conversations
list
[ { "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[{\"5721\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-06-20 10:41:53.000000+00:00\", \"2023-05-10 06:50:47.000000+00:00\"], \"session_ids\": [\"49b0d3e6-ec9f-4e78-b00a-85974d078489\", \"deb37508-6f99-40ad-af56-7e2e46c92e4d\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 1.617}}, {\"64910\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-11-24 06:52:42.000000+00:00\", \"2020-09-27 12:12:36.000000+00:00\", \"2019-02-23 13:33:24.000000+00:00\"], \"session_ids\": [\"72fdc054-b03e-43d8-ba01-96c9629b09b3\", \"a5462d4d-4b3b-45d6-a403-4aa60bdae175\", \"9c5eea34-a768-4159-84e9-e49365de4ccb\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 0.296}}]\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[{\"5721\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-06-20 10:41:53.000000+00:00\", \"2023-05-10 06:50:47.000000+00:00\"], \"session_ids\": [\"49b0d3e6-ec9f-4e78-b00a-85974d078489\", \"deb37508-6f99-40ad-af56-7e2e46c92e4d\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 1.617}}, {\"64910\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-11-24 06:52:42.000000+00:00\", \"2020-09-27 12:12:36.000000+00:00\", \"2019-02-23 13:33:24.000000+00:00\"], \"session_ids\": [\"72fdc054-b03e-43d8-ba01-96c9629b09b3\", \"a5462d4d-4b3b-45d6-a403-4aa60bdae175\", \"9c5eea34-a768-4159-84e9-e49365de4ccb\"], \"total_duration\": 58.0, \"total_sessions\": 3, \"mean_week_duration\": 0.296}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 7 users with a mean of duration of sessions per week that is above 27 and below 6, exclusively , perform sorting by sum of duration of sessions per week in desc order plus keep only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"92078\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-12-28 07:32:03.000000+00:00\", \"2022-04-18 10:49:03.000000+00:00\", \"2023-05-26 04:19:32.000000+00:00\", \"2019-03-31 16:33:09.000000+00:00\", \"2022-05-12 01:09:19.000000+00:00\"], \"session_ids\": [\"beb5cd8c-499d-46ca-967f-19e8ae900e7e\", \"c589a133-ae53-4347-a68d-be9fb26710a1\", \"6d74e884-e24a-459a-8a0d-31059cd137e1\", \"195f5ff7-b4a5-469e-8bcf-9945046b6594\", \"c8d1853c-2d3b-4d47-9adc-bbb31fd4f5d6\"], \"total_duration\": 867.0, \"total_sessions\": 5, \"mean_week_duration\": 3.995}, \"96795\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-07-28 00:39:53.000000+00:00\", \"2021-06-04 13:38:33.000000+00:00\", \"2022-07-07 20:12:37.000000+00:00\", \"2019-10-25 01:42:30.000000+00:00\"], \"session_ids\": [\"59289987-9eed-44c3-8666-857664acb132\", \"8caf34b3-f399-4338-9bd7-6b0948b082ff\", \"a349519f-2788-41bd-af3b-05155390b91d\", \"22a26118-5d0d-4578-b319-7b41e22e1f2d\"], \"total_duration\": 516.0, \"total_sessions\": 4, \"mean_week_duration\": 3.66}, \"84499\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-01-11 21:17:53.000000+00:00\", \"2021-09-21 04:45:09.000000+00:00\"], \"session_ids\": [\"c08720b1-9f2b-42d8-8afe-500b19a50cfd\", \"b13f0a46-3340-4d12-ad21-bab78a89e729\"], \"total_duration\": 482.0, \"total_sessions\": 2, \"mean_week_duration\": 3.418}, \"81884\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-02 15:36:17.000000+00:00\", \"2019-09-24 19:01:58.000000+00:00\", \"2020-01-08 01:07:40.000000+00:00\", \"2019-04-06 21:10:39.000000+00:00\", \"2019-01-18 13:36:08.000000+00:00\", \"2020-04-20 14:57:15.000000+00:00\"], \"session_ids\": [\"d923f6ae-67ef-472d-b3e4-c12a5eb1d5e6\", \"dfc1b00e-89d6-45fa-b687-953e0a458cdc\", \"8a5beab6-17e5-4c51-ad87-8d690f88fedb\", \"0f09feed-41af-4019-b949-b6ac065313ff\", \"048e63d3-b8f7-4474-bf99-40af25344cd7\", \"36c964ec-3eaf-4be9-bd9e-45bb1aa16a5f\"], \"total_duration\": 3056.0, \"total_sessions\": 6, \"mean_week_duration\": 26.574}, \"57368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-19 16:04:07.000000+00:00\", \"2021-05-11 08:58:27.000000+00:00\", \"2021-04-19 04:21:47.000000+00:00\", \"2023-03-21 12:34:42.000000+00:00\", \"2020-11-14 16:05:58.000000+00:00\", \"2022-10-09 20:52:12.000000+00:00\", \"2019-03-21 15:57:31.000000+00:00\", \"2020-02-29 13:19:54.000000+00:00\", \"2021-06-01 11:21:52.000000+00:00\"], \"session_ids\": [\"a3492423-eb7a-4ba1-a64f-2d1e8112ec9f\", \"9d056e10-33ba-4c18-89ec-69a885f3a81a\", \"ff042a49-7b8f-4552-925b-eb7c80f77745\", \"b0cea6cb-5bc7-4bfa-818c-4fcb235906f6\", \"5812d4ad-0e47-4cad-977b-8a36729d6c8f\", \"5c52a3af-129d-44a9-99bc-37820e5b6a53\", \"c856c007-93ac-4a84-bd63-946b3dc4e85a\", \"eac92f94-e400-4060-9d1c-236234796329\", \"81664d8c-563c-4832-9994-18d3e1f6e77f\"], \"total_duration\": 313.0, \"total_sessions\": 9, \"mean_week_duration\": 1.469}, \"28889\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-02-07 01:08:55.000000+00:00\", \"2021-02-09 14:44:14.000000+00:00\"], \"session_ids\": [\"331183e5-f606-4852-9b61-146d269df30a\", \"78f04e3c-e2eb-4be3-87bf-82c12249fb0c\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 1.819}, \"45901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-03 02:46:26.000000+00:00\", \"2021-01-26 08:00:54.000000+00:00\"], \"session_ids\": [\"1e9d84da-7fa3-4c5f-805e-44c1df25cc8e\", \"a5cbf395-393f-4394-a0e1-4df951d3f865\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 39.75}, \"38845\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-08-19 23:04:13.000000+00:00\", \"2021-11-26 23:44:41.000000+00:00\", \"2022-11-02 08:41:04.000000+00:00\", \"2023-06-20 00:47:42.000000+00:00\", \"2020-01-27 12:22:16.000000+00:00\", \"2021-08-18 01:11:47.000000+00:00\"], \"session_ids\": [\"ab8bb660-c494-4cc4-8840-73bf9be3af10\", \"ae47be8d-dc62-4e40-9aa2-8dfd377d7971\", \"17a957a5-5142-4d83-b410-a63cf4d782fc\", \"7a65d45b-889c-4ff5-a1ef-b2d1b20e258d\", \"b39efa50-95b9-4510-b39e-bec29231f725\", \"4ce0b4b5-8ec1-41c6-b0cc-9d501a6bc6c5\"], \"total_duration\": 766.0, \"total_sessions\": 6, \"mean_week_duration\": 4.328}, \"41260\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-01-21 15:30:10.000000+00:00\", \"2022-10-15 05:17:53.000000+00:00\"], \"session_ids\": [\"d08d2054-9fb8-4916-81a6-1cf1c24c2f20\", \"0c1697a6-4bbd-4fd7-86d6-cb743bda7ea5\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 2.328}, \"71070\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-11-01 00:20:59.000000+00:00\", \"2022-04-14 17:17:28.000000+00:00\"], \"session_ids\": [\"ccb433e9-a980-45f5-bc61-e7ab4fe3c9f2\", \"736775ff-2bb5-4679-becf-ec039988e7d8\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.763}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are less than 6 and are greater than 27" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[6, 27]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"92078\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-12-28 07:32:03.000000+00:00\", \"2022-04-18 10:49:03.000000+00:00\", \"2023-05-26 04:19:32.000000+00:00\", \"2019-03-31 16:33:09.000000+00:00\", \"2022-05-12 01:09:19.000000+00:00\"], \"session_ids\": [\"beb5cd8c-499d-46ca-967f-19e8ae900e7e\", \"c589a133-ae53-4347-a68d-be9fb26710a1\", \"6d74e884-e24a-459a-8a0d-31059cd137e1\", \"195f5ff7-b4a5-469e-8bcf-9945046b6594\", \"c8d1853c-2d3b-4d47-9adc-bbb31fd4f5d6\"], \"total_duration\": 867.0, \"total_sessions\": 5, \"mean_week_duration\": 3.995}, \"96795\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-07-28 00:39:53.000000+00:00\", \"2021-06-04 13:38:33.000000+00:00\", \"2022-07-07 20:12:37.000000+00:00\", \"2019-10-25 01:42:30.000000+00:00\"], \"session_ids\": [\"59289987-9eed-44c3-8666-857664acb132\", \"8caf34b3-f399-4338-9bd7-6b0948b082ff\", \"a349519f-2788-41bd-af3b-05155390b91d\", \"22a26118-5d0d-4578-b319-7b41e22e1f2d\"], \"total_duration\": 516.0, \"total_sessions\": 4, \"mean_week_duration\": 3.66}, \"84499\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-01-11 21:17:53.000000+00:00\", \"2021-09-21 04:45:09.000000+00:00\"], \"session_ids\": [\"c08720b1-9f2b-42d8-8afe-500b19a50cfd\", \"b13f0a46-3340-4d12-ad21-bab78a89e729\"], \"total_duration\": 482.0, \"total_sessions\": 2, \"mean_week_duration\": 3.418}, \"57368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-19 16:04:07.000000+00:00\", \"2021-05-11 08:58:27.000000+00:00\", \"2021-04-19 04:21:47.000000+00:00\", \"2023-03-21 12:34:42.000000+00:00\", \"2020-11-14 16:05:58.000000+00:00\", \"2022-10-09 20:52:12.000000+00:00\", \"2019-03-21 15:57:31.000000+00:00\", \"2020-02-29 13:19:54.000000+00:00\", \"2021-06-01 11:21:52.000000+00:00\"], \"session_ids\": [\"a3492423-eb7a-4ba1-a64f-2d1e8112ec9f\", \"9d056e10-33ba-4c18-89ec-69a885f3a81a\", \"ff042a49-7b8f-4552-925b-eb7c80f77745\", \"b0cea6cb-5bc7-4bfa-818c-4fcb235906f6\", \"5812d4ad-0e47-4cad-977b-8a36729d6c8f\", \"5c52a3af-129d-44a9-99bc-37820e5b6a53\", \"c856c007-93ac-4a84-bd63-946b3dc4e85a\", \"eac92f94-e400-4060-9d1c-236234796329\", \"81664d8c-563c-4832-9994-18d3e1f6e77f\"], \"total_duration\": 313.0, \"total_sessions\": 9, \"mean_week_duration\": 1.469}, \"28889\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-02-07 01:08:55.000000+00:00\", \"2021-02-09 14:44:14.000000+00:00\"], \"session_ids\": [\"331183e5-f606-4852-9b61-146d269df30a\", \"78f04e3c-e2eb-4be3-87bf-82c12249fb0c\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 1.819}, \"38845\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-08-19 23:04:13.000000+00:00\", \"2021-11-26 23:44:41.000000+00:00\", \"2022-11-02 08:41:04.000000+00:00\", \"2023-06-20 00:47:42.000000+00:00\", \"2020-01-27 12:22:16.000000+00:00\", \"2021-08-18 01:11:47.000000+00:00\"], \"session_ids\": [\"ab8bb660-c494-4cc4-8840-73bf9be3af10\", \"ae47be8d-dc62-4e40-9aa2-8dfd377d7971\", \"17a957a5-5142-4d83-b410-a63cf4d782fc\", \"7a65d45b-889c-4ff5-a1ef-b2d1b20e258d\", \"b39efa50-95b9-4510-b39e-bec29231f725\", \"4ce0b4b5-8ec1-41c6-b0cc-9d501a6bc6c5\"], \"total_duration\": 766.0, \"total_sessions\": 6, \"mean_week_duration\": 4.328}, \"41260\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-01-21 15:30:10.000000+00:00\", \"2022-10-15 05:17:53.000000+00:00\"], \"session_ids\": [\"d08d2054-9fb8-4916-81a6-1cf1c24c2f20\", \"0c1697a6-4bbd-4fd7-86d6-cb743bda7ea5\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 2.328}, \"71070\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-11-01 00:20:59.000000+00:00\", \"2022-04-14 17:17:28.000000+00:00\"], \"session_ids\": [\"ccb433e9-a980-45f5-bc61-e7ab4fe3c9f2\", \"736775ff-2bb5-4679-becf-ec039988e7d8\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.763}, \"45901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-03 02:46:26.000000+00:00\", \"2021-01-26 08:00:54.000000+00:00\"], \"session_ids\": [\"1e9d84da-7fa3-4c5f-805e-44c1df25cc8e\", \"a5cbf395-393f-4394-a0e1-4df951d3f865\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 39.75}}\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[{\"45901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-03 02:46:26.000000+00:00\", \"2021-01-26 08:00:54.000000+00:00\"], \"session_ids\": [\"1e9d84da-7fa3-4c5f-805e-44c1df25cc8e\", \"a5cbf395-393f-4394-a0e1-4df951d3f865\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 39.75}}, {\"38845\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-08-19 23:04:13.000000+00:00\", \"2021-11-26 23:44:41.000000+00:00\", \"2022-11-02 08:41:04.000000+00:00\", \"2023-06-20 00:47:42.000000+00:00\", \"2020-01-27 12:22:16.000000+00:00\", \"2021-08-18 01:11:47.000000+00:00\"], \"session_ids\": [\"ab8bb660-c494-4cc4-8840-73bf9be3af10\", \"ae47be8d-dc62-4e40-9aa2-8dfd377d7971\", \"17a957a5-5142-4d83-b410-a63cf4d782fc\", \"7a65d45b-889c-4ff5-a1ef-b2d1b20e258d\", \"b39efa50-95b9-4510-b39e-bec29231f725\", \"4ce0b4b5-8ec1-41c6-b0cc-9d501a6bc6c5\"], \"total_duration\": 766.0, \"total_sessions\": 6, \"mean_week_duration\": 4.328}}, {\"92078\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-12-28 07:32:03.000000+00:00\", \"2022-04-18 10:49:03.000000+00:00\", \"2023-05-26 04:19:32.000000+00:00\", \"2019-03-31 16:33:09.000000+00:00\", \"2022-05-12 01:09:19.000000+00:00\"], \"session_ids\": [\"beb5cd8c-499d-46ca-967f-19e8ae900e7e\", \"c589a133-ae53-4347-a68d-be9fb26710a1\", \"6d74e884-e24a-459a-8a0d-31059cd137e1\", \"195f5ff7-b4a5-469e-8bcf-9945046b6594\", \"c8d1853c-2d3b-4d47-9adc-bbb31fd4f5d6\"], \"total_duration\": 867.0, \"total_sessions\": 5, \"mean_week_duration\": 3.995}}, {\"96795\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-07-28 00:39:53.000000+00:00\", \"2021-06-04 13:38:33.000000+00:00\", \"2022-07-07 20:12:37.000000+00:00\", \"2019-10-25 01:42:30.000000+00:00\"], \"session_ids\": [\"59289987-9eed-44c3-8666-857664acb132\", \"8caf34b3-f399-4338-9bd7-6b0948b082ff\", \"a349519f-2788-41bd-af3b-05155390b91d\", \"22a26118-5d0d-4578-b319-7b41e22e1f2d\"], \"total_duration\": 516.0, \"total_sessions\": 4, \"mean_week_duration\": 3.66}}, {\"84499\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-01-11 21:17:53.000000+00:00\", \"2021-09-21 04:45:09.000000+00:00\"], \"session_ids\": [\"c08720b1-9f2b-42d8-8afe-500b19a50cfd\", \"b13f0a46-3340-4d12-ad21-bab78a89e729\"], \"total_duration\": 482.0, \"total_sessions\": 2, \"mean_week_duration\": 3.418}}, {\"41260\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-01-21 15:30:10.000000+00:00\", \"2022-10-15 05:17:53.000000+00:00\"], \"session_ids\": [\"d08d2054-9fb8-4916-81a6-1cf1c24c2f20\", \"0c1697a6-4bbd-4fd7-86d6-cb743bda7ea5\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 2.328}}, {\"28889\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-02-07 01:08:55.000000+00:00\", \"2021-02-09 14:44:14.000000+00:00\"], \"session_ids\": [\"331183e5-f606-4852-9b61-146d269df30a\", \"78f04e3c-e2eb-4be3-87bf-82c12249fb0c\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 1.819}}, {\"57368\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-19 16:04:07.000000+00:00\", \"2021-05-11 08:58:27.000000+00:00\", \"2021-04-19 04:21:47.000000+00:00\", \"2023-03-21 12:34:42.000000+00:00\", \"2020-11-14 16:05:58.000000+00:00\", \"2022-10-09 20:52:12.000000+00:00\", \"2019-03-21 15:57:31.000000+00:00\", \"2020-02-29 13:19:54.000000+00:00\", \"2021-06-01 11:21:52.000000+00:00\"], \"session_ids\": [\"a3492423-eb7a-4ba1-a64f-2d1e8112ec9f\", \"9d056e10-33ba-4c18-89ec-69a885f3a81a\", \"ff042a49-7b8f-4552-925b-eb7c80f77745\", \"b0cea6cb-5bc7-4bfa-818c-4fcb235906f6\", \"5812d4ad-0e47-4cad-977b-8a36729d6c8f\", \"5c52a3af-129d-44a9-99bc-37820e5b6a53\", \"c856c007-93ac-4a84-bd63-946b3dc4e85a\", \"eac92f94-e400-4060-9d1c-236234796329\", \"81664d8c-563c-4832-9994-18d3e1f6e77f\"], \"total_duration\": 313.0, \"total_sessions\": 9, \"mean_week_duration\": 1.469}}, {\"71070\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-11-01 00:20:59.000000+00:00\", \"2022-04-14 17:17:28.000000+00:00\"], \"session_ids\": [\"ccb433e9-a980-45f5-bc61-e7ab4fe3c9f2\", \"736775ff-2bb5-4679-becf-ec039988e7d8\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.763}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"45901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-03 02:46:26.000000+00:00\", \"2021-01-26 08:00:54.000000+00:00\"], \"session_ids\": [\"1e9d84da-7fa3-4c5f-805e-44c1df25cc8e\", \"a5cbf395-393f-4394-a0e1-4df951d3f865\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 39.75}}, {\"38845\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-08-19 23:04:13.000000+00:00\", \"2021-11-26 23:44:41.000000+00:00\", \"2022-11-02 08:41:04.000000+00:00\", \"2023-06-20 00:47:42.000000+00:00\", \"2020-01-27 12:22:16.000000+00:00\", \"2021-08-18 01:11:47.000000+00:00\"], \"session_ids\": [\"ab8bb660-c494-4cc4-8840-73bf9be3af10\", \"ae47be8d-dc62-4e40-9aa2-8dfd377d7971\", \"17a957a5-5142-4d83-b410-a63cf4d782fc\", \"7a65d45b-889c-4ff5-a1ef-b2d1b20e258d\", \"b39efa50-95b9-4510-b39e-bec29231f725\", \"4ce0b4b5-8ec1-41c6-b0cc-9d501a6bc6c5\"], \"total_duration\": 766.0, \"total_sessions\": 6, \"mean_week_duration\": 4.328}}]\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[{\"45901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-12-03 02:46:26.000000+00:00\", \"2021-01-26 08:00:54.000000+00:00\"], \"session_ids\": [\"1e9d84da-7fa3-4c5f-805e-44c1df25cc8e\", \"a5cbf395-393f-4394-a0e1-4df951d3f865\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 39.75}}, {\"38845\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-08-19 23:04:13.000000+00:00\", \"2021-11-26 23:44:41.000000+00:00\", \"2022-11-02 08:41:04.000000+00:00\", \"2023-06-20 00:47:42.000000+00:00\", \"2020-01-27 12:22:16.000000+00:00\", \"2021-08-18 01:11:47.000000+00:00\"], \"session_ids\": [\"ab8bb660-c494-4cc4-8840-73bf9be3af10\", \"ae47be8d-dc62-4e40-9aa2-8dfd377d7971\", \"17a957a5-5142-4d83-b410-a63cf4d782fc\", \"7a65d45b-889c-4ff5-a1ef-b2d1b20e258d\", \"b39efa50-95b9-4510-b39e-bec29231f725\", \"4ce0b4b5-8ec1-41c6-b0cc-9d501a6bc6c5\"], \"total_duration\": 766.0, \"total_sessions\": 6, \"mean_week_duration\": 4.328}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about 5 users whose mean week duration is strictly smaller than 14 and strictly bigger than 50 (both not including) and in addition carry out sorting by urban center name from the largest value to the smallest value , moreover keep only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13298\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-27 07:41:26.000000+00:00\", \"2021-04-12 05:59:43.000000+00:00\", \"2023-05-11 13:14:12.000000+00:00\", \"2023-01-20 20:31:12.000000+00:00\"], \"session_ids\": [\"14a68cff-00ca-4228-8882-db067543bbc6\", \"fa0fbfd5-d612-434c-a638-a7f9023a2b1d\", \"7124ffc5-d484-4d89-a73d-f0c5689b84e0\", \"b4661ac0-971f-46ab-a7fc-679aa0f5ee8f\"], \"total_duration\": 146.0, \"total_sessions\": 4, \"mean_week_duration\": 1.339}, \"31526\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-12-15 19:53:23.000000+00:00\", \"2021-04-23 13:40:07.000000+00:00\"], \"session_ids\": [\"b39e0d87-1e3e-4c8c-9af3-9743d5769fce\", \"80307ebb-591d-4019-989a-fe17146f70cc\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 4.493}, \"74735\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-23 17:59:27.000000+00:00\", \"2021-11-29 21:42:19.000000+00:00\"], \"session_ids\": [\"a9c88815-5649-41ce-983a-cb003fd877e6\", \"76981398-8e1d-4d8e-ade2-8fdc981d1f14\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 16.333}, \"44013\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-01-15 14:00:48.000000+00:00\", \"2023-03-30 02:21:17.000000+00:00\"], \"session_ids\": [\"f5a5c356-adf8-4472-a71b-7d7b9bd95774\", \"ad1926dc-fbf3-4423-8931-ef430f70353e\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}, \"12790\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-13 22:25:04.000000+00:00\", \"2020-04-06 21:54:45.000000+00:00\"], \"session_ids\": [\"4f9710b3-c54c-4ea1-9357-b90c786d803c\", \"f1878f09-2473-46c6-97a7-ed376ce109e0\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 3.84}, \"55141\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-07 15:31:58.000000+00:00\", \"2022-03-30 22:14:08.000000+00:00\"], \"session_ids\": [\"28873526-0aa2-4720-98c8-56c86ad7c211\", \"8c4494e5-9b83-4618-9e9b-2391f6c6f33a\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 8.392}, \"58955\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-12-17 10:08:17.000000+00:00\", \"2021-12-12 23:50:48.000000+00:00\", \"2021-06-23 09:43:17.000000+00:00\", \"2019-06-22 13:19:10.000000+00:00\", \"2022-03-01 21:00:40.000000+00:00\"], \"session_ids\": [\"1a52ec9a-5cbb-4b8e-8541-53df5b4a216a\", \"db3a9fca-e7be-44f3-8b94-3fb3d0f61ed6\", \"f082a1d9-e04b-4404-91e7-6b36ac5cbe07\", \"986cad22-dc48-46e7-906f-3083f8661582\", \"65a48239-ab0b-4dc2-b358-0f6eaf9cab3f\"], \"total_duration\": 576.0, \"total_sessions\": 5, \"mean_week_duration\": 4.085}, \"40921\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-06-18 23:44:20.000000+00:00\", \"2021-02-01 07:32:17.000000+00:00\", \"2020-06-10 15:06:48.000000+00:00\"], \"session_ids\": [\"372a8b34-5193-40c2-b821-820b14c2441c\", \"52c09a6d-2ae1-4f14-9480-3ac4e50daf27\", \"2a39ba3b-cb94-4cbe-acae-1e10d058c337\"], \"total_duration\": 1050.0, \"total_sessions\": 3, \"mean_week_duration\": 6.646}, \"40767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-02 07:54:55.000000+00:00\", \"2020-09-30 16:09:27.000000+00:00\", \"2023-05-26 07:06:49.000000+00:00\"], \"session_ids\": [\"3bdb6bf3-c51a-4f29-8eab-b50650ce6db3\", \"f45f0f8e-9b78-4bc1-b039-0b807095b3f9\", \"71552aa1-de21-47b1-9c0f-b20d651e156b\"], \"total_duration\": 80.0, \"total_sessions\": 3, \"mean_week_duration\": 0.576}, \"44159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-05-24 01:17:36.000000+00:00\", \"2019-11-09 09:34:14.000000+00:00\"], \"session_ids\": [\"de52953b-0b59-40ea-98db-0c55bfeeff8c\", \"0cf47186-27ed-46a3-b663-1115bd6c8aaf\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 2.179}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are less than 14 and are greater than 50" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[14, 50]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13298\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-27 07:41:26.000000+00:00\", \"2021-04-12 05:59:43.000000+00:00\", \"2023-05-11 13:14:12.000000+00:00\", \"2023-01-20 20:31:12.000000+00:00\"], \"session_ids\": [\"14a68cff-00ca-4228-8882-db067543bbc6\", \"fa0fbfd5-d612-434c-a638-a7f9023a2b1d\", \"7124ffc5-d484-4d89-a73d-f0c5689b84e0\", \"b4661ac0-971f-46ab-a7fc-679aa0f5ee8f\"], \"total_duration\": 146.0, \"total_sessions\": 4, \"mean_week_duration\": 1.339}, \"31526\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-12-15 19:53:23.000000+00:00\", \"2021-04-23 13:40:07.000000+00:00\"], \"session_ids\": [\"b39e0d87-1e3e-4c8c-9af3-9743d5769fce\", \"80307ebb-591d-4019-989a-fe17146f70cc\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 4.493}, \"44013\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-01-15 14:00:48.000000+00:00\", \"2023-03-30 02:21:17.000000+00:00\"], \"session_ids\": [\"f5a5c356-adf8-4472-a71b-7d7b9bd95774\", \"ad1926dc-fbf3-4423-8931-ef430f70353e\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}, \"12790\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-13 22:25:04.000000+00:00\", \"2020-04-06 21:54:45.000000+00:00\"], \"session_ids\": [\"4f9710b3-c54c-4ea1-9357-b90c786d803c\", \"f1878f09-2473-46c6-97a7-ed376ce109e0\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 3.84}, \"55141\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-07 15:31:58.000000+00:00\", \"2022-03-30 22:14:08.000000+00:00\"], \"session_ids\": [\"28873526-0aa2-4720-98c8-56c86ad7c211\", \"8c4494e5-9b83-4618-9e9b-2391f6c6f33a\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 8.392}, \"58955\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-12-17 10:08:17.000000+00:00\", \"2021-12-12 23:50:48.000000+00:00\", \"2021-06-23 09:43:17.000000+00:00\", \"2019-06-22 13:19:10.000000+00:00\", \"2022-03-01 21:00:40.000000+00:00\"], \"session_ids\": [\"1a52ec9a-5cbb-4b8e-8541-53df5b4a216a\", \"db3a9fca-e7be-44f3-8b94-3fb3d0f61ed6\", \"f082a1d9-e04b-4404-91e7-6b36ac5cbe07\", \"986cad22-dc48-46e7-906f-3083f8661582\", \"65a48239-ab0b-4dc2-b358-0f6eaf9cab3f\"], \"total_duration\": 576.0, \"total_sessions\": 5, \"mean_week_duration\": 4.085}, \"40921\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-06-18 23:44:20.000000+00:00\", \"2021-02-01 07:32:17.000000+00:00\", \"2020-06-10 15:06:48.000000+00:00\"], \"session_ids\": [\"372a8b34-5193-40c2-b821-820b14c2441c\", \"52c09a6d-2ae1-4f14-9480-3ac4e50daf27\", \"2a39ba3b-cb94-4cbe-acae-1e10d058c337\"], \"total_duration\": 1050.0, \"total_sessions\": 3, \"mean_week_duration\": 6.646}, \"40767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-02 07:54:55.000000+00:00\", \"2020-09-30 16:09:27.000000+00:00\", \"2023-05-26 07:06:49.000000+00:00\"], \"session_ids\": [\"3bdb6bf3-c51a-4f29-8eab-b50650ce6db3\", \"f45f0f8e-9b78-4bc1-b039-0b807095b3f9\", \"71552aa1-de21-47b1-9c0f-b20d651e156b\"], \"total_duration\": 80.0, \"total_sessions\": 3, \"mean_week_duration\": 0.576}, \"44159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-05-24 01:17:36.000000+00:00\", \"2019-11-09 09:34:14.000000+00:00\"], \"session_ids\": [\"de52953b-0b59-40ea-98db-0c55bfeeff8c\", \"0cf47186-27ed-46a3-b663-1115bd6c8aaf\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 2.179}}\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[{\"31526\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-12-15 19:53:23.000000+00:00\", \"2021-04-23 13:40:07.000000+00:00\"], \"session_ids\": [\"b39e0d87-1e3e-4c8c-9af3-9743d5769fce\", \"80307ebb-591d-4019-989a-fe17146f70cc\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 4.493}}, {\"58955\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-12-17 10:08:17.000000+00:00\", \"2021-12-12 23:50:48.000000+00:00\", \"2021-06-23 09:43:17.000000+00:00\", \"2019-06-22 13:19:10.000000+00:00\", \"2022-03-01 21:00:40.000000+00:00\"], \"session_ids\": [\"1a52ec9a-5cbb-4b8e-8541-53df5b4a216a\", \"db3a9fca-e7be-44f3-8b94-3fb3d0f61ed6\", \"f082a1d9-e04b-4404-91e7-6b36ac5cbe07\", \"986cad22-dc48-46e7-906f-3083f8661582\", \"65a48239-ab0b-4dc2-b358-0f6eaf9cab3f\"], \"total_duration\": 576.0, \"total_sessions\": 5, \"mean_week_duration\": 4.085}}, {\"44013\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-01-15 14:00:48.000000+00:00\", \"2023-03-30 02:21:17.000000+00:00\"], \"session_ids\": [\"f5a5c356-adf8-4472-a71b-7d7b9bd95774\", \"ad1926dc-fbf3-4423-8931-ef430f70353e\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}}, {\"44159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-05-24 01:17:36.000000+00:00\", \"2019-11-09 09:34:14.000000+00:00\"], \"session_ids\": [\"de52953b-0b59-40ea-98db-0c55bfeeff8c\", \"0cf47186-27ed-46a3-b663-1115bd6c8aaf\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 2.179}}, {\"12790\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-13 22:25:04.000000+00:00\", \"2020-04-06 21:54:45.000000+00:00\"], \"session_ids\": [\"4f9710b3-c54c-4ea1-9357-b90c786d803c\", \"f1878f09-2473-46c6-97a7-ed376ce109e0\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 3.84}}, {\"13298\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-27 07:41:26.000000+00:00\", \"2021-04-12 05:59:43.000000+00:00\", \"2023-05-11 13:14:12.000000+00:00\", \"2023-01-20 20:31:12.000000+00:00\"], \"session_ids\": [\"14a68cff-00ca-4228-8882-db067543bbc6\", \"fa0fbfd5-d612-434c-a638-a7f9023a2b1d\", \"7124ffc5-d484-4d89-a73d-f0c5689b84e0\", \"b4661ac0-971f-46ab-a7fc-679aa0f5ee8f\"], \"total_duration\": 146.0, \"total_sessions\": 4, \"mean_week_duration\": 1.339}}, {\"55141\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-07 15:31:58.000000+00:00\", \"2022-03-30 22:14:08.000000+00:00\"], \"session_ids\": [\"28873526-0aa2-4720-98c8-56c86ad7c211\", \"8c4494e5-9b83-4618-9e9b-2391f6c6f33a\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 8.392}}, {\"40767\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-02 07:54:55.000000+00:00\", \"2020-09-30 16:09:27.000000+00:00\", \"2023-05-26 07:06:49.000000+00:00\"], \"session_ids\": [\"3bdb6bf3-c51a-4f29-8eab-b50650ce6db3\", \"f45f0f8e-9b78-4bc1-b039-0b807095b3f9\", \"71552aa1-de21-47b1-9c0f-b20d651e156b\"], \"total_duration\": 80.0, \"total_sessions\": 3, \"mean_week_duration\": 0.576}}, {\"40921\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-06-18 23:44:20.000000+00:00\", \"2021-02-01 07:32:17.000000+00:00\", \"2020-06-10 15:06:48.000000+00:00\"], \"session_ids\": [\"372a8b34-5193-40c2-b821-820b14c2441c\", \"52c09a6d-2ae1-4f14-9480-3ac4e50daf27\", \"2a39ba3b-cb94-4cbe-acae-1e10d058c337\"], \"total_duration\": 1050.0, \"total_sessions\": 3, \"mean_week_duration\": 6.646}}]\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[{\"31526\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-12-15 19:53:23.000000+00:00\", \"2021-04-23 13:40:07.000000+00:00\"], \"session_ids\": [\"b39e0d87-1e3e-4c8c-9af3-9743d5769fce\", \"80307ebb-591d-4019-989a-fe17146f70cc\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 4.493}}, {\"58955\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-12-17 10:08:17.000000+00:00\", \"2021-12-12 23:50:48.000000+00:00\", \"2021-06-23 09:43:17.000000+00:00\", \"2019-06-22 13:19:10.000000+00:00\", \"2022-03-01 21:00:40.000000+00:00\"], \"session_ids\": [\"1a52ec9a-5cbb-4b8e-8541-53df5b4a216a\", \"db3a9fca-e7be-44f3-8b94-3fb3d0f61ed6\", \"f082a1d9-e04b-4404-91e7-6b36ac5cbe07\", \"986cad22-dc48-46e7-906f-3083f8661582\", \"65a48239-ab0b-4dc2-b358-0f6eaf9cab3f\"], \"total_duration\": 576.0, \"total_sessions\": 5, \"mean_week_duration\": 4.085}}]\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[{\"31526\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-12-15 19:53:23.000000+00:00\", \"2021-04-23 13:40:07.000000+00:00\"], \"session_ids\": [\"b39e0d87-1e3e-4c8c-9af3-9743d5769fce\", \"80307ebb-591d-4019-989a-fe17146f70cc\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 4.493}}, {\"58955\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-12-17 10:08:17.000000+00:00\", \"2021-12-12 23:50:48.000000+00:00\", \"2021-06-23 09:43:17.000000+00:00\", \"2019-06-22 13:19:10.000000+00:00\", \"2022-03-01 21:00:40.000000+00:00\"], \"session_ids\": [\"1a52ec9a-5cbb-4b8e-8541-53df5b4a216a\", \"db3a9fca-e7be-44f3-8b94-3fb3d0f61ed6\", \"f082a1d9-e04b-4404-91e7-6b36ac5cbe07\", \"986cad22-dc48-46e7-906f-3083f8661582\", \"65a48239-ab0b-4dc2-b358-0f6eaf9cab3f\"], \"total_duration\": 576.0, \"total_sessions\": 5, \"mean_week_duration\": 4.085}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding users who have the least value of app usage time additionaly sort by time in app per week form the highest to the lowest." } ]
[ { "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{\"52149\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-05-27 06:57:57.000000+00:00\", \"2019-08-30 12:20:41.000000+00:00\", \"2022-05-15 22:21:42.000000+00:00\", \"2022-04-18 12:33:32.000000+00:00\", \"2023-01-20 10:37:57.000000+00:00\"], \"session_ids\": [\"bfd4fcdf-306d-4af1-877b-d5b355988d22\", \"425f2b90-a408-41b6-a387-46a6f9dbe38e\", \"75fe35f2-0354-43c4-a216-75b5395342d2\", \"1fc88724-bdf6-48b8-9e85-314de599e455\", \"fb1b0ba0-ac77-4bb3-a858-32d602df2c98\"], \"total_duration\": 1352.0, \"total_sessions\": 5, \"mean_week_duration\": 6.933}, \"43852\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-09 17:45:23.000000+00:00\", \"2019-07-24 18:06:46.000000+00:00\"], \"session_ids\": [\"ec5294ed-b2e6-47a1-acdf-873464c4f873\", \"4dfa56ab-71e5-4757-b872-832048a19c24\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 66.0}, \"17341\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-25 13:47:01.000000+00:00\", \"2022-12-20 11:09:59.000000+00:00\"], \"session_ids\": [\"e69ccfe8-4be3-4c2b-bd39-403997782fca\", \"6e7f3e65-816a-4578-b4bf-15ffec29f855\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 1.173}, \"38259\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-05-27 00:03:29.000000+00:00\", \"2020-11-22 06:03:58.000000+00:00\"], \"session_ids\": [\"68954d80-178e-40b5-91a2-1d1b4771aec2\", \"399ede5b-1aec-47c9-853a-acce9c0f6005\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 6.667}, \"82955\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-09 03:13:17.000000+00:00\", \"2020-03-27 17:04:00.000000+00:00\"], \"session_ids\": [\"85f3e878-4809-4ce1-9a0c-0eb3c24f3323\", \"62ec82ab-74d8-4756-86a1-60cd815dfe07\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}, \"89006\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-03-20 11:17:37.000000+00:00\", \"2020-06-12 03:56:16.000000+00:00\", \"2019-05-30 10:13:12.000000+00:00\", \"2021-02-04 22:35:48.000000+00:00\", \"2019-08-20 12:37:35.000000+00:00\", \"2020-04-03 10:19:02.000000+00:00\", \"2020-09-11 17:37:24.000000+00:00\", \"2023-03-02 17:20:53.000000+00:00\", \"2022-08-30 21:38:34.000000+00:00\", \"2019-01-15 03:30:45.000000+00:00\"], \"session_ids\": [\"00f87e2e-696e-413b-b1ee-3caf1a827599\", \"133990ae-8be8-46b2-9be8-d51327e86f8f\", \"c6d0f5dc-3664-408b-8389-9a326aee7117\", \"678154b9-9c39-48e8-afad-e49fe6e33023\", \"d0466f14-a5ac-40ba-899b-b55723b48b65\", \"e61bc688-b10a-4b4d-9f8c-f3adf38a1004\", \"a4871c19-d622-489d-90d3-ac8d9d66c39c\", \"1d785a51-05bd-4ae8-bc08-85f825d28daf\", \"d4ec0b0c-7e6b-4255-8264-32b3dddbf3a8\", \"ec0255f0-d386-41e9-ac89-c87347930e77\"], \"total_duration\": 3219.0, \"total_sessions\": 10, \"mean_week_duration\": 14.903}, \"37912\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-10 00:11:30.000000+00:00\", \"2023-05-03 04:04:45.000000+00:00\", \"2021-09-10 13:02:23.000000+00:00\"], \"session_ids\": [\"6bc21da1-9888-4262-91da-779f93612d9a\", \"effab367-bec9-45ac-801d-3731fbbfb7c0\", \"5b682e83-5dc3-4916-9adc-e39abe7242e2\"], \"total_duration\": 247.0, \"total_sessions\": 3, \"mean_week_duration\": 1.188}, \"8002\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-03-06 05:13:11.000000+00:00\", \"2019-11-17 18:40:22.000000+00:00\", \"2019-02-06 17:32:32.000000+00:00\"], \"session_ids\": [\"f8bae752-ae63-464f-9ecf-9ce9e7281c3d\", \"cfeeed13-722d-4841-b9b6-9a9b1c39e887\", \"a901851b-2ed0-47d1-8195-31ae9b531b95\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 1.268}, \"36331\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-01-06 11:06:56.000000+00:00\", \"2023-03-11 22:27:49.000000+00:00\"], \"session_ids\": [\"2d95f770-0c14-45d9-be8b-b88acba378f9\", \"3f277d16-cad2-4a24-942f-72f7a21c102d\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}, \"12059\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-02-10 02:25:39.000000+00:00\", \"2020-09-27 00:24:29.000000+00:00\"], \"session_ids\": [\"7f10bd1c-64ac-4bb9-bc7a-ee0a21191e7b\", \"a941365f-7a35-4672-8676-3cda1e8d1254\"], \"total_duration\": 473.0, \"total_sessions\": 2, \"mean_week_duration\": 5.565}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the lowest total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": -1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"82955\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-09 03:13:17.000000+00:00\", \"2020-03-27 17:04:00.000000+00:00\"], \"session_ids\": [\"85f3e878-4809-4ce1-9a0c-0eb3c24f3323\", \"62ec82ab-74d8-4756-86a1-60cd815dfe07\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}}, {\"8002\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-03-06 05:13:11.000000+00:00\", \"2019-11-17 18:40:22.000000+00:00\", \"2019-02-06 17:32:32.000000+00:00\"], \"session_ids\": [\"f8bae752-ae63-464f-9ecf-9ce9e7281c3d\", \"cfeeed13-722d-4841-b9b6-9a9b1c39e887\", \"a901851b-2ed0-47d1-8195-31ae9b531b95\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 1.268}}, {\"17341\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-25 13:47:01.000000+00:00\", \"2022-12-20 11:09:59.000000+00:00\"], \"session_ids\": [\"e69ccfe8-4be3-4c2b-bd39-403997782fca\", \"6e7f3e65-816a-4578-b4bf-15ffec29f855\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 1.173}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"8002\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-03-06 05:13:11.000000+00:00\", \"2019-11-17 18:40:22.000000+00:00\", \"2019-02-06 17:32:32.000000+00:00\"], \"session_ids\": [\"f8bae752-ae63-464f-9ecf-9ce9e7281c3d\", \"cfeeed13-722d-4841-b9b6-9a9b1c39e887\", \"a901851b-2ed0-47d1-8195-31ae9b531b95\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 1.268}}, {\"82955\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-09 03:13:17.000000+00:00\", \"2020-03-27 17:04:00.000000+00:00\"], \"session_ids\": [\"85f3e878-4809-4ce1-9a0c-0eb3c24f3323\", \"62ec82ab-74d8-4756-86a1-60cd815dfe07\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}}, {\"17341\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-25 13:47:01.000000+00:00\", \"2022-12-20 11:09:59.000000+00:00\"], \"session_ids\": [\"e69ccfe8-4be3-4c2b-bd39-403997782fca\", \"6e7f3e65-816a-4578-b4bf-15ffec29f855\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 1.173}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"8002\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-03-06 05:13:11.000000+00:00\", \"2019-11-17 18:40:22.000000+00:00\", \"2019-02-06 17:32:32.000000+00:00\"], \"session_ids\": [\"f8bae752-ae63-464f-9ecf-9ce9e7281c3d\", \"cfeeed13-722d-4841-b9b6-9a9b1c39e887\", \"a901851b-2ed0-47d1-8195-31ae9b531b95\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 1.268}}, {\"82955\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-09 03:13:17.000000+00:00\", \"2020-03-27 17:04:00.000000+00:00\"], \"session_ids\": [\"85f3e878-4809-4ce1-9a0c-0eb3c24f3323\", \"62ec82ab-74d8-4756-86a1-60cd815dfe07\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}}, {\"17341\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-12-25 13:47:01.000000+00:00\", \"2022-12-20 11:09:59.000000+00:00\"], \"session_ids\": [\"e69ccfe8-4be3-4c2b-bd39-403997782fca\", \"6e7f3e65-816a-4578-b4bf-15ffec29f855\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 1.173}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about user with a time using the app that is higher than 3778 and lower than 828, exclusive 3778 plus perform sorting by duration of sessions per week form the highest to the lowest." } ]
[ { "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{\"93293\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-13 06:09:46.000000+00:00\", \"2021-05-28 04:51:12.000000+00:00\"], \"session_ids\": [\"ab25402e-a538-44a7-a53e-2da880ee2540\", \"3fa2664c-710d-43bf-926e-5d7d9832948c\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 5.571}, \"1876\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-22 20:58:08.000000+00:00\", \"2023-03-18 06:21:11.000000+00:00\"], \"session_ids\": [\"b557f4e0-7099-4b2d-be2e-26bd57b85032\", \"5a5d66e7-9e75-4083-a18d-a33511313d72\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.26}, \"64323\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-03-16 10:25:33.000000+00:00\", \"2019-11-27 09:46:05.000000+00:00\", \"2020-08-11 00:01:50.000000+00:00\", \"2019-09-05 12:21:56.000000+00:00\"], \"session_ids\": [\"7ab4e484-ed96-4829-9ead-bd0a202984ac\", \"d8502c47-f882-4eb8-a2e8-5fee2c04efaf\", \"825fcb72-bd30-4f4a-b2ac-f23d1342a7d4\", \"a571c901-63bc-43fc-ac42-f85c10ef5faf\"], \"total_duration\": 30.0, \"total_sessions\": 4, \"mean_week_duration\": 0.612}, \"60503\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 9, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-06-14 23:07:44.000000+00:00\", \"2021-12-16 13:05:38.000000+00:00\", \"2019-09-09 21:24:53.000000+00:00\", \"2023-03-24 07:18:20.000000+00:00\"], \"session_ids\": [\"70848c61-0c2a-4c9e-af31-92257eebfb38\", \"1c4085a4-fb4b-4c17-a93b-98d847600df0\", \"3488f2c6-12aa-4e9b-81e1-cbb910018dc1\", \"faf9f97c-9f87-49a7-8c5e-58df980a548e\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.238}, \"23228\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-21 11:03:31.000000+00:00\", \"2020-08-07 17:01:22.000000+00:00\", \"2019-11-08 00:28:39.000000+00:00\"], \"session_ids\": [\"118e5c20-aa14-4195-ab6c-25eaf77aefb8\", \"8a91a84e-a3cd-4fdc-ab05-0b002ddd2a6d\", \"c719587d-d125-4c6d-a6ab-6ce9950be3c4\"], \"total_duration\": 225.0, \"total_sessions\": 3, \"mean_week_duration\": 3.516}, \"57042\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-07-25 01:19:41.000000+00:00\", \"2019-05-05 08:10:35.000000+00:00\"], \"session_ids\": [\"ce45d169-df01-4a2d-ad6e-29b6adac90ab\", \"1e805da1-2a63-4f54-a404-bc2fae4b5bcb\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 2.155}, \"5764\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-01-30 14:48:17.000000+00:00\", \"2019-05-03 03:46:27.000000+00:00\", \"2022-07-09 10:57:44.000000+00:00\", \"2021-12-05 21:22:31.000000+00:00\"], \"session_ids\": [\"9be10686-8e28-4a8f-a3a9-33f5ad7b6b6e\", \"7e33afdb-7000-4f17-a461-78ab1d7106d5\", \"2aa5821f-3d75-4297-a63a-0e33f2974a8b\", \"da9aaa0f-0db0-4e88-b34f-9942cd0884d0\"], \"total_duration\": 1776.0, \"total_sessions\": 4, \"mean_week_duration\": 10.635}, \"1835\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-06-06 19:26:03.000000+00:00\", \"2021-04-08 02:19:18.000000+00:00\"], \"session_ids\": [\"f1a4aeef-38b7-4e64-a0a8-7f0115d08f7a\", \"51d9995a-1339-4f6c-919c-5dc19790f674\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 2.906}, \"48257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-02 06:04:19.000000+00:00\", \"2020-01-15 10:27:27.000000+00:00\", \"2022-12-27 23:40:21.000000+00:00\"], \"session_ids\": [\"22007fa3-a2dc-4bf8-99f5-9b3557a3ee3b\", \"d305c39e-5305-4667-ae39-65d448973ee4\", \"43cd80a1-b930-4f66-a5a9-ec5aa1acbdae\"], \"total_duration\": 260.0, \"total_sessions\": 3, \"mean_week_duration\": 1.3}, \"82095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-07-17 23:19:31.000000+00:00\", \"2021-10-06 11:42:11.000000+00:00\", \"2023-03-19 19:30:31.000000+00:00\"], \"session_ids\": [\"c3a1b002-064f-4f3a-9727-072a08a6184c\", \"59a188d4-37ab-4c35-b6f5-6af95839a9f1\", \"e08d07a2-6e93-4b3d-8ba8-55c924cb7feb\"], \"total_duration\": 142.0, \"total_sessions\": 3, \"mean_week_duration\": 1.632}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 828 and are greater than 3778" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[828, 3778]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"93293\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-13 06:09:46.000000+00:00\", \"2021-05-28 04:51:12.000000+00:00\"], \"session_ids\": [\"ab25402e-a538-44a7-a53e-2da880ee2540\", \"3fa2664c-710d-43bf-926e-5d7d9832948c\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 5.571}, \"1876\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-22 20:58:08.000000+00:00\", \"2023-03-18 06:21:11.000000+00:00\"], \"session_ids\": [\"b557f4e0-7099-4b2d-be2e-26bd57b85032\", \"5a5d66e7-9e75-4083-a18d-a33511313d72\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.26}, \"64323\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-03-16 10:25:33.000000+00:00\", \"2019-11-27 09:46:05.000000+00:00\", \"2020-08-11 00:01:50.000000+00:00\", \"2019-09-05 12:21:56.000000+00:00\"], \"session_ids\": [\"7ab4e484-ed96-4829-9ead-bd0a202984ac\", \"d8502c47-f882-4eb8-a2e8-5fee2c04efaf\", \"825fcb72-bd30-4f4a-b2ac-f23d1342a7d4\", \"a571c901-63bc-43fc-ac42-f85c10ef5faf\"], \"total_duration\": 30.0, \"total_sessions\": 4, \"mean_week_duration\": 0.612}, \"60503\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 9, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-06-14 23:07:44.000000+00:00\", \"2021-12-16 13:05:38.000000+00:00\", \"2019-09-09 21:24:53.000000+00:00\", \"2023-03-24 07:18:20.000000+00:00\"], \"session_ids\": [\"70848c61-0c2a-4c9e-af31-92257eebfb38\", \"1c4085a4-fb4b-4c17-a93b-98d847600df0\", \"3488f2c6-12aa-4e9b-81e1-cbb910018dc1\", \"faf9f97c-9f87-49a7-8c5e-58df980a548e\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.238}, \"23228\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-21 11:03:31.000000+00:00\", \"2020-08-07 17:01:22.000000+00:00\", \"2019-11-08 00:28:39.000000+00:00\"], \"session_ids\": [\"118e5c20-aa14-4195-ab6c-25eaf77aefb8\", \"8a91a84e-a3cd-4fdc-ab05-0b002ddd2a6d\", \"c719587d-d125-4c6d-a6ab-6ce9950be3c4\"], \"total_duration\": 225.0, \"total_sessions\": 3, \"mean_week_duration\": 3.516}, \"57042\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-07-25 01:19:41.000000+00:00\", \"2019-05-05 08:10:35.000000+00:00\"], \"session_ids\": [\"ce45d169-df01-4a2d-ad6e-29b6adac90ab\", \"1e805da1-2a63-4f54-a404-bc2fae4b5bcb\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 2.155}, \"1835\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-06-06 19:26:03.000000+00:00\", \"2021-04-08 02:19:18.000000+00:00\"], \"session_ids\": [\"f1a4aeef-38b7-4e64-a0a8-7f0115d08f7a\", \"51d9995a-1339-4f6c-919c-5dc19790f674\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 2.906}, \"48257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-02 06:04:19.000000+00:00\", \"2020-01-15 10:27:27.000000+00:00\", \"2022-12-27 23:40:21.000000+00:00\"], \"session_ids\": [\"22007fa3-a2dc-4bf8-99f5-9b3557a3ee3b\", \"d305c39e-5305-4667-ae39-65d448973ee4\", \"43cd80a1-b930-4f66-a5a9-ec5aa1acbdae\"], \"total_duration\": 260.0, \"total_sessions\": 3, \"mean_week_duration\": 1.3}, \"82095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-07-17 23:19:31.000000+00:00\", \"2021-10-06 11:42:11.000000+00:00\", \"2023-03-19 19:30:31.000000+00:00\"], \"session_ids\": [\"c3a1b002-064f-4f3a-9727-072a08a6184c\", \"59a188d4-37ab-4c35-b6f5-6af95839a9f1\", \"e08d07a2-6e93-4b3d-8ba8-55c924cb7feb\"], \"total_duration\": 142.0, \"total_sessions\": 3, \"mean_week_duration\": 1.632}}\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[{\"93293\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-13 06:09:46.000000+00:00\", \"2021-05-28 04:51:12.000000+00:00\"], \"session_ids\": [\"ab25402e-a538-44a7-a53e-2da880ee2540\", \"3fa2664c-710d-43bf-926e-5d7d9832948c\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 5.571}}, {\"23228\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-21 11:03:31.000000+00:00\", \"2020-08-07 17:01:22.000000+00:00\", \"2019-11-08 00:28:39.000000+00:00\"], \"session_ids\": [\"118e5c20-aa14-4195-ab6c-25eaf77aefb8\", \"8a91a84e-a3cd-4fdc-ab05-0b002ddd2a6d\", \"c719587d-d125-4c6d-a6ab-6ce9950be3c4\"], \"total_duration\": 225.0, \"total_sessions\": 3, \"mean_week_duration\": 3.516}}, {\"1835\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-06-06 19:26:03.000000+00:00\", \"2021-04-08 02:19:18.000000+00:00\"], \"session_ids\": [\"f1a4aeef-38b7-4e64-a0a8-7f0115d08f7a\", \"51d9995a-1339-4f6c-919c-5dc19790f674\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 2.906}}, {\"57042\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-07-25 01:19:41.000000+00:00\", \"2019-05-05 08:10:35.000000+00:00\"], \"session_ids\": [\"ce45d169-df01-4a2d-ad6e-29b6adac90ab\", \"1e805da1-2a63-4f54-a404-bc2fae4b5bcb\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 2.155}}, {\"82095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-07-17 23:19:31.000000+00:00\", \"2021-10-06 11:42:11.000000+00:00\", \"2023-03-19 19:30:31.000000+00:00\"], \"session_ids\": [\"c3a1b002-064f-4f3a-9727-072a08a6184c\", \"59a188d4-37ab-4c35-b6f5-6af95839a9f1\", \"e08d07a2-6e93-4b3d-8ba8-55c924cb7feb\"], \"total_duration\": 142.0, \"total_sessions\": 3, \"mean_week_duration\": 1.632}}, {\"48257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-02 06:04:19.000000+00:00\", \"2020-01-15 10:27:27.000000+00:00\", \"2022-12-27 23:40:21.000000+00:00\"], \"session_ids\": [\"22007fa3-a2dc-4bf8-99f5-9b3557a3ee3b\", \"d305c39e-5305-4667-ae39-65d448973ee4\", \"43cd80a1-b930-4f66-a5a9-ec5aa1acbdae\"], \"total_duration\": 260.0, \"total_sessions\": 3, \"mean_week_duration\": 1.3}}, {\"64323\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-03-16 10:25:33.000000+00:00\", \"2019-11-27 09:46:05.000000+00:00\", \"2020-08-11 00:01:50.000000+00:00\", \"2019-09-05 12:21:56.000000+00:00\"], \"session_ids\": [\"7ab4e484-ed96-4829-9ead-bd0a202984ac\", \"d8502c47-f882-4eb8-a2e8-5fee2c04efaf\", \"825fcb72-bd30-4f4a-b2ac-f23d1342a7d4\", \"a571c901-63bc-43fc-ac42-f85c10ef5faf\"], \"total_duration\": 30.0, \"total_sessions\": 4, \"mean_week_duration\": 0.612}}, {\"1876\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-22 20:58:08.000000+00:00\", \"2023-03-18 06:21:11.000000+00:00\"], \"session_ids\": [\"b557f4e0-7099-4b2d-be2e-26bd57b85032\", \"5a5d66e7-9e75-4083-a18d-a33511313d72\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.26}}, {\"60503\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 9, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-06-14 23:07:44.000000+00:00\", \"2021-12-16 13:05:38.000000+00:00\", \"2019-09-09 21:24:53.000000+00:00\", \"2023-03-24 07:18:20.000000+00:00\"], \"session_ids\": [\"70848c61-0c2a-4c9e-af31-92257eebfb38\", \"1c4085a4-fb4b-4c17-a93b-98d847600df0\", \"3488f2c6-12aa-4e9b-81e1-cbb910018dc1\", \"faf9f97c-9f87-49a7-8c5e-58df980a548e\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.238}}]\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[{\"93293\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-13 06:09:46.000000+00:00\", \"2021-05-28 04:51:12.000000+00:00\"], \"session_ids\": [\"ab25402e-a538-44a7-a53e-2da880ee2540\", \"3fa2664c-710d-43bf-926e-5d7d9832948c\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 5.571}}]\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[{\"93293\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-13 06:09:46.000000+00:00\", \"2021-05-28 04:51:12.000000+00:00\"], \"session_ids\": [\"ab25402e-a538-44a7-a53e-2da880ee2540\", \"3fa2664c-710d-43bf-926e-5d7d9832948c\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 5.571}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on 6 users who aren't residents of cities Tegucigalpa, Athens, San Juan, Istanbul, Bogota, Manila plus implement sorting by overall duration of sessions per week in desc." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39787\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-30 15:51:08.000000+00:00\", \"2021-08-16 20:33:40.000000+00:00\"], \"session_ids\": [\"5db266b9-6ac3-4333-ad8e-89340cca7ba7\", \"da59313f-3321-49ae-8ea3-2933a4b64570\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 13.0}, \"63541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-14 04:40:27.000000+00:00\", \"2022-01-18 06:30:23.000000+00:00\", \"2022-11-20 20:28:57.000000+00:00\", \"2019-03-05 10:03:13.000000+00:00\", \"2019-06-18 17:12:34.000000+00:00\"], \"session_ids\": [\"661a153c-309b-4252-a9e5-991ef86cc372\", \"fd047797-98f6-4081-b8cc-17e3504bda16\", \"cef76f9b-51bc-4950-82a7-3b38169e3cf4\", \"cef57393-d5be-4a54-9036-d614cedf7304\", \"35e73943-aec8-45cd-943f-6accf52c54e5\"], \"total_duration\": 364.0, \"total_sessions\": 5, \"mean_week_duration\": 1.848}, \"76027\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-11-19 06:07:10.000000+00:00\", \"2020-05-19 11:02:01.000000+00:00\", \"2022-02-24 15:48:59.000000+00:00\", \"2020-03-19 01:51:51.000000+00:00\"], \"session_ids\": [\"838dd7db-98ff-4213-9d72-329fc51d0d68\", \"9a607273-e1be-4626-83c1-2cc57a9f4e18\", \"073e4c89-b63e-47ae-af6e-e578acae744b\", \"391c561a-8ee8-440e-8d31-31725e382c2b\"], \"total_duration\": 1261.0, \"total_sessions\": 4, \"mean_week_duration\": 10.597}, \"53030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-17 07:52:57.000000+00:00\", \"2020-05-07 20:54:31.000000+00:00\"], \"session_ids\": [\"78d87fad-d3ce-45b0-9556-f2668932dcb1\", \"833bd323-3410-4651-89f8-3222d73197c5\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 8.28}, \"57252\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-06 12:10:37.000000+00:00\", \"2020-02-26 05:45:28.000000+00:00\", \"2022-05-27 12:19:27.000000+00:00\", \"2020-01-09 00:54:00.000000+00:00\", \"2023-02-28 06:26:35.000000+00:00\", \"2019-05-07 01:50:55.000000+00:00\", \"2022-03-21 02:31:53.000000+00:00\", \"2020-07-17 19:12:52.000000+00:00\", \"2020-09-10 23:03:35.000000+00:00\", \"2019-03-10 02:32:42.000000+00:00\"], \"session_ids\": [\"08e9fcd4-af05-4713-be9c-a6da44ae932f\", \"f56793ec-d949-4511-b12d-36efc5518857\", \"7d7fa467-583b-4d58-8271-36e89d8e3234\", \"45574e7f-9418-470f-a866-6ce22823a42d\", \"817325f8-9939-4874-a719-a944a746c4b5\", \"f922614c-e1e1-45e5-9343-37ed727926f9\", \"1e24d6bd-5a7d-4f33-9f02-890759484949\", \"8b502fb5-9179-4936-b287-1552f64dfa16\", \"9270addd-e717-4e1e-adf9-9c46c41e23e3\", \"eacf724a-85bd-40ad-aaeb-0a72d7e567fb\"], \"total_duration\": 10045.0, \"total_sessions\": 10, \"mean_week_duration\": 48.293}, \"38039\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-24 22:20:28.000000+00:00\", \"2023-04-26 22:38:45.000000+00:00\"], \"session_ids\": [\"1b46c483-c670-4caf-9a87-2968cd653287\", \"e9ab1af8-8706-446f-8194-25fa5408463a\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 0.709}, \"80333\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-01-01 00:03:40.000000+00:00\", \"2020-01-06 05:15:27.000000+00:00\"], \"session_ids\": [\"0df6cd7c-57db-4553-ac72-76e9e0a38276\", \"88079369-920b-417d-a2b8-a8651d48b5ca\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 2.256}, \"54862\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-17 08:55:57.000000+00:00\", \"2019-01-09 22:19:50.000000+00:00\"], \"session_ids\": [\"02787312-aeb2-4e6e-87cb-0551bcc951e2\", \"5c808533-058e-48ee-b412-b3560e7aeee6\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 1.722}, \"32383\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-10 08:45:16.000000+00:00\", \"2021-03-03 08:13:14.000000+00:00\"], \"session_ids\": [\"e1c14cb1-bf54-42a3-8155-5da1e12ebb80\", \"4cda0cdb-a3fe-4e80-9827-e6874af921bf\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.509}, \"58224\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-05 16:32:36.000000+00:00\", \"2021-08-01 13:22:40.000000+00:00\", \"2020-12-16 14:51:55.000000+00:00\", \"2022-11-30 01:16:39.000000+00:00\"], \"session_ids\": [\"fc8ca50d-7e3e-46eb-8c85-089b5ed8aede\", \"db7ebe77-b33b-4bb8-afa8-a2855fd9059b\", \"f3f07015-6a1c-41f8-a933-090a3f8a9d44\", \"535f1b2d-1155-42dc-841c-2a5b6362b949\"], \"total_duration\": 1300.0, \"total_sessions\": 4, \"mean_week_duration\": 12.745}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Tegucigalpa, Athens, San Juan, Istanbul, Bogota, Manila" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Tegucigalpa\", \"Athens\", \"San Juan\", \"Istanbul\", \"Bogota\", \"Manila\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39787\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-30 15:51:08.000000+00:00\", \"2021-08-16 20:33:40.000000+00:00\"], \"session_ids\": [\"5db266b9-6ac3-4333-ad8e-89340cca7ba7\", \"da59313f-3321-49ae-8ea3-2933a4b64570\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 13.0}, \"63541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-14 04:40:27.000000+00:00\", \"2022-01-18 06:30:23.000000+00:00\", \"2022-11-20 20:28:57.000000+00:00\", \"2019-03-05 10:03:13.000000+00:00\", \"2019-06-18 17:12:34.000000+00:00\"], \"session_ids\": [\"661a153c-309b-4252-a9e5-991ef86cc372\", \"fd047797-98f6-4081-b8cc-17e3504bda16\", \"cef76f9b-51bc-4950-82a7-3b38169e3cf4\", \"cef57393-d5be-4a54-9036-d614cedf7304\", \"35e73943-aec8-45cd-943f-6accf52c54e5\"], \"total_duration\": 364.0, \"total_sessions\": 5, \"mean_week_duration\": 1.848}, \"53030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-17 07:52:57.000000+00:00\", \"2020-05-07 20:54:31.000000+00:00\"], \"session_ids\": [\"78d87fad-d3ce-45b0-9556-f2668932dcb1\", \"833bd323-3410-4651-89f8-3222d73197c5\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 8.28}, \"57252\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-06 12:10:37.000000+00:00\", \"2020-02-26 05:45:28.000000+00:00\", \"2022-05-27 12:19:27.000000+00:00\", \"2020-01-09 00:54:00.000000+00:00\", \"2023-02-28 06:26:35.000000+00:00\", \"2019-05-07 01:50:55.000000+00:00\", \"2022-03-21 02:31:53.000000+00:00\", \"2020-07-17 19:12:52.000000+00:00\", \"2020-09-10 23:03:35.000000+00:00\", \"2019-03-10 02:32:42.000000+00:00\"], \"session_ids\": [\"08e9fcd4-af05-4713-be9c-a6da44ae932f\", \"f56793ec-d949-4511-b12d-36efc5518857\", \"7d7fa467-583b-4d58-8271-36e89d8e3234\", \"45574e7f-9418-470f-a866-6ce22823a42d\", \"817325f8-9939-4874-a719-a944a746c4b5\", \"f922614c-e1e1-45e5-9343-37ed727926f9\", \"1e24d6bd-5a7d-4f33-9f02-890759484949\", \"8b502fb5-9179-4936-b287-1552f64dfa16\", \"9270addd-e717-4e1e-adf9-9c46c41e23e3\", \"eacf724a-85bd-40ad-aaeb-0a72d7e567fb\"], \"total_duration\": 10045.0, \"total_sessions\": 10, \"mean_week_duration\": 48.293}, \"38039\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-24 22:20:28.000000+00:00\", \"2023-04-26 22:38:45.000000+00:00\"], \"session_ids\": [\"1b46c483-c670-4caf-9a87-2968cd653287\", \"e9ab1af8-8706-446f-8194-25fa5408463a\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 0.709}, \"80333\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-01-01 00:03:40.000000+00:00\", \"2020-01-06 05:15:27.000000+00:00\"], \"session_ids\": [\"0df6cd7c-57db-4553-ac72-76e9e0a38276\", \"88079369-920b-417d-a2b8-a8651d48b5ca\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 2.256}, \"54862\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-17 08:55:57.000000+00:00\", \"2019-01-09 22:19:50.000000+00:00\"], \"session_ids\": [\"02787312-aeb2-4e6e-87cb-0551bcc951e2\", \"5c808533-058e-48ee-b412-b3560e7aeee6\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 1.722}, \"32383\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-10 08:45:16.000000+00:00\", \"2021-03-03 08:13:14.000000+00:00\"], \"session_ids\": [\"e1c14cb1-bf54-42a3-8155-5da1e12ebb80\", \"4cda0cdb-a3fe-4e80-9827-e6874af921bf\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.509}, \"58224\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-05 16:32:36.000000+00:00\", \"2021-08-01 13:22:40.000000+00:00\", \"2020-12-16 14:51:55.000000+00:00\", \"2022-11-30 01:16:39.000000+00:00\"], \"session_ids\": [\"fc8ca50d-7e3e-46eb-8c85-089b5ed8aede\", \"db7ebe77-b33b-4bb8-afa8-a2855fd9059b\", \"f3f07015-6a1c-41f8-a933-090a3f8a9d44\", \"535f1b2d-1155-42dc-841c-2a5b6362b949\"], \"total_duration\": 1300.0, \"total_sessions\": 4, \"mean_week_duration\": 12.745}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"57252\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-06 12:10:37.000000+00:00\", \"2020-02-26 05:45:28.000000+00:00\", \"2022-05-27 12:19:27.000000+00:00\", \"2020-01-09 00:54:00.000000+00:00\", \"2023-02-28 06:26:35.000000+00:00\", \"2019-05-07 01:50:55.000000+00:00\", \"2022-03-21 02:31:53.000000+00:00\", \"2020-07-17 19:12:52.000000+00:00\", \"2020-09-10 23:03:35.000000+00:00\", \"2019-03-10 02:32:42.000000+00:00\"], \"session_ids\": [\"08e9fcd4-af05-4713-be9c-a6da44ae932f\", \"f56793ec-d949-4511-b12d-36efc5518857\", \"7d7fa467-583b-4d58-8271-36e89d8e3234\", \"45574e7f-9418-470f-a866-6ce22823a42d\", \"817325f8-9939-4874-a719-a944a746c4b5\", \"f922614c-e1e1-45e5-9343-37ed727926f9\", \"1e24d6bd-5a7d-4f33-9f02-890759484949\", \"8b502fb5-9179-4936-b287-1552f64dfa16\", \"9270addd-e717-4e1e-adf9-9c46c41e23e3\", \"eacf724a-85bd-40ad-aaeb-0a72d7e567fb\"], \"total_duration\": 10045.0, \"total_sessions\": 10, \"mean_week_duration\": 48.293}}, {\"39787\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-30 15:51:08.000000+00:00\", \"2021-08-16 20:33:40.000000+00:00\"], \"session_ids\": [\"5db266b9-6ac3-4333-ad8e-89340cca7ba7\", \"da59313f-3321-49ae-8ea3-2933a4b64570\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 13.0}}, {\"58224\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-05 16:32:36.000000+00:00\", \"2021-08-01 13:22:40.000000+00:00\", \"2020-12-16 14:51:55.000000+00:00\", \"2022-11-30 01:16:39.000000+00:00\"], \"session_ids\": [\"fc8ca50d-7e3e-46eb-8c85-089b5ed8aede\", \"db7ebe77-b33b-4bb8-afa8-a2855fd9059b\", \"f3f07015-6a1c-41f8-a933-090a3f8a9d44\", \"535f1b2d-1155-42dc-841c-2a5b6362b949\"], \"total_duration\": 1300.0, \"total_sessions\": 4, \"mean_week_duration\": 12.745}}, {\"53030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-17 07:52:57.000000+00:00\", \"2020-05-07 20:54:31.000000+00:00\"], \"session_ids\": [\"78d87fad-d3ce-45b0-9556-f2668932dcb1\", \"833bd323-3410-4651-89f8-3222d73197c5\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 8.28}}, {\"80333\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-01-01 00:03:40.000000+00:00\", \"2020-01-06 05:15:27.000000+00:00\"], \"session_ids\": [\"0df6cd7c-57db-4553-ac72-76e9e0a38276\", \"88079369-920b-417d-a2b8-a8651d48b5ca\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 2.256}}, {\"63541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-14 04:40:27.000000+00:00\", \"2022-01-18 06:30:23.000000+00:00\", \"2022-11-20 20:28:57.000000+00:00\", \"2019-03-05 10:03:13.000000+00:00\", \"2019-06-18 17:12:34.000000+00:00\"], \"session_ids\": [\"661a153c-309b-4252-a9e5-991ef86cc372\", \"fd047797-98f6-4081-b8cc-17e3504bda16\", \"cef76f9b-51bc-4950-82a7-3b38169e3cf4\", \"cef57393-d5be-4a54-9036-d614cedf7304\", \"35e73943-aec8-45cd-943f-6accf52c54e5\"], \"total_duration\": 364.0, \"total_sessions\": 5, \"mean_week_duration\": 1.848}}, {\"54862\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-17 08:55:57.000000+00:00\", \"2019-01-09 22:19:50.000000+00:00\"], \"session_ids\": [\"02787312-aeb2-4e6e-87cb-0551bcc951e2\", \"5c808533-058e-48ee-b412-b3560e7aeee6\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 1.722}}, {\"38039\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-12-24 22:20:28.000000+00:00\", \"2023-04-26 22:38:45.000000+00:00\"], \"session_ids\": [\"1b46c483-c670-4caf-9a87-2968cd653287\", \"e9ab1af8-8706-446f-8194-25fa5408463a\"], \"total_duration\": 124.0, \"total_sessions\": 2, \"mean_week_duration\": 0.709}}, {\"32383\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-10 08:45:16.000000+00:00\", \"2021-03-03 08:13:14.000000+00:00\"], \"session_ids\": [\"e1c14cb1-bf54-42a3-8155-5da1e12ebb80\", \"4cda0cdb-a3fe-4e80-9827-e6874af921bf\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.509}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 6 entries and exclude 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[{\"57252\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-06 12:10:37.000000+00:00\", \"2020-02-26 05:45:28.000000+00:00\", \"2022-05-27 12:19:27.000000+00:00\", \"2020-01-09 00:54:00.000000+00:00\", \"2023-02-28 06:26:35.000000+00:00\", \"2019-05-07 01:50:55.000000+00:00\", \"2022-03-21 02:31:53.000000+00:00\", \"2020-07-17 19:12:52.000000+00:00\", \"2020-09-10 23:03:35.000000+00:00\", \"2019-03-10 02:32:42.000000+00:00\"], \"session_ids\": [\"08e9fcd4-af05-4713-be9c-a6da44ae932f\", \"f56793ec-d949-4511-b12d-36efc5518857\", \"7d7fa467-583b-4d58-8271-36e89d8e3234\", \"45574e7f-9418-470f-a866-6ce22823a42d\", \"817325f8-9939-4874-a719-a944a746c4b5\", \"f922614c-e1e1-45e5-9343-37ed727926f9\", \"1e24d6bd-5a7d-4f33-9f02-890759484949\", \"8b502fb5-9179-4936-b287-1552f64dfa16\", \"9270addd-e717-4e1e-adf9-9c46c41e23e3\", \"eacf724a-85bd-40ad-aaeb-0a72d7e567fb\"], \"total_duration\": 10045.0, \"total_sessions\": 10, \"mean_week_duration\": 48.293}}, {\"39787\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-30 15:51:08.000000+00:00\", \"2021-08-16 20:33:40.000000+00:00\"], \"session_ids\": [\"5db266b9-6ac3-4333-ad8e-89340cca7ba7\", \"da59313f-3321-49ae-8ea3-2933a4b64570\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 13.0}}, {\"58224\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-05 16:32:36.000000+00:00\", \"2021-08-01 13:22:40.000000+00:00\", \"2020-12-16 14:51:55.000000+00:00\", \"2022-11-30 01:16:39.000000+00:00\"], \"session_ids\": [\"fc8ca50d-7e3e-46eb-8c85-089b5ed8aede\", \"db7ebe77-b33b-4bb8-afa8-a2855fd9059b\", \"f3f07015-6a1c-41f8-a933-090a3f8a9d44\", \"535f1b2d-1155-42dc-841c-2a5b6362b949\"], \"total_duration\": 1300.0, \"total_sessions\": 4, \"mean_week_duration\": 12.745}}, {\"53030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-17 07:52:57.000000+00:00\", \"2020-05-07 20:54:31.000000+00:00\"], \"session_ids\": [\"78d87fad-d3ce-45b0-9556-f2668932dcb1\", \"833bd323-3410-4651-89f8-3222d73197c5\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 8.28}}, {\"80333\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-01-01 00:03:40.000000+00:00\", \"2020-01-06 05:15:27.000000+00:00\"], \"session_ids\": [\"0df6cd7c-57db-4553-ac72-76e9e0a38276\", \"88079369-920b-417d-a2b8-a8651d48b5ca\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 2.256}}, {\"63541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-14 04:40:27.000000+00:00\", \"2022-01-18 06:30:23.000000+00:00\", \"2022-11-20 20:28:57.000000+00:00\", \"2019-03-05 10:03:13.000000+00:00\", \"2019-06-18 17:12:34.000000+00:00\"], \"session_ids\": [\"661a153c-309b-4252-a9e5-991ef86cc372\", \"fd047797-98f6-4081-b8cc-17e3504bda16\", \"cef76f9b-51bc-4950-82a7-3b38169e3cf4\", \"cef57393-d5be-4a54-9036-d614cedf7304\", \"35e73943-aec8-45cd-943f-6accf52c54e5\"], \"total_duration\": 364.0, \"total_sessions\": 5, \"mean_week_duration\": 1.848}}]\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[{\"57252\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-06 12:10:37.000000+00:00\", \"2020-02-26 05:45:28.000000+00:00\", \"2022-05-27 12:19:27.000000+00:00\", \"2020-01-09 00:54:00.000000+00:00\", \"2023-02-28 06:26:35.000000+00:00\", \"2019-05-07 01:50:55.000000+00:00\", \"2022-03-21 02:31:53.000000+00:00\", \"2020-07-17 19:12:52.000000+00:00\", \"2020-09-10 23:03:35.000000+00:00\", \"2019-03-10 02:32:42.000000+00:00\"], \"session_ids\": [\"08e9fcd4-af05-4713-be9c-a6da44ae932f\", \"f56793ec-d949-4511-b12d-36efc5518857\", \"7d7fa467-583b-4d58-8271-36e89d8e3234\", \"45574e7f-9418-470f-a866-6ce22823a42d\", \"817325f8-9939-4874-a719-a944a746c4b5\", \"f922614c-e1e1-45e5-9343-37ed727926f9\", \"1e24d6bd-5a7d-4f33-9f02-890759484949\", \"8b502fb5-9179-4936-b287-1552f64dfa16\", \"9270addd-e717-4e1e-adf9-9c46c41e23e3\", \"eacf724a-85bd-40ad-aaeb-0a72d7e567fb\"], \"total_duration\": 10045.0, \"total_sessions\": 10, \"mean_week_duration\": 48.293}}, {\"39787\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-30 15:51:08.000000+00:00\", \"2021-08-16 20:33:40.000000+00:00\"], \"session_ids\": [\"5db266b9-6ac3-4333-ad8e-89340cca7ba7\", \"da59313f-3321-49ae-8ea3-2933a4b64570\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 13.0}}, {\"58224\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-07-05 16:32:36.000000+00:00\", \"2021-08-01 13:22:40.000000+00:00\", \"2020-12-16 14:51:55.000000+00:00\", \"2022-11-30 01:16:39.000000+00:00\"], \"session_ids\": [\"fc8ca50d-7e3e-46eb-8c85-089b5ed8aede\", \"db7ebe77-b33b-4bb8-afa8-a2855fd9059b\", \"f3f07015-6a1c-41f8-a933-090a3f8a9d44\", \"535f1b2d-1155-42dc-841c-2a5b6362b949\"], \"total_duration\": 1300.0, \"total_sessions\": 4, \"mean_week_duration\": 12.745}}, {\"53030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-17 07:52:57.000000+00:00\", \"2020-05-07 20:54:31.000000+00:00\"], \"session_ids\": [\"78d87fad-d3ce-45b0-9556-f2668932dcb1\", \"833bd323-3410-4651-89f8-3222d73197c5\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 8.28}}, {\"80333\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-01-01 00:03:40.000000+00:00\", \"2020-01-06 05:15:27.000000+00:00\"], \"session_ids\": [\"0df6cd7c-57db-4553-ac72-76e9e0a38276\", \"88079369-920b-417d-a2b8-a8651d48b5ca\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 2.256}}, {\"63541\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-14 04:40:27.000000+00:00\", \"2022-01-18 06:30:23.000000+00:00\", \"2022-11-20 20:28:57.000000+00:00\", \"2019-03-05 10:03:13.000000+00:00\", \"2019-06-18 17:12:34.000000+00:00\"], \"session_ids\": [\"661a153c-309b-4252-a9e5-991ef86cc372\", \"fd047797-98f6-4081-b8cc-17e3504bda16\", \"cef76f9b-51bc-4950-82a7-3b38169e3cf4\", \"cef57393-d5be-4a54-9036-d614cedf7304\", \"35e73943-aec8-45cd-943f-6accf52c54e5\"], \"total_duration\": 364.0, \"total_sessions\": 5, \"mean_week_duration\": 1.848}}]\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 8 users with a total sessions of sessions that is below 5, inclusive num 5 , and carry out sorting by urban center name in desc order , and provide me only with 3 pieces of information." } ]
[ { "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{\"74857\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-08 08:43:33.000000+00:00\", \"2020-04-28 13:17:33.000000+00:00\"], \"session_ids\": [\"f7c86d60-b25b-40af-ae61-55466719eee1\", \"d7e74905-602a-4e14-a1f8-3b9321944242\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 4.75}, \"89704\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-08-07 14:58:21.000000+00:00\", \"2022-05-19 06:28:03.000000+00:00\"], \"session_ids\": [\"32707ea0-3442-41bf-9e47-065539e1baa2\", \"685e681b-5166-4b10-bab7-279ce968e1e9\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.512}, \"68970\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-12-20 14:49:11.000000+00:00\", \"2022-06-17 14:05:32.000000+00:00\", \"2023-05-26 18:53:11.000000+00:00\", \"2020-04-02 16:15:50.000000+00:00\", \"2022-08-30 12:00:36.000000+00:00\", \"2019-09-30 07:45:15.000000+00:00\", \"2021-11-08 12:28:48.000000+00:00\", \"2022-08-31 19:44:09.000000+00:00\", \"2022-06-29 22:15:04.000000+00:00\", \"2021-08-06 08:10:22.000000+00:00\", \"2022-10-27 02:38:51.000000+00:00\"], \"session_ids\": [\"e95f8d30-5c17-4e59-9037-e545cd6ebc05\", \"8fe85d73-b463-434a-abfa-b73ed84d0e99\", \"474d9edc-c3e0-443c-be95-df342754b43b\", \"0915c29e-dc97-4132-83e3-dfac88c10c30\", \"a59897f1-f0a6-4bb2-9c60-6b724693f750\", \"2b0e6840-497c-4c6a-83a9-694e6d379eeb\", \"95568b16-ebb0-49ae-a602-a2e9b0779d67\", \"89f01137-956a-4191-8a16-1cd938b3a3c2\", \"c274d239-3013-4cb0-8ea2-ccf3d3cbf7ea\", \"4d10dfb8-767f-47a1-86d1-cedc6b03c922\", \"75205f74-78f1-43a8-b35c-1e265ca62252\"], \"total_duration\": 9094.0, \"total_sessions\": 11, \"mean_week_duration\": 47.613}, \"99099\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-04-17 02:28:59.000000+00:00\", \"2020-12-23 19:21:50.000000+00:00\"], \"session_ids\": [\"4fcd6c22-05ae-4d6b-8128-963c0d6df8ad\", \"696f4189-21b5-4609-adb2-9e5d23e26876\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}, \"50261\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-08 03:23:00.000000+00:00\", \"2023-06-11 14:54:23.000000+00:00\", \"2020-05-12 06:01:27.000000+00:00\", \"2022-02-16 20:00:38.000000+00:00\", \"2019-12-09 17:19:55.000000+00:00\"], \"session_ids\": [\"a27a7b0f-c2e9-488d-8bea-0f726217836a\", \"6a7c4075-745e-42e6-81c3-7810411e1dcb\", \"4cd1a6f8-2559-4de1-a1f0-a572ed228ff2\", \"aacbe445-8a03-497e-85ad-d9d9b401c42d\", \"6f079367-bef9-4ab8-8c42-5a23c7b4d34c\"], \"total_duration\": 133.0, \"total_sessions\": 5, \"mean_week_duration\": 0.61}, \"41800\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-25 22:50:41.000000+00:00\", \"2022-04-25 01:47:42.000000+00:00\"], \"session_ids\": [\"97a07b42-aba3-438b-a3f1-da81bab8671e\", \"69d73f9c-56c3-4722-a8de-9150022e90ce\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 2.18}, \"15341\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-04-22 10:40:33.000000+00:00\", \"2023-04-01 06:10:36.000000+00:00\"], \"session_ids\": [\"aa4d3793-edff-4a80-a817-c4ee7881208a\", \"b71b4427-3173-4744-97f4-8235052cdf64\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.422}, \"57017\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-02 03:51:14.000000+00:00\", \"2022-07-08 13:28:38.000000+00:00\"], \"session_ids\": [\"37ed5a47-d282-461c-acb8-727806172160\", \"a10b3ef0-b945-42f0-8b85-d0fd8cbe1f89\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 4.31}, \"23863\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-20 07:51:19.000000+00:00\", \"2022-01-25 21:15:44.000000+00:00\"], \"session_ids\": [\"6bc6e2a8-d57a-43d6-b449-d882d4f80b9a\", \"10d43ff3-fb1e-482d-8709-bebdd89799e7\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.55}, \"50262\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-01 06:26:47.000000+00:00\", \"2021-07-30 02:33:32.000000+00:00\"], \"session_ids\": [\"fffa85e4-2d5e-4c0a-a366-45e75748ecb3\", \"5c6fe7ba-010a-4e45-b781-9f10cef3a892\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 4.581}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74857\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-08 08:43:33.000000+00:00\", \"2020-04-28 13:17:33.000000+00:00\"], \"session_ids\": [\"f7c86d60-b25b-40af-ae61-55466719eee1\", \"d7e74905-602a-4e14-a1f8-3b9321944242\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 4.75}, \"89704\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-08-07 14:58:21.000000+00:00\", \"2022-05-19 06:28:03.000000+00:00\"], \"session_ids\": [\"32707ea0-3442-41bf-9e47-065539e1baa2\", \"685e681b-5166-4b10-bab7-279ce968e1e9\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.512}, \"99099\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-04-17 02:28:59.000000+00:00\", \"2020-12-23 19:21:50.000000+00:00\"], \"session_ids\": [\"4fcd6c22-05ae-4d6b-8128-963c0d6df8ad\", \"696f4189-21b5-4609-adb2-9e5d23e26876\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}, \"50261\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-08 03:23:00.000000+00:00\", \"2023-06-11 14:54:23.000000+00:00\", \"2020-05-12 06:01:27.000000+00:00\", \"2022-02-16 20:00:38.000000+00:00\", \"2019-12-09 17:19:55.000000+00:00\"], \"session_ids\": [\"a27a7b0f-c2e9-488d-8bea-0f726217836a\", \"6a7c4075-745e-42e6-81c3-7810411e1dcb\", \"4cd1a6f8-2559-4de1-a1f0-a572ed228ff2\", \"aacbe445-8a03-497e-85ad-d9d9b401c42d\", \"6f079367-bef9-4ab8-8c42-5a23c7b4d34c\"], \"total_duration\": 133.0, \"total_sessions\": 5, \"mean_week_duration\": 0.61}, \"41800\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-25 22:50:41.000000+00:00\", \"2022-04-25 01:47:42.000000+00:00\"], \"session_ids\": [\"97a07b42-aba3-438b-a3f1-da81bab8671e\", \"69d73f9c-56c3-4722-a8de-9150022e90ce\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 2.18}, \"15341\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-04-22 10:40:33.000000+00:00\", \"2023-04-01 06:10:36.000000+00:00\"], \"session_ids\": [\"aa4d3793-edff-4a80-a817-c4ee7881208a\", \"b71b4427-3173-4744-97f4-8235052cdf64\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.422}, \"57017\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-02 03:51:14.000000+00:00\", \"2022-07-08 13:28:38.000000+00:00\"], \"session_ids\": [\"37ed5a47-d282-461c-acb8-727806172160\", \"a10b3ef0-b945-42f0-8b85-d0fd8cbe1f89\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 4.31}, \"23863\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-20 07:51:19.000000+00:00\", \"2022-01-25 21:15:44.000000+00:00\"], \"session_ids\": [\"6bc6e2a8-d57a-43d6-b449-d882d4f80b9a\", \"10d43ff3-fb1e-482d-8709-bebdd89799e7\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.55}, \"50262\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-01 06:26:47.000000+00:00\", \"2021-07-30 02:33:32.000000+00:00\"], \"session_ids\": [\"fffa85e4-2d5e-4c0a-a366-45e75748ecb3\", \"5c6fe7ba-010a-4e45-b781-9f10cef3a892\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 4.581}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"99099\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-04-17 02:28:59.000000+00:00\", \"2020-12-23 19:21:50.000000+00:00\"], \"session_ids\": [\"4fcd6c22-05ae-4d6b-8128-963c0d6df8ad\", \"696f4189-21b5-4609-adb2-9e5d23e26876\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}}, {\"23863\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-20 07:51:19.000000+00:00\", \"2022-01-25 21:15:44.000000+00:00\"], \"session_ids\": [\"6bc6e2a8-d57a-43d6-b449-d882d4f80b9a\", \"10d43ff3-fb1e-482d-8709-bebdd89799e7\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.55}}, {\"50262\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-01 06:26:47.000000+00:00\", \"2021-07-30 02:33:32.000000+00:00\"], \"session_ids\": [\"fffa85e4-2d5e-4c0a-a366-45e75748ecb3\", \"5c6fe7ba-010a-4e45-b781-9f10cef3a892\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 4.581}}, {\"41800\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-25 22:50:41.000000+00:00\", \"2022-04-25 01:47:42.000000+00:00\"], \"session_ids\": [\"97a07b42-aba3-438b-a3f1-da81bab8671e\", \"69d73f9c-56c3-4722-a8de-9150022e90ce\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 2.18}}, {\"57017\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-02 03:51:14.000000+00:00\", \"2022-07-08 13:28:38.000000+00:00\"], \"session_ids\": [\"37ed5a47-d282-461c-acb8-727806172160\", \"a10b3ef0-b945-42f0-8b85-d0fd8cbe1f89\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 4.31}}, {\"89704\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-08-07 14:58:21.000000+00:00\", \"2022-05-19 06:28:03.000000+00:00\"], \"session_ids\": [\"32707ea0-3442-41bf-9e47-065539e1baa2\", \"685e681b-5166-4b10-bab7-279ce968e1e9\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.512}}, {\"50261\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-08 03:23:00.000000+00:00\", \"2023-06-11 14:54:23.000000+00:00\", \"2020-05-12 06:01:27.000000+00:00\", \"2022-02-16 20:00:38.000000+00:00\", \"2019-12-09 17:19:55.000000+00:00\"], \"session_ids\": [\"a27a7b0f-c2e9-488d-8bea-0f726217836a\", \"6a7c4075-745e-42e6-81c3-7810411e1dcb\", \"4cd1a6f8-2559-4de1-a1f0-a572ed228ff2\", \"aacbe445-8a03-497e-85ad-d9d9b401c42d\", \"6f079367-bef9-4ab8-8c42-5a23c7b4d34c\"], \"total_duration\": 133.0, \"total_sessions\": 5, \"mean_week_duration\": 0.61}}, {\"74857\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-08 08:43:33.000000+00:00\", \"2020-04-28 13:17:33.000000+00:00\"], \"session_ids\": [\"f7c86d60-b25b-40af-ae61-55466719eee1\", \"d7e74905-602a-4e14-a1f8-3b9321944242\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 4.75}}, {\"15341\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-04-22 10:40:33.000000+00:00\", \"2023-04-01 06:10:36.000000+00:00\"], \"session_ids\": [\"aa4d3793-edff-4a80-a817-c4ee7881208a\", \"b71b4427-3173-4744-97f4-8235052cdf64\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.422}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"99099\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-04-17 02:28:59.000000+00:00\", \"2020-12-23 19:21:50.000000+00:00\"], \"session_ids\": [\"4fcd6c22-05ae-4d6b-8128-963c0d6df8ad\", \"696f4189-21b5-4609-adb2-9e5d23e26876\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}}, {\"23863\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-20 07:51:19.000000+00:00\", \"2022-01-25 21:15:44.000000+00:00\"], \"session_ids\": [\"6bc6e2a8-d57a-43d6-b449-d882d4f80b9a\", \"10d43ff3-fb1e-482d-8709-bebdd89799e7\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.55}}, {\"50262\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-01 06:26:47.000000+00:00\", \"2021-07-30 02:33:32.000000+00:00\"], \"session_ids\": [\"fffa85e4-2d5e-4c0a-a366-45e75748ecb3\", \"5c6fe7ba-010a-4e45-b781-9f10cef3a892\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 4.581}}]\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[{\"99099\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-04-17 02:28:59.000000+00:00\", \"2020-12-23 19:21:50.000000+00:00\"], \"session_ids\": [\"4fcd6c22-05ae-4d6b-8128-963c0d6df8ad\", \"696f4189-21b5-4609-adb2-9e5d23e26876\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}}, {\"23863\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-04-20 07:51:19.000000+00:00\", \"2022-01-25 21:15:44.000000+00:00\"], \"session_ids\": [\"6bc6e2a8-d57a-43d6-b449-d882d4f80b9a\", \"10d43ff3-fb1e-482d-8709-bebdd89799e7\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.55}}, {\"50262\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-01 06:26:47.000000+00:00\", \"2021-07-30 02:33:32.000000+00:00\"], \"session_ids\": [\"fffa85e4-2d5e-4c0a-a366-45e75748ecb3\", \"5c6fe7ba-010a-4e45-b781-9f10cef3a892\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 4.581}}]\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 with a overall total sessions that is higher than 5 and lower than 5, exclusive 5 plus perform sorting by overall 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{\"13478\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-11-25 15:04:26.000000+00:00\", \"2019-05-25 05:26:29.000000+00:00\"], \"session_ids\": [\"8ec6378e-02ce-40b5-8c16-2c03208f93df\", \"1e0a3262-68cf-4b33-b14f-174103c855ae\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 3.176}, \"77268\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-04 21:53:34.000000+00:00\", \"2020-10-07 22:32:10.000000+00:00\", \"2020-11-28 03:25:52.000000+00:00\", \"2021-10-12 04:28:07.000000+00:00\", \"2020-05-03 17:48:29.000000+00:00\", \"2021-09-22 05:57:43.000000+00:00\", \"2020-10-11 10:56:20.000000+00:00\", \"2022-03-31 17:19:57.000000+00:00\"], \"session_ids\": [\"0bcbfab3-8e2d-429d-8fee-28a83ffd3554\", \"f483d524-a8b5-4475-90a9-4c7cda564791\", \"9527eb8e-5e8f-44ea-8b47-f77b131185ae\", \"170d1070-5198-49b2-a20e-76c36cce2176\", \"df166458-c1a5-4227-b15d-54ab57a3cebc\", \"46243714-ed7e-4cc4-8009-57417620452b\", \"9d230d88-aa21-45b8-8e86-38aaf66863eb\", \"44a9999f-3cdb-40a8-9100-299145be433a\"], \"total_duration\": 165.0, \"total_sessions\": 8, \"mean_week_duration\": 1.65}, \"98499\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-26 04:06:53.000000+00:00\", \"2020-12-19 10:09:33.000000+00:00\", \"2020-07-28 01:23:01.000000+00:00\", \"2021-04-03 23:54:58.000000+00:00\", \"2022-11-07 18:29:50.000000+00:00\", \"2019-07-17 18:08:09.000000+00:00\", \"2020-05-04 03:54:25.000000+00:00\", \"2019-08-25 23:36:25.000000+00:00\"], \"session_ids\": [\"9ca7251a-1b65-4b8d-b421-9b0dcdcfd931\", \"8cd18b60-d823-4e86-b54f-76ff63e19f28\", \"4504fb3d-2112-4cdf-b347-afccb9bae8ac\", \"c334caf2-73a2-483b-8bd7-4cb8a8bd7c83\", \"d88e58ed-fe4e-4884-aac2-25acaab341d8\", \"3dbc965a-ab24-4f16-a386-a536743dc979\", \"4ebaca20-ac65-4eb1-92b0-52a616fd718a\", \"dbf2c8d2-ab5c-4cd0-8353-dc313ec0747a\"], \"total_duration\": 241.0, \"total_sessions\": 8, \"mean_week_duration\": 1.393}, \"82303\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-12 06:10:17.000000+00:00\", \"2019-08-15 15:46:55.000000+00:00\", \"2022-07-09 13:45:53.000000+00:00\", \"2019-02-25 02:25:05.000000+00:00\", \"2019-08-04 02:59:18.000000+00:00\", \"2022-07-10 14:36:29.000000+00:00\"], \"session_ids\": [\"9085624a-260b-44eb-84db-3a7e7bf8528c\", \"6fc96cdd-e33c-4bca-9734-deedb3e00fdd\", \"9be7358e-d8c4-42ce-a69c-3e398dce1d63\", \"0e1ac826-2110-4357-b4d4-04fe9b6686b2\", \"2e9d14a6-cb6e-494f-8a3d-480857939567\", \"8e5e68f7-3455-4a3c-9760-4195445ca2f5\"], \"total_duration\": 1047.0, \"total_sessions\": 6, \"mean_week_duration\": 5.721}, \"65807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-10-24 22:21:23.000000+00:00\", \"2020-05-06 11:01:29.000000+00:00\", \"2021-10-30 16:21:05.000000+00:00\"], \"session_ids\": [\"805c3f34-272b-499f-bbb3-998dcb2f0ffc\", \"a3839728-b958-40b4-b891-ebb50ea4050d\", \"62d4645d-9ad5-49f4-ba6a-9aec21fb3d28\"], \"total_duration\": 571.0, \"total_sessions\": 3, \"mean_week_duration\": 4.426}, \"65653\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-27 00:23:57.000000+00:00\", \"2022-10-06 05:41:14.000000+00:00\"], \"session_ids\": [\"f37ae81d-774d-496b-9f4d-960e5aad1bd9\", \"0eaea8e2-9442-4974-a10c-bb06feed352f\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 6.423}, \"62897\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-05-27 16:38:13.000000+00:00\", \"2022-04-04 03:37:47.000000+00:00\"], \"session_ids\": [\"19d7fd1a-4052-4cb0-ae77-511cd6d81793\", \"92a7b236-0cf3-42ba-bd3d-547b49ee4d5e\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.381}, \"21132\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-12 23:30:48.000000+00:00\", \"2019-02-22 22:13:54.000000+00:00\"], \"session_ids\": [\"724cc6ed-9362-40aa-8aff-07ad2dce8e6d\", \"6026a438-e01b-46e9-9af6-40396840fc6b\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.156}, \"73623\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-05-24 14:41:17.000000+00:00\", \"2021-04-27 13:11:43.000000+00:00\", \"2022-03-25 12:45:13.000000+00:00\"], \"session_ids\": [\"4dbbd16c-cde9-402c-b343-5678d6eeff82\", \"d111580d-1a32-4da1-9342-bfb6a5292b9a\", \"81b9b1a3-0594-4a35-be69-735aa748ceda\"], \"total_duration\": 160.0, \"total_sessions\": 3, \"mean_week_duration\": 1.667}, \"59124\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-26 11:29:51.000000+00:00\", \"2020-11-09 00:53:17.000000+00:00\"], \"session_ids\": [\"6f10997f-c122-4762-a10e-a55b3877a156\", \"407c315f-455b-41f4-bea9-4762d741de10\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.25}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 5 and are greater than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[5, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13478\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-11-25 15:04:26.000000+00:00\", \"2019-05-25 05:26:29.000000+00:00\"], \"session_ids\": [\"8ec6378e-02ce-40b5-8c16-2c03208f93df\", \"1e0a3262-68cf-4b33-b14f-174103c855ae\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 3.176}, \"65807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-10-24 22:21:23.000000+00:00\", \"2020-05-06 11:01:29.000000+00:00\", \"2021-10-30 16:21:05.000000+00:00\"], \"session_ids\": [\"805c3f34-272b-499f-bbb3-998dcb2f0ffc\", \"a3839728-b958-40b4-b891-ebb50ea4050d\", \"62d4645d-9ad5-49f4-ba6a-9aec21fb3d28\"], \"total_duration\": 571.0, \"total_sessions\": 3, \"mean_week_duration\": 4.426}, \"65653\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-27 00:23:57.000000+00:00\", \"2022-10-06 05:41:14.000000+00:00\"], \"session_ids\": [\"f37ae81d-774d-496b-9f4d-960e5aad1bd9\", \"0eaea8e2-9442-4974-a10c-bb06feed352f\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 6.423}, \"62897\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-05-27 16:38:13.000000+00:00\", \"2022-04-04 03:37:47.000000+00:00\"], \"session_ids\": [\"19d7fd1a-4052-4cb0-ae77-511cd6d81793\", \"92a7b236-0cf3-42ba-bd3d-547b49ee4d5e\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.381}, \"21132\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-12 23:30:48.000000+00:00\", \"2019-02-22 22:13:54.000000+00:00\"], \"session_ids\": [\"724cc6ed-9362-40aa-8aff-07ad2dce8e6d\", \"6026a438-e01b-46e9-9af6-40396840fc6b\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.156}, \"73623\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-05-24 14:41:17.000000+00:00\", \"2021-04-27 13:11:43.000000+00:00\", \"2022-03-25 12:45:13.000000+00:00\"], \"session_ids\": [\"4dbbd16c-cde9-402c-b343-5678d6eeff82\", \"d111580d-1a32-4da1-9342-bfb6a5292b9a\", \"81b9b1a3-0594-4a35-be69-735aa748ceda\"], \"total_duration\": 160.0, \"total_sessions\": 3, \"mean_week_duration\": 1.667}, \"59124\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-26 11:29:51.000000+00:00\", \"2020-11-09 00:53:17.000000+00:00\"], \"session_ids\": [\"6f10997f-c122-4762-a10e-a55b3877a156\", \"407c315f-455b-41f4-bea9-4762d741de10\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.25}, \"77268\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-04 21:53:34.000000+00:00\", \"2020-10-07 22:32:10.000000+00:00\", \"2020-11-28 03:25:52.000000+00:00\", \"2021-10-12 04:28:07.000000+00:00\", \"2020-05-03 17:48:29.000000+00:00\", \"2021-09-22 05:57:43.000000+00:00\", \"2020-10-11 10:56:20.000000+00:00\", \"2022-03-31 17:19:57.000000+00:00\"], \"session_ids\": [\"0bcbfab3-8e2d-429d-8fee-28a83ffd3554\", \"f483d524-a8b5-4475-90a9-4c7cda564791\", \"9527eb8e-5e8f-44ea-8b47-f77b131185ae\", \"170d1070-5198-49b2-a20e-76c36cce2176\", \"df166458-c1a5-4227-b15d-54ab57a3cebc\", \"46243714-ed7e-4cc4-8009-57417620452b\", \"9d230d88-aa21-45b8-8e86-38aaf66863eb\", \"44a9999f-3cdb-40a8-9100-299145be433a\"], \"total_duration\": 165.0, \"total_sessions\": 8, \"mean_week_duration\": 1.65}, \"98499\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-26 04:06:53.000000+00:00\", \"2020-12-19 10:09:33.000000+00:00\", \"2020-07-28 01:23:01.000000+00:00\", \"2021-04-03 23:54:58.000000+00:00\", \"2022-11-07 18:29:50.000000+00:00\", \"2019-07-17 18:08:09.000000+00:00\", \"2020-05-04 03:54:25.000000+00:00\", \"2019-08-25 23:36:25.000000+00:00\"], \"session_ids\": [\"9ca7251a-1b65-4b8d-b421-9b0dcdcfd931\", \"8cd18b60-d823-4e86-b54f-76ff63e19f28\", \"4504fb3d-2112-4cdf-b347-afccb9bae8ac\", \"c334caf2-73a2-483b-8bd7-4cb8a8bd7c83\", \"d88e58ed-fe4e-4884-aac2-25acaab341d8\", \"3dbc965a-ab24-4f16-a386-a536743dc979\", \"4ebaca20-ac65-4eb1-92b0-52a616fd718a\", \"dbf2c8d2-ab5c-4cd0-8353-dc313ec0747a\"], \"total_duration\": 241.0, \"total_sessions\": 8, \"mean_week_duration\": 1.393}, \"82303\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-12 06:10:17.000000+00:00\", \"2019-08-15 15:46:55.000000+00:00\", \"2022-07-09 13:45:53.000000+00:00\", \"2019-02-25 02:25:05.000000+00:00\", \"2019-08-04 02:59:18.000000+00:00\", \"2022-07-10 14:36:29.000000+00:00\"], \"session_ids\": [\"9085624a-260b-44eb-84db-3a7e7bf8528c\", \"6fc96cdd-e33c-4bca-9734-deedb3e00fdd\", \"9be7358e-d8c4-42ce-a69c-3e398dce1d63\", \"0e1ac826-2110-4357-b4d4-04fe9b6686b2\", \"2e9d14a6-cb6e-494f-8a3d-480857939567\", \"8e5e68f7-3455-4a3c-9760-4195445ca2f5\"], \"total_duration\": 1047.0, \"total_sessions\": 6, \"mean_week_duration\": 5.721}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"82303\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-12 06:10:17.000000+00:00\", \"2019-08-15 15:46:55.000000+00:00\", \"2022-07-09 13:45:53.000000+00:00\", \"2019-02-25 02:25:05.000000+00:00\", \"2019-08-04 02:59:18.000000+00:00\", \"2022-07-10 14:36:29.000000+00:00\"], \"session_ids\": [\"9085624a-260b-44eb-84db-3a7e7bf8528c\", \"6fc96cdd-e33c-4bca-9734-deedb3e00fdd\", \"9be7358e-d8c4-42ce-a69c-3e398dce1d63\", \"0e1ac826-2110-4357-b4d4-04fe9b6686b2\", \"2e9d14a6-cb6e-494f-8a3d-480857939567\", \"8e5e68f7-3455-4a3c-9760-4195445ca2f5\"], \"total_duration\": 1047.0, \"total_sessions\": 6, \"mean_week_duration\": 5.721}}, {\"65807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-10-24 22:21:23.000000+00:00\", \"2020-05-06 11:01:29.000000+00:00\", \"2021-10-30 16:21:05.000000+00:00\"], \"session_ids\": [\"805c3f34-272b-499f-bbb3-998dcb2f0ffc\", \"a3839728-b958-40b4-b891-ebb50ea4050d\", \"62d4645d-9ad5-49f4-ba6a-9aec21fb3d28\"], \"total_duration\": 571.0, \"total_sessions\": 3, \"mean_week_duration\": 4.426}}, {\"65653\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-27 00:23:57.000000+00:00\", \"2022-10-06 05:41:14.000000+00:00\"], \"session_ids\": [\"f37ae81d-774d-496b-9f4d-960e5aad1bd9\", \"0eaea8e2-9442-4974-a10c-bb06feed352f\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 6.423}}, {\"13478\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-11-25 15:04:26.000000+00:00\", \"2019-05-25 05:26:29.000000+00:00\"], \"session_ids\": [\"8ec6378e-02ce-40b5-8c16-2c03208f93df\", \"1e0a3262-68cf-4b33-b14f-174103c855ae\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 3.176}}, {\"98499\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-26 04:06:53.000000+00:00\", \"2020-12-19 10:09:33.000000+00:00\", \"2020-07-28 01:23:01.000000+00:00\", \"2021-04-03 23:54:58.000000+00:00\", \"2022-11-07 18:29:50.000000+00:00\", \"2019-07-17 18:08:09.000000+00:00\", \"2020-05-04 03:54:25.000000+00:00\", \"2019-08-25 23:36:25.000000+00:00\"], \"session_ids\": [\"9ca7251a-1b65-4b8d-b421-9b0dcdcfd931\", \"8cd18b60-d823-4e86-b54f-76ff63e19f28\", \"4504fb3d-2112-4cdf-b347-afccb9bae8ac\", \"c334caf2-73a2-483b-8bd7-4cb8a8bd7c83\", \"d88e58ed-fe4e-4884-aac2-25acaab341d8\", \"3dbc965a-ab24-4f16-a386-a536743dc979\", \"4ebaca20-ac65-4eb1-92b0-52a616fd718a\", \"dbf2c8d2-ab5c-4cd0-8353-dc313ec0747a\"], \"total_duration\": 241.0, \"total_sessions\": 8, \"mean_week_duration\": 1.393}}, {\"77268\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-04 21:53:34.000000+00:00\", \"2020-10-07 22:32:10.000000+00:00\", \"2020-11-28 03:25:52.000000+00:00\", \"2021-10-12 04:28:07.000000+00:00\", \"2020-05-03 17:48:29.000000+00:00\", \"2021-09-22 05:57:43.000000+00:00\", \"2020-10-11 10:56:20.000000+00:00\", \"2022-03-31 17:19:57.000000+00:00\"], \"session_ids\": [\"0bcbfab3-8e2d-429d-8fee-28a83ffd3554\", \"f483d524-a8b5-4475-90a9-4c7cda564791\", \"9527eb8e-5e8f-44ea-8b47-f77b131185ae\", \"170d1070-5198-49b2-a20e-76c36cce2176\", \"df166458-c1a5-4227-b15d-54ab57a3cebc\", \"46243714-ed7e-4cc4-8009-57417620452b\", \"9d230d88-aa21-45b8-8e86-38aaf66863eb\", \"44a9999f-3cdb-40a8-9100-299145be433a\"], \"total_duration\": 165.0, \"total_sessions\": 8, \"mean_week_duration\": 1.65}}, {\"73623\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-05-24 14:41:17.000000+00:00\", \"2021-04-27 13:11:43.000000+00:00\", \"2022-03-25 12:45:13.000000+00:00\"], \"session_ids\": [\"4dbbd16c-cde9-402c-b343-5678d6eeff82\", \"d111580d-1a32-4da1-9342-bfb6a5292b9a\", \"81b9b1a3-0594-4a35-be69-735aa748ceda\"], \"total_duration\": 160.0, \"total_sessions\": 3, \"mean_week_duration\": 1.667}}, {\"62897\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-05-27 16:38:13.000000+00:00\", \"2022-04-04 03:37:47.000000+00:00\"], \"session_ids\": [\"19d7fd1a-4052-4cb0-ae77-511cd6d81793\", \"92a7b236-0cf3-42ba-bd3d-547b49ee4d5e\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.381}}, {\"21132\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-12 23:30:48.000000+00:00\", \"2019-02-22 22:13:54.000000+00:00\"], \"session_ids\": [\"724cc6ed-9362-40aa-8aff-07ad2dce8e6d\", \"6026a438-e01b-46e9-9af6-40396840fc6b\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.156}}, {\"59124\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-26 11:29:51.000000+00:00\", \"2020-11-09 00:53:17.000000+00:00\"], \"session_ids\": [\"6f10997f-c122-4762-a10e-a55b3877a156\", \"407c315f-455b-41f4-bea9-4762d741de10\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.25}}]\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[{\"82303\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-12 06:10:17.000000+00:00\", \"2019-08-15 15:46:55.000000+00:00\", \"2022-07-09 13:45:53.000000+00:00\", \"2019-02-25 02:25:05.000000+00:00\", \"2019-08-04 02:59:18.000000+00:00\", \"2022-07-10 14:36:29.000000+00:00\"], \"session_ids\": [\"9085624a-260b-44eb-84db-3a7e7bf8528c\", \"6fc96cdd-e33c-4bca-9734-deedb3e00fdd\", \"9be7358e-d8c4-42ce-a69c-3e398dce1d63\", \"0e1ac826-2110-4357-b4d4-04fe9b6686b2\", \"2e9d14a6-cb6e-494f-8a3d-480857939567\", \"8e5e68f7-3455-4a3c-9760-4195445ca2f5\"], \"total_duration\": 1047.0, \"total_sessions\": 6, \"mean_week_duration\": 5.721}}, {\"65807\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-10-24 22:21:23.000000+00:00\", \"2020-05-06 11:01:29.000000+00:00\", \"2021-10-30 16:21:05.000000+00:00\"], \"session_ids\": [\"805c3f34-272b-499f-bbb3-998dcb2f0ffc\", \"a3839728-b958-40b4-b891-ebb50ea4050d\", \"62d4645d-9ad5-49f4-ba6a-9aec21fb3d28\"], \"total_duration\": 571.0, \"total_sessions\": 3, \"mean_week_duration\": 4.426}}, {\"65653\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-27 00:23:57.000000+00:00\", \"2022-10-06 05:41:14.000000+00:00\"], \"session_ids\": [\"f37ae81d-774d-496b-9f4d-960e5aad1bd9\", \"0eaea8e2-9442-4974-a10c-bb06feed352f\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 6.423}}, {\"13478\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-11-25 15:04:26.000000+00:00\", \"2019-05-25 05:26:29.000000+00:00\"], \"session_ids\": [\"8ec6378e-02ce-40b5-8c16-2c03208f93df\", \"1e0a3262-68cf-4b33-b14f-174103c855ae\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 3.176}}, {\"98499\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-26 04:06:53.000000+00:00\", \"2020-12-19 10:09:33.000000+00:00\", \"2020-07-28 01:23:01.000000+00:00\", \"2021-04-03 23:54:58.000000+00:00\", \"2022-11-07 18:29:50.000000+00:00\", \"2019-07-17 18:08:09.000000+00:00\", \"2020-05-04 03:54:25.000000+00:00\", \"2019-08-25 23:36:25.000000+00:00\"], \"session_ids\": [\"9ca7251a-1b65-4b8d-b421-9b0dcdcfd931\", \"8cd18b60-d823-4e86-b54f-76ff63e19f28\", \"4504fb3d-2112-4cdf-b347-afccb9bae8ac\", \"c334caf2-73a2-483b-8bd7-4cb8a8bd7c83\", \"d88e58ed-fe4e-4884-aac2-25acaab341d8\", \"3dbc965a-ab24-4f16-a386-a536743dc979\", \"4ebaca20-ac65-4eb1-92b0-52a616fd718a\", \"dbf2c8d2-ab5c-4cd0-8353-dc313ec0747a\"], \"total_duration\": 241.0, \"total_sessions\": 8, \"mean_week_duration\": 1.393}}, {\"77268\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-04 21:53:34.000000+00:00\", \"2020-10-07 22:32:10.000000+00:00\", \"2020-11-28 03:25:52.000000+00:00\", \"2021-10-12 04:28:07.000000+00:00\", \"2020-05-03 17:48:29.000000+00:00\", \"2021-09-22 05:57:43.000000+00:00\", \"2020-10-11 10:56:20.000000+00:00\", \"2022-03-31 17:19:57.000000+00:00\"], \"session_ids\": [\"0bcbfab3-8e2d-429d-8fee-28a83ffd3554\", \"f483d524-a8b5-4475-90a9-4c7cda564791\", \"9527eb8e-5e8f-44ea-8b47-f77b131185ae\", \"170d1070-5198-49b2-a20e-76c36cce2176\", \"df166458-c1a5-4227-b15d-54ab57a3cebc\", \"46243714-ed7e-4cc4-8009-57417620452b\", \"9d230d88-aa21-45b8-8e86-38aaf66863eb\", \"44a9999f-3cdb-40a8-9100-299145be433a\"], \"total_duration\": 165.0, \"total_sessions\": 8, \"mean_week_duration\": 1.65}}, {\"73623\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Berlin\", \"datetimes\": [\"2020-05-24 14:41:17.000000+00:00\", \"2021-04-27 13:11:43.000000+00:00\", \"2022-03-25 12:45:13.000000+00:00\"], \"session_ids\": [\"4dbbd16c-cde9-402c-b343-5678d6eeff82\", \"d111580d-1a32-4da1-9342-bfb6a5292b9a\", \"81b9b1a3-0594-4a35-be69-735aa748ceda\"], \"total_duration\": 160.0, \"total_sessions\": 3, \"mean_week_duration\": 1.667}}, {\"62897\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-05-27 16:38:13.000000+00:00\", \"2022-04-04 03:37:47.000000+00:00\"], \"session_ids\": [\"19d7fd1a-4052-4cb0-ae77-511cd6d81793\", \"92a7b236-0cf3-42ba-bd3d-547b49ee4d5e\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.381}}, {\"21132\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-12 23:30:48.000000+00:00\", \"2019-02-22 22:13:54.000000+00:00\"], \"session_ids\": [\"724cc6ed-9362-40aa-8aff-07ad2dce8e6d\", \"6026a438-e01b-46e9-9af6-40396840fc6b\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.156}}, {\"59124\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-26 11:29:51.000000+00:00\", \"2020-11-09 00:53:17.000000+00:00\"], \"session_ids\": [\"6f10997f-c122-4762-a10e-a55b3877a156\", \"407c315f-455b-41f4-bea9-4762d741de10\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.25}}]\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": "Share insights on 7 users whose total duration exceeds 2228 while staying below 4534 additionaly execute sorting by name of the town in descending." } ]
[ { "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{\"82170\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-05-31 12:35:21.000000+00:00\", \"2019-03-19 09:08:22.000000+00:00\"], \"session_ids\": [\"7787355a-6fa0-4c54-a851-663d50db4963\", \"0b80bc76-b82a-4903-97dc-029750c024bb\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.313}, \"52029\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-16 07:48:46.000000+00:00\", \"2021-11-12 13:39:30.000000+00:00\", \"2020-10-25 16:48:20.000000+00:00\", \"2021-09-30 01:34:32.000000+00:00\", \"2021-05-16 17:36:59.000000+00:00\", \"2022-08-13 14:48:17.000000+00:00\", \"2020-06-01 20:18:43.000000+00:00\", \"2020-01-31 13:29:54.000000+00:00\"], \"session_ids\": [\"42886dfe-c376-4e3b-809d-6605a76f93d3\", \"80ab2be9-a109-493b-9419-687438be0a09\", \"ed89b181-ec1f-4b19-b861-011709af3c4a\", \"a23c44a4-87de-4027-bc66-06c231124ebb\", \"53426367-70a1-4e92-8bdb-dd1c188ef0aa\", \"2f884096-c852-4b00-bba7-3b20edaabfcc\", \"5ceb86d7-97a1-4d83-bebb-7134fea99619\", \"a8fdbd8a-7c0d-4bcb-af50-dbd24369b0c4\"], \"total_duration\": 6903.0, \"total_sessions\": 8, \"mean_week_duration\": 51.902}, \"21279\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-22 18:06:14.000000+00:00\", \"2023-06-28 00:39:22.000000+00:00\", \"2019-02-22 20:40:20.000000+00:00\"], \"session_ids\": [\"ea9ed6c9-b024-40ca-9956-0d6ac9dc6158\", \"4a0c5655-3343-4b8c-b8be-9885b888d390\", \"15287d2c-ecfe-4615-aae4-eff9ab92d9e2\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.172}, \"53268\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-08-12 15:28:21.000000+00:00\", \"2022-07-24 21:55:43.000000+00:00\", \"2022-11-18 03:04:52.000000+00:00\"], \"session_ids\": [\"8140003e-0c50-4f7f-a7b0-c916abae6be0\", \"b4a9fced-58e9-4578-b163-f2840d775fb7\", \"ee4c7371-6592-4300-b95f-9ff658f6d126\"], \"total_duration\": 121.0, \"total_sessions\": 3, \"mean_week_duration\": 1.017}, \"6683\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-01-01 12:07:59.000000+00:00\", \"2021-01-17 13:43:14.000000+00:00\", \"2023-04-03 13:01:29.000000+00:00\"], \"session_ids\": [\"ea6f18fe-90a8-4f5f-998e-1bd93a500540\", \"45ae5d0d-3cca-4289-b7f1-7c2ee1953964\", \"007467f5-cba7-4b7c-8509-ee759bc1434a\"], \"total_duration\": 182.0, \"total_sessions\": 3, \"mean_week_duration\": 1.583}, \"58028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-07-22 14:06:03.000000+00:00\", \"2022-02-02 12:12:15.000000+00:00\"], \"session_ids\": [\"bec2eac4-3365-423b-9a0e-6a91d50ff51a\", \"b23bc505-720a-488e-b790-99c8f08a9e82\"], \"total_duration\": 438.0, \"total_sessions\": 2, \"mean_week_duration\": 5.475}, \"45126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-06-01 08:55:24.000000+00:00\", \"2021-05-20 15:14:21.000000+00:00\", \"2020-04-29 19:56:07.000000+00:00\"], \"session_ids\": [\"94706f5b-7014-4d14-af58-934c565df189\", \"b0c74c60-7e5f-464a-a88a-8158b70e19b2\", \"beb2b5a2-8020-4ced-aba2-3a7a77608f1a\"], \"total_duration\": 468.0, \"total_sessions\": 3, \"mean_week_duration\": 4.544}, \"5072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-04 22:20:20.000000+00:00\", \"2022-10-05 01:49:10.000000+00:00\", \"2020-10-11 23:23:37.000000+00:00\", \"2021-03-13 08:24:23.000000+00:00\", \"2019-05-19 22:13:39.000000+00:00\"], \"session_ids\": [\"e5e7b8dd-9a4f-4fd7-a4d0-419961ac1c42\", \"e42fa486-0933-440b-8fc5-56c5582c44d7\", \"95ec2786-0fc6-4902-8422-c07acd0fc4a9\", \"ae1629c9-2e01-4235-88a7-41ad2dd4d727\", \"38ed4b10-4e79-499e-88b5-a92d209cf419\"], \"total_duration\": 1532.0, \"total_sessions\": 5, \"mean_week_duration\": 8.655}, \"68076\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-28 21:01:58.000000+00:00\", \"2021-02-15 09:19:13.000000+00:00\", \"2020-12-22 23:30:22.000000+00:00\"], \"session_ids\": [\"a3c681de-6642-4303-88e1-28766ca2caf6\", \"9109028f-efe7-4734-953c-0b95be4e8212\", \"b6e1c861-9994-4eb5-9f29-68cde67b0261\"], \"total_duration\": 224.0, \"total_sessions\": 3, \"mean_week_duration\": 3.5}, \"61868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-12-28 01:07:16.000000+00:00\", \"2022-09-24 20:06:36.000000+00:00\", \"2019-01-07 01:06:27.000000+00:00\", \"2021-12-31 01:47:54.000000+00:00\", \"2019-12-18 17:22:38.000000+00:00\"], \"session_ids\": [\"73f353db-54db-4960-9d79-c8e111ce46fc\", \"0969f175-a722-4f26-a385-e3b44438a018\", \"7952afdd-15bd-4072-9cc0-e0f875ad3eab\", \"38876ea0-d1be-4c55-9df5-b78fccee938a\", \"e2f7c77e-c2fb-492f-8af4-d01836153c94\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.236}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 2228 and are equal or less than 4534" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[2228, 4534]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the user who has time using the app smaller than 2327 and bigger than 2763 (not including) additionaly carry out sorting by city title form the lowest to the highest." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"29091\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-10 18:21:20.000000+00:00\", \"2023-05-26 01:33:59.000000+00:00\", \"2022-07-02 04:41:16.000000+00:00\", \"2023-04-25 06:13:08.000000+00:00\", \"2020-09-05 09:22:00.000000+00:00\", \"2021-03-19 17:33:57.000000+00:00\"], \"session_ids\": [\"62ddb86a-568e-4361-915f-8fd6f437e93e\", \"219fb305-ae17-4ae9-bf58-80862b2cf4f8\", \"670a0db9-052a-4002-a89d-9b44cd38fd1b\", \"2ef3a46a-16e9-4a08-841d-cdd9e1bc82c1\", \"917f5671-27be-44e2-b2c9-ab68b7979599\", \"42a36d1e-26be-4c8d-b0e1-230208576848\"], \"total_duration\": 84.0, \"total_sessions\": 6, \"mean_week_duration\": 0.368}, \"2323\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-05-25 01:05:57.000000+00:00\", \"2021-10-03 20:26:03.000000+00:00\"], \"session_ids\": [\"df110b9d-19e4-4fc0-9f94-1632d77d0cc3\", \"fe11629d-7fd2-427f-85f2-facf70a67772\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 8.235}, \"36257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-04 18:30:18.000000+00:00\", \"2021-11-17 23:49:56.000000+00:00\", \"2022-05-04 12:05:27.000000+00:00\", \"2022-01-29 16:40:35.000000+00:00\"], \"session_ids\": [\"0ca9e1b0-26db-48b0-9863-770a7ba4ba38\", \"26025800-608b-497c-988c-088397a5fc08\", \"53477e2a-f8d6-4bf9-b308-8e1295042a7c\", \"32f3309c-7a28-40af-8f8f-0c448a9811cf\"], \"total_duration\": 344.0, \"total_sessions\": 4, \"mean_week_duration\": 13.231}, \"63335\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-05-06 16:28:28.000000+00:00\", \"2023-04-02 23:17:12.000000+00:00\"], \"session_ids\": [\"5d41da8d-d497-43c6-a415-336f9c7e93e5\", \"338f1dc1-c3a8-4a4e-96e9-28b247b13a3c\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.441}, \"41244\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-01-26 04:26:27.000000+00:00\", \"2021-01-28 12:53:18.000000+00:00\"], \"session_ids\": [\"7c838685-a9de-45e3-82f5-ee535f8a8798\", \"73dc4a8d-a936-409c-8ee3-faabb6d083af\"], \"total_duration\": 383.0, \"total_sessions\": 2, \"mean_week_duration\": 7.226}, \"40055\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-08 06:37:50.000000+00:00\", \"2021-08-20 01:14:28.000000+00:00\"], \"session_ids\": [\"b0581ac7-70dc-42b8-9de7-acaa9978e49b\", \"7d094c50-2e77-4488-a48a-e4be276c0b37\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 1.242}, \"66991\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-04-23 09:10:22.000000+00:00\", \"2022-11-07 20:06:51.000000+00:00\", \"2019-10-29 14:20:06.000000+00:00\", \"2023-06-19 08:46:40.000000+00:00\", \"2021-01-30 11:22:09.000000+00:00\", \"2021-09-12 12:29:01.000000+00:00\"], \"session_ids\": [\"5ef76681-1927-4c0e-8e2b-d63f8e9b603e\", \"bcdbf838-9422-4777-93b1-7137261933fe\", \"4c7a2c02-903b-4301-a4de-90696be162d0\", \"d84abfca-d195-40dc-ad95-de8a17fbade4\", \"5f45a2b2-19f0-427d-820b-2d3c48fec8c7\", \"f4fe5fd8-90c7-4f2d-83a1-52826d575457\"], \"total_duration\": 672.0, \"total_sessions\": 6, \"mean_week_duration\": 3.537}, \"79365\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-08-18 10:05:34.000000+00:00\", \"2021-04-12 13:29:46.000000+00:00\"], \"session_ids\": [\"bdaaf3cc-d574-4fae-b2ae-a3b895367f78\", \"3a5c88b5-360d-4725-9d31-d57eede05cc0\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 14.105}, \"21257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-11-11 13:05:14.000000+00:00\", \"2021-10-28 04:05:00.000000+00:00\", \"2020-02-18 11:35:21.000000+00:00\", \"2020-12-31 22:50:32.000000+00:00\", \"2021-02-12 09:44:56.000000+00:00\", \"2023-05-20 06:31:54.000000+00:00\", \"2021-04-04 22:15:58.000000+00:00\", \"2019-06-02 01:19:34.000000+00:00\", \"2020-09-01 04:55:18.000000+00:00\", \"2023-06-10 00:01:36.000000+00:00\", \"2020-12-14 21:10:41.000000+00:00\"], \"session_ids\": [\"2248ccdb-a323-4ea0-ba34-05a83e8d5878\", \"d8b89d3e-a225-4b4e-9f2b-e6090e7cd76a\", \"5e3a4933-79aa-44e0-88a6-ccee29063d15\", \"4f1821f5-f69e-4f6e-bfc7-d7c4ab87eb4a\", \"f06ca709-f6bc-4933-b30e-4635c7ba429c\", \"2e946527-699d-4de8-93d5-2b53fa0d25e1\", \"617f8e81-cae4-4eec-a7b8-27c62571a2f0\", \"a7f83328-fe8a-4bcc-9ec2-137f43cbaeb1\", \"d8365f7d-3953-44ed-8c5a-a765b8d64dfd\", \"d3cb0c52-a505-47fa-a52d-665043d09684\", \"050855f0-999d-41b3-b2f3-eb17d08ca78d\"], \"total_duration\": 1426.0, \"total_sessions\": 11, \"mean_week_duration\": 6.79}, \"90358\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-05-03 17:13:00.000000+00:00\", \"2022-01-08 11:14:09.000000+00:00\"], \"session_ids\": [\"32ad99a0-7d63-4e82-b87e-b8176eb6fb6d\", \"6aa0d59d-62bb-43fe-9104-b83cc7f86266\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 5.694}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or less than 2327 and are greater than 2763" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[2327, 2763]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"29091\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-10 18:21:20.000000+00:00\", \"2023-05-26 01:33:59.000000+00:00\", \"2022-07-02 04:41:16.000000+00:00\", \"2023-04-25 06:13:08.000000+00:00\", \"2020-09-05 09:22:00.000000+00:00\", \"2021-03-19 17:33:57.000000+00:00\"], \"session_ids\": [\"62ddb86a-568e-4361-915f-8fd6f437e93e\", \"219fb305-ae17-4ae9-bf58-80862b2cf4f8\", \"670a0db9-052a-4002-a89d-9b44cd38fd1b\", \"2ef3a46a-16e9-4a08-841d-cdd9e1bc82c1\", \"917f5671-27be-44e2-b2c9-ab68b7979599\", \"42a36d1e-26be-4c8d-b0e1-230208576848\"], \"total_duration\": 84.0, \"total_sessions\": 6, \"mean_week_duration\": 0.368}, \"2323\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-05-25 01:05:57.000000+00:00\", \"2021-10-03 20:26:03.000000+00:00\"], \"session_ids\": [\"df110b9d-19e4-4fc0-9f94-1632d77d0cc3\", \"fe11629d-7fd2-427f-85f2-facf70a67772\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 8.235}, \"36257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-04 18:30:18.000000+00:00\", \"2021-11-17 23:49:56.000000+00:00\", \"2022-05-04 12:05:27.000000+00:00\", \"2022-01-29 16:40:35.000000+00:00\"], \"session_ids\": [\"0ca9e1b0-26db-48b0-9863-770a7ba4ba38\", \"26025800-608b-497c-988c-088397a5fc08\", \"53477e2a-f8d6-4bf9-b308-8e1295042a7c\", \"32f3309c-7a28-40af-8f8f-0c448a9811cf\"], \"total_duration\": 344.0, \"total_sessions\": 4, \"mean_week_duration\": 13.231}, \"63335\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-05-06 16:28:28.000000+00:00\", \"2023-04-02 23:17:12.000000+00:00\"], \"session_ids\": [\"5d41da8d-d497-43c6-a415-336f9c7e93e5\", \"338f1dc1-c3a8-4a4e-96e9-28b247b13a3c\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.441}, \"41244\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-01-26 04:26:27.000000+00:00\", \"2021-01-28 12:53:18.000000+00:00\"], \"session_ids\": [\"7c838685-a9de-45e3-82f5-ee535f8a8798\", \"73dc4a8d-a936-409c-8ee3-faabb6d083af\"], \"total_duration\": 383.0, \"total_sessions\": 2, \"mean_week_duration\": 7.226}, \"40055\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-08 06:37:50.000000+00:00\", \"2021-08-20 01:14:28.000000+00:00\"], \"session_ids\": [\"b0581ac7-70dc-42b8-9de7-acaa9978e49b\", \"7d094c50-2e77-4488-a48a-e4be276c0b37\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 1.242}, \"66991\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-04-23 09:10:22.000000+00:00\", \"2022-11-07 20:06:51.000000+00:00\", \"2019-10-29 14:20:06.000000+00:00\", \"2023-06-19 08:46:40.000000+00:00\", \"2021-01-30 11:22:09.000000+00:00\", \"2021-09-12 12:29:01.000000+00:00\"], \"session_ids\": [\"5ef76681-1927-4c0e-8e2b-d63f8e9b603e\", \"bcdbf838-9422-4777-93b1-7137261933fe\", \"4c7a2c02-903b-4301-a4de-90696be162d0\", \"d84abfca-d195-40dc-ad95-de8a17fbade4\", \"5f45a2b2-19f0-427d-820b-2d3c48fec8c7\", \"f4fe5fd8-90c7-4f2d-83a1-52826d575457\"], \"total_duration\": 672.0, \"total_sessions\": 6, \"mean_week_duration\": 3.537}, \"79365\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-08-18 10:05:34.000000+00:00\", \"2021-04-12 13:29:46.000000+00:00\"], \"session_ids\": [\"bdaaf3cc-d574-4fae-b2ae-a3b895367f78\", \"3a5c88b5-360d-4725-9d31-d57eede05cc0\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 14.105}, \"21257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-11-11 13:05:14.000000+00:00\", \"2021-10-28 04:05:00.000000+00:00\", \"2020-02-18 11:35:21.000000+00:00\", \"2020-12-31 22:50:32.000000+00:00\", \"2021-02-12 09:44:56.000000+00:00\", \"2023-05-20 06:31:54.000000+00:00\", \"2021-04-04 22:15:58.000000+00:00\", \"2019-06-02 01:19:34.000000+00:00\", \"2020-09-01 04:55:18.000000+00:00\", \"2023-06-10 00:01:36.000000+00:00\", \"2020-12-14 21:10:41.000000+00:00\"], \"session_ids\": [\"2248ccdb-a323-4ea0-ba34-05a83e8d5878\", \"d8b89d3e-a225-4b4e-9f2b-e6090e7cd76a\", \"5e3a4933-79aa-44e0-88a6-ccee29063d15\", \"4f1821f5-f69e-4f6e-bfc7-d7c4ab87eb4a\", \"f06ca709-f6bc-4933-b30e-4635c7ba429c\", \"2e946527-699d-4de8-93d5-2b53fa0d25e1\", \"617f8e81-cae4-4eec-a7b8-27c62571a2f0\", \"a7f83328-fe8a-4bcc-9ec2-137f43cbaeb1\", \"d8365f7d-3953-44ed-8c5a-a765b8d64dfd\", \"d3cb0c52-a505-47fa-a52d-665043d09684\", \"050855f0-999d-41b3-b2f3-eb17d08ca78d\"], \"total_duration\": 1426.0, \"total_sessions\": 11, \"mean_week_duration\": 6.79}, \"90358\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-05-03 17:13:00.000000+00:00\", \"2022-01-08 11:14:09.000000+00:00\"], \"session_ids\": [\"32ad99a0-7d63-4e82-b87e-b8176eb6fb6d\", \"6aa0d59d-62bb-43fe-9104-b83cc7f86266\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 5.694}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"41244\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-01-26 04:26:27.000000+00:00\", \"2021-01-28 12:53:18.000000+00:00\"], \"session_ids\": [\"7c838685-a9de-45e3-82f5-ee535f8a8798\", \"73dc4a8d-a936-409c-8ee3-faabb6d083af\"], \"total_duration\": 383.0, \"total_sessions\": 2, \"mean_week_duration\": 7.226}}, {\"36257\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-11-04 18:30:18.000000+00:00\", \"2021-11-17 23:49:56.000000+00:00\", \"2022-05-04 12:05:27.000000+00:00\", \"2022-01-29 16:40:35.000000+00:00\"], \"session_ids\": [\"0ca9e1b0-26db-48b0-9863-770a7ba4ba38\", \"26025800-608b-497c-988c-088397a5fc08\", \"53477e2a-f8d6-4bf9-b308-8e1295042a7c\", \"32f3309c-7a28-40af-8f8f-0c448a9811cf\"], \"total_duration\": 344.0, \"total_sessions\": 4, \"mean_week_duration\": 13.231}}, {\"63335\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-05-06 16:28:28.000000+00:00\", \"2023-04-02 23:17:12.000000+00:00\"], \"session_ids\": [\"5d41da8d-d497-43c6-a415-336f9c7e93e5\", \"338f1dc1-c3a8-4a4e-96e9-28b247b13a3c\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.441}}, {\"21257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-11-11 13:05:14.000000+00:00\", \"2021-10-28 04:05:00.000000+00:00\", \"2020-02-18 11:35:21.000000+00:00\", \"2020-12-31 22:50:32.000000+00:00\", \"2021-02-12 09:44:56.000000+00:00\", \"2023-05-20 06:31:54.000000+00:00\", \"2021-04-04 22:15:58.000000+00:00\", \"2019-06-02 01:19:34.000000+00:00\", \"2020-09-01 04:55:18.000000+00:00\", \"2023-06-10 00:01:36.000000+00:00\", \"2020-12-14 21:10:41.000000+00:00\"], \"session_ids\": [\"2248ccdb-a323-4ea0-ba34-05a83e8d5878\", \"d8b89d3e-a225-4b4e-9f2b-e6090e7cd76a\", \"5e3a4933-79aa-44e0-88a6-ccee29063d15\", \"4f1821f5-f69e-4f6e-bfc7-d7c4ab87eb4a\", \"f06ca709-f6bc-4933-b30e-4635c7ba429c\", \"2e946527-699d-4de8-93d5-2b53fa0d25e1\", \"617f8e81-cae4-4eec-a7b8-27c62571a2f0\", \"a7f83328-fe8a-4bcc-9ec2-137f43cbaeb1\", \"d8365f7d-3953-44ed-8c5a-a765b8d64dfd\", \"d3cb0c52-a505-47fa-a52d-665043d09684\", \"050855f0-999d-41b3-b2f3-eb17d08ca78d\"], \"total_duration\": 1426.0, \"total_sessions\": 11, \"mean_week_duration\": 6.79}}, {\"90358\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-05-03 17:13:00.000000+00:00\", \"2022-01-08 11:14:09.000000+00:00\"], \"session_ids\": [\"32ad99a0-7d63-4e82-b87e-b8176eb6fb6d\", \"6aa0d59d-62bb-43fe-9104-b83cc7f86266\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 5.694}}, {\"2323\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-05-25 01:05:57.000000+00:00\", \"2021-10-03 20:26:03.000000+00:00\"], \"session_ids\": [\"df110b9d-19e4-4fc0-9f94-1632d77d0cc3\", \"fe11629d-7fd2-427f-85f2-facf70a67772\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 8.235}}, {\"29091\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-01-10 18:21:20.000000+00:00\", \"2023-05-26 01:33:59.000000+00:00\", \"2022-07-02 04:41:16.000000+00:00\", \"2023-04-25 06:13:08.000000+00:00\", \"2020-09-05 09:22:00.000000+00:00\", \"2021-03-19 17:33:57.000000+00:00\"], \"session_ids\": [\"62ddb86a-568e-4361-915f-8fd6f437e93e\", \"219fb305-ae17-4ae9-bf58-80862b2cf4f8\", \"670a0db9-052a-4002-a89d-9b44cd38fd1b\", \"2ef3a46a-16e9-4a08-841d-cdd9e1bc82c1\", \"917f5671-27be-44e2-b2c9-ab68b7979599\", \"42a36d1e-26be-4c8d-b0e1-230208576848\"], \"total_duration\": 84.0, \"total_sessions\": 6, \"mean_week_duration\": 0.368}}, {\"66991\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-04-23 09:10:22.000000+00:00\", \"2022-11-07 20:06:51.000000+00:00\", \"2019-10-29 14:20:06.000000+00:00\", \"2023-06-19 08:46:40.000000+00:00\", \"2021-01-30 11:22:09.000000+00:00\", \"2021-09-12 12:29:01.000000+00:00\"], \"session_ids\": [\"5ef76681-1927-4c0e-8e2b-d63f8e9b603e\", \"bcdbf838-9422-4777-93b1-7137261933fe\", \"4c7a2c02-903b-4301-a4de-90696be162d0\", \"d84abfca-d195-40dc-ad95-de8a17fbade4\", \"5f45a2b2-19f0-427d-820b-2d3c48fec8c7\", \"f4fe5fd8-90c7-4f2d-83a1-52826d575457\"], \"total_duration\": 672.0, \"total_sessions\": 6, \"mean_week_duration\": 3.537}}, {\"79365\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-08-18 10:05:34.000000+00:00\", \"2021-04-12 13:29:46.000000+00:00\"], \"session_ids\": [\"bdaaf3cc-d574-4fae-b2ae-a3b895367f78\", \"3a5c88b5-360d-4725-9d31-d57eede05cc0\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 14.105}}, {\"40055\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-08 06:37:50.000000+00:00\", \"2021-08-20 01:14:28.000000+00:00\"], \"session_ids\": [\"b0581ac7-70dc-42b8-9de7-acaa9978e49b\", \"7d094c50-2e77-4488-a48a-e4be276c0b37\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 1.242}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"41244\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-01-26 04:26:27.000000+00:00\", \"2021-01-28 12:53:18.000000+00:00\"], \"session_ids\": [\"7c838685-a9de-45e3-82f5-ee535f8a8798\", \"73dc4a8d-a936-409c-8ee3-faabb6d083af\"], \"total_duration\": 383.0, \"total_sessions\": 2, \"mean_week_duration\": 7.226}}]\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[{\"41244\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-01-26 04:26:27.000000+00:00\", \"2021-01-28 12:53:18.000000+00:00\"], \"session_ids\": [\"7c838685-a9de-45e3-82f5-ee535f8a8798\", \"73dc4a8d-a936-409c-8ee3-faabb6d083af\"], \"total_duration\": 383.0, \"total_sessions\": 2, \"mean_week_duration\": 7.226}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about users whose cities are not Bangkok, Moscow, New Delhi, Singapore City, Edinburgh, Cairo as well as apply sorting by mean_week_duration form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"97382\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-06-09 17:54:50.000000+00:00\", \"2020-09-12 20:51:29.000000+00:00\", \"2022-07-17 20:47:45.000000+00:00\"], \"session_ids\": [\"d8fcda3c-c018-4975-9fe3-7932b4d7f58a\", \"297a5aba-e581-498b-aaa3-f9b4af1ad0e4\", \"266031d2-e011-4033-9f96-0cfbd2fe9276\"], \"total_duration\": 301.0, \"total_sessions\": 3, \"mean_week_duration\": 2.736}, \"47284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-12-22 07:16:12.000000+00:00\", \"2020-08-21 02:24:23.000000+00:00\", \"2020-09-02 18:27:40.000000+00:00\", \"2019-01-09 09:16:02.000000+00:00\", \"2023-06-27 09:48:54.000000+00:00\", \"2019-08-06 20:57:36.000000+00:00\", \"2021-05-01 05:31:04.000000+00:00\", \"2021-03-08 07:31:20.000000+00:00\", \"2019-12-25 15:34:54.000000+00:00\", \"2019-06-17 09:49:38.000000+00:00\", \"2021-08-06 12:33:31.000000+00:00\"], \"session_ids\": [\"8c0f18c5-9b17-44f1-bd4a-c5f9e5072d72\", \"f726b896-1f37-4289-9ab4-163a9585da1c\", \"6443f316-0fdd-4c9e-b326-5de1205cfaa9\", \"0b2e454d-cc95-441d-8325-e14afa46bb0e\", \"f3d9e1d1-a893-4507-9574-4e21e6a0a378\", \"9888edc5-b705-4880-b099-427dc72ee809\", \"06565dfa-6b07-461f-bcb8-90696c416d47\", \"aa2d128d-66d2-4fa3-bc9b-516956a69827\", \"c9d0b261-af15-402e-acc8-d786a689b192\", \"f41acb79-95ab-4a6f-9e30-93de8970043d\", \"c63b027c-d0c0-4182-81a6-787302e82660\"], \"total_duration\": 25468.0, \"total_sessions\": 11, \"mean_week_duration\": 109.305}, \"24270\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-25 23:49:35.000000+00:00\", \"2019-03-20 04:37:48.000000+00:00\"], \"session_ids\": [\"d01a72c4-1ef5-4675-9490-f6c7c5868c7f\", \"04b142db-f799-469f-9c44-5853f5da7fd1\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.197}, \"83691\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-07-15 12:28:23.000000+00:00\", \"2022-05-01 10:23:23.000000+00:00\"], \"session_ids\": [\"35d87116-fcc5-4f2d-bdb3-c23ea8ac38f9\", \"5198038f-7a9c-4cc8-b22c-8f8bc8b52182\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 3.226}, \"96532\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-12-05 17:24:56.000000+00:00\", \"2022-05-08 06:23:32.000000+00:00\", \"2020-06-23 06:25:59.000000+00:00\", \"2021-07-28 05:06:41.000000+00:00\"], \"session_ids\": [\"e373b833-f296-45ef-8ac7-2a0a58fcf318\", \"64901a1d-074f-4dd3-8d9d-7f2b4789f30d\", \"dc2d10e4-8b4d-4d88-9f44-b1b67f51c00d\", \"4f5fb4ee-92a2-4318-b0fd-1188627d32b5\"], \"total_duration\": 2062.0, \"total_sessions\": 4, \"mean_week_duration\": 21.041}, \"31809\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-01-23 15:30:56.000000+00:00\", \"2019-12-01 05:06:33.000000+00:00\", \"2019-04-21 20:49:43.000000+00:00\"], \"session_ids\": [\"9b295ae4-1a8a-460c-a19d-ca41d02859a5\", \"64731af2-d9a4-40d4-afa6-7b0964535a2a\", \"8439f184-4eb7-4639-9132-1eb22c80b463\"], \"total_duration\": 627.0, \"total_sessions\": 3, \"mean_week_duration\": 15.675}, \"90733\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-14 13:31:05.000000+00:00\", \"2023-06-25 05:27:35.000000+00:00\", \"2020-04-13 07:45:12.000000+00:00\", \"2020-11-25 23:03:53.000000+00:00\", \"2019-10-04 14:47:57.000000+00:00\", \"2021-06-16 23:05:10.000000+00:00\", \"2021-10-09 11:40:17.000000+00:00\"], \"session_ids\": [\"a40e0563-4b4c-4836-a2dd-8dfff2d79abe\", \"6216bebc-df5d-4069-bbdf-a46e11868792\", \"066f4f33-95ad-4480-8604-59ff84b4b6e5\", \"ad77e2e8-f80f-4b72-b1ab-f9102fe42092\", \"16fd39bd-198a-4cfd-98b4-3016b1d208ca\", \"86aff9cc-1cf1-4146-a7de-1842151cf5f2\", \"cb4aee68-c85b-4120-8072-be5e006f9f1e\"], \"total_duration\": 2940.0, \"total_sessions\": 7, \"mean_week_duration\": 15.077}, \"48169\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2023-02-26 06:52:46.000000+00:00\", \"2021-03-30 01:59:31.000000+00:00\", \"2020-03-04 16:59:06.000000+00:00\"], \"session_ids\": [\"9f0e4217-7714-4661-bb2c-3c8f1edeecbe\", \"e2a8bb69-13d0-473c-8d1f-96c6a6357107\", \"99dedbf3-a7ac-41da-972b-480887b9fe8f\"], \"total_duration\": 64.0, \"total_sessions\": 3, \"mean_week_duration\": 0.41}, \"24195\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-04-30 10:55:11.000000+00:00\", \"2022-02-19 17:30:37.000000+00:00\", \"2022-04-08 07:53:45.000000+00:00\", \"2021-07-15 00:53:58.000000+00:00\", \"2019-05-25 00:12:08.000000+00:00\", \"2021-10-23 10:29:04.000000+00:00\", \"2019-07-26 09:35:55.000000+00:00\", \"2019-11-29 17:59:40.000000+00:00\"], \"session_ids\": [\"513b2e44-114c-441b-ad14-12a7ca8d0dd1\", \"eae4a904-e8c1-4120-911d-4080437111d6\", \"eb4b47a1-9151-4723-9c05-289627500e25\", \"998b1914-2c7a-414b-9527-4d2c1ff47a35\", \"f9ac2fc9-b5c1-4dc9-8332-bc08f46721c4\", \"610fab59-5018-402e-81e9-88bb6df5f0a2\", \"e7371e03-ff19-4236-a3c9-8b4c48015f6e\", \"c3bb65a1-c2b4-49f8-ae61-6d5dbccaf9c4\"], \"total_duration\": 3675.0, \"total_sessions\": 8, \"mean_week_duration\": 24.5}, \"51410\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-20 00:03:04.000000+00:00\", \"2023-01-27 17:59:03.000000+00:00\"], \"session_ids\": [\"c2e4852f-26df-4696-938c-cfde75081c73\", \"298cc19f-8630-4c3f-9f2f-fd83fef02df6\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 8.7}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Bangkok, Moscow, New Delhi, Singapore City, Edinburgh, Cairo" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Bangkok\", \"Moscow\", \"New Delhi\", \"Singapore City\", \"Edinburgh\", \"Cairo\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"97382\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-06-09 17:54:50.000000+00:00\", \"2020-09-12 20:51:29.000000+00:00\", \"2022-07-17 20:47:45.000000+00:00\"], \"session_ids\": [\"d8fcda3c-c018-4975-9fe3-7932b4d7f58a\", \"297a5aba-e581-498b-aaa3-f9b4af1ad0e4\", \"266031d2-e011-4033-9f96-0cfbd2fe9276\"], \"total_duration\": 301.0, \"total_sessions\": 3, \"mean_week_duration\": 2.736}, \"47284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-12-22 07:16:12.000000+00:00\", \"2020-08-21 02:24:23.000000+00:00\", \"2020-09-02 18:27:40.000000+00:00\", \"2019-01-09 09:16:02.000000+00:00\", \"2023-06-27 09:48:54.000000+00:00\", \"2019-08-06 20:57:36.000000+00:00\", \"2021-05-01 05:31:04.000000+00:00\", \"2021-03-08 07:31:20.000000+00:00\", \"2019-12-25 15:34:54.000000+00:00\", \"2019-06-17 09:49:38.000000+00:00\", \"2021-08-06 12:33:31.000000+00:00\"], \"session_ids\": [\"8c0f18c5-9b17-44f1-bd4a-c5f9e5072d72\", \"f726b896-1f37-4289-9ab4-163a9585da1c\", \"6443f316-0fdd-4c9e-b326-5de1205cfaa9\", \"0b2e454d-cc95-441d-8325-e14afa46bb0e\", \"f3d9e1d1-a893-4507-9574-4e21e6a0a378\", \"9888edc5-b705-4880-b099-427dc72ee809\", \"06565dfa-6b07-461f-bcb8-90696c416d47\", \"aa2d128d-66d2-4fa3-bc9b-516956a69827\", \"c9d0b261-af15-402e-acc8-d786a689b192\", \"f41acb79-95ab-4a6f-9e30-93de8970043d\", \"c63b027c-d0c0-4182-81a6-787302e82660\"], \"total_duration\": 25468.0, \"total_sessions\": 11, \"mean_week_duration\": 109.305}, \"24270\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-25 23:49:35.000000+00:00\", \"2019-03-20 04:37:48.000000+00:00\"], \"session_ids\": [\"d01a72c4-1ef5-4675-9490-f6c7c5868c7f\", \"04b142db-f799-469f-9c44-5853f5da7fd1\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.197}, \"83691\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-07-15 12:28:23.000000+00:00\", \"2022-05-01 10:23:23.000000+00:00\"], \"session_ids\": [\"35d87116-fcc5-4f2d-bdb3-c23ea8ac38f9\", \"5198038f-7a9c-4cc8-b22c-8f8bc8b52182\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 3.226}, \"96532\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-12-05 17:24:56.000000+00:00\", \"2022-05-08 06:23:32.000000+00:00\", \"2020-06-23 06:25:59.000000+00:00\", \"2021-07-28 05:06:41.000000+00:00\"], \"session_ids\": [\"e373b833-f296-45ef-8ac7-2a0a58fcf318\", \"64901a1d-074f-4dd3-8d9d-7f2b4789f30d\", \"dc2d10e4-8b4d-4d88-9f44-b1b67f51c00d\", \"4f5fb4ee-92a2-4318-b0fd-1188627d32b5\"], \"total_duration\": 2062.0, \"total_sessions\": 4, \"mean_week_duration\": 21.041}, \"31809\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-01-23 15:30:56.000000+00:00\", \"2019-12-01 05:06:33.000000+00:00\", \"2019-04-21 20:49:43.000000+00:00\"], \"session_ids\": [\"9b295ae4-1a8a-460c-a19d-ca41d02859a5\", \"64731af2-d9a4-40d4-afa6-7b0964535a2a\", \"8439f184-4eb7-4639-9132-1eb22c80b463\"], \"total_duration\": 627.0, \"total_sessions\": 3, \"mean_week_duration\": 15.675}, \"90733\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-14 13:31:05.000000+00:00\", \"2023-06-25 05:27:35.000000+00:00\", \"2020-04-13 07:45:12.000000+00:00\", \"2020-11-25 23:03:53.000000+00:00\", \"2019-10-04 14:47:57.000000+00:00\", \"2021-06-16 23:05:10.000000+00:00\", \"2021-10-09 11:40:17.000000+00:00\"], \"session_ids\": [\"a40e0563-4b4c-4836-a2dd-8dfff2d79abe\", \"6216bebc-df5d-4069-bbdf-a46e11868792\", \"066f4f33-95ad-4480-8604-59ff84b4b6e5\", \"ad77e2e8-f80f-4b72-b1ab-f9102fe42092\", \"16fd39bd-198a-4cfd-98b4-3016b1d208ca\", \"86aff9cc-1cf1-4146-a7de-1842151cf5f2\", \"cb4aee68-c85b-4120-8072-be5e006f9f1e\"], \"total_duration\": 2940.0, \"total_sessions\": 7, \"mean_week_duration\": 15.077}, \"48169\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2023-02-26 06:52:46.000000+00:00\", \"2021-03-30 01:59:31.000000+00:00\", \"2020-03-04 16:59:06.000000+00:00\"], \"session_ids\": [\"9f0e4217-7714-4661-bb2c-3c8f1edeecbe\", \"e2a8bb69-13d0-473c-8d1f-96c6a6357107\", \"99dedbf3-a7ac-41da-972b-480887b9fe8f\"], \"total_duration\": 64.0, \"total_sessions\": 3, \"mean_week_duration\": 0.41}, \"24195\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-04-30 10:55:11.000000+00:00\", \"2022-02-19 17:30:37.000000+00:00\", \"2022-04-08 07:53:45.000000+00:00\", \"2021-07-15 00:53:58.000000+00:00\", \"2019-05-25 00:12:08.000000+00:00\", \"2021-10-23 10:29:04.000000+00:00\", \"2019-07-26 09:35:55.000000+00:00\", \"2019-11-29 17:59:40.000000+00:00\"], \"session_ids\": [\"513b2e44-114c-441b-ad14-12a7ca8d0dd1\", \"eae4a904-e8c1-4120-911d-4080437111d6\", \"eb4b47a1-9151-4723-9c05-289627500e25\", \"998b1914-2c7a-414b-9527-4d2c1ff47a35\", \"f9ac2fc9-b5c1-4dc9-8332-bc08f46721c4\", \"610fab59-5018-402e-81e9-88bb6df5f0a2\", \"e7371e03-ff19-4236-a3c9-8b4c48015f6e\", \"c3bb65a1-c2b4-49f8-ae61-6d5dbccaf9c4\"], \"total_duration\": 3675.0, \"total_sessions\": 8, \"mean_week_duration\": 24.5}, \"51410\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-20 00:03:04.000000+00:00\", \"2023-01-27 17:59:03.000000+00:00\"], \"session_ids\": [\"c2e4852f-26df-4696-938c-cfde75081c73\", \"298cc19f-8630-4c3f-9f2f-fd83fef02df6\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 8.7}}\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[{\"24270\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-25 23:49:35.000000+00:00\", \"2019-03-20 04:37:48.000000+00:00\"], \"session_ids\": [\"d01a72c4-1ef5-4675-9490-f6c7c5868c7f\", \"04b142db-f799-469f-9c44-5853f5da7fd1\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.197}}, {\"48169\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2023-02-26 06:52:46.000000+00:00\", \"2021-03-30 01:59:31.000000+00:00\", \"2020-03-04 16:59:06.000000+00:00\"], \"session_ids\": [\"9f0e4217-7714-4661-bb2c-3c8f1edeecbe\", \"e2a8bb69-13d0-473c-8d1f-96c6a6357107\", \"99dedbf3-a7ac-41da-972b-480887b9fe8f\"], \"total_duration\": 64.0, \"total_sessions\": 3, \"mean_week_duration\": 0.41}}, {\"97382\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-06-09 17:54:50.000000+00:00\", \"2020-09-12 20:51:29.000000+00:00\", \"2022-07-17 20:47:45.000000+00:00\"], \"session_ids\": [\"d8fcda3c-c018-4975-9fe3-7932b4d7f58a\", \"297a5aba-e581-498b-aaa3-f9b4af1ad0e4\", \"266031d2-e011-4033-9f96-0cfbd2fe9276\"], \"total_duration\": 301.0, \"total_sessions\": 3, \"mean_week_duration\": 2.736}}, {\"83691\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-07-15 12:28:23.000000+00:00\", \"2022-05-01 10:23:23.000000+00:00\"], \"session_ids\": [\"35d87116-fcc5-4f2d-bdb3-c23ea8ac38f9\", \"5198038f-7a9c-4cc8-b22c-8f8bc8b52182\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 3.226}}, {\"51410\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-20 00:03:04.000000+00:00\", \"2023-01-27 17:59:03.000000+00:00\"], \"session_ids\": [\"c2e4852f-26df-4696-938c-cfde75081c73\", \"298cc19f-8630-4c3f-9f2f-fd83fef02df6\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 8.7}}, {\"90733\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-14 13:31:05.000000+00:00\", \"2023-06-25 05:27:35.000000+00:00\", \"2020-04-13 07:45:12.000000+00:00\", \"2020-11-25 23:03:53.000000+00:00\", \"2019-10-04 14:47:57.000000+00:00\", \"2021-06-16 23:05:10.000000+00:00\", \"2021-10-09 11:40:17.000000+00:00\"], \"session_ids\": [\"a40e0563-4b4c-4836-a2dd-8dfff2d79abe\", \"6216bebc-df5d-4069-bbdf-a46e11868792\", \"066f4f33-95ad-4480-8604-59ff84b4b6e5\", \"ad77e2e8-f80f-4b72-b1ab-f9102fe42092\", \"16fd39bd-198a-4cfd-98b4-3016b1d208ca\", \"86aff9cc-1cf1-4146-a7de-1842151cf5f2\", \"cb4aee68-c85b-4120-8072-be5e006f9f1e\"], \"total_duration\": 2940.0, \"total_sessions\": 7, \"mean_week_duration\": 15.077}}, {\"31809\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-01-23 15:30:56.000000+00:00\", \"2019-12-01 05:06:33.000000+00:00\", \"2019-04-21 20:49:43.000000+00:00\"], \"session_ids\": [\"9b295ae4-1a8a-460c-a19d-ca41d02859a5\", \"64731af2-d9a4-40d4-afa6-7b0964535a2a\", \"8439f184-4eb7-4639-9132-1eb22c80b463\"], \"total_duration\": 627.0, \"total_sessions\": 3, \"mean_week_duration\": 15.675}}, {\"96532\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-12-05 17:24:56.000000+00:00\", \"2022-05-08 06:23:32.000000+00:00\", \"2020-06-23 06:25:59.000000+00:00\", \"2021-07-28 05:06:41.000000+00:00\"], \"session_ids\": [\"e373b833-f296-45ef-8ac7-2a0a58fcf318\", \"64901a1d-074f-4dd3-8d9d-7f2b4789f30d\", \"dc2d10e4-8b4d-4d88-9f44-b1b67f51c00d\", \"4f5fb4ee-92a2-4318-b0fd-1188627d32b5\"], \"total_duration\": 2062.0, \"total_sessions\": 4, \"mean_week_duration\": 21.041}}, {\"24195\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-04-30 10:55:11.000000+00:00\", \"2022-02-19 17:30:37.000000+00:00\", \"2022-04-08 07:53:45.000000+00:00\", \"2021-07-15 00:53:58.000000+00:00\", \"2019-05-25 00:12:08.000000+00:00\", \"2021-10-23 10:29:04.000000+00:00\", \"2019-07-26 09:35:55.000000+00:00\", \"2019-11-29 17:59:40.000000+00:00\"], \"session_ids\": [\"513b2e44-114c-441b-ad14-12a7ca8d0dd1\", \"eae4a904-e8c1-4120-911d-4080437111d6\", \"eb4b47a1-9151-4723-9c05-289627500e25\", \"998b1914-2c7a-414b-9527-4d2c1ff47a35\", \"f9ac2fc9-b5c1-4dc9-8332-bc08f46721c4\", \"610fab59-5018-402e-81e9-88bb6df5f0a2\", \"e7371e03-ff19-4236-a3c9-8b4c48015f6e\", \"c3bb65a1-c2b4-49f8-ae61-6d5dbccaf9c4\"], \"total_duration\": 3675.0, \"total_sessions\": 8, \"mean_week_duration\": 24.5}}, {\"47284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-12-22 07:16:12.000000+00:00\", \"2020-08-21 02:24:23.000000+00:00\", \"2020-09-02 18:27:40.000000+00:00\", \"2019-01-09 09:16:02.000000+00:00\", \"2023-06-27 09:48:54.000000+00:00\", \"2019-08-06 20:57:36.000000+00:00\", \"2021-05-01 05:31:04.000000+00:00\", \"2021-03-08 07:31:20.000000+00:00\", \"2019-12-25 15:34:54.000000+00:00\", \"2019-06-17 09:49:38.000000+00:00\", \"2021-08-06 12:33:31.000000+00:00\"], \"session_ids\": [\"8c0f18c5-9b17-44f1-bd4a-c5f9e5072d72\", \"f726b896-1f37-4289-9ab4-163a9585da1c\", \"6443f316-0fdd-4c9e-b326-5de1205cfaa9\", \"0b2e454d-cc95-441d-8325-e14afa46bb0e\", \"f3d9e1d1-a893-4507-9574-4e21e6a0a378\", \"9888edc5-b705-4880-b099-427dc72ee809\", \"06565dfa-6b07-461f-bcb8-90696c416d47\", \"aa2d128d-66d2-4fa3-bc9b-516956a69827\", \"c9d0b261-af15-402e-acc8-d786a689b192\", \"f41acb79-95ab-4a6f-9e30-93de8970043d\", \"c63b027c-d0c0-4182-81a6-787302e82660\"], \"total_duration\": 25468.0, \"total_sessions\": 11, \"mean_week_duration\": 109.305}}]\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[{\"24270\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-11-25 23:49:35.000000+00:00\", \"2019-03-20 04:37:48.000000+00:00\"], \"session_ids\": [\"d01a72c4-1ef5-4675-9490-f6c7c5868c7f\", \"04b142db-f799-469f-9c44-5853f5da7fd1\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.197}}, {\"48169\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2023-02-26 06:52:46.000000+00:00\", \"2021-03-30 01:59:31.000000+00:00\", \"2020-03-04 16:59:06.000000+00:00\"], \"session_ids\": [\"9f0e4217-7714-4661-bb2c-3c8f1edeecbe\", \"e2a8bb69-13d0-473c-8d1f-96c6a6357107\", \"99dedbf3-a7ac-41da-972b-480887b9fe8f\"], \"total_duration\": 64.0, \"total_sessions\": 3, \"mean_week_duration\": 0.41}}, {\"97382\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-06-09 17:54:50.000000+00:00\", \"2020-09-12 20:51:29.000000+00:00\", \"2022-07-17 20:47:45.000000+00:00\"], \"session_ids\": [\"d8fcda3c-c018-4975-9fe3-7932b4d7f58a\", \"297a5aba-e581-498b-aaa3-f9b4af1ad0e4\", \"266031d2-e011-4033-9f96-0cfbd2fe9276\"], \"total_duration\": 301.0, \"total_sessions\": 3, \"mean_week_duration\": 2.736}}, {\"83691\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2019-07-15 12:28:23.000000+00:00\", \"2022-05-01 10:23:23.000000+00:00\"], \"session_ids\": [\"35d87116-fcc5-4f2d-bdb3-c23ea8ac38f9\", \"5198038f-7a9c-4cc8-b22c-8f8bc8b52182\"], \"total_duration\": 471.0, \"total_sessions\": 2, \"mean_week_duration\": 3.226}}, {\"51410\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-20 00:03:04.000000+00:00\", \"2023-01-27 17:59:03.000000+00:00\"], \"session_ids\": [\"c2e4852f-26df-4696-938c-cfde75081c73\", \"298cc19f-8630-4c3f-9f2f-fd83fef02df6\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 8.7}}, {\"90733\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-14 13:31:05.000000+00:00\", \"2023-06-25 05:27:35.000000+00:00\", \"2020-04-13 07:45:12.000000+00:00\", \"2020-11-25 23:03:53.000000+00:00\", \"2019-10-04 14:47:57.000000+00:00\", \"2021-06-16 23:05:10.000000+00:00\", \"2021-10-09 11:40:17.000000+00:00\"], \"session_ids\": [\"a40e0563-4b4c-4836-a2dd-8dfff2d79abe\", \"6216bebc-df5d-4069-bbdf-a46e11868792\", \"066f4f33-95ad-4480-8604-59ff84b4b6e5\", \"ad77e2e8-f80f-4b72-b1ab-f9102fe42092\", \"16fd39bd-198a-4cfd-98b4-3016b1d208ca\", \"86aff9cc-1cf1-4146-a7de-1842151cf5f2\", \"cb4aee68-c85b-4120-8072-be5e006f9f1e\"], \"total_duration\": 2940.0, \"total_sessions\": 7, \"mean_week_duration\": 15.077}}, {\"31809\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-01-23 15:30:56.000000+00:00\", \"2019-12-01 05:06:33.000000+00:00\", \"2019-04-21 20:49:43.000000+00:00\"], \"session_ids\": [\"9b295ae4-1a8a-460c-a19d-ca41d02859a5\", \"64731af2-d9a4-40d4-afa6-7b0964535a2a\", \"8439f184-4eb7-4639-9132-1eb22c80b463\"], \"total_duration\": 627.0, \"total_sessions\": 3, \"mean_week_duration\": 15.675}}, {\"96532\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-12-05 17:24:56.000000+00:00\", \"2022-05-08 06:23:32.000000+00:00\", \"2020-06-23 06:25:59.000000+00:00\", \"2021-07-28 05:06:41.000000+00:00\"], \"session_ids\": [\"e373b833-f296-45ef-8ac7-2a0a58fcf318\", \"64901a1d-074f-4dd3-8d9d-7f2b4789f30d\", \"dc2d10e4-8b4d-4d88-9f44-b1b67f51c00d\", \"4f5fb4ee-92a2-4318-b0fd-1188627d32b5\"], \"total_duration\": 2062.0, \"total_sessions\": 4, \"mean_week_duration\": 21.041}}, {\"24195\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2021-04-30 10:55:11.000000+00:00\", \"2022-02-19 17:30:37.000000+00:00\", \"2022-04-08 07:53:45.000000+00:00\", \"2021-07-15 00:53:58.000000+00:00\", \"2019-05-25 00:12:08.000000+00:00\", \"2021-10-23 10:29:04.000000+00:00\", \"2019-07-26 09:35:55.000000+00:00\", \"2019-11-29 17:59:40.000000+00:00\"], \"session_ids\": [\"513b2e44-114c-441b-ad14-12a7ca8d0dd1\", \"eae4a904-e8c1-4120-911d-4080437111d6\", \"eb4b47a1-9151-4723-9c05-289627500e25\", \"998b1914-2c7a-414b-9527-4d2c1ff47a35\", \"f9ac2fc9-b5c1-4dc9-8332-bc08f46721c4\", \"610fab59-5018-402e-81e9-88bb6df5f0a2\", \"e7371e03-ff19-4236-a3c9-8b4c48015f6e\", \"c3bb65a1-c2b4-49f8-ae61-6d5dbccaf9c4\"], \"total_duration\": 3675.0, \"total_sessions\": 8, \"mean_week_duration\": 24.5}}, {\"47284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-12-22 07:16:12.000000+00:00\", \"2020-08-21 02:24:23.000000+00:00\", \"2020-09-02 18:27:40.000000+00:00\", \"2019-01-09 09:16:02.000000+00:00\", \"2023-06-27 09:48:54.000000+00:00\", \"2019-08-06 20:57:36.000000+00:00\", \"2021-05-01 05:31:04.000000+00:00\", \"2021-03-08 07:31:20.000000+00:00\", \"2019-12-25 15:34:54.000000+00:00\", \"2019-06-17 09:49:38.000000+00:00\", \"2021-08-06 12:33:31.000000+00:00\"], \"session_ids\": [\"8c0f18c5-9b17-44f1-bd4a-c5f9e5072d72\", \"f726b896-1f37-4289-9ab4-163a9585da1c\", \"6443f316-0fdd-4c9e-b326-5de1205cfaa9\", \"0b2e454d-cc95-441d-8325-e14afa46bb0e\", \"f3d9e1d1-a893-4507-9574-4e21e6a0a378\", \"9888edc5-b705-4880-b099-427dc72ee809\", \"06565dfa-6b07-461f-bcb8-90696c416d47\", \"aa2d128d-66d2-4fa3-bc9b-516956a69827\", \"c9d0b261-af15-402e-acc8-d786a689b192\", \"f41acb79-95ab-4a6f-9e30-93de8970043d\", \"c63b027c-d0c0-4182-81a6-787302e82660\"], \"total_duration\": 25468.0, \"total_sessions\": 11, \"mean_week_duration\": 109.305}}]\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 7 users with a duration of sessions per week that is higher than 6, exclusive num 6 , and put to use sorting by urban center name desc." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"53867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-01-11 04:05:13.000000+00:00\", \"2022-04-18 07:01:38.000000+00:00\", \"2020-11-29 11:18:08.000000+00:00\", \"2022-09-26 00:40:17.000000+00:00\", \"2021-08-17 11:31:04.000000+00:00\", \"2022-08-11 08:05:15.000000+00:00\"], \"session_ids\": [\"218b88a9-e0f9-4c13-96bb-9cfceee05289\", \"956a65dd-a015-4499-8c95-f28bd0b298dd\", \"e1c6f67a-d801-4496-af0a-3eeeaea73283\", \"5196ef87-cb2b-48d8-aee8-9d83d9dcf42d\", \"11800a4f-06e1-435f-9d95-e792c8f1600c\", \"087b3ef1-4b1b-4f47-a492-d2c51b4ab952\"], \"total_duration\": 686.0, \"total_sessions\": 6, \"mean_week_duration\": 4.831}, \"83965\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-12 11:32:44.000000+00:00\", \"2023-05-13 04:14:53.000000+00:00\", \"2021-12-07 04:37:40.000000+00:00\"], \"session_ids\": [\"fdfbc44f-edcb-4347-8820-cd8d149221b5\", \"b9209a15-abf0-4439-a2cf-33e253718730\", \"700f7f4f-aa66-4a6d-9428-688f895804b5\"], \"total_duration\": 733.0, \"total_sessions\": 3, \"mean_week_duration\": 3.74}, \"30427\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-12 13:26:39.000000+00:00\", \"2021-09-22 19:00:39.000000+00:00\"], \"session_ids\": [\"b70e698a-3ea9-4126-a8c0-e2efb2267d44\", \"1579a4e0-97df-457b-88a7-82ed4a1afb03\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.804}, \"47852\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-11-06 03:55:54.000000+00:00\", \"2023-02-06 22:58:09.000000+00:00\", \"2020-12-17 17:43:15.000000+00:00\"], \"session_ids\": [\"7002f161-0832-43fc-9313-dd706d3a2633\", \"a59db814-14b9-4347-a0fe-f7acd3a714b1\", \"e105818b-6508-4c2e-842b-f7c63125e1aa\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.28}, \"26317\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-11 09:17:57.000000+00:00\", \"2022-06-01 23:20:56.000000+00:00\", \"2020-06-23 00:07:30.000000+00:00\", \"2021-07-01 18:58:01.000000+00:00\", \"2022-11-12 13:03:19.000000+00:00\", \"2019-05-21 06:35:53.000000+00:00\"], \"session_ids\": [\"bd52ac0a-6a2c-4a3e-817a-7e3f11555550\", \"554866cc-2319-4a85-95ce-7dbe19b132ab\", \"6628e316-cdce-4d3f-b5fe-a8613ad5c582\", \"11bf5133-f6ca-4237-8c7b-20e85f1bbb17\", \"a09a226a-a42f-448f-8b87-107ab2e980be\", \"bec44fc8-074c-40f3-9916-fc42628da087\"], \"total_duration\": 388.0, \"total_sessions\": 6, \"mean_week_duration\": 2.132}, \"70372\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-15 12:46:00.000000+00:00\", \"2023-06-10 01:31:34.000000+00:00\"], \"session_ids\": [\"8fb6485a-2f5f-45a2-bb19-efc959ba3c56\", \"602e41b7-929a-42db-8b23-4b44e89fa20e\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 1.895}, \"36567\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-05 13:15:30.000000+00:00\", \"2019-08-18 04:28:25.000000+00:00\", \"2019-09-07 08:15:18.000000+00:00\", \"2022-06-19 22:00:59.000000+00:00\"], \"session_ids\": [\"2ae41c5a-08c9-4cf2-af8a-a54eb0eb1481\", \"9b6bc258-297e-48cd-9471-36ae97fb5766\", \"bce7c110-76a6-4b00-9a44-82e93fcdf5cf\", \"51020d6d-5503-4752-b44c-096c7a557a5b\"], \"total_duration\": 2062.0, \"total_sessions\": 4, \"mean_week_duration\": 13.932}, \"14909\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-06-10 06:40:35.000000+00:00\", \"2019-12-06 19:29:28.000000+00:00\"], \"session_ids\": [\"1d17f98f-dec3-4def-9384-899abd506a66\", \"aa25bb2e-031a-4605-9f6b-e858443a30cf\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.354}, \"47883\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-24 00:33:59.000000+00:00\", \"2019-03-06 14:37:56.000000+00:00\", \"2020-11-08 18:27:45.000000+00:00\", \"2021-11-25 19:46:00.000000+00:00\", \"2020-10-30 13:30:42.000000+00:00\"], \"session_ids\": [\"862cf18f-8283-4707-8a4c-9c61b2ad39f6\", \"bb80e642-d5c9-4f70-9eba-09937a1f15dd\", \"272f93af-12b9-4578-a39a-ad44a54a1f78\", \"e338dc7f-755c-4565-8360-90fc27b4ae99\", \"8af1eceb-1346-40ca-8152-b46b84ade358\"], \"total_duration\": 2593.0, \"total_sessions\": 5, \"mean_week_duration\": 18.133}, \"85498\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-27 01:06:00.000000+00:00\", \"2021-02-07 23:18:12.000000+00:00\", \"2021-04-15 22:45:39.000000+00:00\", \"2022-11-27 16:46:12.000000+00:00\"], \"session_ids\": [\"0e8430c6-362a-42e5-a286-852b95e43721\", \"8666801c-42d6-40c0-97fc-297a23809314\", \"93b8e0ca-d1aa-4f14-89bd-215b4d9fb0d2\", \"6dbf7cf8-f08d-4914-a7da-74233529764f\"], \"total_duration\": 120.0, \"total_sessions\": 4, \"mean_week_duration\": 1.143}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 6" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[6, 28]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"36567\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-05 13:15:30.000000+00:00\", \"2019-08-18 04:28:25.000000+00:00\", \"2019-09-07 08:15:18.000000+00:00\", \"2022-06-19 22:00:59.000000+00:00\"], \"session_ids\": [\"2ae41c5a-08c9-4cf2-af8a-a54eb0eb1481\", \"9b6bc258-297e-48cd-9471-36ae97fb5766\", \"bce7c110-76a6-4b00-9a44-82e93fcdf5cf\", \"51020d6d-5503-4752-b44c-096c7a557a5b\"], \"total_duration\": 2062.0, \"total_sessions\": 4, \"mean_week_duration\": 13.932}, \"47883\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-24 00:33:59.000000+00:00\", \"2019-03-06 14:37:56.000000+00:00\", \"2020-11-08 18:27:45.000000+00:00\", \"2021-11-25 19:46:00.000000+00:00\", \"2020-10-30 13:30:42.000000+00:00\"], \"session_ids\": [\"862cf18f-8283-4707-8a4c-9c61b2ad39f6\", \"bb80e642-d5c9-4f70-9eba-09937a1f15dd\", \"272f93af-12b9-4578-a39a-ad44a54a1f78\", \"e338dc7f-755c-4565-8360-90fc27b4ae99\", \"8af1eceb-1346-40ca-8152-b46b84ade358\"], \"total_duration\": 2593.0, \"total_sessions\": 5, \"mean_week_duration\": 18.133}}\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[{\"36567\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-05 13:15:30.000000+00:00\", \"2019-08-18 04:28:25.000000+00:00\", \"2019-09-07 08:15:18.000000+00:00\", \"2022-06-19 22:00:59.000000+00:00\"], \"session_ids\": [\"2ae41c5a-08c9-4cf2-af8a-a54eb0eb1481\", \"9b6bc258-297e-48cd-9471-36ae97fb5766\", \"bce7c110-76a6-4b00-9a44-82e93fcdf5cf\", \"51020d6d-5503-4752-b44c-096c7a557a5b\"], \"total_duration\": 2062.0, \"total_sessions\": 4, \"mean_week_duration\": 13.932}}, {\"47883\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-24 00:33:59.000000+00:00\", \"2019-03-06 14:37:56.000000+00:00\", \"2020-11-08 18:27:45.000000+00:00\", \"2021-11-25 19:46:00.000000+00:00\", \"2020-10-30 13:30:42.000000+00:00\"], \"session_ids\": [\"862cf18f-8283-4707-8a4c-9c61b2ad39f6\", \"bb80e642-d5c9-4f70-9eba-09937a1f15dd\", \"272f93af-12b9-4578-a39a-ad44a54a1f78\", \"e338dc7f-755c-4565-8360-90fc27b4ae99\", \"8af1eceb-1346-40ca-8152-b46b84ade358\"], \"total_duration\": 2593.0, \"total_sessions\": 5, \"mean_week_duration\": 18.133}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 7 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"36567\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-05 13:15:30.000000+00:00\", \"2019-08-18 04:28:25.000000+00:00\", \"2019-09-07 08:15:18.000000+00:00\", \"2022-06-19 22:00:59.000000+00:00\"], \"session_ids\": [\"2ae41c5a-08c9-4cf2-af8a-a54eb0eb1481\", \"9b6bc258-297e-48cd-9471-36ae97fb5766\", \"bce7c110-76a6-4b00-9a44-82e93fcdf5cf\", \"51020d6d-5503-4752-b44c-096c7a557a5b\"], \"total_duration\": 2062.0, \"total_sessions\": 4, \"mean_week_duration\": 13.932}}, {\"47883\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-24 00:33:59.000000+00:00\", \"2019-03-06 14:37:56.000000+00:00\", \"2020-11-08 18:27:45.000000+00:00\", \"2021-11-25 19:46:00.000000+00:00\", \"2020-10-30 13:30:42.000000+00:00\"], \"session_ids\": [\"862cf18f-8283-4707-8a4c-9c61b2ad39f6\", \"bb80e642-d5c9-4f70-9eba-09937a1f15dd\", \"272f93af-12b9-4578-a39a-ad44a54a1f78\", \"e338dc7f-755c-4565-8360-90fc27b4ae99\", \"8af1eceb-1346-40ca-8152-b46b84ade358\"], \"total_duration\": 2593.0, \"total_sessions\": 5, \"mean_week_duration\": 18.133}}]\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[{\"36567\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-05 13:15:30.000000+00:00\", \"2019-08-18 04:28:25.000000+00:00\", \"2019-09-07 08:15:18.000000+00:00\", \"2022-06-19 22:00:59.000000+00:00\"], \"session_ids\": [\"2ae41c5a-08c9-4cf2-af8a-a54eb0eb1481\", \"9b6bc258-297e-48cd-9471-36ae97fb5766\", \"bce7c110-76a6-4b00-9a44-82e93fcdf5cf\", \"51020d6d-5503-4752-b44c-096c7a557a5b\"], \"total_duration\": 2062.0, \"total_sessions\": 4, \"mean_week_duration\": 13.932}}, {\"47883\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-24 00:33:59.000000+00:00\", \"2019-03-06 14:37:56.000000+00:00\", \"2020-11-08 18:27:45.000000+00:00\", \"2021-11-25 19:46:00.000000+00:00\", \"2020-10-30 13:30:42.000000+00:00\"], \"session_ids\": [\"862cf18f-8283-4707-8a4c-9c61b2ad39f6\", \"bb80e642-d5c9-4f70-9eba-09937a1f15dd\", \"272f93af-12b9-4578-a39a-ad44a54a1f78\", \"e338dc7f-755c-4565-8360-90fc27b4ae99\", \"8af1eceb-1346-40ca-8152-b46b84ade358\"], \"total_duration\": 2593.0, \"total_sessions\": 5, \"mean_week_duration\": 18.133}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about users who aren't currently living in cities Toronto, Madrid, New Delhi, Dubai, Buenos Aires, Rome, Bangkok, Cairo as well as sort by town naming form the highest to the lowest." } ]
[ { "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{\"42796\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-05 17:04:57.000000+00:00\", \"2019-03-23 13:00:01.000000+00:00\"], \"session_ids\": [\"0f91c241-b549-4821-85f3-5331826358d1\", \"cf1aaa96-07fc-4e05-b339-787fbcb12e4f\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.308}, \"55739\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-11-07 08:23:58.000000+00:00\", \"2020-03-07 14:17:47.000000+00:00\", \"2021-06-29 16:06:37.000000+00:00\"], \"session_ids\": [\"fdea2756-518d-4422-9d64-f44aae535f15\", \"353f58f0-0a08-424f-b72d-f844ed7769cf\", \"d00d4f11-7e2d-4ef0-b677-12c675553de9\"], \"total_duration\": 703.0, \"total_sessions\": 3, \"mean_week_duration\": 8.08}, \"48165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-09 06:47:11.000000+00:00\", \"2021-03-14 10:52:50.000000+00:00\", \"2019-08-15 19:36:31.000000+00:00\"], \"session_ids\": [\"0e9c698b-a505-4fa5-92bc-4205bc0160dd\", \"e8e006f4-ed25-4eae-9380-89794ec1e913\", \"b50a0fe0-d32b-49e1-ab9c-3877b4423f20\"], \"total_duration\": 581.0, \"total_sessions\": 3, \"mean_week_duration\": 7.0}, \"97120\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-08 11:31:18.000000+00:00\", \"2020-07-11 15:39:49.000000+00:00\", \"2023-04-01 04:00:48.000000+00:00\", \"2019-08-18 20:53:07.000000+00:00\", \"2021-11-14 05:24:37.000000+00:00\", \"2019-05-28 09:31:34.000000+00:00\", \"2019-01-16 15:15:09.000000+00:00\", \"2019-05-17 19:50:41.000000+00:00\", \"2022-02-14 22:31:48.000000+00:00\", \"2019-04-18 20:33:46.000000+00:00\"], \"session_ids\": [\"8433f210-b082-43de-bd61-3304c7c6ac9b\", \"59f41758-86c3-4c42-899b-d617e9ce7874\", \"ec22733e-058c-4121-a723-f5ccb80eba96\", \"de2b98c8-68a9-4b08-909b-5f98203426ab\", \"23d6f5a9-bda3-4ac0-86eb-ee8545183af9\", \"e4b6fbd9-9ac0-40fa-924a-2c21b2571601\", \"2eee8b9b-16df-4ac6-9ca2-6e6e569cbc53\", \"f374b156-87cd-4d0e-9a0a-d856959e5458\", \"e755369e-f5f1-4d8a-b33f-ef2650f9cf8a\", \"02fb5f59-bf2b-4d7f-9231-a20da58a7f51\"], \"total_duration\": 13950.0, \"total_sessions\": 10, \"mean_week_duration\": 63.409}, \"98542\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-04-25 01:00:14.000000+00:00\", \"2020-10-18 05:14:01.000000+00:00\"], \"session_ids\": [\"107a52f7-ab13-4038-81e3-85182bb5d35f\", \"5b34031f-ca6b-4968-8c31-6115418c8ec3\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.167}, \"84320\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-15 01:16:18.000000+00:00\", \"2019-09-23 03:30:42.000000+00:00\", \"2022-08-16 02:43:23.000000+00:00\", \"2021-01-10 09:27:52.000000+00:00\", \"2023-05-01 13:59:20.000000+00:00\", \"2019-04-23 16:55:09.000000+00:00\", \"2021-08-07 04:36:22.000000+00:00\", \"2019-09-06 10:37:16.000000+00:00\"], \"session_ids\": [\"5b216d0a-737a-4dfc-b917-ad8c9a98d716\", \"f482bbb2-14b1-4d85-b47f-46427bd99d77\", \"3870e466-90a4-4a0e-8770-3a9d2943bdfb\", \"e4934ad0-6b4d-49f9-a9b1-d2401cda8847\", \"4a2813d8-649f-4618-a889-51671c1587f4\", \"8ce42017-517a-4a6a-8867-8cb05bbb4c40\", \"9ff444f5-8538-4802-a62f-589549369207\", \"15f2ef18-6e09-4a00-84c0-6a04e10d8d1e\"], \"total_duration\": 9022.0, \"total_sessions\": 8, \"mean_week_duration\": 42.962}, \"51671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-11-18 19:07:24.000000+00:00\", \"2023-06-07 07:13:01.000000+00:00\"], \"session_ids\": [\"5b36f368-a94f-4760-bb77-dd8b960e6934\", \"c94603fa-4173-43b9-a45d-23b3967dfd0e\"], \"total_duration\": 393.0, \"total_sessions\": 2, \"mean_week_duration\": 2.113}, \"76022\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-07 08:46:10.000000+00:00\", \"2021-12-26 05:44:59.000000+00:00\"], \"session_ids\": [\"122526e6-af47-4dec-947e-609ea962e991\", \"fdf67482-b142-4133-aac5-0851998b7ea7\"], \"total_duration\": 224.0, \"total_sessions\": 2, \"mean_week_duration\": 1.672}, \"66430\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-02-26 22:34:01.000000+00:00\", \"2023-06-09 18:06:23.000000+00:00\", \"2019-08-02 17:11:08.000000+00:00\"], \"session_ids\": [\"e6d80e37-c6f8-4470-a90f-8379fe29d20a\", \"f51d4730-41c3-470c-b30e-2f4f9ea1c7ab\", \"0d3b9419-49a6-4b57-b3f2-e411368d7702\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.169}, \"98320\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-25 09:54:19.000000+00:00\", \"2023-02-04 09:56:08.000000+00:00\", \"2023-02-16 02:03:14.000000+00:00\", \"2022-03-03 15:26:43.000000+00:00\", \"2021-02-04 04:40:40.000000+00:00\", \"2023-03-11 17:40:05.000000+00:00\", \"2022-07-23 19:15:05.000000+00:00\"], \"session_ids\": [\"1e4be8dc-a526-422f-9300-59f9434f140e\", \"1d6a0b59-c750-46d7-a77e-36e061b085cf\", \"0182a868-6929-412f-8c37-fd0acd25570f\", \"4b2b21f0-6d7d-45f0-9139-a0cb954730fa\", \"7b3a34eb-30be-448c-a780-babf29d7a9d8\", \"c6a5d284-7e38-4637-a552-a29f47646fcc\", \"af698826-1859-4910-a789-9179741a70e7\"], \"total_duration\": 647.0, \"total_sessions\": 7, \"mean_week_duration\": 3.762}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Toronto, Madrid, New Delhi, Dubai, Buenos Aires, Rome, Bangkok, Cairo" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Toronto\", \"Madrid\", \"New Delhi\", \"Dubai\", \"Buenos Aires\", \"Rome\", \"Bangkok\", \"Cairo\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"42796\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-05 17:04:57.000000+00:00\", \"2019-03-23 13:00:01.000000+00:00\"], \"session_ids\": [\"0f91c241-b549-4821-85f3-5331826358d1\", \"cf1aaa96-07fc-4e05-b339-787fbcb12e4f\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.308}, \"55739\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-11-07 08:23:58.000000+00:00\", \"2020-03-07 14:17:47.000000+00:00\", \"2021-06-29 16:06:37.000000+00:00\"], \"session_ids\": [\"fdea2756-518d-4422-9d64-f44aae535f15\", \"353f58f0-0a08-424f-b72d-f844ed7769cf\", \"d00d4f11-7e2d-4ef0-b677-12c675553de9\"], \"total_duration\": 703.0, \"total_sessions\": 3, \"mean_week_duration\": 8.08}, \"48165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-09 06:47:11.000000+00:00\", \"2021-03-14 10:52:50.000000+00:00\", \"2019-08-15 19:36:31.000000+00:00\"], \"session_ids\": [\"0e9c698b-a505-4fa5-92bc-4205bc0160dd\", \"e8e006f4-ed25-4eae-9380-89794ec1e913\", \"b50a0fe0-d32b-49e1-ab9c-3877b4423f20\"], \"total_duration\": 581.0, \"total_sessions\": 3, \"mean_week_duration\": 7.0}, \"97120\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-08 11:31:18.000000+00:00\", \"2020-07-11 15:39:49.000000+00:00\", \"2023-04-01 04:00:48.000000+00:00\", \"2019-08-18 20:53:07.000000+00:00\", \"2021-11-14 05:24:37.000000+00:00\", \"2019-05-28 09:31:34.000000+00:00\", \"2019-01-16 15:15:09.000000+00:00\", \"2019-05-17 19:50:41.000000+00:00\", \"2022-02-14 22:31:48.000000+00:00\", \"2019-04-18 20:33:46.000000+00:00\"], \"session_ids\": [\"8433f210-b082-43de-bd61-3304c7c6ac9b\", \"59f41758-86c3-4c42-899b-d617e9ce7874\", \"ec22733e-058c-4121-a723-f5ccb80eba96\", \"de2b98c8-68a9-4b08-909b-5f98203426ab\", \"23d6f5a9-bda3-4ac0-86eb-ee8545183af9\", \"e4b6fbd9-9ac0-40fa-924a-2c21b2571601\", \"2eee8b9b-16df-4ac6-9ca2-6e6e569cbc53\", \"f374b156-87cd-4d0e-9a0a-d856959e5458\", \"e755369e-f5f1-4d8a-b33f-ef2650f9cf8a\", \"02fb5f59-bf2b-4d7f-9231-a20da58a7f51\"], \"total_duration\": 13950.0, \"total_sessions\": 10, \"mean_week_duration\": 63.409}, \"84320\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-15 01:16:18.000000+00:00\", \"2019-09-23 03:30:42.000000+00:00\", \"2022-08-16 02:43:23.000000+00:00\", \"2021-01-10 09:27:52.000000+00:00\", \"2023-05-01 13:59:20.000000+00:00\", \"2019-04-23 16:55:09.000000+00:00\", \"2021-08-07 04:36:22.000000+00:00\", \"2019-09-06 10:37:16.000000+00:00\"], \"session_ids\": [\"5b216d0a-737a-4dfc-b917-ad8c9a98d716\", \"f482bbb2-14b1-4d85-b47f-46427bd99d77\", \"3870e466-90a4-4a0e-8770-3a9d2943bdfb\", \"e4934ad0-6b4d-49f9-a9b1-d2401cda8847\", \"4a2813d8-649f-4618-a889-51671c1587f4\", \"8ce42017-517a-4a6a-8867-8cb05bbb4c40\", \"9ff444f5-8538-4802-a62f-589549369207\", \"15f2ef18-6e09-4a00-84c0-6a04e10d8d1e\"], \"total_duration\": 9022.0, \"total_sessions\": 8, \"mean_week_duration\": 42.962}, \"51671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-11-18 19:07:24.000000+00:00\", \"2023-06-07 07:13:01.000000+00:00\"], \"session_ids\": [\"5b36f368-a94f-4760-bb77-dd8b960e6934\", \"c94603fa-4173-43b9-a45d-23b3967dfd0e\"], \"total_duration\": 393.0, \"total_sessions\": 2, \"mean_week_duration\": 2.113}, \"76022\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-07 08:46:10.000000+00:00\", \"2021-12-26 05:44:59.000000+00:00\"], \"session_ids\": [\"122526e6-af47-4dec-947e-609ea962e991\", \"fdf67482-b142-4133-aac5-0851998b7ea7\"], \"total_duration\": 224.0, \"total_sessions\": 2, \"mean_week_duration\": 1.672}, \"66430\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-02-26 22:34:01.000000+00:00\", \"2023-06-09 18:06:23.000000+00:00\", \"2019-08-02 17:11:08.000000+00:00\"], \"session_ids\": [\"e6d80e37-c6f8-4470-a90f-8379fe29d20a\", \"f51d4730-41c3-470c-b30e-2f4f9ea1c7ab\", \"0d3b9419-49a6-4b57-b3f2-e411368d7702\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.169}, \"98320\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-25 09:54:19.000000+00:00\", \"2023-02-04 09:56:08.000000+00:00\", \"2023-02-16 02:03:14.000000+00:00\", \"2022-03-03 15:26:43.000000+00:00\", \"2021-02-04 04:40:40.000000+00:00\", \"2023-03-11 17:40:05.000000+00:00\", \"2022-07-23 19:15:05.000000+00:00\"], \"session_ids\": [\"1e4be8dc-a526-422f-9300-59f9434f140e\", \"1d6a0b59-c750-46d7-a77e-36e061b085cf\", \"0182a868-6929-412f-8c37-fd0acd25570f\", \"4b2b21f0-6d7d-45f0-9139-a0cb954730fa\", \"7b3a34eb-30be-448c-a780-babf29d7a9d8\", \"c6a5d284-7e38-4637-a552-a29f47646fcc\", \"af698826-1859-4910-a789-9179741a70e7\"], \"total_duration\": 647.0, \"total_sessions\": 7, \"mean_week_duration\": 3.762}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"48165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-09 06:47:11.000000+00:00\", \"2021-03-14 10:52:50.000000+00:00\", \"2019-08-15 19:36:31.000000+00:00\"], \"session_ids\": [\"0e9c698b-a505-4fa5-92bc-4205bc0160dd\", \"e8e006f4-ed25-4eae-9380-89794ec1e913\", \"b50a0fe0-d32b-49e1-ab9c-3877b4423f20\"], \"total_duration\": 581.0, \"total_sessions\": 3, \"mean_week_duration\": 7.0}}, {\"76022\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-07 08:46:10.000000+00:00\", \"2021-12-26 05:44:59.000000+00:00\"], \"session_ids\": [\"122526e6-af47-4dec-947e-609ea962e991\", \"fdf67482-b142-4133-aac5-0851998b7ea7\"], \"total_duration\": 224.0, \"total_sessions\": 2, \"mean_week_duration\": 1.672}}, {\"97120\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-08 11:31:18.000000+00:00\", \"2020-07-11 15:39:49.000000+00:00\", \"2023-04-01 04:00:48.000000+00:00\", \"2019-08-18 20:53:07.000000+00:00\", \"2021-11-14 05:24:37.000000+00:00\", \"2019-05-28 09:31:34.000000+00:00\", \"2019-01-16 15:15:09.000000+00:00\", \"2019-05-17 19:50:41.000000+00:00\", \"2022-02-14 22:31:48.000000+00:00\", \"2019-04-18 20:33:46.000000+00:00\"], \"session_ids\": [\"8433f210-b082-43de-bd61-3304c7c6ac9b\", \"59f41758-86c3-4c42-899b-d617e9ce7874\", \"ec22733e-058c-4121-a723-f5ccb80eba96\", \"de2b98c8-68a9-4b08-909b-5f98203426ab\", \"23d6f5a9-bda3-4ac0-86eb-ee8545183af9\", \"e4b6fbd9-9ac0-40fa-924a-2c21b2571601\", \"2eee8b9b-16df-4ac6-9ca2-6e6e569cbc53\", \"f374b156-87cd-4d0e-9a0a-d856959e5458\", \"e755369e-f5f1-4d8a-b33f-ef2650f9cf8a\", \"02fb5f59-bf2b-4d7f-9231-a20da58a7f51\"], \"total_duration\": 13950.0, \"total_sessions\": 10, \"mean_week_duration\": 63.409}}, {\"98320\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-25 09:54:19.000000+00:00\", \"2023-02-04 09:56:08.000000+00:00\", \"2023-02-16 02:03:14.000000+00:00\", \"2022-03-03 15:26:43.000000+00:00\", \"2021-02-04 04:40:40.000000+00:00\", \"2023-03-11 17:40:05.000000+00:00\", \"2022-07-23 19:15:05.000000+00:00\"], \"session_ids\": [\"1e4be8dc-a526-422f-9300-59f9434f140e\", \"1d6a0b59-c750-46d7-a77e-36e061b085cf\", \"0182a868-6929-412f-8c37-fd0acd25570f\", \"4b2b21f0-6d7d-45f0-9139-a0cb954730fa\", \"7b3a34eb-30be-448c-a780-babf29d7a9d8\", \"c6a5d284-7e38-4637-a552-a29f47646fcc\", \"af698826-1859-4910-a789-9179741a70e7\"], \"total_duration\": 647.0, \"total_sessions\": 7, \"mean_week_duration\": 3.762}}, {\"84320\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-15 01:16:18.000000+00:00\", \"2019-09-23 03:30:42.000000+00:00\", \"2022-08-16 02:43:23.000000+00:00\", \"2021-01-10 09:27:52.000000+00:00\", \"2023-05-01 13:59:20.000000+00:00\", \"2019-04-23 16:55:09.000000+00:00\", \"2021-08-07 04:36:22.000000+00:00\", \"2019-09-06 10:37:16.000000+00:00\"], \"session_ids\": [\"5b216d0a-737a-4dfc-b917-ad8c9a98d716\", \"f482bbb2-14b1-4d85-b47f-46427bd99d77\", \"3870e466-90a4-4a0e-8770-3a9d2943bdfb\", \"e4934ad0-6b4d-49f9-a9b1-d2401cda8847\", \"4a2813d8-649f-4618-a889-51671c1587f4\", \"8ce42017-517a-4a6a-8867-8cb05bbb4c40\", \"9ff444f5-8538-4802-a62f-589549369207\", \"15f2ef18-6e09-4a00-84c0-6a04e10d8d1e\"], \"total_duration\": 9022.0, \"total_sessions\": 8, \"mean_week_duration\": 42.962}}, {\"51671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-11-18 19:07:24.000000+00:00\", \"2023-06-07 07:13:01.000000+00:00\"], \"session_ids\": [\"5b36f368-a94f-4760-bb77-dd8b960e6934\", \"c94603fa-4173-43b9-a45d-23b3967dfd0e\"], \"total_duration\": 393.0, \"total_sessions\": 2, \"mean_week_duration\": 2.113}}, {\"55739\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-11-07 08:23:58.000000+00:00\", \"2020-03-07 14:17:47.000000+00:00\", \"2021-06-29 16:06:37.000000+00:00\"], \"session_ids\": [\"fdea2756-518d-4422-9d64-f44aae535f15\", \"353f58f0-0a08-424f-b72d-f844ed7769cf\", \"d00d4f11-7e2d-4ef0-b677-12c675553de9\"], \"total_duration\": 703.0, \"total_sessions\": 3, \"mean_week_duration\": 8.08}}, {\"42796\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-05 17:04:57.000000+00:00\", \"2019-03-23 13:00:01.000000+00:00\"], \"session_ids\": [\"0f91c241-b549-4821-85f3-5331826358d1\", \"cf1aaa96-07fc-4e05-b339-787fbcb12e4f\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.308}}, {\"66430\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-02-26 22:34:01.000000+00:00\", \"2023-06-09 18:06:23.000000+00:00\", \"2019-08-02 17:11:08.000000+00:00\"], \"session_ids\": [\"e6d80e37-c6f8-4470-a90f-8379fe29d20a\", \"f51d4730-41c3-470c-b30e-2f4f9ea1c7ab\", \"0d3b9419-49a6-4b57-b3f2-e411368d7702\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.169}}]\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[{\"48165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-09 06:47:11.000000+00:00\", \"2021-03-14 10:52:50.000000+00:00\", \"2019-08-15 19:36:31.000000+00:00\"], \"session_ids\": [\"0e9c698b-a505-4fa5-92bc-4205bc0160dd\", \"e8e006f4-ed25-4eae-9380-89794ec1e913\", \"b50a0fe0-d32b-49e1-ab9c-3877b4423f20\"], \"total_duration\": 581.0, \"total_sessions\": 3, \"mean_week_duration\": 7.0}}, {\"76022\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-07 08:46:10.000000+00:00\", \"2021-12-26 05:44:59.000000+00:00\"], \"session_ids\": [\"122526e6-af47-4dec-947e-609ea962e991\", \"fdf67482-b142-4133-aac5-0851998b7ea7\"], \"total_duration\": 224.0, \"total_sessions\": 2, \"mean_week_duration\": 1.672}}, {\"97120\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-08 11:31:18.000000+00:00\", \"2020-07-11 15:39:49.000000+00:00\", \"2023-04-01 04:00:48.000000+00:00\", \"2019-08-18 20:53:07.000000+00:00\", \"2021-11-14 05:24:37.000000+00:00\", \"2019-05-28 09:31:34.000000+00:00\", \"2019-01-16 15:15:09.000000+00:00\", \"2019-05-17 19:50:41.000000+00:00\", \"2022-02-14 22:31:48.000000+00:00\", \"2019-04-18 20:33:46.000000+00:00\"], \"session_ids\": [\"8433f210-b082-43de-bd61-3304c7c6ac9b\", \"59f41758-86c3-4c42-899b-d617e9ce7874\", \"ec22733e-058c-4121-a723-f5ccb80eba96\", \"de2b98c8-68a9-4b08-909b-5f98203426ab\", \"23d6f5a9-bda3-4ac0-86eb-ee8545183af9\", \"e4b6fbd9-9ac0-40fa-924a-2c21b2571601\", \"2eee8b9b-16df-4ac6-9ca2-6e6e569cbc53\", \"f374b156-87cd-4d0e-9a0a-d856959e5458\", \"e755369e-f5f1-4d8a-b33f-ef2650f9cf8a\", \"02fb5f59-bf2b-4d7f-9231-a20da58a7f51\"], \"total_duration\": 13950.0, \"total_sessions\": 10, \"mean_week_duration\": 63.409}}, {\"98320\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-25 09:54:19.000000+00:00\", \"2023-02-04 09:56:08.000000+00:00\", \"2023-02-16 02:03:14.000000+00:00\", \"2022-03-03 15:26:43.000000+00:00\", \"2021-02-04 04:40:40.000000+00:00\", \"2023-03-11 17:40:05.000000+00:00\", \"2022-07-23 19:15:05.000000+00:00\"], \"session_ids\": [\"1e4be8dc-a526-422f-9300-59f9434f140e\", \"1d6a0b59-c750-46d7-a77e-36e061b085cf\", \"0182a868-6929-412f-8c37-fd0acd25570f\", \"4b2b21f0-6d7d-45f0-9139-a0cb954730fa\", \"7b3a34eb-30be-448c-a780-babf29d7a9d8\", \"c6a5d284-7e38-4637-a552-a29f47646fcc\", \"af698826-1859-4910-a789-9179741a70e7\"], \"total_duration\": 647.0, \"total_sessions\": 7, \"mean_week_duration\": 3.762}}, {\"84320\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-15 01:16:18.000000+00:00\", \"2019-09-23 03:30:42.000000+00:00\", \"2022-08-16 02:43:23.000000+00:00\", \"2021-01-10 09:27:52.000000+00:00\", \"2023-05-01 13:59:20.000000+00:00\", \"2019-04-23 16:55:09.000000+00:00\", \"2021-08-07 04:36:22.000000+00:00\", \"2019-09-06 10:37:16.000000+00:00\"], \"session_ids\": [\"5b216d0a-737a-4dfc-b917-ad8c9a98d716\", \"f482bbb2-14b1-4d85-b47f-46427bd99d77\", \"3870e466-90a4-4a0e-8770-3a9d2943bdfb\", \"e4934ad0-6b4d-49f9-a9b1-d2401cda8847\", \"4a2813d8-649f-4618-a889-51671c1587f4\", \"8ce42017-517a-4a6a-8867-8cb05bbb4c40\", \"9ff444f5-8538-4802-a62f-589549369207\", \"15f2ef18-6e09-4a00-84c0-6a04e10d8d1e\"], \"total_duration\": 9022.0, \"total_sessions\": 8, \"mean_week_duration\": 42.962}}, {\"51671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-11-18 19:07:24.000000+00:00\", \"2023-06-07 07:13:01.000000+00:00\"], \"session_ids\": [\"5b36f368-a94f-4760-bb77-dd8b960e6934\", \"c94603fa-4173-43b9-a45d-23b3967dfd0e\"], \"total_duration\": 393.0, \"total_sessions\": 2, \"mean_week_duration\": 2.113}}, {\"55739\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-11-07 08:23:58.000000+00:00\", \"2020-03-07 14:17:47.000000+00:00\", \"2021-06-29 16:06:37.000000+00:00\"], \"session_ids\": [\"fdea2756-518d-4422-9d64-f44aae535f15\", \"353f58f0-0a08-424f-b72d-f844ed7769cf\", \"d00d4f11-7e2d-4ef0-b677-12c675553de9\"], \"total_duration\": 703.0, \"total_sessions\": 3, \"mean_week_duration\": 8.08}}, {\"42796\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-05 17:04:57.000000+00:00\", \"2019-03-23 13:00:01.000000+00:00\"], \"session_ids\": [\"0f91c241-b549-4821-85f3-5331826358d1\", \"cf1aaa96-07fc-4e05-b339-787fbcb12e4f\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.308}}, {\"66430\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-02-26 22:34:01.000000+00:00\", \"2023-06-09 18:06:23.000000+00:00\", \"2019-08-02 17:11:08.000000+00:00\"], \"session_ids\": [\"e6d80e37-c6f8-4470-a90f-8379fe29d20a\", \"f51d4730-41c3-470c-b30e-2f4f9ea1c7ab\", \"0d3b9419-49a6-4b57-b3f2-e411368d7702\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.169}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about 4 users who are inhabitants of cities Mumbai, Prague, Nairobi, Copenhagen , execute sorting by count of sessions from the smallest value to the largest value , and remain 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{\"39398\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-05 08:14:01.000000+00:00\", \"2022-08-16 17:52:31.000000+00:00\", \"2019-01-19 00:54:50.000000+00:00\"], \"session_ids\": [\"a3d69804-261f-4202-900e-23341105b0fa\", \"14ad0399-43e0-455a-9c83-e5c9880e2f0e\", \"7778c044-65ed-4da1-8cd1-8208d2c01a5f\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.113}, \"2040\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-03 22:32:41.000000+00:00\", \"2023-01-26 06:37:51.000000+00:00\", \"2019-08-23 03:32:59.000000+00:00\"], \"session_ids\": [\"e319e4fd-aded-4027-9fed-c51591f054aa\", \"e54ce6aa-3fd5-4d0d-adca-1b3567290b3b\", \"dcd9262e-0ba1-47b7-8b5e-09856a0b9e01\"], \"total_duration\": 531.0, \"total_sessions\": 3, \"mean_week_duration\": 2.966}, \"42254\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-23 03:24:24.000000+00:00\", \"2019-12-24 20:16:53.000000+00:00\", \"2020-03-30 13:38:47.000000+00:00\"], \"session_ids\": [\"5fb24044-ce09-414a-ace8-4544d6d1a5f6\", \"49cf378f-56a3-4115-816d-72f96bd6ff28\", \"938a61bd-78a9-440a-82b9-38b3f08b8fdc\"], \"total_duration\": 132.0, \"total_sessions\": 3, \"mean_week_duration\": 2.444}, \"3061\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-11-11 20:17:27.000000+00:00\", \"2021-06-26 12:33:50.000000+00:00\", \"2022-05-03 20:52:36.000000+00:00\"], \"session_ids\": [\"17733feb-3d6a-4300-835e-78ce17eb9081\", \"9e0abf32-9f61-42d0-9051-60a14488e7d4\", \"f0886077-ced3-41fa-8998-6fb32c73ee2d\"], \"total_duration\": 275.0, \"total_sessions\": 3, \"mean_week_duration\": 3.571}, \"49500\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-05-01 11:17:05.000000+00:00\", \"2019-11-16 05:53:54.000000+00:00\"], \"session_ids\": [\"dff0ce5c-5dda-4b5b-91c4-e70bc04c61f3\", \"d57a4d4e-ff3f-4399-bf32-cc0620d3f3a4\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 1.279}, \"70823\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-10-31 04:04:33.000000+00:00\", \"2021-09-28 04:20:14.000000+00:00\"], \"session_ids\": [\"e32a5c0d-54e1-410a-8457-9e69977f33eb\", \"b78e0ebe-d329-4e9a-b6d2-6aa893ad72f7\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 4.61}, \"38335\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-12-12 13:03:00.000000+00:00\", \"2022-02-23 20:48:08.000000+00:00\"], \"session_ids\": [\"327cc490-9d99-479d-b6f6-592a0264dd68\", \"7dd94b2f-95ff-43ba-aacb-775afe90d47b\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.397}, \"18868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-12 09:38:48.000000+00:00\", \"2020-03-07 08:24:15.000000+00:00\", \"2021-08-14 13:40:59.000000+00:00\"], \"session_ids\": [\"85d2293a-04d4-481a-9f11-015416cd0169\", \"5903b875-9692-4c33-8ab8-96fd537a3951\", \"a086d899-48d9-4973-a1e4-500d2bc7ffa7\"], \"total_duration\": 678.0, \"total_sessions\": 3, \"mean_week_duration\": 9.04}, \"10740\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-07 15:58:33.000000+00:00\", \"2019-05-15 18:12:58.000000+00:00\", \"2021-08-11 21:51:58.000000+00:00\"], \"session_ids\": [\"cb1eba96-c0fd-455b-9306-6514ccdf4343\", \"4ca57d22-d3c0-4482-bc7a-331affbdafe8\", \"a4d3143a-c1e3-496d-b5d7-2ff923be6591\"], \"total_duration\": 29.0, \"total_sessions\": 3, \"mean_week_duration\": 0.137}, \"49834\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-11-08 20:24:11.000000+00:00\", \"2019-12-14 16:47:52.000000+00:00\"], \"session_ids\": [\"08597d62-b1b6-4ef7-95c2-ad13c86fda30\", \"ce947cf2-b94b-4a18-8225-02c69964445d\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 8.375}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are Mumbai, Prague, Nairobi, Copenhagen" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Mumbai\", \"Prague\", \"Nairobi\", \"Copenhagen\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about user whose total_duration exceeds 4459 while staying below 1666, exclusively 1666 and 4459 also execute sorting by count of sessions from the smallest to the largest." } ]
[ { "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{\"56642\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-02-11 20:34:16.000000+00:00\", \"2020-02-21 23:44:47.000000+00:00\", \"2022-11-08 22:55:40.000000+00:00\", \"2023-06-25 23:35:13.000000+00:00\"], \"session_ids\": [\"6a90abc9-c2a6-43af-a908-681a58304555\", \"1f1bb22a-50db-4027-abd9-6a5378be903b\", \"1c9fec08-c141-4157-85e7-2304342719ec\", \"6114a957-ad5c-43e8-a189-9b6776513770\"], \"total_duration\": 126.0, \"total_sessions\": 4, \"mean_week_duration\": 0.72}, \"28683\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-19 19:17:31.000000+00:00\", \"2020-07-15 21:09:50.000000+00:00\"], \"session_ids\": [\"08f3dc24-84d8-46f6-b141-7aa5b0eed4ba\", \"be575fe4-0387-4588-9281-4a69c54d80f3\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 10.543}, \"92920\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-22 10:45:36.000000+00:00\", \"2022-01-10 21:23:23.000000+00:00\", \"2019-09-14 23:15:08.000000+00:00\"], \"session_ids\": [\"d5f82fb7-1a3f-48b6-89b7-3e372292f261\", \"308e0c11-b8de-4412-a814-0f9c17e8d498\", \"6bef3b7d-ff89-4ae0-a1c6-5315a00aa626\"], \"total_duration\": 414.0, \"total_sessions\": 3, \"mean_week_duration\": 3.312}, \"97189\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-07-26 11:23:32.000000+00:00\", \"2020-09-27 22:22:29.000000+00:00\", \"2022-12-15 07:05:26.000000+00:00\"], \"session_ids\": [\"1a133215-0f2b-43d5-afd4-57e98b268563\", \"cf06fc06-090b-4725-a482-3a0ee144cc4c\", \"840629dd-020e-4433-ba8c-499420c3e021\"], \"total_duration\": 401.0, \"total_sessions\": 3, \"mean_week_duration\": 2.266}, \"28403\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-01-18 18:05:58.000000+00:00\", \"2022-08-13 03:12:58.000000+00:00\", \"2019-12-08 14:14:47.000000+00:00\"], \"session_ids\": [\"9212f336-6213-4f4b-a10b-e263f88948b0\", \"09e462f3-a3cc-4ca7-98c8-9d0282b0c03d\", \"b679b040-e352-4427-a513-db5799d1897c\"], \"total_duration\": 542.0, \"total_sessions\": 3, \"mean_week_duration\": 3.871}, \"99410\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-05-01 22:57:19.000000+00:00\", \"2019-01-09 09:03:31.000000+00:00\", \"2020-10-17 08:25:37.000000+00:00\", \"2022-07-22 10:15:18.000000+00:00\"], \"session_ids\": [\"9da0d2f8-d284-4806-8537-3797dd3ab1e5\", \"bee1b19e-3040-4d9e-9dcc-2d37f3fc9293\", \"17d2818f-380c-4eb6-85cd-20c51d0338a7\", \"0fcddc70-df03-49ac-8e00-01d863eaaa00\"], \"total_duration\": 319.0, \"total_sessions\": 4, \"mean_week_duration\": 1.724}, \"54476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-07 14:36:34.000000+00:00\", \"2021-04-18 03:54:24.000000+00:00\"], \"session_ids\": [\"a0a24f6d-c4ba-408e-bad9-7ec432126b38\", \"f5242c8f-d4ad-4a6f-ba22-dc94e07e7a93\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.471}, \"43497\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 5}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-10 21:56:32.000000+00:00\", \"2019-11-13 23:48:04.000000+00:00\", \"2019-08-02 14:01:20.000000+00:00\", \"2022-08-20 06:07:11.000000+00:00\", \"2020-03-10 20:33:53.000000+00:00\"], \"session_ids\": [\"b9c0ae44-4f43-428a-a1c8-822bc7a7cbd7\", \"9894f087-5baf-48fe-ad5a-dc7e4e567418\", \"02b68a8a-09c6-4255-9af0-cceaece0ea99\", \"9e00c907-f9a1-4884-86ec-6fa148a5b3f4\", \"ef1f4220-e4fd-4fd5-a1c8-dac30b7a164d\"], \"total_duration\": 3186.0, \"total_sessions\": 5, \"mean_week_duration\": 20.038}, \"34799\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-09 12:33:56.000000+00:00\", \"2021-05-29 14:52:41.000000+00:00\"], \"session_ids\": [\"48762f11-4f9e-469c-a175-4f83c4cb3dd4\", \"d5b4e8bd-58c7-4636-b5be-faae5427a72d\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 0.712}, \"17014\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-17 11:41:22.000000+00:00\", \"2020-02-13 23:18:37.000000+00:00\", \"2020-04-08 07:22:13.000000+00:00\"], \"session_ids\": [\"47925864-4fac-41b6-b75a-427dce483b00\", \"a7cad550-1f0d-40b0-a2ca-97da7bb66a4f\", \"4a096dc8-7e07-427f-b787-541bb4eda41a\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 2.33}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are less than 1666 and are greater than 4459" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[1666, 4459]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"56642\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-02-11 20:34:16.000000+00:00\", \"2020-02-21 23:44:47.000000+00:00\", \"2022-11-08 22:55:40.000000+00:00\", \"2023-06-25 23:35:13.000000+00:00\"], \"session_ids\": [\"6a90abc9-c2a6-43af-a908-681a58304555\", \"1f1bb22a-50db-4027-abd9-6a5378be903b\", \"1c9fec08-c141-4157-85e7-2304342719ec\", \"6114a957-ad5c-43e8-a189-9b6776513770\"], \"total_duration\": 126.0, \"total_sessions\": 4, \"mean_week_duration\": 0.72}, \"28683\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-19 19:17:31.000000+00:00\", \"2020-07-15 21:09:50.000000+00:00\"], \"session_ids\": [\"08f3dc24-84d8-46f6-b141-7aa5b0eed4ba\", \"be575fe4-0387-4588-9281-4a69c54d80f3\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 10.543}, \"92920\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-22 10:45:36.000000+00:00\", \"2022-01-10 21:23:23.000000+00:00\", \"2019-09-14 23:15:08.000000+00:00\"], \"session_ids\": [\"d5f82fb7-1a3f-48b6-89b7-3e372292f261\", \"308e0c11-b8de-4412-a814-0f9c17e8d498\", \"6bef3b7d-ff89-4ae0-a1c6-5315a00aa626\"], \"total_duration\": 414.0, \"total_sessions\": 3, \"mean_week_duration\": 3.312}, \"97189\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-07-26 11:23:32.000000+00:00\", \"2020-09-27 22:22:29.000000+00:00\", \"2022-12-15 07:05:26.000000+00:00\"], \"session_ids\": [\"1a133215-0f2b-43d5-afd4-57e98b268563\", \"cf06fc06-090b-4725-a482-3a0ee144cc4c\", \"840629dd-020e-4433-ba8c-499420c3e021\"], \"total_duration\": 401.0, \"total_sessions\": 3, \"mean_week_duration\": 2.266}, \"28403\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-01-18 18:05:58.000000+00:00\", \"2022-08-13 03:12:58.000000+00:00\", \"2019-12-08 14:14:47.000000+00:00\"], \"session_ids\": [\"9212f336-6213-4f4b-a10b-e263f88948b0\", \"09e462f3-a3cc-4ca7-98c8-9d0282b0c03d\", \"b679b040-e352-4427-a513-db5799d1897c\"], \"total_duration\": 542.0, \"total_sessions\": 3, \"mean_week_duration\": 3.871}, \"99410\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-05-01 22:57:19.000000+00:00\", \"2019-01-09 09:03:31.000000+00:00\", \"2020-10-17 08:25:37.000000+00:00\", \"2022-07-22 10:15:18.000000+00:00\"], \"session_ids\": [\"9da0d2f8-d284-4806-8537-3797dd3ab1e5\", \"bee1b19e-3040-4d9e-9dcc-2d37f3fc9293\", \"17d2818f-380c-4eb6-85cd-20c51d0338a7\", \"0fcddc70-df03-49ac-8e00-01d863eaaa00\"], \"total_duration\": 319.0, \"total_sessions\": 4, \"mean_week_duration\": 1.724}, \"54476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-07 14:36:34.000000+00:00\", \"2021-04-18 03:54:24.000000+00:00\"], \"session_ids\": [\"a0a24f6d-c4ba-408e-bad9-7ec432126b38\", \"f5242c8f-d4ad-4a6f-ba22-dc94e07e7a93\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.471}, \"34799\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-09 12:33:56.000000+00:00\", \"2021-05-29 14:52:41.000000+00:00\"], \"session_ids\": [\"48762f11-4f9e-469c-a175-4f83c4cb3dd4\", \"d5b4e8bd-58c7-4636-b5be-faae5427a72d\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 0.712}, \"17014\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-17 11:41:22.000000+00:00\", \"2020-02-13 23:18:37.000000+00:00\", \"2020-04-08 07:22:13.000000+00:00\"], \"session_ids\": [\"47925864-4fac-41b6-b75a-427dce483b00\", \"a7cad550-1f0d-40b0-a2ca-97da7bb66a4f\", \"4a096dc8-7e07-427f-b787-541bb4eda41a\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 2.33}}\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[{\"28683\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-19 19:17:31.000000+00:00\", \"2020-07-15 21:09:50.000000+00:00\"], \"session_ids\": [\"08f3dc24-84d8-46f6-b141-7aa5b0eed4ba\", \"be575fe4-0387-4588-9281-4a69c54d80f3\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 10.543}}, {\"54476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-07 14:36:34.000000+00:00\", \"2021-04-18 03:54:24.000000+00:00\"], \"session_ids\": [\"a0a24f6d-c4ba-408e-bad9-7ec432126b38\", \"f5242c8f-d4ad-4a6f-ba22-dc94e07e7a93\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.471}}, {\"34799\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-09 12:33:56.000000+00:00\", \"2021-05-29 14:52:41.000000+00:00\"], \"session_ids\": [\"48762f11-4f9e-469c-a175-4f83c4cb3dd4\", \"d5b4e8bd-58c7-4636-b5be-faae5427a72d\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 0.712}}, {\"92920\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-22 10:45:36.000000+00:00\", \"2022-01-10 21:23:23.000000+00:00\", \"2019-09-14 23:15:08.000000+00:00\"], \"session_ids\": [\"d5f82fb7-1a3f-48b6-89b7-3e372292f261\", \"308e0c11-b8de-4412-a814-0f9c17e8d498\", \"6bef3b7d-ff89-4ae0-a1c6-5315a00aa626\"], \"total_duration\": 414.0, \"total_sessions\": 3, \"mean_week_duration\": 3.312}}, {\"97189\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-07-26 11:23:32.000000+00:00\", \"2020-09-27 22:22:29.000000+00:00\", \"2022-12-15 07:05:26.000000+00:00\"], \"session_ids\": [\"1a133215-0f2b-43d5-afd4-57e98b268563\", \"cf06fc06-090b-4725-a482-3a0ee144cc4c\", \"840629dd-020e-4433-ba8c-499420c3e021\"], \"total_duration\": 401.0, \"total_sessions\": 3, \"mean_week_duration\": 2.266}}, {\"28403\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-01-18 18:05:58.000000+00:00\", \"2022-08-13 03:12:58.000000+00:00\", \"2019-12-08 14:14:47.000000+00:00\"], \"session_ids\": [\"9212f336-6213-4f4b-a10b-e263f88948b0\", \"09e462f3-a3cc-4ca7-98c8-9d0282b0c03d\", \"b679b040-e352-4427-a513-db5799d1897c\"], \"total_duration\": 542.0, \"total_sessions\": 3, \"mean_week_duration\": 3.871}}, {\"17014\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-17 11:41:22.000000+00:00\", \"2020-02-13 23:18:37.000000+00:00\", \"2020-04-08 07:22:13.000000+00:00\"], \"session_ids\": [\"47925864-4fac-41b6-b75a-427dce483b00\", \"a7cad550-1f0d-40b0-a2ca-97da7bb66a4f\", \"4a096dc8-7e07-427f-b787-541bb4eda41a\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 2.33}}, {\"56642\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-02-11 20:34:16.000000+00:00\", \"2020-02-21 23:44:47.000000+00:00\", \"2022-11-08 22:55:40.000000+00:00\", \"2023-06-25 23:35:13.000000+00:00\"], \"session_ids\": [\"6a90abc9-c2a6-43af-a908-681a58304555\", \"1f1bb22a-50db-4027-abd9-6a5378be903b\", \"1c9fec08-c141-4157-85e7-2304342719ec\", \"6114a957-ad5c-43e8-a189-9b6776513770\"], \"total_duration\": 126.0, \"total_sessions\": 4, \"mean_week_duration\": 0.72}}, {\"99410\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-05-01 22:57:19.000000+00:00\", \"2019-01-09 09:03:31.000000+00:00\", \"2020-10-17 08:25:37.000000+00:00\", \"2022-07-22 10:15:18.000000+00:00\"], \"session_ids\": [\"9da0d2f8-d284-4806-8537-3797dd3ab1e5\", \"bee1b19e-3040-4d9e-9dcc-2d37f3fc9293\", \"17d2818f-380c-4eb6-85cd-20c51d0338a7\", \"0fcddc70-df03-49ac-8e00-01d863eaaa00\"], \"total_duration\": 319.0, \"total_sessions\": 4, \"mean_week_duration\": 1.724}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 1 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"28683\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-19 19:17:31.000000+00:00\", \"2020-07-15 21:09:50.000000+00:00\"], \"session_ids\": [\"08f3dc24-84d8-46f6-b141-7aa5b0eed4ba\", \"be575fe4-0387-4588-9281-4a69c54d80f3\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 10.543}}]\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[{\"28683\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-19 19:17:31.000000+00:00\", \"2020-07-15 21:09:50.000000+00:00\"], \"session_ids\": [\"08f3dc24-84d8-46f6-b141-7aa5b0eed4ba\", \"be575fe4-0387-4588-9281-4a69c54d80f3\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 10.543}}]\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 user information who overall sessions count less than 3 and greater than 9 (not including) also carry out sorting by time using the app in 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{\"10103\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-28 02:27:19.000000+00:00\", \"2020-10-28 09:58:12.000000+00:00\", \"2020-03-25 01:40:38.000000+00:00\"], \"session_ids\": [\"6549d164-fcba-4e54-aa02-cdb92ab4d938\", \"473c99b6-6508-47e7-b865-68285effa62b\", \"c76cbe16-3935-4579-862b-5a848838005f\"], \"total_duration\": 303.0, \"total_sessions\": 3, \"mean_week_duration\": 4.887}, \"6369\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-12 07:44:50.000000+00:00\", \"2019-02-23 03:40:48.000000+00:00\"], \"session_ids\": [\"f49263c1-6b35-412d-98e2-ae595bfaa333\", \"8280c684-1751-46ff-be2b-2e7806ab0af3\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 13.545}, \"38793\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-06-21 15:18:55.000000+00:00\", \"2023-01-30 11:16:41.000000+00:00\"], \"session_ids\": [\"d8e90fad-d4d9-4677-b19d-ce39a50831dc\", \"a68f102d-9809-42ce-b08c-aad16b07d553\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.544}, \"64819\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-31 22:35:01.000000+00:00\", \"2020-04-19 21:50:56.000000+00:00\"], \"session_ids\": [\"9477ae79-1667-468d-926f-b6671a27e023\", \"87f47a1c-edba-44cf-a542-a4c446502c9a\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 19.0}, \"49780\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-23 19:51:01.000000+00:00\", \"2022-06-08 16:44:37.000000+00:00\", \"2019-08-21 21:30:03.000000+00:00\", \"2022-01-16 12:13:29.000000+00:00\", \"2023-01-09 09:35:08.000000+00:00\", \"2020-08-15 10:11:30.000000+00:00\", \"2020-12-14 14:44:04.000000+00:00\", \"2019-03-02 10:35:44.000000+00:00\", \"2020-04-24 21:02:44.000000+00:00\"], \"session_ids\": [\"c260051f-d671-4118-b9b3-35e4f006b244\", \"505588ab-eadc-4323-aa18-9b39ea567a5d\", \"a9369561-ebb1-4b79-b8c8-9258a1b11e21\", \"9c48bf31-8653-4ef8-b022-42dd5325f748\", \"85c215a8-ab29-45cd-a48f-1b40525a0a29\", \"3c599dc4-9219-46c6-8f79-5ab9c625404f\", \"2a4c6b85-7261-4a95-8a89-4c65867dc946\", \"5b49edf2-8e5f-4a15-8daa-9be543d96086\", \"0fa3a6ce-6885-41de-887c-fb0de4f99708\"], \"total_duration\": 110.0, \"total_sessions\": 9, \"mean_week_duration\": 0.545}, \"26659\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-03-07 13:43:03.000000+00:00\", \"2021-12-27 00:08:37.000000+00:00\"], \"session_ids\": [\"32052e8b-369c-42da-b20d-7e695813ad3d\", \"e01899b2-e399-454e-adb6-b1ec84ec994e\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 2.337}, \"23997\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-06 05:31:59.000000+00:00\", \"2021-05-23 03:13:56.000000+00:00\", \"2021-05-21 02:00:50.000000+00:00\"], \"session_ids\": [\"e3f56b37-5384-4233-92d7-20203be3958a\", \"d46bea12-423d-485b-bf27-e71ee3b72593\", \"cba3237e-caaf-4ad7-ac66-4ede44fe6c96\"], \"total_duration\": 45.0, \"total_sessions\": 3, \"mean_week_duration\": 15.0}, \"6237\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-23 15:20:05.000000+00:00\", \"2021-03-18 19:50:59.000000+00:00\"], \"session_ids\": [\"29092859-9ed5-4239-beba-209b159e9f35\", \"3c726735-6cd6-4030-8b69-bd8faeb6a593\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 89.75}, \"94277\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-07-22 08:56:02.000000+00:00\", \"2020-05-07 21:57:55.000000+00:00\", \"2019-08-18 08:17:28.000000+00:00\", \"2022-01-29 15:22:24.000000+00:00\", \"2022-03-16 02:00:40.000000+00:00\", \"2019-06-17 19:45:48.000000+00:00\", \"2019-06-21 06:02:35.000000+00:00\", \"2022-03-23 09:40:30.000000+00:00\", \"2019-09-18 05:23:39.000000+00:00\"], \"session_ids\": [\"e12d6ae1-5dbe-48bc-99f6-91c6be117d8d\", \"225d6c0a-ad32-4ea2-b8b1-90527c3c4563\", \"9856341b-9682-4890-b1da-7a089ac49488\", \"7948f39a-f4e5-4f02-bdd2-a0702263b954\", \"cc82db4c-7eea-4b6b-9e88-2285209ba818\", \"6ade31f4-cf19-4fb6-91d8-d0f9e50f6d4b\", \"dda5a727-1377-474b-a50e-a554dc3e5e8c\", \"e54c6344-3843-438d-a6b9-e698a8bf23cf\", \"bee2171b-957a-482b-b0fd-92361e536fe0\"], \"total_duration\": 15033.0, \"total_sessions\": 9, \"mean_week_duration\": 103.676}, \"86753\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-01-08 05:47:43.000000+00:00\", \"2019-05-05 08:57:25.000000+00:00\", \"2020-01-01 07:05:37.000000+00:00\"], \"session_ids\": [\"c9191cbe-fae6-448b-b5af-95594d04fa60\", \"76f39b71-43c7-4af0-aef2-425564c33d6e\", \"a2daf630-3e90-4f44-bfc2-8ccf0b8f3550\"], \"total_duration\": 305.0, \"total_sessions\": 3, \"mean_week_duration\": 3.466}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 3 and are greater than 9" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[3, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"10103\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-28 02:27:19.000000+00:00\", \"2020-10-28 09:58:12.000000+00:00\", \"2020-03-25 01:40:38.000000+00:00\"], \"session_ids\": [\"6549d164-fcba-4e54-aa02-cdb92ab4d938\", \"473c99b6-6508-47e7-b865-68285effa62b\", \"c76cbe16-3935-4579-862b-5a848838005f\"], \"total_duration\": 303.0, \"total_sessions\": 3, \"mean_week_duration\": 4.887}, \"6369\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-12 07:44:50.000000+00:00\", \"2019-02-23 03:40:48.000000+00:00\"], \"session_ids\": [\"f49263c1-6b35-412d-98e2-ae595bfaa333\", \"8280c684-1751-46ff-be2b-2e7806ab0af3\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 13.545}, \"38793\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-06-21 15:18:55.000000+00:00\", \"2023-01-30 11:16:41.000000+00:00\"], \"session_ids\": [\"d8e90fad-d4d9-4677-b19d-ce39a50831dc\", \"a68f102d-9809-42ce-b08c-aad16b07d553\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.544}, \"64819\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-31 22:35:01.000000+00:00\", \"2020-04-19 21:50:56.000000+00:00\"], \"session_ids\": [\"9477ae79-1667-468d-926f-b6671a27e023\", \"87f47a1c-edba-44cf-a542-a4c446502c9a\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 19.0}, \"26659\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-03-07 13:43:03.000000+00:00\", \"2021-12-27 00:08:37.000000+00:00\"], \"session_ids\": [\"32052e8b-369c-42da-b20d-7e695813ad3d\", \"e01899b2-e399-454e-adb6-b1ec84ec994e\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 2.337}, \"23997\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-06 05:31:59.000000+00:00\", \"2021-05-23 03:13:56.000000+00:00\", \"2021-05-21 02:00:50.000000+00:00\"], \"session_ids\": [\"e3f56b37-5384-4233-92d7-20203be3958a\", \"d46bea12-423d-485b-bf27-e71ee3b72593\", \"cba3237e-caaf-4ad7-ac66-4ede44fe6c96\"], \"total_duration\": 45.0, \"total_sessions\": 3, \"mean_week_duration\": 15.0}, \"6237\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-23 15:20:05.000000+00:00\", \"2021-03-18 19:50:59.000000+00:00\"], \"session_ids\": [\"29092859-9ed5-4239-beba-209b159e9f35\", \"3c726735-6cd6-4030-8b69-bd8faeb6a593\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 89.75}, \"86753\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-01-08 05:47:43.000000+00:00\", \"2019-05-05 08:57:25.000000+00:00\", \"2020-01-01 07:05:37.000000+00:00\"], \"session_ids\": [\"c9191cbe-fae6-448b-b5af-95594d04fa60\", \"76f39b71-43c7-4af0-aef2-425564c33d6e\", \"a2daf630-3e90-4f44-bfc2-8ccf0b8f3550\"], \"total_duration\": 305.0, \"total_sessions\": 3, \"mean_week_duration\": 3.466}}\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[{\"6369\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-12 07:44:50.000000+00:00\", \"2019-02-23 03:40:48.000000+00:00\"], \"session_ids\": [\"f49263c1-6b35-412d-98e2-ae595bfaa333\", \"8280c684-1751-46ff-be2b-2e7806ab0af3\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 13.545}}, {\"6237\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-23 15:20:05.000000+00:00\", \"2021-03-18 19:50:59.000000+00:00\"], \"session_ids\": [\"29092859-9ed5-4239-beba-209b159e9f35\", \"3c726735-6cd6-4030-8b69-bd8faeb6a593\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 89.75}}, {\"86753\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-01-08 05:47:43.000000+00:00\", \"2019-05-05 08:57:25.000000+00:00\", \"2020-01-01 07:05:37.000000+00:00\"], \"session_ids\": [\"c9191cbe-fae6-448b-b5af-95594d04fa60\", \"76f39b71-43c7-4af0-aef2-425564c33d6e\", \"a2daf630-3e90-4f44-bfc2-8ccf0b8f3550\"], \"total_duration\": 305.0, \"total_sessions\": 3, \"mean_week_duration\": 3.466}}, {\"10103\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-28 02:27:19.000000+00:00\", \"2020-10-28 09:58:12.000000+00:00\", \"2020-03-25 01:40:38.000000+00:00\"], \"session_ids\": [\"6549d164-fcba-4e54-aa02-cdb92ab4d938\", \"473c99b6-6508-47e7-b865-68285effa62b\", \"c76cbe16-3935-4579-862b-5a848838005f\"], \"total_duration\": 303.0, \"total_sessions\": 3, \"mean_week_duration\": 4.887}}, {\"64819\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-31 22:35:01.000000+00:00\", \"2020-04-19 21:50:56.000000+00:00\"], \"session_ids\": [\"9477ae79-1667-468d-926f-b6671a27e023\", \"87f47a1c-edba-44cf-a542-a4c446502c9a\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 19.0}}, {\"26659\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-03-07 13:43:03.000000+00:00\", \"2021-12-27 00:08:37.000000+00:00\"], \"session_ids\": [\"32052e8b-369c-42da-b20d-7e695813ad3d\", \"e01899b2-e399-454e-adb6-b1ec84ec994e\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 2.337}}, {\"38793\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-06-21 15:18:55.000000+00:00\", \"2023-01-30 11:16:41.000000+00:00\"], \"session_ids\": [\"d8e90fad-d4d9-4677-b19d-ce39a50831dc\", \"a68f102d-9809-42ce-b08c-aad16b07d553\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.544}}, {\"23997\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-06 05:31:59.000000+00:00\", \"2021-05-23 03:13:56.000000+00:00\", \"2021-05-21 02:00:50.000000+00:00\"], \"session_ids\": [\"e3f56b37-5384-4233-92d7-20203be3958a\", \"d46bea12-423d-485b-bf27-e71ee3b72593\", \"cba3237e-caaf-4ad7-ac66-4ede44fe6c96\"], \"total_duration\": 45.0, \"total_sessions\": 3, \"mean_week_duration\": 15.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"6369\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-12 07:44:50.000000+00:00\", \"2019-02-23 03:40:48.000000+00:00\"], \"session_ids\": [\"f49263c1-6b35-412d-98e2-ae595bfaa333\", \"8280c684-1751-46ff-be2b-2e7806ab0af3\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 13.545}}]\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[{\"6369\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-12 07:44:50.000000+00:00\", \"2019-02-23 03:40:48.000000+00:00\"], \"session_ids\": [\"f49263c1-6b35-412d-98e2-ae595bfaa333\", \"8280c684-1751-46ff-be2b-2e7806ab0af3\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 13.545}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into user with a time in app that is higher than 1587 and lower than 3351, exclusive 1587 , and implement sorting by sessions count in asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"98421\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-03-25 02:56:22.000000+00:00\", \"2020-04-06 05:32:30.000000+00:00\", \"2021-06-21 09:28:19.000000+00:00\"], \"session_ids\": [\"15e6fcd1-86b2-45cb-9cac-e4f2dba0ab78\", \"f784f087-f3df-4e10-8ed2-be285ece1e19\", \"ab113982-5cd6-4ed9-8287-cccc81980873\"], \"total_duration\": 211.0, \"total_sessions\": 3, \"mean_week_duration\": 3.246}, \"4743\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-08-19 03:13:42.000000+00:00\", \"2021-03-16 18:04:35.000000+00:00\", \"2022-09-11 15:09:30.000000+00:00\", \"2022-12-19 19:30:04.000000+00:00\", \"2020-07-28 00:39:24.000000+00:00\", \"2023-04-09 03:48:52.000000+00:00\", \"2022-01-16 12:34:46.000000+00:00\"], \"session_ids\": [\"34fa4d10-eebe-4bfb-b544-5e50a03f762b\", \"b0674d87-bf60-4a15-a80e-415c04775f3f\", \"f37732a4-2a0e-42a8-b33c-8d0a01381a8a\", \"99217f33-ce62-438b-ae53-ebc98634d855\", \"2c4976c8-2fe3-458a-8b94-839ea8a560bc\", \"f644e4eb-99fa-40ce-af47-d39627f7eca2\", \"6a543e30-42bf-4cf9-a664-e48dd18a2632\"], \"total_duration\": 9986.0, \"total_sessions\": 7, \"mean_week_duration\": 70.823}, \"10834\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-15 04:24:46.000000+00:00\", \"2020-09-28 02:32:11.000000+00:00\"], \"session_ids\": [\"4fb255c6-821a-4f3c-ade9-b5e0e3bc71ee\", \"b17af77e-41e9-4ee1-beee-fc6ee2e2cb1d\"], \"total_duration\": 372.0, \"total_sessions\": 2, \"mean_week_duration\": 4.831}, \"56468\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-12-22 07:41:20.000000+00:00\", \"2022-06-30 13:07:53.000000+00:00\", \"2022-05-07 21:03:11.000000+00:00\", \"2021-09-19 20:33:08.000000+00:00\"], \"session_ids\": [\"1c4bd93b-7d3b-42cb-99e8-50d67d662733\", \"3b16501a-0d3d-4059-9543-addb5f1c930d\", \"016ac90f-439e-425a-9451-9e27d00315e4\", \"dc4284ec-51fe-4c38-a00b-d77aa2af9620\"], \"total_duration\": 1221.0, \"total_sessions\": 4, \"mean_week_duration\": 29.78}, \"78280\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-14 14:09:39.000000+00:00\", \"2020-07-11 11:19:29.000000+00:00\", \"2019-08-07 14:26:29.000000+00:00\"], \"session_ids\": [\"c1c68b88-2a0d-4419-a44d-e46ad741679a\", \"276dabf7-bb1a-46de-8361-39720a8d1e8a\", \"0ee86a78-7562-4c06-871c-5de0b0f89961\"], \"total_duration\": 458.0, \"total_sessions\": 3, \"mean_week_duration\": 3.074}, \"53922\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-03-22 00:58:15.000000+00:00\", \"2020-08-01 02:57:08.000000+00:00\", \"2019-06-09 02:46:57.000000+00:00\"], \"session_ids\": [\"366f2b65-1042-4b30-bd54-b53fa5d669d8\", \"e73e01de-af7a-4b6b-ba88-8424c0e33bed\", \"bb0be8b9-c374-44af-b981-b8eaa0a17bce\"], \"total_duration\": 353.0, \"total_sessions\": 3, \"mean_week_duration\": 5.883}, \"62313\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-18 12:57:03.000000+00:00\", \"2022-11-17 22:30:31.000000+00:00\", \"2023-04-08 14:12:46.000000+00:00\", \"2020-05-05 10:23:10.000000+00:00\", \"2020-08-30 21:50:20.000000+00:00\"], \"session_ids\": [\"eb7bf172-2945-4dce-bab9-dcc86e89bd67\", \"220acc83-e210-4873-baeb-9b239a89f76d\", \"ca7585c5-f03f-4fea-ae2a-c6c08e5a083a\", \"8ae188cd-8615-4411-9035-bf7bf8e2e8ef\", \"028e6d5b-094d-4381-ac47-5fd1a93d86ce\"], \"total_duration\": 160.0, \"total_sessions\": 5, \"mean_week_duration\": 1.0}, \"66333\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-03-25 14:29:57.000000+00:00\", \"2023-06-28 18:08:49.000000+00:00\", \"2021-08-17 22:18:27.000000+00:00\", \"2021-07-29 00:10:07.000000+00:00\"], \"session_ids\": [\"c35f7930-bc4d-45f7-b55e-2dbcfe0acabc\", \"f72aecec-39a4-4d1f-98c4-688497a76ce0\", \"16e59a59-e6aa-47af-9977-faae9a05e1e7\", \"fdde11e6-bf08-43e6-aac0-cf023afa4c2c\"], \"total_duration\": 66.0, \"total_sessions\": 4, \"mean_week_duration\": 0.296}, \"8479\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-09-27 12:22:39.000000+00:00\", \"2019-05-19 02:32:18.000000+00:00\"], \"session_ids\": [\"987cc6ab-4bec-4024-85b0-49d35330005c\", \"afceec20-c53b-4cb8-a573-a7be857d2863\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.38}, \"29217\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-02 17:20:25.000000+00:00\", \"2022-11-10 03:04:30.000000+00:00\", \"2022-03-06 22:33:43.000000+00:00\"], \"session_ids\": [\"10998113-30e4-4838-a752-9f50a570fbf4\", \"92978a03-dce6-472f-aef8-a52222a38704\", \"f931ffed-e7ac-42aa-b1ee-7c63d62ba643\"], \"total_duration\": 314.0, \"total_sessions\": 3, \"mean_week_duration\": 8.722}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 1587 and are equal or less than 3351" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[1587, 3351]]}}}\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": "Give me details on 5 users who have total duration greater than 2222 (not including) and less than 4900 also do sorting by duration summation descendingly." } ]
[ { "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{\"43759\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-18 11:39:16.000000+00:00\", \"2023-03-30 06:12:18.000000+00:00\", \"2022-11-11 23:56:32.000000+00:00\", \"2022-12-23 19:07:28.000000+00:00\", \"2022-11-19 13:29:03.000000+00:00\", \"2021-08-31 03:32:32.000000+00:00\"], \"session_ids\": [\"e6a9b060-6494-4cbe-961c-638c0a2507f4\", \"af7b6c66-4f1f-4e45-a356-b38f01569fc6\", \"9571cfeb-77d8-4048-b55f-fed10b6ea977\", \"f76a60e3-b721-4087-b6c7-c2c477778054\", \"1e0171eb-5d25-47e7-9cec-87309e645103\", \"5ca72e34-a0cd-460d-adf7-592b26ae7e6c\"], \"total_duration\": 66.0, \"total_sessions\": 6, \"mean_week_duration\": 0.623}, \"75218\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-05-13 21:05:34.000000+00:00\", \"2022-09-11 14:54:10.000000+00:00\"], \"session_ids\": [\"50480196-5d23-4c59-b30b-415f68a4415f\", \"efcad226-b04d-4a36-b66b-34aafd1c291e\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.714}, \"17975\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-03-22 20:07:50.000000+00:00\", \"2022-06-08 23:29:45.000000+00:00\", \"2022-12-08 08:20:10.000000+00:00\", \"2020-04-01 15:06:14.000000+00:00\", \"2023-05-27 07:37:07.000000+00:00\"], \"session_ids\": [\"db5eab10-9f50-4bad-9675-05ada2b11950\", \"bb6ecd20-b86b-4b19-a709-06d8d5648fbc\", \"4eda78fe-4fa0-46e3-8873-057d0999c991\", \"7da3bf97-327f-49c9-be90-1b355f407f56\", \"75b118f9-d494-41c9-858e-661dc9cfa286\"], \"total_duration\": 2027.0, \"total_sessions\": 5, \"mean_week_duration\": 12.211}, \"10297\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-07-30 02:53:30.000000+00:00\", \"2022-11-27 08:29:36.000000+00:00\"], \"session_ids\": [\"887e8015-7a20-4b7f-8379-a8714f5b02c8\", \"d7301f2e-2b75-4dd0-adc6-17043ec5b14b\"], \"total_duration\": 286.0, \"total_sessions\": 2, \"mean_week_duration\": 15.889}, \"26206\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-24 07:33:53.000000+00:00\", \"2019-02-10 16:43:01.000000+00:00\"], \"session_ids\": [\"1104cff0-a99b-40cd-b48b-4981ffd3489c\", \"48658140-2150-4f7f-bed0-10e1f7326301\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.188}, \"48574\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-17 01:24:04.000000+00:00\", \"2022-02-04 08:50:56.000000+00:00\"], \"session_ids\": [\"67c4959d-10da-4546-8491-995f44c6d8e6\", \"dd582a6c-5b00-4d4b-8a42-c8d2b9d1bc1c\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 2.955}, \"66597\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-08-27 06:48:03.000000+00:00\", \"2019-07-04 03:11:28.000000+00:00\", \"2022-11-12 22:54:55.000000+00:00\"], \"session_ids\": [\"dd49c94c-13e1-4b6a-a9b7-d4ac6e7c99e8\", \"68e2be3f-f9b8-4d06-adf5-04d93c891f8e\", \"4e80f29a-eeee-4d6d-9b24-521f5fac0886\"], \"total_duration\": 113.0, \"total_sessions\": 3, \"mean_week_duration\": 0.642}, \"85917\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-05-31 19:50:58.000000+00:00\", \"2020-02-17 16:06:26.000000+00:00\", \"2020-04-24 03:03:21.000000+00:00\"], \"session_ids\": [\"e5be2af7-ebbc-4287-a7b8-e9b47138fa41\", \"70cdd1cf-611a-43d7-9048-356d35ac19dc\", \"0d7ee386-1c92-4d72-bdb8-565f8456221e\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 1.106}, \"24114\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-02-25 15:00:21.000000+00:00\", \"2022-07-24 11:48:41.000000+00:00\"], \"session_ids\": [\"e90bcf29-d59a-43ec-805a-b2aa634a872d\", \"3441d87a-167e-4364-8ab0-fb23e5449750\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 12.774}, \"4859\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-06 10:14:58.000000+00:00\", \"2020-03-21 02:03:25.000000+00:00\", \"2022-07-23 01:32:32.000000+00:00\"], \"session_ids\": [\"847f58c4-8686-4d53-9e34-8d01c9d8a393\", \"c62624d4-cde5-41f4-9519-613777e5b73c\", \"6b8ded10-822f-4179-921c-9254934d3207\"], \"total_duration\": 732.0, \"total_sessions\": 3, \"mean_week_duration\": 6.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 2222 and are equal or less than 4900" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[2222, 4900]]}}}\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": "Display 7 users pieces of information who have the least value of total amount of duration , moreover apply sorting by duration total ascending and provide me only with 4 pieces of information." } ]
[ { "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{\"93796\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-10 13:34:45.000000+00:00\", \"2023-02-19 09:33:53.000000+00:00\"], \"session_ids\": [\"45922abb-c3da-44b7-9c10-9d41e5cdb013\", \"deb7a781-dced-4cec-9b40-c952abd525be\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.667}, \"28234\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-09-06 15:35:17.000000+00:00\", \"2021-08-30 04:23:36.000000+00:00\"], \"session_ids\": [\"7e6201c0-63be-4b9f-bde0-be13fb0a5749\", \"45b660bb-e821-41e5-9b7f-bd6904c71fb5\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.556}, \"14376\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-17 07:28:27.000000+00:00\", \"2019-11-30 00:37:46.000000+00:00\", \"2020-02-02 20:51:59.000000+00:00\", \"2022-06-12 12:47:33.000000+00:00\", \"2019-07-16 02:23:45.000000+00:00\", \"2020-10-29 12:44:31.000000+00:00\", \"2021-06-10 16:54:59.000000+00:00\", \"2023-05-11 02:32:53.000000+00:00\", \"2021-03-14 20:47:13.000000+00:00\", \"2019-08-16 15:47:23.000000+00:00\"], \"session_ids\": [\"f680b1aa-9013-4c20-8988-a7187a910ac6\", \"238fc045-14a3-408a-96c1-372db0404a60\", \"f003e87c-5855-4a44-a568-760423639041\", \"7af7cfd8-757f-4a40-9d12-8eef0f7597b0\", \"469e9fd8-b147-4814-8ee0-9f6123257e7b\", \"eccca3ac-5b13-4e8e-8465-a5be6858e358\", \"1f818137-47a3-451c-b44e-a2b0a00645db\", \"b45f17bf-9856-43bc-b4f7-8195a61b6a2f\", \"bd2e3f1c-e900-4bf0-ba53-b618dfbbaea5\", \"0fa69a4c-9a8a-4fd9-afcc-44e6813bb8b6\"], \"total_duration\": 17888.0, \"total_sessions\": 10, \"mean_week_duration\": 89.44}, \"10590\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-28 14:51:49.000000+00:00\", \"2019-08-31 07:39:59.000000+00:00\", \"2021-03-04 05:33:43.000000+00:00\", \"2021-08-16 06:05:14.000000+00:00\"], \"session_ids\": [\"57844602-6ffd-4155-9223-e93413c099ed\", \"61581122-46df-45ec-978e-d56f9682957a\", \"15da232d-9b7a-43ef-87d3-659fd4763d3f\", \"107cd53b-560b-4ccb-a93e-fdc1f3ba1e04\"], \"total_duration\": 102.0, \"total_sessions\": 4, \"mean_week_duration\": 0.99}, \"43997\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-27 12:02:41.000000+00:00\", \"2021-08-23 05:34:45.000000+00:00\", \"2020-09-15 14:22:00.000000+00:00\"], \"session_ids\": [\"03d85708-30ef-45e9-a764-401d8c64113e\", \"06435f45-1c4f-4a99-9302-2c3675d34e4d\", \"6c370acb-defd-4489-b692-7dd7f6c7130b\"], \"total_duration\": 971.0, \"total_sessions\": 3, \"mean_week_duration\": 17.981}, \"99754\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-04-10 19:12:04.000000+00:00\", \"2019-07-02 15:27:02.000000+00:00\"], \"session_ids\": [\"387657dd-d85e-44d0-85f4-8b149e58b954\", \"3df90eb0-2530-4672-99d0-949824b833c6\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 12.417}, \"49655\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-16 12:54:14.000000+00:00\", \"2020-12-03 08:40:55.000000+00:00\"], \"session_ids\": [\"f156ff59-1512-4793-aa07-20cd181db3d5\", \"514d7660-61a6-475d-9802-482f36d6f697\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 1.178}, \"88663\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-08 14:56:51.000000+00:00\", \"2019-10-14 12:20:26.000000+00:00\", \"2019-11-17 09:27:15.000000+00:00\", \"2019-05-11 11:48:20.000000+00:00\", \"2023-01-13 09:18:51.000000+00:00\", \"2022-06-08 21:48:03.000000+00:00\", \"2022-09-08 07:33:41.000000+00:00\"], \"session_ids\": [\"76ecfc7e-ce55-4e39-b5c8-1ee8d22e7161\", \"008816ff-f724-4c4a-9e6f-0f66094defd2\", \"1fb80368-e8ef-4f30-9808-c4133c6bf1b3\", \"3b7d2863-3703-49e8-8ee9-7484d5d5495f\", \"24175fc6-9e3c-4b81-993e-1b5a0ea78229\", \"e65a7e4d-1ff5-4d03-add6-34e750ac2d13\", \"7d515b5b-872b-4bee-914d-2118d6b20473\"], \"total_duration\": 3849.0, \"total_sessions\": 7, \"mean_week_duration\": 18.868}, \"72038\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-30 08:17:59.000000+00:00\", \"2021-02-20 03:10:39.000000+00:00\", \"2022-06-27 20:24:16.000000+00:00\"], \"session_ids\": [\"3e532978-b009-4523-a7b2-69af9d2cf592\", \"58720596-331a-4e76-91ed-9d2283563621\", \"66e9b2ca-5577-487f-ab6f-fde9b19c1470\"], \"total_duration\": 533.0, \"total_sessions\": 3, \"mean_week_duration\": 4.479}, \"73930\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-02-17 06:13:57.000000+00:00\", \"2023-04-17 02:26:37.000000+00:00\", \"2022-10-31 16:58:39.000000+00:00\", \"2020-10-09 06:12:01.000000+00:00\"], \"session_ids\": [\"a4bbaf20-25e7-458c-8055-736e445cf01b\", \"e884bce7-960e-4b94-96c9-d9a774a9ca0a\", \"7b537a76-d1f7-4b66-a676-4081f2ab18c6\", \"4869bbf0-319f-4033-9d4e-403cd79af21f\"], \"total_duration\": 787.0, \"total_sessions\": 4, \"mean_week_duration\": 3.627}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the lowest 7 total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": 7}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"28234\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-09-06 15:35:17.000000+00:00\", \"2021-08-30 04:23:36.000000+00:00\"], \"session_ids\": [\"7e6201c0-63be-4b9f-bde0-be13fb0a5749\", \"45b660bb-e821-41e5-9b7f-bd6904c71fb5\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.556}}, {\"49655\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-16 12:54:14.000000+00:00\", \"2020-12-03 08:40:55.000000+00:00\"], \"session_ids\": [\"f156ff59-1512-4793-aa07-20cd181db3d5\", \"514d7660-61a6-475d-9802-482f36d6f697\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 1.178}}, {\"10590\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-28 14:51:49.000000+00:00\", \"2019-08-31 07:39:59.000000+00:00\", \"2021-03-04 05:33:43.000000+00:00\", \"2021-08-16 06:05:14.000000+00:00\"], \"session_ids\": [\"57844602-6ffd-4155-9223-e93413c099ed\", \"61581122-46df-45ec-978e-d56f9682957a\", \"15da232d-9b7a-43ef-87d3-659fd4763d3f\", \"107cd53b-560b-4ccb-a93e-fdc1f3ba1e04\"], \"total_duration\": 102.0, \"total_sessions\": 4, \"mean_week_duration\": 0.99}}, {\"93796\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-10 13:34:45.000000+00:00\", \"2023-02-19 09:33:53.000000+00:00\"], \"session_ids\": [\"45922abb-c3da-44b7-9c10-9d41e5cdb013\", \"deb7a781-dced-4cec-9b40-c952abd525be\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.667}}, {\"99754\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-04-10 19:12:04.000000+00:00\", \"2019-07-02 15:27:02.000000+00:00\"], \"session_ids\": [\"387657dd-d85e-44d0-85f4-8b149e58b954\", \"3df90eb0-2530-4672-99d0-949824b833c6\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 12.417}}, {\"72038\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-30 08:17:59.000000+00:00\", \"2021-02-20 03:10:39.000000+00:00\", \"2022-06-27 20:24:16.000000+00:00\"], \"session_ids\": [\"3e532978-b009-4523-a7b2-69af9d2cf592\", \"58720596-331a-4e76-91ed-9d2283563621\", \"66e9b2ca-5577-487f-ab6f-fde9b19c1470\"], \"total_duration\": 533.0, \"total_sessions\": 3, \"mean_week_duration\": 4.479}}, {\"73930\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-02-17 06:13:57.000000+00:00\", \"2023-04-17 02:26:37.000000+00:00\", \"2022-10-31 16:58:39.000000+00:00\", \"2020-10-09 06:12:01.000000+00:00\"], \"session_ids\": [\"a4bbaf20-25e7-458c-8055-736e445cf01b\", \"e884bce7-960e-4b94-96c9-d9a774a9ca0a\", \"7b537a76-d1f7-4b66-a676-4081f2ab18c6\", \"4869bbf0-319f-4033-9d4e-403cd79af21f\"], \"total_duration\": 787.0, \"total_sessions\": 4, \"mean_week_duration\": 3.627}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"28234\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-09-06 15:35:17.000000+00:00\", \"2021-08-30 04:23:36.000000+00:00\"], \"session_ids\": [\"7e6201c0-63be-4b9f-bde0-be13fb0a5749\", \"45b660bb-e821-41e5-9b7f-bd6904c71fb5\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.556}}, {\"49655\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-16 12:54:14.000000+00:00\", \"2020-12-03 08:40:55.000000+00:00\"], \"session_ids\": [\"f156ff59-1512-4793-aa07-20cd181db3d5\", \"514d7660-61a6-475d-9802-482f36d6f697\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 1.178}}, {\"10590\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-28 14:51:49.000000+00:00\", \"2019-08-31 07:39:59.000000+00:00\", \"2021-03-04 05:33:43.000000+00:00\", \"2021-08-16 06:05:14.000000+00:00\"], \"session_ids\": [\"57844602-6ffd-4155-9223-e93413c099ed\", \"61581122-46df-45ec-978e-d56f9682957a\", \"15da232d-9b7a-43ef-87d3-659fd4763d3f\", \"107cd53b-560b-4ccb-a93e-fdc1f3ba1e04\"], \"total_duration\": 102.0, \"total_sessions\": 4, \"mean_week_duration\": 0.99}}, {\"93796\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-10 13:34:45.000000+00:00\", \"2023-02-19 09:33:53.000000+00:00\"], \"session_ids\": [\"45922abb-c3da-44b7-9c10-9d41e5cdb013\", \"deb7a781-dced-4cec-9b40-c952abd525be\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.667}}, {\"99754\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-04-10 19:12:04.000000+00:00\", \"2019-07-02 15:27:02.000000+00:00\"], \"session_ids\": [\"387657dd-d85e-44d0-85f4-8b149e58b954\", \"3df90eb0-2530-4672-99d0-949824b833c6\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 12.417}}, {\"72038\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-30 08:17:59.000000+00:00\", \"2021-02-20 03:10:39.000000+00:00\", \"2022-06-27 20:24:16.000000+00:00\"], \"session_ids\": [\"3e532978-b009-4523-a7b2-69af9d2cf592\", \"58720596-331a-4e76-91ed-9d2283563621\", \"66e9b2ca-5577-487f-ab6f-fde9b19c1470\"], \"total_duration\": 533.0, \"total_sessions\": 3, \"mean_week_duration\": 4.479}}, {\"73930\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-02-17 06:13:57.000000+00:00\", \"2023-04-17 02:26:37.000000+00:00\", \"2022-10-31 16:58:39.000000+00:00\", \"2020-10-09 06:12:01.000000+00:00\"], \"session_ids\": [\"a4bbaf20-25e7-458c-8055-736e445cf01b\", \"e884bce7-960e-4b94-96c9-d9a774a9ca0a\", \"7b537a76-d1f7-4b66-a676-4081f2ab18c6\", \"4869bbf0-319f-4033-9d4e-403cd79af21f\"], \"total_duration\": 787.0, \"total_sessions\": 4, \"mean_week_duration\": 3.627}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 4 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"28234\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-09-06 15:35:17.000000+00:00\", \"2021-08-30 04:23:36.000000+00:00\"], \"session_ids\": [\"7e6201c0-63be-4b9f-bde0-be13fb0a5749\", \"45b660bb-e821-41e5-9b7f-bd6904c71fb5\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.556}}, {\"49655\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-16 12:54:14.000000+00:00\", \"2020-12-03 08:40:55.000000+00:00\"], \"session_ids\": [\"f156ff59-1512-4793-aa07-20cd181db3d5\", \"514d7660-61a6-475d-9802-482f36d6f697\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 1.178}}, {\"10590\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-28 14:51:49.000000+00:00\", \"2019-08-31 07:39:59.000000+00:00\", \"2021-03-04 05:33:43.000000+00:00\", \"2021-08-16 06:05:14.000000+00:00\"], \"session_ids\": [\"57844602-6ffd-4155-9223-e93413c099ed\", \"61581122-46df-45ec-978e-d56f9682957a\", \"15da232d-9b7a-43ef-87d3-659fd4763d3f\", \"107cd53b-560b-4ccb-a93e-fdc1f3ba1e04\"], \"total_duration\": 102.0, \"total_sessions\": 4, \"mean_week_duration\": 0.99}}, {\"93796\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-10 13:34:45.000000+00:00\", \"2023-02-19 09:33:53.000000+00:00\"], \"session_ids\": [\"45922abb-c3da-44b7-9c10-9d41e5cdb013\", \"deb7a781-dced-4cec-9b40-c952abd525be\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.667}}]\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[{\"28234\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-09-06 15:35:17.000000+00:00\", \"2021-08-30 04:23:36.000000+00:00\"], \"session_ids\": [\"7e6201c0-63be-4b9f-bde0-be13fb0a5749\", \"45b660bb-e821-41e5-9b7f-bd6904c71fb5\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.556}}, {\"49655\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-16 12:54:14.000000+00:00\", \"2020-12-03 08:40:55.000000+00:00\"], \"session_ids\": [\"f156ff59-1512-4793-aa07-20cd181db3d5\", \"514d7660-61a6-475d-9802-482f36d6f697\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 1.178}}, {\"10590\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-28 14:51:49.000000+00:00\", \"2019-08-31 07:39:59.000000+00:00\", \"2021-03-04 05:33:43.000000+00:00\", \"2021-08-16 06:05:14.000000+00:00\"], \"session_ids\": [\"57844602-6ffd-4155-9223-e93413c099ed\", \"61581122-46df-45ec-978e-d56f9682957a\", \"15da232d-9b7a-43ef-87d3-659fd4763d3f\", \"107cd53b-560b-4ccb-a93e-fdc1f3ba1e04\"], \"total_duration\": 102.0, \"total_sessions\": 4, \"mean_week_duration\": 0.99}}, {\"93796\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-11-10 13:34:45.000000+00:00\", \"2023-02-19 09:33:53.000000+00:00\"], \"session_ids\": [\"45922abb-c3da-44b7-9c10-9d41e5cdb013\", \"deb7a781-dced-4cec-9b40-c952abd525be\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.667}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about user who is leading user based on time using the app additionaly execute sorting by sessions count form the highest to the lowest." } ]
[ { "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{\"17411\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-04-16 15:16:30.000000+00:00\", \"2021-07-26 16:55:42.000000+00:00\", \"2022-02-21 02:28:40.000000+00:00\", \"2022-07-23 23:45:53.000000+00:00\", \"2021-05-18 09:10:19.000000+00:00\"], \"session_ids\": [\"f5a6143e-2091-42bd-8235-36fb9f78651e\", \"9ba572a3-defa-47eb-811e-f4b2a85e38d0\", \"3a313cb2-7e29-437e-94ac-e0d0c72e879e\", \"547c2107-79f8-4f24-9197-4f7ede11ceaf\", \"8818351d-f83c-4e59-be87-2eceb05a9b3d\"], \"total_duration\": 4006.0, \"total_sessions\": 5, \"mean_week_duration\": 64.613}, \"40903\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-01-17 09:08:14.000000+00:00\", \"2019-10-26 19:46:24.000000+00:00\"], \"session_ids\": [\"2fbe2402-141f-4575-a62f-cb4bb7b1bd41\", \"61f54cb0-8560-463a-b8d4-deb84910afd8\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 5.293}, \"31671\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-13 12:03:00.000000+00:00\", \"2021-09-18 10:15:14.000000+00:00\", \"2021-09-04 16:29:24.000000+00:00\", \"2023-04-29 01:32:35.000000+00:00\", \"2020-03-13 13:31:32.000000+00:00\", \"2021-08-19 04:14:00.000000+00:00\", \"2021-12-11 23:07:16.000000+00:00\"], \"session_ids\": [\"f3c3e9be-09c1-4531-ab0c-24428f910747\", \"4ca6b4a1-01a5-4b52-ad7f-49d056bd8853\", \"3d90b3a0-d493-42ed-9770-23b2740c1da3\", \"2789baab-cfe5-4b97-97d2-1ac0bb3b9f0a\", \"9dc802ea-272a-4e62-be97-b1f948dee84f\", \"e151394d-cf98-49e9-bdaa-6fc3d5b32470\", \"adfbac9c-4ded-46c6-bc9f-ac7836b12f6a\"], \"total_duration\": 5408.0, \"total_sessions\": 7, \"mean_week_duration\": 31.812}, \"78714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-03-11 15:20:23.000000+00:00\", \"2020-02-27 09:12:49.000000+00:00\"], \"session_ids\": [\"e28fb080-e918-49a2-a42b-ccde828a130f\", \"57889ae7-a0b9-4f63-989e-57879700189d\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.107}, \"59132\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-08 00:48:07.000000+00:00\", \"2022-04-12 21:13:26.000000+00:00\", \"2020-09-09 16:38:31.000000+00:00\", \"2022-06-06 22:02:31.000000+00:00\", \"2021-01-23 12:34:14.000000+00:00\", \"2020-07-23 16:10:02.000000+00:00\", \"2021-02-14 17:44:07.000000+00:00\", \"2019-11-24 19:31:51.000000+00:00\", \"2022-12-27 01:54:44.000000+00:00\", \"2022-02-02 17:31:10.000000+00:00\"], \"session_ids\": [\"7dcd17e8-e5a1-43ca-90e0-4a645edcc4c8\", \"b34c34a9-c1d8-45cc-b494-caa97643ca36\", \"c8e276c6-c2dd-484f-8136-a586500f613e\", \"4baf37cd-96f6-48ef-9a3f-42e687b4c633\", \"d49a8618-3a15-436e-954d-9e375f4492ee\", \"c6038da5-448d-481c-a2ae-38bcf4a6f85f\", \"1a6e9b38-6570-40ec-976b-fcba1ac2d840\", \"aa599afc-32c2-4dd5-827d-f9a8b2350006\", \"6afd258c-3856-41c5-bd91-ef8cd09a0a80\", \"e1a23ffd-6b2c-493d-8646-ee818a9631c9\"], \"total_duration\": 852.0, \"total_sessions\": 10, \"mean_week_duration\": 5.259}, \"61969\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-14 22:41:53.000000+00:00\", \"2019-04-05 09:29:16.000000+00:00\"], \"session_ids\": [\"6dc185ca-962b-4af6-891d-8f3e6000cc8f\", \"63404ab0-626b-4cf9-9e6c-1d2c9868fcdd\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.888}, \"46225\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-21 07:54:35.000000+00:00\", \"2020-10-15 18:27:38.000000+00:00\", \"2023-03-12 06:14:18.000000+00:00\", \"2022-11-26 22:43:05.000000+00:00\", \"2020-01-29 13:04:48.000000+00:00\"], \"session_ids\": [\"75a82f3d-32ab-4926-87f1-a5bc0e90ebc3\", \"ab935c8b-3b16-4a83-bb6f-ce02358532f1\", \"26fe8e83-a53b-4e80-a72b-c51221ed5a34\", \"e161888b-188c-4ffe-be2f-a03acb53e2ac\", \"9e47cd96-e10d-4831-bf6f-1ef3c917d2c5\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.276}, \"3996\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-05-09 20:46:01.000000+00:00\", \"2022-02-17 04:54:37.000000+00:00\"], \"session_ids\": [\"6ac09112-0205-41b5-a76e-4517b5bb9bbc\", \"a9d3f118-6074-4f6a-8de0-d0e9b8f87762\"], \"total_duration\": 127.0, \"total_sessions\": 2, \"mean_week_duration\": 10.583}, \"5975\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-03-01 04:07:53.000000+00:00\", \"2019-06-01 15:35:00.000000+00:00\"], \"session_ids\": [\"67f12de8-fea9-492b-919c-b312c22031b0\", \"ecfcb424-e2db-4685-bcaf-df6b9c111e2c\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 9.154}, \"21198\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2023-06-25 23:46:38.000000+00:00\", \"2023-04-12 12:12:17.000000+00:00\", \"2020-12-21 15:54:59.000000+00:00\", \"2021-12-09 12:44:14.000000+00:00\"], \"session_ids\": [\"b1d97285-7ebc-4fbd-8186-709bd48b768d\", \"5394e505-6a25-48db-8a9a-f2ac9e8396f3\", \"a6d6f6c4-974e-4fce-bec2-0af1d8856b08\", \"c8ea5ccf-86f6-40e9-8413-fb2f48f8696a\"], \"total_duration\": 1495.0, \"total_sessions\": 4, \"mean_week_duration\": 11.412}}\n```\n" } ]