessions\": 5, \"mean_week_duration\": 32.781}}, {\"7076\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-17 07:51:04.000000+00:00\", \"2020-04-29 16:39:15.000000+00:00\", \"2019-05-14 07:50:50.000000+00:00\", \"2021-11-09 07:21:31.000000+00:00\", \"2022-03-09 00:25:09.000000+00:00\"], \"session_ids\": [\"bdbf746b-ce61-471d-91c1-73f9477f1b0b\", \"dab1c3e0-b8e9-4c69-ae57-5f00fde75920\", \"64db8dd6-9bf7-438b-9fbc-20e379516704\", \"0fedd142-c945-4d02-aab0-d80a1a24f331\", \"89a91674-58ce-4604-a581-8e0e636ea567\"], \"total_duration\": 257.0, \"total_sessions\": 5, \"mean_week_duration\": 1.548}}, {\"16709\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-03-16 23:18:09.000000+00:00\", \"2020-02-18 11:11:34.000000+00:00\", \"2022-06-01 13:29:43.000000+00:00\", \"2020-02-16 03:00:01.000000+00:00\", \"2021-04-22 16:26:15.000000+00:00\", \"2019-09-08 09:55:56.000000+00:00\", \"2022-04-03 00:28:03.000000+00:00\"], \"session_ids\": [\"86c69ea3-1ce0-4e4a-938b-2f7a5710ecde\", \"9112bee2-7c05-4770-9374-00cfc2185308\", \"349ecd28-66f3-49f1-8c7d-372cd18a42f5\", \"adc9e103-6882-4b44-91a7-821b48671380\", \"4adbac6a-1bad-4d85-b0b6-d8edd6aa87a5\", \"a37b7707-b71e-4f2b-9f15-9364c07fb053\", \"8559cf5a-a0d3-4c2f-aad8-b7f2ab341f33\"], \"total_duration\": 167.0, \"total_sessions\": 7, \"mean_week_duration\": 1.168}}, {\"76912\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-15 04:10:03.000000+00:00\", \"2021-12-09 10:00:04.000000+00:00\", \"2020-08-05 19:15:58.000000+00:00\", \"2022-03-12 17:14:59.000000+00:00\", \"2021-12-27 22:02:51.000000+00:00\", \"2020-11-27 06:43:34.000000+00:00\", \"2020-11-25 17:56:27.000000+00:00\", \"2019-02-04 07:02:30.000000+00:00\"], \"session_ids\": [\"81bd402e-fb56-49b7-b81d-1157e99142ab\", \"e26fc157-b875-4c8a-ac90-44a062848ee3\", \"cc6c3f7c-a049-4dd7-bfc2-8d6bb38fcd14\", \"a173c41a-b00b-40cc-bd0b-14125a321b54\", \"b27a495c-b82d-4761-a0ac-2c346397cf6a\", \"4dcfbd69-4fd1-4cc0-89af-14b8e480bd72\", \"57d174b4-4a5a-4e9b-b32b-0fc07c8cc196\", \"95b7e704-e2b9-40e3-8a7f-79342f3134e0\"], \"total_duration\": 4972.0, \"total_sessions\": 8, \"mean_week_duration\": 23.126}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"20318\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-10-21 09:57:28.000000+00:00\", \"2019-10-21 03:31:45.000000+00:00\"], \"session_ids\": [\"c2091815-9b04-477e-a086-5729bfb1f115\", \"6cfd802e-ef3a-4cfa-b749-1513ca06004d\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 1.943}}, {\"52664\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-30 01:21:03.000000+00:00\", \"2022-07-14 22:16:52.000000+00:00\"], \"session_ids\": [\"430d7996-475c-4b5e-8cee-3ce1e54cf60e\", \"bfa8d44f-bcc6-4e5e-826e-0bb2e564faea\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}}]\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[{\"20318\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2022-10-21 09:57:28.000000+00:00\", \"2019-10-21 03:31:45.000000+00:00\"], \"session_ids\": [\"c2091815-9b04-477e-a086-5729bfb1f115\", \"6cfd802e-ef3a-4cfa-b749-1513ca06004d\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 1.943}}, {\"52664\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-30 01:21:03.000000+00:00\", \"2022-07-14 22:16:52.000000+00:00\"], \"session_ids\": [\"430d7996-475c-4b5e-8cee-3ce1e54cf60e\", \"bfa8d44f-bcc6-4e5e-826e-0bb2e564faea\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}}]\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 whose all sessions quantity is strictly greater than 4 and less than 8 also perform sorting by city_name 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{\"1958\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-18 11:25:00.000000+00:00\", \"2020-09-14 20:21:17.000000+00:00\"], \"session_ids\": [\"b66d504f-309f-4852-9a8c-82b39ab70d48\", \"43444e35-934d-4611-a7af-cf625f3ab674\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 2.747}, \"26486\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-30 01:00:01.000000+00:00\", \"2022-10-08 18:19:28.000000+00:00\", \"2019-10-14 12:48:08.000000+00:00\", \"2021-07-04 19:12:55.000000+00:00\"], \"session_ids\": [\"b409a212-cbbe-4aba-8aff-bb1ae6ec6080\", \"8f4372af-9bc9-4e68-9277-0ef23b5cfb55\", \"84e91977-2429-4680-9141-db426469424c\", \"01e83ad2-b7d8-4df5-ab82-2a3ccb567e47\"], \"total_duration\": 186.0, \"total_sessions\": 4, \"mean_week_duration\": 1.192}, \"77163\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-14 14:26:46.000000+00:00\", \"2020-08-12 08:45:49.000000+00:00\"], \"session_ids\": [\"30ea5cb2-cb8f-422d-88c0-6ee175c7439c\", \"c37c871f-a3e6-4cdd-9fac-8a6c0e0bb83c\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 5.067}, \"65159\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-03-07 00:40:11.000000+00:00\", \"2021-12-14 08:37:18.000000+00:00\", \"2020-10-06 05:58:29.000000+00:00\"], \"session_ids\": [\"f1af7d06-02a8-4740-82bd-022bffe11722\", \"bde1dd09-cad4-461b-878a-93ee79dce2cb\", \"dcf1fea6-056f-42e9-babe-f10f4782e852\"], \"total_duration\": 532.0, \"total_sessions\": 3, \"mean_week_duration\": 7.189}, \"86714\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-17 06:58:30.000000+00:00\", \"2020-05-11 11:49:03.000000+00:00\"], \"session_ids\": [\"55bbf732-ffab-40a8-833b-38c58152d9ab\", \"e54884c7-868f-4031-8a8c-5ef128581172\"], \"total_duration\": 409.0, \"total_sessions\": 2, \"mean_week_duration\": 6.705}, \"91880\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-03-16 01:47:27.000000+00:00\", \"2020-11-23 16:32:12.000000+00:00\", \"2022-06-08 12:12:24.000000+00:00\"], \"session_ids\": [\"3b59d160-4aea-45fb-907b-60a5d7f5d51a\", \"01861614-a61e-4384-921c-7ed4c06ba0e4\", \"c7d49bab-8fc7-4c33-b44a-3c48c5caff79\"], \"total_duration\": 536.0, \"total_sessions\": 3, \"mean_week_duration\": 4.581}, \"47797\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-10-28 01:46:03.000000+00:00\", \"2021-08-02 07:58:05.000000+00:00\", \"2021-01-09 13:15:33.000000+00:00\", \"2022-04-25 19:24:30.000000+00:00\", \"2023-02-09 08:22:30.000000+00:00\", \"2020-01-17 00:34:45.000000+00:00\", \"2023-02-02 19:30:21.000000+00:00\", \"2022-10-01 01:36:15.000000+00:00\"], \"session_ids\": [\"026054e3-a6a4-4e29-a865-fa120b99708b\", \"9cf15fcf-35d8-4885-b32c-c84de48883c8\", \"aa6da0d7-81b6-4e5d-b9bb-060b212cb10f\", \"1367dd73-69f1-4a78-8035-45511c1c90cf\", \"77459d3d-f19e-441f-84a5-5c6c95d921ec\", \"bf3c8fbc-c2fd-45ee-bb59-d5db7ce373b9\", \"3caf2e88-9eb1-4733-9349-bfa89a84a9bb\", \"d8a929a5-f014-42b4-990c-0bf416016ca7\"], \"total_duration\": 4817.0, \"total_sessions\": 8, \"mean_week_duration\": 30.106}, \"99377\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-23 12:26:01.000000+00:00\", \"2021-12-12 19:49:01.000000+00:00\"], \"session_ids\": [\"25067527-d5a0-44fa-82be-d883b3393c8d\", \"34ef3746-89e2-44f8-8e0f-ae2cee18e4ab\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.61}, \"8839\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-01-13 13:43:33.000000+00:00\", \"2021-05-08 11:19:51.000000+00:00\", \"2023-03-20 09:15:05.000000+00:00\"], \"session_ids\": [\"a09b9ec0-bf40-4174-af15-acc358dbedd1\", \"d474520b-a530-44ea-8ebd-61e36ebd8cf1\", \"ceaf7262-5572-4c28-a7bd-b54863ef82d7\"], \"total_duration\": 64.0, \"total_sessions\": 3, \"mean_week_duration\": 0.561}, \"28417\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-08 05:19:56.000000+00:00\", \"2021-03-08 21:01:32.000000+00:00\", \"2019-09-22 02:13:48.000000+00:00\", \"2021-01-31 20:02:14.000000+00:00\", \"2021-10-06 09:50:35.000000+00:00\", \"2020-06-13 05:38:13.000000+00:00\", \"2019-09-16 17:23:19.000000+00:00\", \"2020-12-18 22:24:41.000000+00:00\"], \"session_ids\": [\"320ccf7e-0c53-477b-b03b-c757db367b18\", \"ce941a32-b009-4127-a1db-832c4b9929f0\", \"f1ac68c4-1211-410d-8410-5728f02e9805\", \"f70e0dff-a881-4076-8c09-4638fe6a2150\", \"c8c3605d-ac91-42d9-8460-6691f6e6d852\", \"2bea6bec-1b7d-4a16-8611-bf9ebfa5c68b\", \"9b962c4a-188b-4d80-8739-78427979db4e\", \"6de88867-bdf2-44ad-b658-acf2594a8470\"], \"total_duration\": 2722.0, \"total_sessions\": 8, \"mean_week_duration\": 23.265}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are greater than 4 and are equal or less than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"47797\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-10-28 01:46:03.000000+00:00\", \"2021-08-02 07:58:05.000000+00:00\", \"2021-01-09 13:15:33.000000+00:00\", \"2022-04-25 19:24:30.000000+00:00\", \"2023-02-09 08:22:30.000000+00:00\", \"2020-01-17 00:34:45.000000+00:00\", \"2023-02-02 19:30:21.000000+00:00\", \"2022-10-01 01:36:15.000000+00:00\"], \"session_ids\": [\"026054e3-a6a4-4e29-a865-fa120b99708b\", \"9cf15fcf-35d8-4885-b32c-c84de48883c8\", \"aa6da0d7-81b6-4e5d-b9bb-060b212cb10f\", \"1367dd73-69f1-4a78-8035-45511c1c90cf\", \"77459d3d-f19e-441f-84a5-5c6c95d921ec\", \"bf3c8fbc-c2fd-45ee-bb59-d5db7ce373b9\", \"3caf2e88-9eb1-4733-9349-bfa89a84a9bb\", \"d8a929a5-f014-42b4-990c-0bf416016ca7\"], \"total_duration\": 4817.0, \"total_sessions\": 8, \"mean_week_duration\": 30.106}, \"28417\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-08 05:19:56.000000+00:00\", \"2021-03-08 21:01:32.000000+00:00\", \"2019-09-22 02:13:48.000000+00:00\", \"2021-01-31 20:02:14.000000+00:00\", \"2021-10-06 09:50:35.000000+00:00\", \"2020-06-13 05:38:13.000000+00:00\", \"2019-09-16 17:23:19.000000+00:00\", \"2020-12-18 22:24:41.000000+00:00\"], \"session_ids\": [\"320ccf7e-0c53-477b-b03b-c757db367b18\", \"ce941a32-b009-4127-a1db-832c4b9929f0\", \"f1ac68c4-1211-410d-8410-5728f02e9805\", \"f70e0dff-a881-4076-8c09-4638fe6a2150\", \"c8c3605d-ac91-42d9-8460-6691f6e6d852\", \"2bea6bec-1b7d-4a16-8611-bf9ebfa5c68b\", \"9b962c4a-188b-4d80-8739-78427979db4e\", \"6de88867-bdf2-44ad-b658-acf2594a8470\"], \"total_duration\": 2722.0, \"total_sessions\": 8, \"mean_week_duration\": 23.265}}\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[{\"28417\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-08 05:19:56.000000+00:00\", \"2021-03-08 21:01:32.000000+00:00\", \"2019-09-22 02:13:48.000000+00:00\", \"2021-01-31 20:02:14.000000+00:00\", \"2021-10-06 09:50:35.000000+00:00\", \"2020-06-13 05:38:13.000000+00:00\", \"2019-09-16 17:23:19.000000+00:00\", \"2020-12-18 22:24:41.000000+00:00\"], \"session_ids\": [\"320ccf7e-0c53-477b-b03b-c757db367b18\", \"ce941a32-b009-4127-a1db-832c4b9929f0\", \"f1ac68c4-1211-410d-8410-5728f02e9805\", \"f70e0dff-a881-4076-8c09-4638fe6a2150\", \"c8c3605d-ac91-42d9-8460-6691f6e6d852\", \"2bea6bec-1b7d-4a16-8611-bf9ebfa5c68b\", \"9b962c4a-188b-4d80-8739-78427979db4e\", \"6de88867-bdf2-44ad-b658-acf2594a8470\"], \"total_duration\": 2722.0, \"total_sessions\": 8, \"mean_week_duration\": 23.265}}, {\"47797\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-10-28 01:46:03.000000+00:00\", \"2021-08-02 07:58:05.000000+00:00\", \"2021-01-09 13:15:33.000000+00:00\", \"2022-04-25 19:24:30.000000+00:00\", \"2023-02-09 08:22:30.000000+00:00\", \"2020-01-17 00:34:45.000000+00:00\", \"2023-02-02 19:30:21.000000+00:00\", \"2022-10-01 01:36:15.000000+00:00\"], \"session_ids\": [\"026054e3-a6a4-4e29-a865-fa120b99708b\", \"9cf15fcf-35d8-4885-b32c-c84de48883c8\", \"aa6da0d7-81b6-4e5d-b9bb-060b212cb10f\", \"1367dd73-69f1-4a78-8035-45511c1c90cf\", \"77459d3d-f19e-441f-84a5-5c6c95d921ec\", \"bf3c8fbc-c2fd-45ee-bb59-d5db7ce373b9\", \"3caf2e88-9eb1-4733-9349-bfa89a84a9bb\", \"d8a929a5-f014-42b4-990c-0bf416016ca7\"], \"total_duration\": 4817.0, \"total_sessions\": 8, \"mean_week_duration\": 30.106}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 8 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"28417\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-08 05:19:56.000000+00:00\", \"2021-03-08 21:01:32.000000+00:00\", \"2019-09-22 02:13:48.000000+00:00\", \"2021-01-31 20:02:14.000000+00:00\", \"2021-10-06 09:50:35.000000+00:00\", \"2020-06-13 05:38:13.000000+00:00\", \"2019-09-16 17:23:19.000000+00:00\", \"2020-12-18 22:24:41.000000+00:00\"], \"session_ids\": [\"320ccf7e-0c53-477b-b03b-c757db367b18\", \"ce941a32-b009-4127-a1db-832c4b9929f0\", \"f1ac68c4-1211-410d-8410-5728f02e9805\", \"f70e0dff-a881-4076-8c09-4638fe6a2150\", \"c8c3605d-ac91-42d9-8460-6691f6e6d852\", \"2bea6bec-1b7d-4a16-8611-bf9ebfa5c68b\", \"9b962c4a-188b-4d80-8739-78427979db4e\", \"6de88867-bdf2-44ad-b658-acf2594a8470\"], \"total_duration\": 2722.0, \"total_sessions\": 8, \"mean_week_duration\": 23.265}}, {\"47797\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-10-28 01:46:03.000000+00:00\", \"2021-08-02 07:58:05.000000+00:00\", \"2021-01-09 13:15:33.000000+00:00\", \"2022-04-25 19:24:30.000000+00:00\", \"2023-02-09 08:22:30.000000+00:00\", \"2020-01-17 00:34:45.000000+00:00\", \"2023-02-02 19:30:21.000000+00:00\", \"2022-10-01 01:36:15.000000+00:00\"], \"session_ids\": [\"026054e3-a6a4-4e29-a865-fa120b99708b\", \"9cf15fcf-35d8-4885-b32c-c84de48883c8\", \"aa6da0d7-81b6-4e5d-b9bb-060b212cb10f\", \"1367dd73-69f1-4a78-8035-45511c1c90cf\", \"77459d3d-f19e-441f-84a5-5c6c95d921ec\", \"bf3c8fbc-c2fd-45ee-bb59-d5db7ce373b9\", \"3caf2e88-9eb1-4733-9349-bfa89a84a9bb\", \"d8a929a5-f014-42b4-990c-0bf416016ca7\"], \"total_duration\": 4817.0, \"total_sessions\": 8, \"mean_week_duration\": 30.106}}]\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[{\"28417\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-08 05:19:56.000000+00:00\", \"2021-03-08 21:01:32.000000+00:00\", \"2019-09-22 02:13:48.000000+00:00\", \"2021-01-31 20:02:14.000000+00:00\", \"2021-10-06 09:50:35.000000+00:00\", \"2020-06-13 05:38:13.000000+00:00\", \"2019-09-16 17:23:19.000000+00:00\", \"2020-12-18 22:24:41.000000+00:00\"], \"session_ids\": [\"320ccf7e-0c53-477b-b03b-c757db367b18\", \"ce941a32-b009-4127-a1db-832c4b9929f0\", \"f1ac68c4-1211-410d-8410-5728f02e9805\", \"f70e0dff-a881-4076-8c09-4638fe6a2150\", \"c8c3605d-ac91-42d9-8460-6691f6e6d852\", \"2bea6bec-1b7d-4a16-8611-bf9ebfa5c68b\", \"9b962c4a-188b-4d80-8739-78427979db4e\", \"6de88867-bdf2-44ad-b658-acf2594a8470\"], \"total_duration\": 2722.0, \"total_sessions\": 8, \"mean_week_duration\": 23.265}}, {\"47797\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-10-28 01:46:03.000000+00:00\", \"2021-08-02 07:58:05.000000+00:00\", \"2021-01-09 13:15:33.000000+00:00\", \"2022-04-25 19:24:30.000000+00:00\", \"2023-02-09 08:22:30.000000+00:00\", \"2020-01-17 00:34:45.000000+00:00\", \"2023-02-02 19:30:21.000000+00:00\", \"2022-10-01 01:36:15.000000+00:00\"], \"session_ids\": [\"026054e3-a6a4-4e29-a865-fa120b99708b\", \"9cf15fcf-35d8-4885-b32c-c84de48883c8\", \"aa6da0d7-81b6-4e5d-b9bb-060b212cb10f\", \"1367dd73-69f1-4a78-8035-45511c1c90cf\", \"77459d3d-f19e-441f-84a5-5c6c95d921ec\", \"bf3c8fbc-c2fd-45ee-bb59-d5db7ce373b9\", \"3caf2e88-9eb1-4733-9349-bfa89a84a9bb\", \"d8a929a5-f014-42b4-990c-0bf416016ca7\"], \"total_duration\": 4817.0, \"total_sessions\": 8, \"mean_week_duration\": 30.106}}]\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 with a overall quantity of sessions is precisely 4 , and execute sorting by name of the city desc plus keep only 4 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"93325\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-05-21 12:43:16.000000+00:00\", \"2019-05-26 05:36:22.000000+00:00\"], \"session_ids\": [\"cd4c36a4-a9cb-432b-b9d9-a521ff43797b\", \"0fa6e927-a6a8-487f-9f74-8c5df7520a26\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.394}, \"26004\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-02-24 18:49:00.000000+00:00\", \"2019-07-20 23:48:47.000000+00:00\", \"2020-05-16 11:50:21.000000+00:00\"], \"session_ids\": [\"75048c5f-76a8-4b5b-93db-95e468db7b96\", \"20b80cf3-d7dc-4bcd-bc3a-49e00191b46f\", \"a2999207-53c4-47a8-9e63-32a48449082e\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.321}, \"71044\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-04-28 10:48:33.000000+00:00\", \"2020-12-28 23:28:56.000000+00:00\"], \"session_ids\": [\"464fd9ba-a5d8-45e1-945a-d1b02f3a788b\", \"8f15a15b-b02e-40a0-91ff-0afcfdc430c2\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.227}, \"77221\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-05-21 15:25:57.000000+00:00\", \"2020-05-24 08:01:58.000000+00:00\"], \"session_ids\": [\"2cf4dade-ebd3-4360-8b8f-15af26b417f3\", \"74a3dabd-7006-4f06-ad9c-f38eccb1722e\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 386.0}, \"69741\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-23 02:01:36.000000+00:00\", \"2020-07-14 16:46:05.000000+00:00\", \"2022-05-24 23:01:09.000000+00:00\"], \"session_ids\": [\"4aeff7a1-439e-4057-9d8c-5981ac3e8032\", \"1260d8db-1780-43d8-af18-d2fe783a2aa3\", \"a3b80879-3a07-4319-89a1-6686f88830fd\"], \"total_duration\": 633.0, \"total_sessions\": 3, \"mean_week_duration\": 6.33}, \"44350\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-10 11:07:55.000000+00:00\", \"2021-07-27 18:02:41.000000+00:00\"], \"session_ids\": [\"4938c1ca-6b40-4b66-952e-7655cde29781\", \"d2bd9875-eb7c-4d3e-b096-87663f73257d\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 37.455}, \"97096\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-25 02:00:24.000000+00:00\", \"2023-02-04 18:18:27.000000+00:00\"], \"session_ids\": [\"1c3a0025-e381-4aa8-9857-f740f3fa0733\", \"04987a12-493e-4cf5-8e2b-88612790dae4\"], \"total_duration\": 401.0, \"total_sessions\": 2, \"mean_week_duration\": 4.506}, \"22173\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-10 04:17:37.000000+00:00\", \"2023-01-12 14:26:15.000000+00:00\"], \"session_ids\": [\"8a8185a2-2693-4ede-ba2d-58f5361e7e68\", \"211c2179-11b5-486b-8819-e58450c1cde9\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 1.638}, \"84281\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-21 08:00:20.000000+00:00\", \"2019-12-19 17:29:38.000000+00:00\", \"2022-06-24 08:33:11.000000+00:00\", \"2023-05-27 02:41:43.000000+00:00\"], \"session_ids\": [\"16b43c44-efda-4295-8205-a0ea1710faae\", \"c2f5bf49-3cf4-43e4-8d70-9b04b878dff0\", \"f99a05c5-c768-4deb-838f-bb0328db9ec9\", \"ec53b81d-fe96-4114-8244-d5d3ab953317\"], \"total_duration\": 36.0, \"total_sessions\": 4, \"mean_week_duration\": 0.161}, \"68108\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-08-20 13:44:51.000000+00:00\", \"2020-08-02 00:24:34.000000+00:00\"], \"session_ids\": [\"95608684-56ab-41bf-80c0-ec5d872364d0\", \"f3a54801-e366-46f2-abc0-c86bc4cb02fd\"], \"total_duration\": 419.0, \"total_sessions\": 2, \"mean_week_duration\": 139.667}}\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{\"84281\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-21 08:00:20.000000+00:00\", \"2019-12-19 17:29:38.000000+00:00\", \"2022-06-24 08:33:11.000000+00:00\", \"2023-05-27 02:41:43.000000+00:00\"], \"session_ids\": [\"16b43c44-efda-4295-8205-a0ea1710faae\", \"c2f5bf49-3cf4-43e4-8d70-9b04b878dff0\", \"f99a05c5-c768-4deb-838f-bb0328db9ec9\", \"ec53b81d-fe96-4114-8244-d5d3ab953317\"], \"total_duration\": 36.0, \"total_sessions\": 4, \"mean_week_duration\": 0.161}}\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[{\"84281\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-21 08:00:20.000000+00:00\", \"2019-12-19 17:29:38.000000+00:00\", \"2022-06-24 08:33:11.000000+00:00\", \"2023-05-27 02:41:43.000000+00:00\"], \"session_ids\": [\"16b43c44-efda-4295-8205-a0ea1710faae\", \"c2f5bf49-3cf4-43e4-8d70-9b04b878dff0\", \"f99a05c5-c768-4deb-838f-bb0328db9ec9\", \"ec53b81d-fe96-4114-8244-d5d3ab953317\"], \"total_duration\": 36.0, \"total_sessions\": 4, \"mean_week_duration\": 0.161}}]\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[{\"84281\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-21 08:00:20.000000+00:00\", \"2019-12-19 17:29:38.000000+00:00\", \"2022-06-24 08:33:11.000000+00:00\", \"2023-05-27 02:41:43.000000+00:00\"], \"session_ids\": [\"16b43c44-efda-4295-8205-a0ea1710faae\", \"c2f5bf49-3cf4-43e4-8d70-9b04b878dff0\", \"f99a05c5-c768-4deb-838f-bb0328db9ec9\", \"ec53b81d-fe96-4114-8244-d5d3ab953317\"], \"total_duration\": 36.0, \"total_sessions\": 4, \"mean_week_duration\": 0.161}}]\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[{\"84281\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-21 08:00:20.000000+00:00\", \"2019-12-19 17:29:38.000000+00:00\", \"2022-06-24 08:33:11.000000+00:00\", \"2023-05-27 02:41:43.000000+00:00\"], \"session_ids\": [\"16b43c44-efda-4295-8205-a0ea1710faae\", \"c2f5bf49-3cf4-43e4-8d70-9b04b878dff0\", \"f99a05c5-c768-4deb-838f-bb0328db9ec9\", \"ec53b81d-fe96-4114-8244-d5d3ab953317\"], \"total_duration\": 36.0, \"total_sessions\": 4, \"mean_week_duration\": 0.161}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show users to me whose sum of sessions is bigger than 4 and smaller than 8 (both not including) also implement sorting by duration summation of sessions per week from the largest to the smallest." } ]
[ { "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{\"2477\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-31 02:39:37.000000+00:00\", \"2020-04-18 03:13:37.000000+00:00\"], \"session_ids\": [\"f7a2064d-e3df-4d59-9e2e-57edd865e16a\", \"20e5996e-165a-4f90-9361-117c4664f4f2\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.245}, \"57350\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-04-03 17:14:49.000000+00:00\", \"2021-02-07 00:44:13.000000+00:00\", \"2021-11-08 03:14:19.000000+00:00\", \"2022-12-02 19:13:44.000000+00:00\", \"2021-12-20 17:49:16.000000+00:00\"], \"session_ids\": [\"6a5ccb4f-f11d-4cf9-be78-07a9cf15342f\", \"064ef46c-f1c3-4e8c-b4e9-70b0f8e353e0\", \"17fed578-736f-4021-a5b1-b4fd02bd1756\", \"78463fd2-6737-4b8d-82ca-94d09f99b38d\", \"52cd9ae6-7ed3-4803-8f88-1f994e19f63d\"], \"total_duration\": 3839.0, \"total_sessions\": 5, \"mean_week_duration\": 33.973}, \"51324\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-01 15:04:00.000000+00:00\", \"2021-11-30 11:00:48.000000+00:00\", \"2019-05-21 04:35:25.000000+00:00\", \"2021-08-31 22:16:13.000000+00:00\"], \"session_ids\": [\"d4f36a55-5b40-47f9-abf2-684ef70b9e47\", \"ff16aba7-ab65-4b3e-ae08-9b75a72b07d9\", \"792a686f-59a8-4f1b-a738-016b59b23834\", \"275f1906-4da6-4415-9c6b-baffba6966e5\"], \"total_duration\": 928.0, \"total_sessions\": 4, \"mean_week_duration\": 4.398}, \"90270\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-15 06:44:57.000000+00:00\", \"2022-01-29 05:56:28.000000+00:00\", \"2021-09-24 11:07:18.000000+00:00\"], \"session_ids\": [\"a3b7a6ce-4425-44d1-970e-0f26b1e77cfe\", \"c41bc194-bc0e-4d6f-b39a-95c34d8940f8\", \"f7dca8c2-a24c-47df-ba28-93b83c5f7022\"], \"total_duration\": 316.0, \"total_sessions\": 3, \"mean_week_duration\": 3.551}, \"47443\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-07-11 09:15:40.000000+00:00\", \"2021-09-07 23:27:15.000000+00:00\", \"2019-01-01 11:29:16.000000+00:00\", \"2023-05-18 11:55:44.000000+00:00\"], \"session_ids\": [\"42a9cb37-27ff-443d-93ab-9ce33314b6fd\", \"3199e528-04e3-42db-bc95-ee14fdadbf60\", \"2a591cff-a10d-48c7-8b57-cfa376b3d5e9\", \"b2228af4-16bf-42a6-a699-62988e943527\"], \"total_duration\": 170.0, \"total_sessions\": 4, \"mean_week_duration\": 0.742}, \"82019\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-04-14 19:48:47.000000+00:00\", \"2021-08-20 03:08:24.000000+00:00\"], \"session_ids\": [\"645214e6-1f3d-4227-9458-56176d2e8f28\", \"11929fab-7494-4d1a-9da8-ffc31e4a4b77\"], \"total_duration\": 384.0, \"total_sessions\": 2, \"mean_week_duration\": 3.122}, \"89928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-05-02 22:18:13.000000+00:00\", \"2022-11-05 10:48:50.000000+00:00\"], \"session_ids\": [\"1580b358-c5b7-4236-85cf-efc55d48b1fc\", \"e05b2efb-9f7a-4cb3-b952-95f687e4703b\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.556}, \"96955\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-15 00:54:33.000000+00:00\", \"2022-01-07 21:25:19.000000+00:00\", \"2022-01-31 11:03:26.000000+00:00\"], \"session_ids\": [\"f363c36d-9ce5-483a-b6e0-04dd06934567\", \"fca97726-0d5e-4a25-bfbc-ef40948277d6\", \"d65104e4-b888-4851-a7cb-33b0cb2d4b17\"], \"total_duration\": 223.0, \"total_sessions\": 3, \"mean_week_duration\": 2.372}, \"82365\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-28 09:31:40.000000+00:00\", \"2019-02-15 09:56:46.000000+00:00\", \"2019-10-14 13:46:15.000000+00:00\"], \"session_ids\": [\"f3bac855-ec22-4539-a070-2267e751db2f\", \"c716a381-28ea-4aed-8a93-6ef1c6662a4e\", \"a4b28ad6-9db3-4d28-916b-ba741c509afa\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.105}, \"18634\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-04-15 02:33:01.000000+00:00\", \"2021-01-18 07:34:45.000000+00:00\"], \"session_ids\": [\"d366a3c2-c15f-477f-a277-ceef181f5c58\", \"0addbf88-547d-46f7-a2bb-f372688c3b59\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.576}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are greater than 4 and are less than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"57350\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-04-03 17:14:49.000000+00:00\", \"2021-02-07 00:44:13.000000+00:00\", \"2021-11-08 03:14:19.000000+00:00\", \"2022-12-02 19:13:44.000000+00:00\", \"2021-12-20 17:49:16.000000+00:00\"], \"session_ids\": [\"6a5ccb4f-f11d-4cf9-be78-07a9cf15342f\", \"064ef46c-f1c3-4e8c-b4e9-70b0f8e353e0\", \"17fed578-736f-4021-a5b1-b4fd02bd1756\", \"78463fd2-6737-4b8d-82ca-94d09f99b38d\", \"52cd9ae6-7ed3-4803-8f88-1f994e19f63d\"], \"total_duration\": 3839.0, \"total_sessions\": 5, \"mean_week_duration\": 33.973}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute." }, { "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[{\"57350\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-04-03 17:14:49.000000+00:00\", \"2021-02-07 00:44:13.000000+00:00\", \"2021-11-08 03:14:19.000000+00:00\", \"2022-12-02 19:13:44.000000+00:00\", \"2021-12-20 17:49:16.000000+00:00\"], \"session_ids\": [\"6a5ccb4f-f11d-4cf9-be78-07a9cf15342f\", \"064ef46c-f1c3-4e8c-b4e9-70b0f8e353e0\", \"17fed578-736f-4021-a5b1-b4fd02bd1756\", \"78463fd2-6737-4b8d-82ca-94d09f99b38d\", \"52cd9ae6-7ed3-4803-8f88-1f994e19f63d\"], \"total_duration\": 3839.0, \"total_sessions\": 5, \"mean_week_duration\": 33.973}}]\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[{\"57350\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-04-03 17:14:49.000000+00:00\", \"2021-02-07 00:44:13.000000+00:00\", \"2021-11-08 03:14:19.000000+00:00\", \"2022-12-02 19:13:44.000000+00:00\", \"2021-12-20 17:49:16.000000+00:00\"], \"session_ids\": [\"6a5ccb4f-f11d-4cf9-be78-07a9cf15342f\", \"064ef46c-f1c3-4e8c-b4e9-70b0f8e353e0\", \"17fed578-736f-4021-a5b1-b4fd02bd1756\", \"78463fd2-6737-4b8d-82ca-94d09f99b38d\", \"52cd9ae6-7ed3-4803-8f88-1f994e19f63d\"], \"total_duration\": 3839.0, \"total_sessions\": 5, \"mean_week_duration\": 33.973}}]\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 user with a sessions count that is above 3 and below 6, exclusive 6 as well as do sorting by overall duration of sessions per week ascending and in addition provide me only with 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"71407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-27 12:59:40.000000+00:00\", \"2022-12-10 03:23:43.000000+00:00\", \"2022-03-23 17:41:36.000000+00:00\", \"2020-09-03 11:08:35.000000+00:00\"], \"session_ids\": [\"ad419d0f-33aa-4049-9f52-733cfe316c72\", \"aaec0f96-8518-4403-bc46-db8b6dba0eeb\", \"05f9857b-744f-4ddf-82c0-bc48473e53ec\", \"64fcdacc-3667-48b4-a863-55324000d32d\"], \"total_duration\": 1471.0, \"total_sessions\": 4, \"mean_week_duration\": 11.675}, \"39645\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-05 00:13:22.000000+00:00\", \"2020-11-02 18:44:34.000000+00:00\", \"2021-03-05 03:26:08.000000+00:00\", \"2022-08-31 11:44:17.000000+00:00\"], \"session_ids\": [\"1163f227-26fc-4dfd-9a27-36720435c902\", \"6cd39794-e736-49b4-ac0f-24316e891454\", \"7df6fa14-c08e-475b-a2cf-d2899a8df2c9\", \"af4a5dad-cd5c-4995-8d35-f2bb313f97e9\"], \"total_duration\": 324.0, \"total_sessions\": 4, \"mean_week_duration\": 3.208}, \"72537\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-10 00:16:43.000000+00:00\", \"2022-07-21 23:22:05.000000+00:00\", \"2021-09-11 17:51:26.000000+00:00\", \"2019-12-14 06:31:35.000000+00:00\", \"2022-02-09 19:05:15.000000+00:00\", \"2021-07-22 00:07:53.000000+00:00\"], \"session_ids\": [\"1673bd88-cf63-48e9-9fa6-310567b51e08\", \"d6089feb-3b4f-4436-86d3-207f2ee4cbec\", \"bb034a97-80ec-4fc2-807b-09915138f51e\", \"b0103fa8-871d-4710-80c6-2026094cf94a\", \"440cc994-c45f-478c-8ddf-5f7ad297e79d\", \"ccff8ed5-88e2-4af5-a3ac-d6398c06cab7\"], \"total_duration\": 92.0, \"total_sessions\": 6, \"mean_week_duration\": 0.676}, \"98266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-12-24 20:30:34.000000+00:00\", \"2021-10-25 13:44:46.000000+00:00\", \"2023-01-06 10:11:03.000000+00:00\", \"2022-01-13 09:23:08.000000+00:00\", \"2020-12-02 01:22:00.000000+00:00\", \"2020-02-24 07:55:20.000000+00:00\"], \"session_ids\": [\"9bd56774-2c48-4c9f-8e84-0f9d9044ab8c\", \"ac671758-2362-426d-9bb6-a41119821c01\", \"44903e13-ecab-40cf-9fff-213117e0347d\", \"4f8ea71d-373a-43dd-b59f-010508f435fd\", \"79d785c4-70c0-4539-beb9-66cf3bd991ac\", \"b153727d-8e78-48c8-8310-c98c5d121c92\"], \"total_duration\": 5344.0, \"total_sessions\": 6, \"mean_week_duration\": 35.627}, \"51684\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Cairo\", \"datetimes\": [\"2020-05-30 07:28:55.000000+00:00\", \"2022-04-06 07:59:53.000000+00:00\", \"2020-06-22 15:04:26.000000+00:00\", \"2020-12-09 05:08:16.000000+00:00\", \"2021-03-21 07:31:20.000000+00:00\", \"2020-02-14 10:09:22.000000+00:00\", \"2022-03-23 10:37:00.000000+00:00\"], \"session_ids\": [\"519688f4-5465-4662-b7b8-84e25c3f4958\", \"adc311d0-294f-4e77-b743-894db0ab47dc\", \"a10e9ab3-e166-43ad-b334-0b09a24462cb\", \"30ce8d6c-645d-484e-9986-9f1fdf1c6421\", \"5137f4ab-c6cd-44bb-8755-a9fec5f808a8\", \"0ffe2988-f838-4355-a8b2-f6bc02ff2673\", \"dca990ad-17e4-49ee-9411-aca2914f6a34\"], \"total_duration\": 100.0, \"total_sessions\": 7, \"mean_week_duration\": 0.893}, \"39994\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-02 19:32:19.000000+00:00\", \"2019-08-09 05:39:15.000000+00:00\"], \"session_ids\": [\"6dfd01ca-9831-40ca-b863-1e40fce1c11a\", \"b521d113-d2bd-4f90-a035-3c9697cdbcbb\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 1.619}, \"60724\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-27 00:44:15.000000+00:00\", \"2021-11-04 00:11:54.000000+00:00\"], \"session_ids\": [\"c94b26d2-969e-4072-94b9-60947f62b9dc\", \"744ab2aa-ea21-48c8-bf92-42e8a36b2903\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.969}, \"1133\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-07 02:09:20.000000+00:00\", \"2023-02-03 13:12:17.000000+00:00\", \"2019-01-16 21:05:12.000000+00:00\", \"2022-01-27 00:17:19.000000+00:00\"], \"session_ids\": [\"b758d210-fb57-4d6f-a952-f3e084e6a241\", \"373dda5a-8dfa-4668-a68f-b401edf78f95\", \"0db0eb04-cdda-47c8-accd-c33eb8d2d569\", \"aff94468-2425-4be5-8a24-113b130b284e\"], \"total_duration\": 191.0, \"total_sessions\": 4, \"mean_week_duration\": 0.901}, \"60598\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-01-04 16:50:57.000000+00:00\", \"2023-06-28 19:59:18.000000+00:00\", \"2021-12-14 11:21:36.000000+00:00\", \"2022-03-11 07:34:19.000000+00:00\", \"2022-07-14 03:12:55.000000+00:00\", \"2022-10-21 22:02:47.000000+00:00\", \"2019-09-28 15:17:12.000000+00:00\"], \"session_ids\": [\"765a9f09-e070-4193-9624-3757e1585c98\", \"2710dcf2-3b8e-44a8-87f8-1f9ce7382d8b\", \"63b79779-3dc3-4912-8bb7-74877f3ede48\", \"170e685a-0799-4964-b81f-eea6d3169547\", \"5b1edf42-c7fa-4d59-9ddf-08f89f0c4ead\", \"5855a426-e246-412d-a498-5bba8a1d9d1d\", \"b08d2b92-364d-4e87-84c7-0071810a1ddc\"], \"total_duration\": 89.0, \"total_sessions\": 7, \"mean_week_duration\": 0.454}, \"46281\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-06-13 18:27:33.000000+00:00\", \"2022-10-21 21:09:41.000000+00:00\", \"2022-04-16 17:50:30.000000+00:00\", \"2022-11-27 15:19:24.000000+00:00\", \"2022-11-06 20:11:08.000000+00:00\", \"2019-05-20 06:20:29.000000+00:00\", \"2022-05-30 14:12:54.000000+00:00\"], \"session_ids\": [\"309e0024-0d9f-4f9f-b1f0-505a1b475323\", \"b6e61f82-93c3-4877-bdb4-f9b64e4c5132\", \"6804a813-9758-4083-ad60-e74610785259\", \"c41a4b9d-b05f-4f10-b214-f03d8e5ec75b\", \"640f7243-9f52-46fb-81f5-944d6ad8b282\", \"e8cbf7c4-1637-424e-ac75-7d2ce3b16e53\", \"10f9b8d3-84d4-4690-b11a-cfd0af1472a9\"], \"total_duration\": 1377.0, \"total_sessions\": 7, \"mean_week_duration\": 7.484}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or greater than 3 and are less than 6" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[3, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"71407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-27 12:59:40.000000+00:00\", \"2022-12-10 03:23:43.000000+00:00\", \"2022-03-23 17:41:36.000000+00:00\", \"2020-09-03 11:08:35.000000+00:00\"], \"session_ids\": [\"ad419d0f-33aa-4049-9f52-733cfe316c72\", \"aaec0f96-8518-4403-bc46-db8b6dba0eeb\", \"05f9857b-744f-4ddf-82c0-bc48473e53ec\", \"64fcdacc-3667-48b4-a863-55324000d32d\"], \"total_duration\": 1471.0, \"total_sessions\": 4, \"mean_week_duration\": 11.675}, \"39645\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-05 00:13:22.000000+00:00\", \"2020-11-02 18:44:34.000000+00:00\", \"2021-03-05 03:26:08.000000+00:00\", \"2022-08-31 11:44:17.000000+00:00\"], \"session_ids\": [\"1163f227-26fc-4dfd-9a27-36720435c902\", \"6cd39794-e736-49b4-ac0f-24316e891454\", \"7df6fa14-c08e-475b-a2cf-d2899a8df2c9\", \"af4a5dad-cd5c-4995-8d35-f2bb313f97e9\"], \"total_duration\": 324.0, \"total_sessions\": 4, \"mean_week_duration\": 3.208}, \"1133\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-07 02:09:20.000000+00:00\", \"2023-02-03 13:12:17.000000+00:00\", \"2019-01-16 21:05:12.000000+00:00\", \"2022-01-27 00:17:19.000000+00:00\"], \"session_ids\": [\"b758d210-fb57-4d6f-a952-f3e084e6a241\", \"373dda5a-8dfa-4668-a68f-b401edf78f95\", \"0db0eb04-cdda-47c8-accd-c33eb8d2d569\", \"aff94468-2425-4be5-8a24-113b130b284e\"], \"total_duration\": 191.0, \"total_sessions\": 4, \"mean_week_duration\": 0.901}}\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[{\"1133\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-07 02:09:20.000000+00:00\", \"2023-02-03 13:12:17.000000+00:00\", \"2019-01-16 21:05:12.000000+00:00\", \"2022-01-27 00:17:19.000000+00:00\"], \"session_ids\": [\"b758d210-fb57-4d6f-a952-f3e084e6a241\", \"373dda5a-8dfa-4668-a68f-b401edf78f95\", \"0db0eb04-cdda-47c8-accd-c33eb8d2d569\", \"aff94468-2425-4be5-8a24-113b130b284e\"], \"total_duration\": 191.0, \"total_sessions\": 4, \"mean_week_duration\": 0.901}}, {\"39645\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-05 00:13:22.000000+00:00\", \"2020-11-02 18:44:34.000000+00:00\", \"2021-03-05 03:26:08.000000+00:00\", \"2022-08-31 11:44:17.000000+00:00\"], \"session_ids\": [\"1163f227-26fc-4dfd-9a27-36720435c902\", \"6cd39794-e736-49b4-ac0f-24316e891454\", \"7df6fa14-c08e-475b-a2cf-d2899a8df2c9\", \"af4a5dad-cd5c-4995-8d35-f2bb313f97e9\"], \"total_duration\": 324.0, \"total_sessions\": 4, \"mean_week_duration\": 3.208}}, {\"71407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-27 12:59:40.000000+00:00\", \"2022-12-10 03:23:43.000000+00:00\", \"2022-03-23 17:41:36.000000+00:00\", \"2020-09-03 11:08:35.000000+00:00\"], \"session_ids\": [\"ad419d0f-33aa-4049-9f52-733cfe316c72\", \"aaec0f96-8518-4403-bc46-db8b6dba0eeb\", \"05f9857b-744f-4ddf-82c0-bc48473e53ec\", \"64fcdacc-3667-48b4-a863-55324000d32d\"], \"total_duration\": 1471.0, \"total_sessions\": 4, \"mean_week_duration\": 11.675}}]\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[{\"1133\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-07 02:09:20.000000+00:00\", \"2023-02-03 13:12:17.000000+00:00\", \"2019-01-16 21:05:12.000000+00:00\", \"2022-01-27 00:17:19.000000+00:00\"], \"session_ids\": [\"b758d210-fb57-4d6f-a952-f3e084e6a241\", \"373dda5a-8dfa-4668-a68f-b401edf78f95\", \"0db0eb04-cdda-47c8-accd-c33eb8d2d569\", \"aff94468-2425-4be5-8a24-113b130b284e\"], \"total_duration\": 191.0, \"total_sessions\": 4, \"mean_week_duration\": 0.901}}, {\"39645\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-05 00:13:22.000000+00:00\", \"2020-11-02 18:44:34.000000+00:00\", \"2021-03-05 03:26:08.000000+00:00\", \"2022-08-31 11:44:17.000000+00:00\"], \"session_ids\": [\"1163f227-26fc-4dfd-9a27-36720435c902\", \"6cd39794-e736-49b4-ac0f-24316e891454\", \"7df6fa14-c08e-475b-a2cf-d2899a8df2c9\", \"af4a5dad-cd5c-4995-8d35-f2bb313f97e9\"], \"total_duration\": 324.0, \"total_sessions\": 4, \"mean_week_duration\": 3.208}}, {\"71407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-27 12:59:40.000000+00:00\", \"2022-12-10 03:23:43.000000+00:00\", \"2022-03-23 17:41:36.000000+00:00\", \"2020-09-03 11:08:35.000000+00:00\"], \"session_ids\": [\"ad419d0f-33aa-4049-9f52-733cfe316c72\", \"aaec0f96-8518-4403-bc46-db8b6dba0eeb\", \"05f9857b-744f-4ddf-82c0-bc48473e53ec\", \"64fcdacc-3667-48b4-a863-55324000d32d\"], \"total_duration\": 1471.0, \"total_sessions\": 4, \"mean_week_duration\": 11.675}}]\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[{\"1133\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-07 02:09:20.000000+00:00\", \"2023-02-03 13:12:17.000000+00:00\", \"2019-01-16 21:05:12.000000+00:00\", \"2022-01-27 00:17:19.000000+00:00\"], \"session_ids\": [\"b758d210-fb57-4d6f-a952-f3e084e6a241\", \"373dda5a-8dfa-4668-a68f-b401edf78f95\", \"0db0eb04-cdda-47c8-accd-c33eb8d2d569\", \"aff94468-2425-4be5-8a24-113b130b284e\"], \"total_duration\": 191.0, \"total_sessions\": 4, \"mean_week_duration\": 0.901}}, {\"39645\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-05 00:13:22.000000+00:00\", \"2020-11-02 18:44:34.000000+00:00\", \"2021-03-05 03:26:08.000000+00:00\", \"2022-08-31 11:44:17.000000+00:00\"], \"session_ids\": [\"1163f227-26fc-4dfd-9a27-36720435c902\", \"6cd39794-e736-49b4-ac0f-24316e891454\", \"7df6fa14-c08e-475b-a2cf-d2899a8df2c9\", \"af4a5dad-cd5c-4995-8d35-f2bb313f97e9\"], \"total_duration\": 324.0, \"total_sessions\": 4, \"mean_week_duration\": 3.208}}, {\"71407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-27 12:59:40.000000+00:00\", \"2022-12-10 03:23:43.000000+00:00\", \"2022-03-23 17:41:36.000000+00:00\", \"2020-09-03 11:08:35.000000+00:00\"], \"session_ids\": [\"ad419d0f-33aa-4049-9f52-733cfe316c72\", \"aaec0f96-8518-4403-bc46-db8b6dba0eeb\", \"05f9857b-744f-4ddf-82c0-bc48473e53ec\", \"64fcdacc-3667-48b4-a863-55324000d32d\"], \"total_duration\": 1471.0, \"total_sessions\": 4, \"mean_week_duration\": 11.675}}]\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 whose mean of duration of sessions per week is bigger than 8 and smaller than 33 (both not including) , implement sorting by sum of duration from the smallest value to the largest value." } ]