conversations
list
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the highest 1 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"10271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-18 11:07:30.000000+00:00\", \"2021-12-29 21:52:38.000000+00:00\", \"2019-06-01 09:50:53.000000+00:00\", \"2019-02-25 14:42:22.000000+00:00\"], \"session_ids\": [\"1999f4f8-6e15-4cf7-9032-4efa0864281f\", \"0b3e1779-32f8-495a-bdef-93efbadcd3a4\", \"c6dec6a5-4954-4ce3-b19a-d0a21c3c33a1\", \"eebb3449-29cf-4fd9-a62f-fbcc02b93cae\"], \"total_duration\": 2116.0, \"total_sessions\": 4, \"mean_week_duration\": 14.201}}, {\"12299\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-17 05:43:10.000000+00:00\", \"2022-02-15 07:39:03.000000+00:00\"], \"session_ids\": [\"c9fb53ca-21bf-4506-a656-5da8ba9d3d49\", \"d1d2c7c8-b9c7-4506-b26e-b8f395472c61\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 13.278}}, {\"14257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-07-22 17:04:02.000000+00:00\", \"2022-08-31 05:46:49.000000+00:00\"], \"session_ids\": [\"bf8df955-28ec-4afd-890c-cef41d196d56\", \"98ac3c4f-f7e3-4013-9000-281a6268f0ef\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"10271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-18 11:07:30.000000+00:00\", \"2021-12-29 21:52:38.000000+00:00\", \"2019-06-01 09:50:53.000000+00:00\", \"2019-02-25 14:42:22.000000+00:00\"], \"session_ids\": [\"1999f4f8-6e15-4cf7-9032-4efa0864281f\", \"0b3e1779-32f8-495a-bdef-93efbadcd3a4\", \"c6dec6a5-4954-4ce3-b19a-d0a21c3c33a1\", \"eebb3449-29cf-4fd9-a62f-fbcc02b93cae\"], \"total_duration\": 2116.0, \"total_sessions\": 4, \"mean_week_duration\": 14.201}}, {\"12299\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-17 05:43:10.000000+00:00\", \"2022-02-15 07:39:03.000000+00:00\"], \"session_ids\": [\"c9fb53ca-21bf-4506-a656-5da8ba9d3d49\", \"d1d2c7c8-b9c7-4506-b26e-b8f395472c61\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 13.278}}, {\"14257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-07-22 17:04:02.000000+00:00\", \"2022-08-31 05:46:49.000000+00:00\"], \"session_ids\": [\"bf8df955-28ec-4afd-890c-cef41d196d56\", \"98ac3c4f-f7e3-4013-9000-281a6268f0ef\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}}]\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[{\"10271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-18 11:07:30.000000+00:00\", \"2021-12-29 21:52:38.000000+00:00\", \"2019-06-01 09:50:53.000000+00:00\", \"2019-02-25 14:42:22.000000+00:00\"], \"session_ids\": [\"1999f4f8-6e15-4cf7-9032-4efa0864281f\", \"0b3e1779-32f8-495a-bdef-93efbadcd3a4\", \"c6dec6a5-4954-4ce3-b19a-d0a21c3c33a1\", \"eebb3449-29cf-4fd9-a62f-fbcc02b93cae\"], \"total_duration\": 2116.0, \"total_sessions\": 4, \"mean_week_duration\": 14.201}}]\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[{\"10271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-18 11:07:30.000000+00:00\", \"2021-12-29 21:52:38.000000+00:00\", \"2019-06-01 09:50:53.000000+00:00\", \"2019-02-25 14:42:22.000000+00:00\"], \"session_ids\": [\"1999f4f8-6e15-4cf7-9032-4efa0864281f\", \"0b3e1779-32f8-495a-bdef-93efbadcd3a4\", \"c6dec6a5-4954-4ce3-b19a-d0a21c3c33a1\", \"eebb3449-29cf-4fd9-a62f-fbcc02b93cae\"], \"total_duration\": 2116.0, \"total_sessions\": 4, \"mean_week_duration\": 14.201}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Share insights on user whose site usage time per week is greater than 25 and less than 18 + do sorting by overall total duration asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"47410\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-07-18 21:42:04.000000+00:00\", \"2022-02-24 14:24:00.000000+00:00\", \"2019-08-26 01:56:57.000000+00:00\", \"2021-09-01 22:23:08.000000+00:00\", \"2021-02-22 10:54:22.000000+00:00\", \"2019-01-12 00:01:44.000000+00:00\", \"2019-01-27 05:05:26.000000+00:00\"], \"session_ids\": [\"0e914d76-a83d-4c0d-aadb-aa5d70412098\", \"8058ccdf-b6ae-4629-8eb4-a0e921b22860\", \"6f08495a-f4cf-466c-82f6-58e7aab277df\", \"d1e6ec7a-a107-42d3-a4d5-4c4c64fa37b8\", \"51d339b3-5270-4958-ba64-67713d402439\", \"21bcf72b-c062-4ed5-9d90-4fdc84954537\", \"ee43bdcc-2954-41d8-af08-1a941c007253\"], \"total_duration\": 1385.0, \"total_sessions\": 7, \"mean_week_duration\": 8.497}, \"12922\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-02 10:59:15.000000+00:00\", \"2020-06-21 12:12:24.000000+00:00\"], \"session_ids\": [\"54025211-e236-448f-a1fd-7736e0ecc330\", \"923b116c-ddd9-467e-9fb2-78e47dd7f8f4\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 3.406}, \"92913\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-14 09:01:28.000000+00:00\", \"2020-06-06 16:49:25.000000+00:00\"], \"session_ids\": [\"bf112a5d-3d7a-4319-a700-1b54e91219a0\", \"d2f1413f-e67a-4dc6-aa9f-241ce9d8d6d1\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 1.403}, \"83168\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-03-30 05:05:15.000000+00:00\", \"2022-02-08 16:59:53.000000+00:00\"], \"session_ids\": [\"6e082900-8dcc-4b99-ab72-b3393d811563\", \"1f3e25e6-1a70-4144-9d38-637a1b4739d2\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.533}, \"64355\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-02-13 19:30:31.000000+00:00\", \"2023-04-25 01:47:42.000000+00:00\"], \"session_ids\": [\"36e39d17-7956-4cd3-ad83-152c9443451a\", \"fb6c25b3-d036-40e1-87ae-12f65de82e06\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 3.032}, \"11973\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-17 11:09:44.000000+00:00\", \"2023-02-20 07:32:04.000000+00:00\"], \"session_ids\": [\"6ee88f6c-71bc-4352-a49c-d287e8166e5f\", \"70dcae9d-f395-4898-9f00-132710c32901\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 0.654}, \"41474\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-09-15 14:40:47.000000+00:00\", \"2020-07-31 04:38:15.000000+00:00\", \"2020-04-15 07:43:52.000000+00:00\", \"2023-06-04 16:38:31.000000+00:00\", \"2022-05-31 01:48:31.000000+00:00\", \"2021-12-17 23:18:10.000000+00:00\", \"2023-01-21 07:04:54.000000+00:00\", \"2019-05-06 22:29:12.000000+00:00\", \"2022-03-03 01:46:16.000000+00:00\", \"2019-12-11 23:39:03.000000+00:00\", \"2019-09-23 20:39:01.000000+00:00\"], \"session_ids\": [\"631ce040-5c22-4e2f-9e81-dd97474e377c\", \"204358e1-9c64-4852-90d5-2676d3977cc4\", \"31ffb031-ed53-457c-bb6e-46d110b8ef40\", \"e5a3449b-30aa-4c44-8a9f-221b27fb2a8a\", \"7b1f5918-1e4c-46ff-ad82-c7bd5e1fc9bc\", \"cfc6c323-a55b-4f8c-b627-dc5aad80c15f\", \"8982d323-ea4a-4f2b-9001-11b8044f7dbd\", \"f1b68ea2-878c-4f50-a937-58323a13b6ff\", \"bafde629-7900-4c9b-aac6-05d73ad91b69\", \"f81c82c0-416d-4798-a6e8-5bad644fbddb\", \"50fb5ede-5c27-4315-8656-6c325fee5c9a\"], \"total_duration\": 13055.0, \"total_sessions\": 11, \"mean_week_duration\": 61.291}, \"63794\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-12-24 20:39:22.000000+00:00\", \"2019-09-30 21:57:25.000000+00:00\", \"2021-08-08 18:51:45.000000+00:00\", \"2021-04-18 03:21:34.000000+00:00\", \"2023-02-17 07:21:37.000000+00:00\", \"2023-02-23 01:38:54.000000+00:00\", \"2021-02-07 13:22:54.000000+00:00\"], \"session_ids\": [\"c3bfc5fa-3d7f-4f67-b66f-1425ccc56769\", \"2007f3cf-94b0-4374-87f1-90079c40eb0b\", \"a4e02487-cfdf-4de8-874c-2229d9138be2\", \"25b8eaca-e69d-4457-96f7-4d1e63bbe0c4\", \"1d37fadb-6828-412b-9464-30bcc70d59f1\", \"048a4abe-240e-4ca5-b158-bbae4ced70a8\", \"b7f4a25e-d888-4274-a3d5-aa0b50f11243\"], \"total_duration\": 1090.0, \"total_sessions\": 7, \"mean_week_duration\": 6.124}, \"71394\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-04-30 06:21:45.000000+00:00\", \"2019-06-14 07:25:55.000000+00:00\"], \"session_ids\": [\"e130b3c1-225c-49f7-8e1c-54d556fefb27\", \"4cb4b69f-454e-462e-bcde-89c363486aac\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 3.63}, \"45709\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-07 17:26:27.000000+00:00\", \"2022-12-11 06:33:01.000000+00:00\", \"2020-04-25 19:05:58.000000+00:00\", \"2022-10-31 02:00:50.000000+00:00\", \"2019-05-05 16:14:54.000000+00:00\", \"2020-01-01 19:01:35.000000+00:00\", \"2019-06-04 08:39:36.000000+00:00\"], \"session_ids\": [\"ef82e31d-8cd5-49ec-9d67-e05599cd352a\", \"6d6d8b5d-725b-46d0-b230-0940f32ce091\", \"e2310859-07d3-438a-864c-5ac6d2e7081f\", \"3bbe05a7-8548-4b53-b8ff-0f76ded688db\", \"48cf5bd6-d8d8-47a7-bac0-d9c683a407a6\", \"aee50c7b-6f70-413c-89c4-78a9afbeb979\", \"c7155982-944f-407e-a8a1-fd4d4204c703\"], \"total_duration\": 8402.0, \"total_sessions\": 7, \"mean_week_duration\": 44.691}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or less than 18 and are equal or greater than 25" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[18, 25]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"47410\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-07-18 21:42:04.000000+00:00\", \"2022-02-24 14:24:00.000000+00:00\", \"2019-08-26 01:56:57.000000+00:00\", \"2021-09-01 22:23:08.000000+00:00\", \"2021-02-22 10:54:22.000000+00:00\", \"2019-01-12 00:01:44.000000+00:00\", \"2019-01-27 05:05:26.000000+00:00\"], \"session_ids\": [\"0e914d76-a83d-4c0d-aadb-aa5d70412098\", \"8058ccdf-b6ae-4629-8eb4-a0e921b22860\", \"6f08495a-f4cf-466c-82f6-58e7aab277df\", \"d1e6ec7a-a107-42d3-a4d5-4c4c64fa37b8\", \"51d339b3-5270-4958-ba64-67713d402439\", \"21bcf72b-c062-4ed5-9d90-4fdc84954537\", \"ee43bdcc-2954-41d8-af08-1a941c007253\"], \"total_duration\": 1385.0, \"total_sessions\": 7, \"mean_week_duration\": 8.497}, \"12922\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-02 10:59:15.000000+00:00\", \"2020-06-21 12:12:24.000000+00:00\"], \"session_ids\": [\"54025211-e236-448f-a1fd-7736e0ecc330\", \"923b116c-ddd9-467e-9fb2-78e47dd7f8f4\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 3.406}, \"92913\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-14 09:01:28.000000+00:00\", \"2020-06-06 16:49:25.000000+00:00\"], \"session_ids\": [\"bf112a5d-3d7a-4319-a700-1b54e91219a0\", \"d2f1413f-e67a-4dc6-aa9f-241ce9d8d6d1\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 1.403}, \"83168\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-03-30 05:05:15.000000+00:00\", \"2022-02-08 16:59:53.000000+00:00\"], \"session_ids\": [\"6e082900-8dcc-4b99-ab72-b3393d811563\", \"1f3e25e6-1a70-4144-9d38-637a1b4739d2\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.533}, \"64355\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-02-13 19:30:31.000000+00:00\", \"2023-04-25 01:47:42.000000+00:00\"], \"session_ids\": [\"36e39d17-7956-4cd3-ad83-152c9443451a\", \"fb6c25b3-d036-40e1-87ae-12f65de82e06\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 3.032}, \"11973\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-17 11:09:44.000000+00:00\", \"2023-02-20 07:32:04.000000+00:00\"], \"session_ids\": [\"6ee88f6c-71bc-4352-a49c-d287e8166e5f\", \"70dcae9d-f395-4898-9f00-132710c32901\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 0.654}, \"63794\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-12-24 20:39:22.000000+00:00\", \"2019-09-30 21:57:25.000000+00:00\", \"2021-08-08 18:51:45.000000+00:00\", \"2021-04-18 03:21:34.000000+00:00\", \"2023-02-17 07:21:37.000000+00:00\", \"2023-02-23 01:38:54.000000+00:00\", \"2021-02-07 13:22:54.000000+00:00\"], \"session_ids\": [\"c3bfc5fa-3d7f-4f67-b66f-1425ccc56769\", \"2007f3cf-94b0-4374-87f1-90079c40eb0b\", \"a4e02487-cfdf-4de8-874c-2229d9138be2\", \"25b8eaca-e69d-4457-96f7-4d1e63bbe0c4\", \"1d37fadb-6828-412b-9464-30bcc70d59f1\", \"048a4abe-240e-4ca5-b158-bbae4ced70a8\", \"b7f4a25e-d888-4274-a3d5-aa0b50f11243\"], \"total_duration\": 1090.0, \"total_sessions\": 7, \"mean_week_duration\": 6.124}, \"71394\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-04-30 06:21:45.000000+00:00\", \"2019-06-14 07:25:55.000000+00:00\"], \"session_ids\": [\"e130b3c1-225c-49f7-8e1c-54d556fefb27\", \"4cb4b69f-454e-462e-bcde-89c363486aac\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 3.63}, \"41474\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-09-15 14:40:47.000000+00:00\", \"2020-07-31 04:38:15.000000+00:00\", \"2020-04-15 07:43:52.000000+00:00\", \"2023-06-04 16:38:31.000000+00:00\", \"2022-05-31 01:48:31.000000+00:00\", \"2021-12-17 23:18:10.000000+00:00\", \"2023-01-21 07:04:54.000000+00:00\", \"2019-05-06 22:29:12.000000+00:00\", \"2022-03-03 01:46:16.000000+00:00\", \"2019-12-11 23:39:03.000000+00:00\", \"2019-09-23 20:39:01.000000+00:00\"], \"session_ids\": [\"631ce040-5c22-4e2f-9e81-dd97474e377c\", \"204358e1-9c64-4852-90d5-2676d3977cc4\", \"31ffb031-ed53-457c-bb6e-46d110b8ef40\", \"e5a3449b-30aa-4c44-8a9f-221b27fb2a8a\", \"7b1f5918-1e4c-46ff-ad82-c7bd5e1fc9bc\", \"cfc6c323-a55b-4f8c-b627-dc5aad80c15f\", \"8982d323-ea4a-4f2b-9001-11b8044f7dbd\", \"f1b68ea2-878c-4f50-a937-58323a13b6ff\", \"bafde629-7900-4c9b-aac6-05d73ad91b69\", \"f81c82c0-416d-4798-a6e8-5bad644fbddb\", \"50fb5ede-5c27-4315-8656-6c325fee5c9a\"], \"total_duration\": 13055.0, \"total_sessions\": 11, \"mean_week_duration\": 61.291}, \"45709\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-07 17:26:27.000000+00:00\", \"2022-12-11 06:33:01.000000+00:00\", \"2020-04-25 19:05:58.000000+00:00\", \"2022-10-31 02:00:50.000000+00:00\", \"2019-05-05 16:14:54.000000+00:00\", \"2020-01-01 19:01:35.000000+00:00\", \"2019-06-04 08:39:36.000000+00:00\"], \"session_ids\": [\"ef82e31d-8cd5-49ec-9d67-e05599cd352a\", \"6d6d8b5d-725b-46d0-b230-0940f32ce091\", \"e2310859-07d3-438a-864c-5ac6d2e7081f\", \"3bbe05a7-8548-4b53-b8ff-0f76ded688db\", \"48cf5bd6-d8d8-47a7-bac0-d9c683a407a6\", \"aee50c7b-6f70-413c-89c4-78a9afbeb979\", \"c7155982-944f-407e-a8a1-fd4d4204c703\"], \"total_duration\": 8402.0, \"total_sessions\": 7, \"mean_week_duration\": 44.691}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_duration" }, { "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[{\"83168\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-03-30 05:05:15.000000+00:00\", \"2022-02-08 16:59:53.000000+00:00\"], \"session_ids\": [\"6e082900-8dcc-4b99-ab72-b3393d811563\", \"1f3e25e6-1a70-4144-9d38-637a1b4739d2\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.533}}, {\"92913\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-14 09:01:28.000000+00:00\", \"2020-06-06 16:49:25.000000+00:00\"], \"session_ids\": [\"bf112a5d-3d7a-4319-a700-1b54e91219a0\", \"d2f1413f-e67a-4dc6-aa9f-241ce9d8d6d1\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 1.403}}, {\"11973\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-17 11:09:44.000000+00:00\", \"2023-02-20 07:32:04.000000+00:00\"], \"session_ids\": [\"6ee88f6c-71bc-4352-a49c-d287e8166e5f\", \"70dcae9d-f395-4898-9f00-132710c32901\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 0.654}}, {\"71394\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-04-30 06:21:45.000000+00:00\", \"2019-06-14 07:25:55.000000+00:00\"], \"session_ids\": [\"e130b3c1-225c-49f7-8e1c-54d556fefb27\", \"4cb4b69f-454e-462e-bcde-89c363486aac\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 3.63}}, {\"64355\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-02-13 19:30:31.000000+00:00\", \"2023-04-25 01:47:42.000000+00:00\"], \"session_ids\": [\"36e39d17-7956-4cd3-ad83-152c9443451a\", \"fb6c25b3-d036-40e1-87ae-12f65de82e06\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 3.032}}, {\"12922\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-02 10:59:15.000000+00:00\", \"2020-06-21 12:12:24.000000+00:00\"], \"session_ids\": [\"54025211-e236-448f-a1fd-7736e0ecc330\", \"923b116c-ddd9-467e-9fb2-78e47dd7f8f4\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 3.406}}, {\"63794\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-12-24 20:39:22.000000+00:00\", \"2019-09-30 21:57:25.000000+00:00\", \"2021-08-08 18:51:45.000000+00:00\", \"2021-04-18 03:21:34.000000+00:00\", \"2023-02-17 07:21:37.000000+00:00\", \"2023-02-23 01:38:54.000000+00:00\", \"2021-02-07 13:22:54.000000+00:00\"], \"session_ids\": [\"c3bfc5fa-3d7f-4f67-b66f-1425ccc56769\", \"2007f3cf-94b0-4374-87f1-90079c40eb0b\", \"a4e02487-cfdf-4de8-874c-2229d9138be2\", \"25b8eaca-e69d-4457-96f7-4d1e63bbe0c4\", \"1d37fadb-6828-412b-9464-30bcc70d59f1\", \"048a4abe-240e-4ca5-b158-bbae4ced70a8\", \"b7f4a25e-d888-4274-a3d5-aa0b50f11243\"], \"total_duration\": 1090.0, \"total_sessions\": 7, \"mean_week_duration\": 6.124}}, {\"47410\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-07-18 21:42:04.000000+00:00\", \"2022-02-24 14:24:00.000000+00:00\", \"2019-08-26 01:56:57.000000+00:00\", \"2021-09-01 22:23:08.000000+00:00\", \"2021-02-22 10:54:22.000000+00:00\", \"2019-01-12 00:01:44.000000+00:00\", \"2019-01-27 05:05:26.000000+00:00\"], \"session_ids\": [\"0e914d76-a83d-4c0d-aadb-aa5d70412098\", \"8058ccdf-b6ae-4629-8eb4-a0e921b22860\", \"6f08495a-f4cf-466c-82f6-58e7aab277df\", \"d1e6ec7a-a107-42d3-a4d5-4c4c64fa37b8\", \"51d339b3-5270-4958-ba64-67713d402439\", \"21bcf72b-c062-4ed5-9d90-4fdc84954537\", \"ee43bdcc-2954-41d8-af08-1a941c007253\"], \"total_duration\": 1385.0, \"total_sessions\": 7, \"mean_week_duration\": 8.497}}, {\"45709\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-07 17:26:27.000000+00:00\", \"2022-12-11 06:33:01.000000+00:00\", \"2020-04-25 19:05:58.000000+00:00\", \"2022-10-31 02:00:50.000000+00:00\", \"2019-05-05 16:14:54.000000+00:00\", \"2020-01-01 19:01:35.000000+00:00\", \"2019-06-04 08:39:36.000000+00:00\"], \"session_ids\": [\"ef82e31d-8cd5-49ec-9d67-e05599cd352a\", \"6d6d8b5d-725b-46d0-b230-0940f32ce091\", \"e2310859-07d3-438a-864c-5ac6d2e7081f\", \"3bbe05a7-8548-4b53-b8ff-0f76ded688db\", \"48cf5bd6-d8d8-47a7-bac0-d9c683a407a6\", \"aee50c7b-6f70-413c-89c4-78a9afbeb979\", \"c7155982-944f-407e-a8a1-fd4d4204c703\"], \"total_duration\": 8402.0, \"total_sessions\": 7, \"mean_week_duration\": 44.691}}, {\"41474\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-09-15 14:40:47.000000+00:00\", \"2020-07-31 04:38:15.000000+00:00\", \"2020-04-15 07:43:52.000000+00:00\", \"2023-06-04 16:38:31.000000+00:00\", \"2022-05-31 01:48:31.000000+00:00\", \"2021-12-17 23:18:10.000000+00:00\", \"2023-01-21 07:04:54.000000+00:00\", \"2019-05-06 22:29:12.000000+00:00\", \"2022-03-03 01:46:16.000000+00:00\", \"2019-12-11 23:39:03.000000+00:00\", \"2019-09-23 20:39:01.000000+00:00\"], \"session_ids\": [\"631ce040-5c22-4e2f-9e81-dd97474e377c\", \"204358e1-9c64-4852-90d5-2676d3977cc4\", \"31ffb031-ed53-457c-bb6e-46d110b8ef40\", \"e5a3449b-30aa-4c44-8a9f-221b27fb2a8a\", \"7b1f5918-1e4c-46ff-ad82-c7bd5e1fc9bc\", \"cfc6c323-a55b-4f8c-b627-dc5aad80c15f\", \"8982d323-ea4a-4f2b-9001-11b8044f7dbd\", \"f1b68ea2-878c-4f50-a937-58323a13b6ff\", \"bafde629-7900-4c9b-aac6-05d73ad91b69\", \"f81c82c0-416d-4798-a6e8-5bad644fbddb\", \"50fb5ede-5c27-4315-8656-6c325fee5c9a\"], \"total_duration\": 13055.0, \"total_sessions\": 11, \"mean_week_duration\": 61.291}}]\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[{\"83168\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-03-30 05:05:15.000000+00:00\", \"2022-02-08 16:59:53.000000+00:00\"], \"session_ids\": [\"6e082900-8dcc-4b99-ab72-b3393d811563\", \"1f3e25e6-1a70-4144-9d38-637a1b4739d2\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.533}}]\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[{\"83168\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-03-30 05:05:15.000000+00:00\", \"2022-02-08 16:59:53.000000+00:00\"], \"session_ids\": [\"6e082900-8dcc-4b99-ab72-b3393d811563\", \"1f3e25e6-1a70-4144-9d38-637a1b4739d2\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.533}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show 6 users to me who have the biggest value of mean week duration as well as implement sorting by town name from the smallest to the largest." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"40210\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-09-16 17:02:54.000000+00:00\", \"2019-04-07 03:01:55.000000+00:00\"], \"session_ids\": [\"ce70da36-55a6-44a0-bf2c-5c281d07f942\", \"d3f664ba-8edc-4554-a115-cd6da7ad9722\"], \"total_duration\": 288.0, \"total_sessions\": 2, \"mean_week_duration\": 1.6}, \"2072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 6}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-18 12:33:39.000000+00:00\", \"2021-01-09 16:28:23.000000+00:00\"], \"session_ids\": [\"a977c2ec-4860-42ce-aaab-748cebada852\", \"d7b7fe51-c690-4fb3-a31d-d48da26b2f0c\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 3.917}, \"60387\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-05-14 00:06:33.000000+00:00\", \"2022-05-02 09:59:48.000000+00:00\"], \"session_ids\": [\"bacc612d-9d02-4229-9b4e-266264c8ee9c\", \"4fcf357d-a662-4bc0-a1fa-2e7c20af11a9\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.361}, \"42609\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-09 15:02:14.000000+00:00\", \"2019-06-20 21:09:07.000000+00:00\", \"2022-09-15 11:21:36.000000+00:00\", \"2022-10-11 02:03:02.000000+00:00\"], \"session_ids\": [\"b7ba9ca4-f9f7-484c-ae72-73d5b1f289f3\", \"ef5a3e8e-1f99-4191-bd2b-28e64a38447a\", \"ec4c752b-9a23-4e28-aedd-96a8aeee3a95\", \"d59a0d58-b43e-4176-847a-cdbb132af038\"], \"total_duration\": 1974.0, \"total_sessions\": 4, \"mean_week_duration\": 11.41}, \"57139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-28 01:43:00.000000+00:00\", \"2019-01-29 06:14:54.000000+00:00\", \"2021-06-28 00:27:18.000000+00:00\", \"2020-10-07 21:09:27.000000+00:00\"], \"session_ids\": [\"5403732c-e509-4f8f-ba8e-f8679daab666\", \"c4fc45c1-7d82-436e-9c69-3158dd7c52f9\", \"be0652da-6251-4e2d-90f2-b100609cbb50\", \"022aa107-f24d-4aa2-aea4-cb42fa46834e\"], \"total_duration\": 490.0, \"total_sessions\": 4, \"mean_week_duration\": 3.121}, \"20744\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-25 02:34:55.000000+00:00\", \"2020-09-10 18:24:39.000000+00:00\"], \"session_ids\": [\"61cb3f60-b6ac-4259-a310-2d1f497a0e4a\", \"2c8d335b-4b2e-481c-b9ba-ad301c4f1eb1\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 24.6}, \"52188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-08-10 03:35:50.000000+00:00\", \"2021-11-22 00:43:57.000000+00:00\"], \"session_ids\": [\"2d164e6f-ebb8-48db-b7ca-2fe4da379360\", \"87a7fa8a-b8ed-42c9-8752-79bb92322036\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 3.308}, \"5400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-10 11:10:41.000000+00:00\", \"2022-05-08 15:14:48.000000+00:00\"], \"session_ids\": [\"a07b9ee1-7b42-4bb7-b510-893536245c0f\", \"01373ead-edde-45c9-81ae-d1d3ef97d1d0\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.519}, \"33957\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-21 14:36:20.000000+00:00\", \"2022-12-01 08:28:55.000000+00:00\", \"2020-05-10 10:18:03.000000+00:00\", \"2019-11-16 16:02:53.000000+00:00\"], \"session_ids\": [\"d8461c35-e16e-4d46-b40b-fd8da2fc7a75\", \"56f96313-5185-4ff3-82ae-80b72637538f\", \"b69d5882-6637-4826-9154-039d63b865c1\", \"cc043738-d595-4f44-b166-2157df4bffe8\"], \"total_duration\": 222.0, \"total_sessions\": 4, \"mean_week_duration\": 1.396}, \"43135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-02-13 04:46:40.000000+00:00\", \"2019-06-25 12:38:05.000000+00:00\", \"2020-12-13 19:54:36.000000+00:00\"], \"session_ids\": [\"eef5a87d-c7c8-453c-a712-93c74b36e8b4\", \"73c90039-8504-4127-90c9-d9a168d6a038\", \"e4a1d86e-da06-42fa-8591-fe9a7e5e6706\"], \"total_duration\": 248.0, \"total_sessions\": 3, \"mean_week_duration\": 1.305}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the highest 6 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 6}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"20744\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-25 02:34:55.000000+00:00\", \"2020-09-10 18:24:39.000000+00:00\"], \"session_ids\": [\"61cb3f60-b6ac-4259-a310-2d1f497a0e4a\", \"2c8d335b-4b2e-481c-b9ba-ad301c4f1eb1\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 24.6}}, {\"42609\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-09 15:02:14.000000+00:00\", \"2019-06-20 21:09:07.000000+00:00\", \"2022-09-15 11:21:36.000000+00:00\", \"2022-10-11 02:03:02.000000+00:00\"], \"session_ids\": [\"b7ba9ca4-f9f7-484c-ae72-73d5b1f289f3\", \"ef5a3e8e-1f99-4191-bd2b-28e64a38447a\", \"ec4c752b-9a23-4e28-aedd-96a8aeee3a95\", \"d59a0d58-b43e-4176-847a-cdbb132af038\"], \"total_duration\": 1974.0, \"total_sessions\": 4, \"mean_week_duration\": 11.41}}, {\"2072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 6}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-18 12:33:39.000000+00:00\", \"2021-01-09 16:28:23.000000+00:00\"], \"session_ids\": [\"a977c2ec-4860-42ce-aaab-748cebada852\", \"d7b7fe51-c690-4fb3-a31d-d48da26b2f0c\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 3.917}}, {\"52188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-08-10 03:35:50.000000+00:00\", \"2021-11-22 00:43:57.000000+00:00\"], \"session_ids\": [\"2d164e6f-ebb8-48db-b7ca-2fe4da379360\", \"87a7fa8a-b8ed-42c9-8752-79bb92322036\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 3.308}}, {\"57139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-28 01:43:00.000000+00:00\", \"2019-01-29 06:14:54.000000+00:00\", \"2021-06-28 00:27:18.000000+00:00\", \"2020-10-07 21:09:27.000000+00:00\"], \"session_ids\": [\"5403732c-e509-4f8f-ba8e-f8679daab666\", \"c4fc45c1-7d82-436e-9c69-3158dd7c52f9\", \"be0652da-6251-4e2d-90f2-b100609cbb50\", \"022aa107-f24d-4aa2-aea4-cb42fa46834e\"], \"total_duration\": 490.0, \"total_sessions\": 4, \"mean_week_duration\": 3.121}}, {\"5400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-10 11:10:41.000000+00:00\", \"2022-05-08 15:14:48.000000+00:00\"], \"session_ids\": [\"a07b9ee1-7b42-4bb7-b510-893536245c0f\", \"01373ead-edde-45c9-81ae-d1d3ef97d1d0\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.519}}]\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[{\"42609\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-09 15:02:14.000000+00:00\", \"2019-06-20 21:09:07.000000+00:00\", \"2022-09-15 11:21:36.000000+00:00\", \"2022-10-11 02:03:02.000000+00:00\"], \"session_ids\": [\"b7ba9ca4-f9f7-484c-ae72-73d5b1f289f3\", \"ef5a3e8e-1f99-4191-bd2b-28e64a38447a\", \"ec4c752b-9a23-4e28-aedd-96a8aeee3a95\", \"d59a0d58-b43e-4176-847a-cdbb132af038\"], \"total_duration\": 1974.0, \"total_sessions\": 4, \"mean_week_duration\": 11.41}}, {\"57139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-28 01:43:00.000000+00:00\", \"2019-01-29 06:14:54.000000+00:00\", \"2021-06-28 00:27:18.000000+00:00\", \"2020-10-07 21:09:27.000000+00:00\"], \"session_ids\": [\"5403732c-e509-4f8f-ba8e-f8679daab666\", \"c4fc45c1-7d82-436e-9c69-3158dd7c52f9\", \"be0652da-6251-4e2d-90f2-b100609cbb50\", \"022aa107-f24d-4aa2-aea4-cb42fa46834e\"], \"total_duration\": 490.0, \"total_sessions\": 4, \"mean_week_duration\": 3.121}}, {\"52188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-08-10 03:35:50.000000+00:00\", \"2021-11-22 00:43:57.000000+00:00\"], \"session_ids\": [\"2d164e6f-ebb8-48db-b7ca-2fe4da379360\", \"87a7fa8a-b8ed-42c9-8752-79bb92322036\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 3.308}}, {\"5400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-10 11:10:41.000000+00:00\", \"2022-05-08 15:14:48.000000+00:00\"], \"session_ids\": [\"a07b9ee1-7b42-4bb7-b510-893536245c0f\", \"01373ead-edde-45c9-81ae-d1d3ef97d1d0\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.519}}, {\"20744\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-25 02:34:55.000000+00:00\", \"2020-09-10 18:24:39.000000+00:00\"], \"session_ids\": [\"61cb3f60-b6ac-4259-a310-2d1f497a0e4a\", \"2c8d335b-4b2e-481c-b9ba-ad301c4f1eb1\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 24.6}}, {\"2072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 6}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-18 12:33:39.000000+00:00\", \"2021-01-09 16:28:23.000000+00:00\"], \"session_ids\": [\"a977c2ec-4860-42ce-aaab-748cebada852\", \"d7b7fe51-c690-4fb3-a31d-d48da26b2f0c\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 3.917}}]\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[{\"42609\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-09 15:02:14.000000+00:00\", \"2019-06-20 21:09:07.000000+00:00\", \"2022-09-15 11:21:36.000000+00:00\", \"2022-10-11 02:03:02.000000+00:00\"], \"session_ids\": [\"b7ba9ca4-f9f7-484c-ae72-73d5b1f289f3\", \"ef5a3e8e-1f99-4191-bd2b-28e64a38447a\", \"ec4c752b-9a23-4e28-aedd-96a8aeee3a95\", \"d59a0d58-b43e-4176-847a-cdbb132af038\"], \"total_duration\": 1974.0, \"total_sessions\": 4, \"mean_week_duration\": 11.41}}, {\"57139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-28 01:43:00.000000+00:00\", \"2019-01-29 06:14:54.000000+00:00\", \"2021-06-28 00:27:18.000000+00:00\", \"2020-10-07 21:09:27.000000+00:00\"], \"session_ids\": [\"5403732c-e509-4f8f-ba8e-f8679daab666\", \"c4fc45c1-7d82-436e-9c69-3158dd7c52f9\", \"be0652da-6251-4e2d-90f2-b100609cbb50\", \"022aa107-f24d-4aa2-aea4-cb42fa46834e\"], \"total_duration\": 490.0, \"total_sessions\": 4, \"mean_week_duration\": 3.121}}, {\"52188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-08-10 03:35:50.000000+00:00\", \"2021-11-22 00:43:57.000000+00:00\"], \"session_ids\": [\"2d164e6f-ebb8-48db-b7ca-2fe4da379360\", \"87a7fa8a-b8ed-42c9-8752-79bb92322036\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 3.308}}, {\"5400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-10 11:10:41.000000+00:00\", \"2022-05-08 15:14:48.000000+00:00\"], \"session_ids\": [\"a07b9ee1-7b42-4bb7-b510-893536245c0f\", \"01373ead-edde-45c9-81ae-d1d3ef97d1d0\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.519}}, {\"20744\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-25 02:34:55.000000+00:00\", \"2020-09-10 18:24:39.000000+00:00\"], \"session_ids\": [\"61cb3f60-b6ac-4259-a310-2d1f497a0e4a\", \"2c8d335b-4b2e-481c-b9ba-ad301c4f1eb1\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 24.6}}, {\"2072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 6}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-18 12:33:39.000000+00:00\", \"2021-01-09 16:28:23.000000+00:00\"], \"session_ids\": [\"a977c2ec-4860-42ce-aaab-748cebada852\", \"d7b7fe51-c690-4fb3-a31d-d48da26b2f0c\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 3.917}}]\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[{\"42609\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-09 15:02:14.000000+00:00\", \"2019-06-20 21:09:07.000000+00:00\", \"2022-09-15 11:21:36.000000+00:00\", \"2022-10-11 02:03:02.000000+00:00\"], \"session_ids\": [\"b7ba9ca4-f9f7-484c-ae72-73d5b1f289f3\", \"ef5a3e8e-1f99-4191-bd2b-28e64a38447a\", \"ec4c752b-9a23-4e28-aedd-96a8aeee3a95\", \"d59a0d58-b43e-4176-847a-cdbb132af038\"], \"total_duration\": 1974.0, \"total_sessions\": 4, \"mean_week_duration\": 11.41}}, {\"57139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-28 01:43:00.000000+00:00\", \"2019-01-29 06:14:54.000000+00:00\", \"2021-06-28 00:27:18.000000+00:00\", \"2020-10-07 21:09:27.000000+00:00\"], \"session_ids\": [\"5403732c-e509-4f8f-ba8e-f8679daab666\", \"c4fc45c1-7d82-436e-9c69-3158dd7c52f9\", \"be0652da-6251-4e2d-90f2-b100609cbb50\", \"022aa107-f24d-4aa2-aea4-cb42fa46834e\"], \"total_duration\": 490.0, \"total_sessions\": 4, \"mean_week_duration\": 3.121}}, {\"52188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-08-10 03:35:50.000000+00:00\", \"2021-11-22 00:43:57.000000+00:00\"], \"session_ids\": [\"2d164e6f-ebb8-48db-b7ca-2fe4da379360\", \"87a7fa8a-b8ed-42c9-8752-79bb92322036\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 3.308}}, {\"5400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-10 11:10:41.000000+00:00\", \"2022-05-08 15:14:48.000000+00:00\"], \"session_ids\": [\"a07b9ee1-7b42-4bb7-b510-893536245c0f\", \"01373ead-edde-45c9-81ae-d1d3ef97d1d0\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.519}}, {\"20744\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-25 02:34:55.000000+00:00\", \"2020-09-10 18:24:39.000000+00:00\"], \"session_ids\": [\"61cb3f60-b6ac-4259-a310-2d1f497a0e4a\", \"2c8d335b-4b2e-481c-b9ba-ad301c4f1eb1\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 24.6}}, {\"2072\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 6}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-18 12:33:39.000000+00:00\", \"2021-01-09 16:28:23.000000+00:00\"], \"session_ids\": [\"a977c2ec-4860-42ce-aaab-748cebada852\", \"d7b7fe51-c690-4fb3-a31d-d48da26b2f0c\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 3.917}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into user who has time in app smaller than 222 , execute sorting by app usage time 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{\"14009\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-04-08 11:59:37.000000+00:00\", \"2022-02-21 15:40:11.000000+00:00\"], \"session_ids\": [\"638ffcbe-821d-4112-9af0-2035c8192301\", \"10096603-9ba2-4261-b518-6c6b88bb3e79\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 4.13}, \"92531\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-23 02:47:54.000000+00:00\", \"2019-05-04 10:56:59.000000+00:00\"], \"session_ids\": [\"588931a5-e159-4825-a918-8224c16def6f\", \"d791e1df-48a6-4f66-b5a0-e24b127caa73\"], \"total_duration\": 229.0, \"total_sessions\": 2, \"mean_week_duration\": 1.558}, \"29894\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2023-02-07 13:06:33.000000+00:00\", \"2019-09-22 04:58:37.000000+00:00\", \"2019-08-12 21:20:24.000000+00:00\", \"2021-04-29 05:51:20.000000+00:00\", \"2023-01-13 03:31:59.000000+00:00\", \"2019-03-31 01:02:13.000000+00:00\", \"2020-12-29 08:07:11.000000+00:00\", \"2021-02-27 13:13:27.000000+00:00\", \"2021-06-11 04:57:16.000000+00:00\"], \"session_ids\": [\"bc734405-1971-41e4-83eb-c71c142b6add\", \"8b428494-f039-48d1-a7f8-3e9c726f24f6\", \"8ed96a0e-650e-4a45-86c8-00bd18ddf708\", \"c8313fe6-0774-46bd-aa04-3e1d60c286be\", \"8d9ce5df-fcc9-4d4a-a23c-b860de844fb8\", \"a3aae128-da62-4f5b-b35a-d999d90108ca\", \"21ee47a3-abee-4472-bfcd-1eed9a9aaaa8\", \"6f26ba9e-f884-4672-8f36-dd67003ac3b3\", \"5a0db2f1-6084-41fd-9f46-f71d73d84eb9\"], \"total_duration\": 3210.0, \"total_sessions\": 9, \"mean_week_duration\": 15.891}, \"40966\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-12 15:10:07.000000+00:00\", \"2021-09-16 21:47:32.000000+00:00\"], \"session_ids\": [\"4dd46574-8b6e-4553-840d-1f5115e3f980\", \"0947a5ab-0dd7-44c1-9e70-fcb129800013\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 4.7}, \"47725\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-04 17:33:59.000000+00:00\", \"2021-01-09 12:46:02.000000+00:00\", \"2022-06-23 10:48:29.000000+00:00\", \"2021-12-07 19:16:52.000000+00:00\", \"2023-01-03 06:23:00.000000+00:00\", \"2021-06-05 17:15:46.000000+00:00\", \"2019-12-04 01:17:35.000000+00:00\", \"2019-11-28 07:30:41.000000+00:00\"], \"session_ids\": [\"b9427c0b-bb5d-42d0-a0a5-ada0070bb394\", \"9f8c9d98-de2d-4181-a641-4b4f062e4737\", \"12f6f4ed-0bca-448e-862a-78c6739b5fc1\", \"3a02a012-29ba-4ed7-9542-138b260fcec8\", \"15598ce0-6199-48a3-8176-624ae9ac8dfa\", \"466995b8-a4ec-41d2-867f-4b7979e0a3ec\", \"0f681ecd-cf7a-43bf-b08d-3b4847a22b25\", \"fad9233e-1fe9-4ad9-83da-197ec37c9bda\"], \"total_duration\": 16136.0, \"total_sessions\": 8, \"mean_week_duration\": 84.042}, \"75778\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-02-19 04:29:26.000000+00:00\", \"2020-04-09 05:16:39.000000+00:00\"], \"session_ids\": [\"97c0527f-e602-410a-9212-db0587317335\", \"8c5fb683-8a71-40c9-b94a-5f98db1be4b4\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 45.875}, \"82101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-15 13:37:16.000000+00:00\", \"2019-02-02 22:05:16.000000+00:00\", \"2020-04-19 05:18:17.000000+00:00\", \"2023-06-02 01:09:45.000000+00:00\"], \"session_ids\": [\"4b8ff549-bba3-43a8-90e3-65fb4dc87f7f\", \"38d7e814-974f-4283-8d7a-1641dec2bd70\", \"58c4ecfa-e344-4753-a3f9-797091718567\", \"b3f2ce2e-1341-4ec4-b212-6d949496eab2\"], \"total_duration\": 301.0, \"total_sessions\": 4, \"mean_week_duration\": 1.332}, \"83829\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-01 16:02:19.000000+00:00\", \"2019-09-16 21:35:23.000000+00:00\", \"2022-02-23 04:41:27.000000+00:00\"], \"session_ids\": [\"7e9b17c4-4629-4bda-b2f4-98b00533bb0f\", \"e7b28f3b-7764-463a-a234-da57a9b205d1\", \"3610fbec-f672-4151-8072-f53d12eef296\"], \"total_duration\": 67.0, \"total_sessions\": 3, \"mean_week_duration\": 0.523}, \"36876\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-20 09:14:46.000000+00:00\", \"2023-03-14 09:33:37.000000+00:00\"], \"session_ids\": [\"bdaa21b8-283d-4e08-acaa-ff9483ffc674\", \"12fe2ed4-8354-4497-90a2-91d17af71629\"], \"total_duration\": 389.0, \"total_sessions\": 2, \"mean_week_duration\": 2.903}, \"13533\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-26 13:05:31.000000+00:00\", \"2019-04-24 12:40:37.000000+00:00\"], \"session_ids\": [\"bf5517f6-5fde-462a-a295-be3c94a80c82\", \"51c1d82f-1e9a-462a-9128-7de93ce70fc4\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.213}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or less than 222" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[222, 3003]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"14009\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-04-08 11:59:37.000000+00:00\", \"2022-02-21 15:40:11.000000+00:00\"], \"session_ids\": [\"638ffcbe-821d-4112-9af0-2035c8192301\", \"10096603-9ba2-4261-b518-6c6b88bb3e79\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 4.13}, \"40966\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-12 15:10:07.000000+00:00\", \"2021-09-16 21:47:32.000000+00:00\"], \"session_ids\": [\"4dd46574-8b6e-4553-840d-1f5115e3f980\", \"0947a5ab-0dd7-44c1-9e70-fcb129800013\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 4.7}, \"83829\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-01 16:02:19.000000+00:00\", \"2019-09-16 21:35:23.000000+00:00\", \"2022-02-23 04:41:27.000000+00:00\"], \"session_ids\": [\"7e9b17c4-4629-4bda-b2f4-98b00533bb0f\", \"e7b28f3b-7764-463a-a234-da57a9b205d1\", \"3610fbec-f672-4151-8072-f53d12eef296\"], \"total_duration\": 67.0, \"total_sessions\": 3, \"mean_week_duration\": 0.523}, \"13533\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-26 13:05:31.000000+00:00\", \"2019-04-24 12:40:37.000000+00:00\"], \"session_ids\": [\"bf5517f6-5fde-462a-a295-be3c94a80c82\", \"51c1d82f-1e9a-462a-9128-7de93ce70fc4\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.213}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_duration attribute." }, { "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[{\"14009\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-04-08 11:59:37.000000+00:00\", \"2022-02-21 15:40:11.000000+00:00\"], \"session_ids\": [\"638ffcbe-821d-4112-9af0-2035c8192301\", \"10096603-9ba2-4261-b518-6c6b88bb3e79\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 4.13}}, {\"40966\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-12 15:10:07.000000+00:00\", \"2021-09-16 21:47:32.000000+00:00\"], \"session_ids\": [\"4dd46574-8b6e-4553-840d-1f5115e3f980\", \"0947a5ab-0dd7-44c1-9e70-fcb129800013\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 4.7}}, {\"83829\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-04-01 16:02:19.000000+00:00\", \"2019-09-16 21:35:23.000000+00:00\", \"2022-02-23 04:41:27.000000+00:00\"], \"session_ids\": [\"7e9b17c4-4629-4bda-b2f4-98b00533bb0f\", \"e7b28f3b-7764-463a-a234-da57a9b205d1\", \"3610fbec-f672-4151-8072-f53d12eef296\"], \"total_duration\": 67.0, \"total_sessions\": 3, \"mean_week_duration\": 0.523}}, {\"13533\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-26 13:05:31.000000+00:00\", \"2019-04-24 12:40:37.000000+00:00\"], \"session_ids\": [\"bf5517f6-5fde-462a-a295-be3c94a80c82\", \"51c1d82f-1e9a-462a-9128-7de93ce70fc4\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.213}}]\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[{\"14009\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-04-08 11:59:37.000000+00:00\", \"2022-02-21 15:40:11.000000+00:00\"], \"session_ids\": [\"638ffcbe-821d-4112-9af0-2035c8192301\", \"10096603-9ba2-4261-b518-6c6b88bb3e79\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 4.13}}]\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[{\"14009\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-04-08 11:59:37.000000+00:00\", \"2022-02-21 15:40:11.000000+00:00\"], \"session_ids\": [\"638ffcbe-821d-4112-9af0-2035c8192301\", \"10096603-9ba2-4261-b518-6c6b88bb3e79\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 4.13}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding 8 users who have total_duration strictly bigger than 4439 and smaller than 915 also implement sorting by total sessoins count from the largest to the smallest + display me only 4 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83941\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-05-05 19:13:55.000000+00:00\", \"2021-04-28 14:19:29.000000+00:00\"], \"session_ids\": [\"4fa227b7-3bed-4d61-abaa-2239eb2ad8ad\", \"e1bcf2a1-6154-4f08-af9b-f37ba468caea\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 1.202}, \"38089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-22 12:56:49.000000+00:00\", \"2020-02-08 10:36:06.000000+00:00\"], \"session_ids\": [\"664a96d7-63c2-45d7-8f80-ed7a5debfcb9\", \"f7ff3e5c-122e-44ef-a829-3553a86797ee\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 8.763}, \"14396\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-03-08 01:09:38.000000+00:00\", \"2021-02-06 12:19:09.000000+00:00\"], \"session_ids\": [\"81ae7829-18ed-43cb-9077-76ee303b8eab\", \"2e7ff295-5158-45d9-a7e7-7d2380ca7015\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 1.228}, \"30852\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-02-01 00:49:50.000000+00:00\", \"2019-08-02 17:43:20.000000+00:00\"], \"session_ids\": [\"1482244f-9b83-45b6-ac92-2c49e733361f\", \"aac64af1-fbb9-4ddb-9dbc-891a95c678cf\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 2.165}, \"14783\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-26 09:47:13.000000+00:00\", \"2021-01-23 15:49:40.000000+00:00\", \"2020-04-08 04:17:24.000000+00:00\"], \"session_ids\": [\"a6b5b43a-d986-406d-a398-2ea0b4b9ef8e\", \"0b56ad6b-63f4-4376-954b-ed3b9a2522cb\", \"540760a8-1e02-429a-959c-3d95caa09318\"], \"total_duration\": 794.0, \"total_sessions\": 3, \"mean_week_duration\": 6.352}, \"48359\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-06-23 03:54:52.000000+00:00\", \"2020-01-15 10:50:24.000000+00:00\"], \"session_ids\": [\"5ab59d6c-d3d9-4b1c-925a-a05cf8d9e144\", \"d84e9d95-6626-4462-add0-df2b86ba326e\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 5.307}, \"60336\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-11-12 23:04:13.000000+00:00\", \"2021-06-09 07:02:10.000000+00:00\", \"2019-11-14 15:24:35.000000+00:00\", \"2023-04-05 19:18:59.000000+00:00\"], \"session_ids\": [\"ddda8ab8-b048-45e7-9935-b41c34c2c15f\", \"875526ef-bd3f-4617-842b-13aa43e819ef\", \"cd664d8d-00c3-47ea-909c-0cb36cb7b4d2\", \"e113fc43-b05c-4a65-bd68-61d5593a4f49\"], \"total_duration\": 46.0, \"total_sessions\": 4, \"mean_week_duration\": 0.26}, \"42934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-17 03:07:59.000000+00:00\", \"2022-08-08 12:10:16.000000+00:00\"], \"session_ids\": [\"63962a0c-f013-4090-bcb5-0b7a11cec1d1\", \"f0d9fcbf-4291-43c5-8b47-3186a928a058\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.797}, \"76554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-23 17:55:58.000000+00:00\", \"2020-10-09 05:15:21.000000+00:00\"], \"session_ids\": [\"e05d7046-b37d-4182-a341-37e2076cbf4e\", \"5d6dc1b1-f4a6-41ac-93f6-063a4180d6c3\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 18.429}, \"80356\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-12 20:21:52.000000+00:00\", \"2020-04-04 11:51:06.000000+00:00\"], \"session_ids\": [\"dd51dddf-01bb-49a6-80b0-fe4b804a3d10\", \"f724991f-0d3e-42da-851c-35b2dbc277a9\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.44}}\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 915 and are greater than 4439" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[915, 4439]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83941\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-05-05 19:13:55.000000+00:00\", \"2021-04-28 14:19:29.000000+00:00\"], \"session_ids\": [\"4fa227b7-3bed-4d61-abaa-2239eb2ad8ad\", \"e1bcf2a1-6154-4f08-af9b-f37ba468caea\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 1.202}, \"38089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-22 12:56:49.000000+00:00\", \"2020-02-08 10:36:06.000000+00:00\"], \"session_ids\": [\"664a96d7-63c2-45d7-8f80-ed7a5debfcb9\", \"f7ff3e5c-122e-44ef-a829-3553a86797ee\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 8.763}, \"14396\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-03-08 01:09:38.000000+00:00\", \"2021-02-06 12:19:09.000000+00:00\"], \"session_ids\": [\"81ae7829-18ed-43cb-9077-76ee303b8eab\", \"2e7ff295-5158-45d9-a7e7-7d2380ca7015\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 1.228}, \"30852\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-02-01 00:49:50.000000+00:00\", \"2019-08-02 17:43:20.000000+00:00\"], \"session_ids\": [\"1482244f-9b83-45b6-ac92-2c49e733361f\", \"aac64af1-fbb9-4ddb-9dbc-891a95c678cf\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 2.165}, \"14783\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-26 09:47:13.000000+00:00\", \"2021-01-23 15:49:40.000000+00:00\", \"2020-04-08 04:17:24.000000+00:00\"], \"session_ids\": [\"a6b5b43a-d986-406d-a398-2ea0b4b9ef8e\", \"0b56ad6b-63f4-4376-954b-ed3b9a2522cb\", \"540760a8-1e02-429a-959c-3d95caa09318\"], \"total_duration\": 794.0, \"total_sessions\": 3, \"mean_week_duration\": 6.352}, \"48359\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-06-23 03:54:52.000000+00:00\", \"2020-01-15 10:50:24.000000+00:00\"], \"session_ids\": [\"5ab59d6c-d3d9-4b1c-925a-a05cf8d9e144\", \"d84e9d95-6626-4462-add0-df2b86ba326e\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 5.307}, \"60336\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-11-12 23:04:13.000000+00:00\", \"2021-06-09 07:02:10.000000+00:00\", \"2019-11-14 15:24:35.000000+00:00\", \"2023-04-05 19:18:59.000000+00:00\"], \"session_ids\": [\"ddda8ab8-b048-45e7-9935-b41c34c2c15f\", \"875526ef-bd3f-4617-842b-13aa43e819ef\", \"cd664d8d-00c3-47ea-909c-0cb36cb7b4d2\", \"e113fc43-b05c-4a65-bd68-61d5593a4f49\"], \"total_duration\": 46.0, \"total_sessions\": 4, \"mean_week_duration\": 0.26}, \"42934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-17 03:07:59.000000+00:00\", \"2022-08-08 12:10:16.000000+00:00\"], \"session_ids\": [\"63962a0c-f013-4090-bcb5-0b7a11cec1d1\", \"f0d9fcbf-4291-43c5-8b47-3186a928a058\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.797}, \"76554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-23 17:55:58.000000+00:00\", \"2020-10-09 05:15:21.000000+00:00\"], \"session_ids\": [\"e05d7046-b37d-4182-a341-37e2076cbf4e\", \"5d6dc1b1-f4a6-41ac-93f6-063a4180d6c3\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 18.429}, \"80356\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-12 20:21:52.000000+00:00\", \"2020-04-04 11:51:06.000000+00:00\"], \"session_ids\": [\"dd51dddf-01bb-49a6-80b0-fe4b804a3d10\", \"f724991f-0d3e-42da-851c-35b2dbc277a9\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.44}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"60336\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-11-12 23:04:13.000000+00:00\", \"2021-06-09 07:02:10.000000+00:00\", \"2019-11-14 15:24:35.000000+00:00\", \"2023-04-05 19:18:59.000000+00:00\"], \"session_ids\": [\"ddda8ab8-b048-45e7-9935-b41c34c2c15f\", \"875526ef-bd3f-4617-842b-13aa43e819ef\", \"cd664d8d-00c3-47ea-909c-0cb36cb7b4d2\", \"e113fc43-b05c-4a65-bd68-61d5593a4f49\"], \"total_duration\": 46.0, \"total_sessions\": 4, \"mean_week_duration\": 0.26}}, {\"14783\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-26 09:47:13.000000+00:00\", \"2021-01-23 15:49:40.000000+00:00\", \"2020-04-08 04:17:24.000000+00:00\"], \"session_ids\": [\"a6b5b43a-d986-406d-a398-2ea0b4b9ef8e\", \"0b56ad6b-63f4-4376-954b-ed3b9a2522cb\", \"540760a8-1e02-429a-959c-3d95caa09318\"], \"total_duration\": 794.0, \"total_sessions\": 3, \"mean_week_duration\": 6.352}}, {\"83941\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-05-05 19:13:55.000000+00:00\", \"2021-04-28 14:19:29.000000+00:00\"], \"session_ids\": [\"4fa227b7-3bed-4d61-abaa-2239eb2ad8ad\", \"e1bcf2a1-6154-4f08-af9b-f37ba468caea\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 1.202}}, {\"38089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-22 12:56:49.000000+00:00\", \"2020-02-08 10:36:06.000000+00:00\"], \"session_ids\": [\"664a96d7-63c2-45d7-8f80-ed7a5debfcb9\", \"f7ff3e5c-122e-44ef-a829-3553a86797ee\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 8.763}}, {\"14396\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-03-08 01:09:38.000000+00:00\", \"2021-02-06 12:19:09.000000+00:00\"], \"session_ids\": [\"81ae7829-18ed-43cb-9077-76ee303b8eab\", \"2e7ff295-5158-45d9-a7e7-7d2380ca7015\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 1.228}}, {\"30852\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-02-01 00:49:50.000000+00:00\", \"2019-08-02 17:43:20.000000+00:00\"], \"session_ids\": [\"1482244f-9b83-45b6-ac92-2c49e733361f\", \"aac64af1-fbb9-4ddb-9dbc-891a95c678cf\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 2.165}}, {\"48359\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-06-23 03:54:52.000000+00:00\", \"2020-01-15 10:50:24.000000+00:00\"], \"session_ids\": [\"5ab59d6c-d3d9-4b1c-925a-a05cf8d9e144\", \"d84e9d95-6626-4462-add0-df2b86ba326e\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 5.307}}, {\"42934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-17 03:07:59.000000+00:00\", \"2022-08-08 12:10:16.000000+00:00\"], \"session_ids\": [\"63962a0c-f013-4090-bcb5-0b7a11cec1d1\", \"f0d9fcbf-4291-43c5-8b47-3186a928a058\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.797}}, {\"76554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-23 17:55:58.000000+00:00\", \"2020-10-09 05:15:21.000000+00:00\"], \"session_ids\": [\"e05d7046-b37d-4182-a341-37e2076cbf4e\", \"5d6dc1b1-f4a6-41ac-93f6-063a4180d6c3\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 18.429}}, {\"80356\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-12 20:21:52.000000+00:00\", \"2020-04-04 11:51:06.000000+00:00\"], \"session_ids\": [\"dd51dddf-01bb-49a6-80b0-fe4b804a3d10\", \"f724991f-0d3e-42da-851c-35b2dbc277a9\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.44}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"60336\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-11-12 23:04:13.000000+00:00\", \"2021-06-09 07:02:10.000000+00:00\", \"2019-11-14 15:24:35.000000+00:00\", \"2023-04-05 19:18:59.000000+00:00\"], \"session_ids\": [\"ddda8ab8-b048-45e7-9935-b41c34c2c15f\", \"875526ef-bd3f-4617-842b-13aa43e819ef\", \"cd664d8d-00c3-47ea-909c-0cb36cb7b4d2\", \"e113fc43-b05c-4a65-bd68-61d5593a4f49\"], \"total_duration\": 46.0, \"total_sessions\": 4, \"mean_week_duration\": 0.26}}, {\"14783\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-26 09:47:13.000000+00:00\", \"2021-01-23 15:49:40.000000+00:00\", \"2020-04-08 04:17:24.000000+00:00\"], \"session_ids\": [\"a6b5b43a-d986-406d-a398-2ea0b4b9ef8e\", \"0b56ad6b-63f4-4376-954b-ed3b9a2522cb\", \"540760a8-1e02-429a-959c-3d95caa09318\"], \"total_duration\": 794.0, \"total_sessions\": 3, \"mean_week_duration\": 6.352}}, {\"83941\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-05-05 19:13:55.000000+00:00\", \"2021-04-28 14:19:29.000000+00:00\"], \"session_ids\": [\"4fa227b7-3bed-4d61-abaa-2239eb2ad8ad\", \"e1bcf2a1-6154-4f08-af9b-f37ba468caea\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 1.202}}, {\"38089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-22 12:56:49.000000+00:00\", \"2020-02-08 10:36:06.000000+00:00\"], \"session_ids\": [\"664a96d7-63c2-45d7-8f80-ed7a5debfcb9\", \"f7ff3e5c-122e-44ef-a829-3553a86797ee\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 8.763}}]\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[{\"60336\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-11-12 23:04:13.000000+00:00\", \"2021-06-09 07:02:10.000000+00:00\", \"2019-11-14 15:24:35.000000+00:00\", \"2023-04-05 19:18:59.000000+00:00\"], \"session_ids\": [\"ddda8ab8-b048-45e7-9935-b41c34c2c15f\", \"875526ef-bd3f-4617-842b-13aa43e819ef\", \"cd664d8d-00c3-47ea-909c-0cb36cb7b4d2\", \"e113fc43-b05c-4a65-bd68-61d5593a4f49\"], \"total_duration\": 46.0, \"total_sessions\": 4, \"mean_week_duration\": 0.26}}, {\"14783\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-26 09:47:13.000000+00:00\", \"2021-01-23 15:49:40.000000+00:00\", \"2020-04-08 04:17:24.000000+00:00\"], \"session_ids\": [\"a6b5b43a-d986-406d-a398-2ea0b4b9ef8e\", \"0b56ad6b-63f4-4376-954b-ed3b9a2522cb\", \"540760a8-1e02-429a-959c-3d95caa09318\"], \"total_duration\": 794.0, \"total_sessions\": 3, \"mean_week_duration\": 6.352}}, {\"83941\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-05-05 19:13:55.000000+00:00\", \"2021-04-28 14:19:29.000000+00:00\"], \"session_ids\": [\"4fa227b7-3bed-4d61-abaa-2239eb2ad8ad\", \"e1bcf2a1-6154-4f08-af9b-f37ba468caea\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 1.202}}, {\"38089\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-22 12:56:49.000000+00:00\", \"2020-02-08 10:36:06.000000+00:00\"], \"session_ids\": [\"664a96d7-63c2-45d7-8f80-ed7a5debfcb9\", \"f7ff3e5c-122e-44ef-a829-3553a86797ee\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 8.763}}]\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 users with a app usage time per week that is higher than 13, exclusive num 13 and carry out sorting by total duration ascendingly." } ]
[ { "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{\"59496\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-05-31 12:04:10.000000+00:00\", \"2021-01-12 02:29:34.000000+00:00\"], \"session_ids\": [\"80e8d823-04e0-40e8-8a32-2f1399435aeb\", \"06436abc-a7b6-41ca-8b7d-d5221c0407ee\"], \"total_duration\": 370.0, \"total_sessions\": 2, \"mean_week_duration\": 5.139}, \"28192\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-12-22 19:48:25.000000+00:00\", \"2020-12-28 02:02:40.000000+00:00\"], \"session_ids\": [\"40ae05e2-95e9-42be-a56d-f330dc796645\", \"b673b018-133f-4ad0-8b05-1c643f43e21a\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 16.0}, \"96734\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-07-08 19:22:00.000000+00:00\", \"2021-01-27 18:56:56.000000+00:00\"], \"session_ids\": [\"8c69bcaf-9f40-4b8f-bc82-4771f455ad69\", \"8e07c706-5715-437f-b5a7-56c1808abbf5\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.776}, \"25367\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-30 16:08:25.000000+00:00\", \"2021-10-13 01:10:19.000000+00:00\", \"2023-04-16 04:10:43.000000+00:00\", \"2020-10-17 06:45:37.000000+00:00\", \"2021-02-21 15:19:30.000000+00:00\"], \"session_ids\": [\"6c76a6ee-9cb0-4149-9e76-afdc31c77f34\", \"83614ec6-583d-4cff-b6c6-9a5fb2f3daf3\", \"c679619e-50da-4116-a9cb-ef95c95889d8\", \"189f81c5-e54e-4ea7-8d46-cf7f081e8f82\", \"106a71fc-06af-4b61-8d7f-3dac077e9eb4\"], \"total_duration\": 143.0, \"total_sessions\": 5, \"mean_week_duration\": 1.1}, \"54926\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-10 14:48:49.000000+00:00\", \"2019-04-02 12:00:57.000000+00:00\", \"2021-11-25 21:38:00.000000+00:00\", \"2022-03-17 06:56:55.000000+00:00\", \"2020-06-05 10:25:15.000000+00:00\", \"2021-09-26 19:32:58.000000+00:00\"], \"session_ids\": [\"aea09d0f-82bb-4896-883c-9fa2338907d3\", \"151cd36a-4c90-4305-a3fe-4af8d3efae67\", \"c2e5bf51-c1bb-472e-8654-ef8d7739f511\", \"12879cf9-a97c-4b2f-abf9-a9a12ce28189\", \"90185206-86d8-437b-99d7-639dbbf5961c\", \"0979b4a3-a3af-42d8-abe9-f86df0e905e0\"], \"total_duration\": 3833.0, \"total_sessions\": 6, \"mean_week_duration\": 18.252}, \"64173\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-10 18:50:16.000000+00:00\", \"2019-05-22 16:26:06.000000+00:00\", \"2019-03-16 17:29:03.000000+00:00\"], \"session_ids\": [\"0ee86041-add3-4369-b22d-79bd2b50b0a3\", \"0192a2d3-d62e-4d06-8d7d-dafdd1322a40\", \"5c39d9ea-8767-492e-bb0c-fa73e243f924\"], \"total_duration\": 365.0, \"total_sessions\": 3, \"mean_week_duration\": 14.038}, \"26797\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-17 02:31:46.000000+00:00\", \"2020-03-09 22:54:46.000000+00:00\"], \"session_ids\": [\"35594244-6cf5-405a-9d5f-d323093a1c92\", \"ff334a68-37b2-460a-8961-8be355b1aa0e\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 38.75}, \"91502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-09 04:02:21.000000+00:00\", \"2021-12-20 15:25:19.000000+00:00\"], \"session_ids\": [\"95687349-1ad0-47ab-80f4-7c7180884356\", \"a35b3875-3500-4902-ad2c-e70f375f8881\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.294}, \"17336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-05-17 03:31:00.000000+00:00\", \"2019-12-16 02:16:14.000000+00:00\"], \"session_ids\": [\"88a5f5da-f749-4d33-8742-c2ebf76552a2\", \"bd05e2fe-7544-4f24-9947-f8425869fff7\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.662}, \"87106\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-05-25 21:09:41.000000+00:00\", \"2020-04-20 18:52:11.000000+00:00\", \"2021-02-18 03:55:28.000000+00:00\", \"2022-08-17 04:04:47.000000+00:00\", \"2021-03-08 09:39:12.000000+00:00\"], \"session_ids\": [\"277e4d97-469f-49ce-b41e-84524a4a6f99\", \"abee752e-6775-46a4-9374-6ffa069d63bb\", \"c76f2b68-5e6d-442f-b167-03f30c8ce061\", \"af38fb7c-129b-4ea7-8305-7e2fa3924a2b\", \"9abd86f5-56e2-4f18-b637-fe3c203caf9e\"], \"total_duration\": 523.0, \"total_sessions\": 5, \"mean_week_duration\": 3.228}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 13" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[13, 43]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"28192\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-12-22 19:48:25.000000+00:00\", \"2020-12-28 02:02:40.000000+00:00\"], \"session_ids\": [\"40ae05e2-95e9-42be-a56d-f330dc796645\", \"b673b018-133f-4ad0-8b05-1c643f43e21a\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 16.0}, \"54926\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-10 14:48:49.000000+00:00\", \"2019-04-02 12:00:57.000000+00:00\", \"2021-11-25 21:38:00.000000+00:00\", \"2022-03-17 06:56:55.000000+00:00\", \"2020-06-05 10:25:15.000000+00:00\", \"2021-09-26 19:32:58.000000+00:00\"], \"session_ids\": [\"aea09d0f-82bb-4896-883c-9fa2338907d3\", \"151cd36a-4c90-4305-a3fe-4af8d3efae67\", \"c2e5bf51-c1bb-472e-8654-ef8d7739f511\", \"12879cf9-a97c-4b2f-abf9-a9a12ce28189\", \"90185206-86d8-437b-99d7-639dbbf5961c\", \"0979b4a3-a3af-42d8-abe9-f86df0e905e0\"], \"total_duration\": 3833.0, \"total_sessions\": 6, \"mean_week_duration\": 18.252}, \"64173\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-10 18:50:16.000000+00:00\", \"2019-05-22 16:26:06.000000+00:00\", \"2019-03-16 17:29:03.000000+00:00\"], \"session_ids\": [\"0ee86041-add3-4369-b22d-79bd2b50b0a3\", \"0192a2d3-d62e-4d06-8d7d-dafdd1322a40\", \"5c39d9ea-8767-492e-bb0c-fa73e243f924\"], \"total_duration\": 365.0, \"total_sessions\": 3, \"mean_week_duration\": 14.038}, \"26797\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-17 02:31:46.000000+00:00\", \"2020-03-09 22:54:46.000000+00:00\"], \"session_ids\": [\"35594244-6cf5-405a-9d5f-d323093a1c92\", \"ff334a68-37b2-460a-8961-8be355b1aa0e\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 38.75}}\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[{\"28192\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-12-22 19:48:25.000000+00:00\", \"2020-12-28 02:02:40.000000+00:00\"], \"session_ids\": [\"40ae05e2-95e9-42be-a56d-f330dc796645\", \"b673b018-133f-4ad0-8b05-1c643f43e21a\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 16.0}}, {\"64173\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-10 18:50:16.000000+00:00\", \"2019-05-22 16:26:06.000000+00:00\", \"2019-03-16 17:29:03.000000+00:00\"], \"session_ids\": [\"0ee86041-add3-4369-b22d-79bd2b50b0a3\", \"0192a2d3-d62e-4d06-8d7d-dafdd1322a40\", \"5c39d9ea-8767-492e-bb0c-fa73e243f924\"], \"total_duration\": 365.0, \"total_sessions\": 3, \"mean_week_duration\": 14.038}}, {\"26797\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-17 02:31:46.000000+00:00\", \"2020-03-09 22:54:46.000000+00:00\"], \"session_ids\": [\"35594244-6cf5-405a-9d5f-d323093a1c92\", \"ff334a68-37b2-460a-8961-8be355b1aa0e\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 38.75}}, {\"54926\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-10 14:48:49.000000+00:00\", \"2019-04-02 12:00:57.000000+00:00\", \"2021-11-25 21:38:00.000000+00:00\", \"2022-03-17 06:56:55.000000+00:00\", \"2020-06-05 10:25:15.000000+00:00\", \"2021-09-26 19:32:58.000000+00:00\"], \"session_ids\": [\"aea09d0f-82bb-4896-883c-9fa2338907d3\", \"151cd36a-4c90-4305-a3fe-4af8d3efae67\", \"c2e5bf51-c1bb-472e-8654-ef8d7739f511\", \"12879cf9-a97c-4b2f-abf9-a9a12ce28189\", \"90185206-86d8-437b-99d7-639dbbf5961c\", \"0979b4a3-a3af-42d8-abe9-f86df0e905e0\"], \"total_duration\": 3833.0, \"total_sessions\": 6, \"mean_week_duration\": 18.252}}]\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[{\"28192\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-12-22 19:48:25.000000+00:00\", \"2020-12-28 02:02:40.000000+00:00\"], \"session_ids\": [\"40ae05e2-95e9-42be-a56d-f330dc796645\", \"b673b018-133f-4ad0-8b05-1c643f43e21a\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 16.0}}, {\"64173\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-10 18:50:16.000000+00:00\", \"2019-05-22 16:26:06.000000+00:00\", \"2019-03-16 17:29:03.000000+00:00\"], \"session_ids\": [\"0ee86041-add3-4369-b22d-79bd2b50b0a3\", \"0192a2d3-d62e-4d06-8d7d-dafdd1322a40\", \"5c39d9ea-8767-492e-bb0c-fa73e243f924\"], \"total_duration\": 365.0, \"total_sessions\": 3, \"mean_week_duration\": 14.038}}, {\"26797\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-17 02:31:46.000000+00:00\", \"2020-03-09 22:54:46.000000+00:00\"], \"session_ids\": [\"35594244-6cf5-405a-9d5f-d323093a1c92\", \"ff334a68-37b2-460a-8961-8be355b1aa0e\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 38.75}}, {\"54926\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-04-10 14:48:49.000000+00:00\", \"2019-04-02 12:00:57.000000+00:00\", \"2021-11-25 21:38:00.000000+00:00\", \"2022-03-17 06:56:55.000000+00:00\", \"2020-06-05 10:25:15.000000+00:00\", \"2021-09-26 19:32:58.000000+00:00\"], \"session_ids\": [\"aea09d0f-82bb-4896-883c-9fa2338907d3\", \"151cd36a-4c90-4305-a3fe-4af8d3efae67\", \"c2e5bf51-c1bb-472e-8654-ef8d7739f511\", \"12879cf9-a97c-4b2f-abf9-a9a12ce28189\", \"90185206-86d8-437b-99d7-639dbbf5961c\", \"0979b4a3-a3af-42d8-abe9-f86df0e905e0\"], \"total_duration\": 3833.0, \"total_sessions\": 6, \"mean_week_duration\": 18.252}}]\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 4 users with a overall quantity of sessions that is above 4, exclusive 4 in addition implement sorting by mean week duration descendingly." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"81596\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-10 22:16:08.000000+00:00\", \"2022-01-04 06:46:55.000000+00:00\"], \"session_ids\": [\"918df767-347b-4c45-a267-a94f5e79393c\", \"3fba1891-d4fd-4f3b-9734-c41edcf4e7ba\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"45204\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-30 15:37:38.000000+00:00\", \"2021-01-29 21:38:02.000000+00:00\", \"2019-01-09 16:12:42.000000+00:00\", \"2019-07-04 01:43:35.000000+00:00\", \"2020-03-05 23:18:46.000000+00:00\"], \"session_ids\": [\"3c413161-2c06-448b-9a6f-d0f665a6aba1\", \"a5166d17-3c9b-4a1b-865b-b92daa18d294\", \"b8bf6bb3-865f-4cf0-8703-0e21fc7a13bc\", \"70f48c9d-8df2-4bc3-a536-5cc58fe44208\", \"61fac4da-5b34-46b6-bae7-2d94b7a11aed\"], \"total_duration\": 2178.0, \"total_sessions\": 5, \"mean_week_duration\": 14.052}, \"50200\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-06 01:42:35.000000+00:00\", \"2020-01-27 06:17:44.000000+00:00\"], \"session_ids\": [\"9f5ab32c-4d53-4a6d-8ee5-c1af6e8b68c3\", \"3a1cae74-654c-4d72-a616-e44f42dd855a\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.773}, \"59981\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-04 12:35:54.000000+00:00\", \"2021-11-14 01:09:20.000000+00:00\", \"2021-07-07 23:21:52.000000+00:00\", \"2019-08-15 00:15:07.000000+00:00\", \"2020-01-26 05:02:12.000000+00:00\", \"2022-11-25 05:58:49.000000+00:00\", \"2022-07-03 23:08:20.000000+00:00\"], \"session_ids\": [\"becc78c2-9005-4a7a-a734-84da9c7bbe84\", \"b79d6871-0a8d-42e6-b148-903816288ebe\", \"cdbe7a83-2aab-4bea-9ebe-9786e230c85f\", \"7739455b-6036-466e-9296-b564b821499a\", \"9c9e0012-59b5-4982-a563-f2069a0a82a2\", \"ff21f7ba-4609-4eb8-9025-5bd600e22bfb\", \"2d2e2cfb-ac7a-4c25-99b4-3a482f4419be\"], \"total_duration\": 868.0, \"total_sessions\": 7, \"mean_week_duration\": 5.047}, \"3597\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-24 06:52:49.000000+00:00\", \"2020-09-15 07:32:14.000000+00:00\"], \"session_ids\": [\"110a7dac-6dae-41de-8395-6f7b56b42900\", \"65624f5d-a12b-4371-b00d-b0c1eb551a7d\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 4.569}, \"80266\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-05-20 10:11:55.000000+00:00\", \"2020-02-03 18:29:14.000000+00:00\"], \"session_ids\": [\"ada31f90-6b56-471a-b4aa-b4a57faf9b03\", \"5d061799-8a94-4a08-a46c-57b3df1b050c\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 0.645}, \"55486\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-02 16:21:14.000000+00:00\", \"2022-04-24 18:41:46.000000+00:00\"], \"session_ids\": [\"b293812a-bc75-432a-946e-8a4f66449e0c\", \"2c93711e-e02d-476f-beef-ff0ca7e0cfd1\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 41.0}, \"48077\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-06-27 02:24:42.000000+00:00\", \"2023-02-13 04:09:20.000000+00:00\"], \"session_ids\": [\"8bb9c349-8eb0-4c5e-b036-b78b5f9f5ca5\", \"32e3c5a0-4420-43b2-95fc-9f39174c8981\"], \"total_duration\": 383.0, \"total_sessions\": 2, \"mean_week_duration\": 11.606}, \"97769\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-01-11 03:01:27.000000+00:00\", \"2022-01-26 05:58:33.000000+00:00\", \"2020-09-11 20:34:36.000000+00:00\", \"2019-05-11 07:54:48.000000+00:00\"], \"session_ids\": [\"907d11c3-87b6-4619-90f1-f3e31c0ed70a\", \"42befe42-2145-4df7-86fd-c966c3f94ef3\", \"6e49943b-831c-411b-a3d1-35b1646a874f\", \"54e7ea56-ed5e-4fbd-8afa-ebb9d80a0b81\"], \"total_duration\": 1266.0, \"total_sessions\": 4, \"mean_week_duration\": 8.915}, \"61878\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-14 01:32:48.000000+00:00\", \"2021-09-19 23:04:43.000000+00:00\", \"2019-06-19 05:23:06.000000+00:00\"], \"session_ids\": [\"026047bf-3bd6-42ed-9aed-a54b622c6e2c\", \"0b8e906b-4ef1-413e-a1f8-3d2a3d54364a\", \"49130b76-9801-4bf5-a209-2630065fd788\"], \"total_duration\": 248.0, \"total_sessions\": 3, \"mean_week_duration\": 2.102}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are greater than 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\"]]}, \"all_values\": {\"total_sessions\": [[4, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"45204\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-30 15:37:38.000000+00:00\", \"2021-01-29 21:38:02.000000+00:00\", \"2019-01-09 16:12:42.000000+00:00\", \"2019-07-04 01:43:35.000000+00:00\", \"2020-03-05 23:18:46.000000+00:00\"], \"session_ids\": [\"3c413161-2c06-448b-9a6f-d0f665a6aba1\", \"a5166d17-3c9b-4a1b-865b-b92daa18d294\", \"b8bf6bb3-865f-4cf0-8703-0e21fc7a13bc\", \"70f48c9d-8df2-4bc3-a536-5cc58fe44208\", \"61fac4da-5b34-46b6-bae7-2d94b7a11aed\"], \"total_duration\": 2178.0, \"total_sessions\": 5, \"mean_week_duration\": 14.052}, \"59981\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-04 12:35:54.000000+00:00\", \"2021-11-14 01:09:20.000000+00:00\", \"2021-07-07 23:21:52.000000+00:00\", \"2019-08-15 00:15:07.000000+00:00\", \"2020-01-26 05:02:12.000000+00:00\", \"2022-11-25 05:58:49.000000+00:00\", \"2022-07-03 23:08:20.000000+00:00\"], \"session_ids\": [\"becc78c2-9005-4a7a-a734-84da9c7bbe84\", \"b79d6871-0a8d-42e6-b148-903816288ebe\", \"cdbe7a83-2aab-4bea-9ebe-9786e230c85f\", \"7739455b-6036-466e-9296-b564b821499a\", \"9c9e0012-59b5-4982-a563-f2069a0a82a2\", \"ff21f7ba-4609-4eb8-9025-5bd600e22bfb\", \"2d2e2cfb-ac7a-4c25-99b4-3a482f4419be\"], \"total_duration\": 868.0, \"total_sessions\": 7, \"mean_week_duration\": 5.047}}\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[{\"45204\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-30 15:37:38.000000+00:00\", \"2021-01-29 21:38:02.000000+00:00\", \"2019-01-09 16:12:42.000000+00:00\", \"2019-07-04 01:43:35.000000+00:00\", \"2020-03-05 23:18:46.000000+00:00\"], \"session_ids\": [\"3c413161-2c06-448b-9a6f-d0f665a6aba1\", \"a5166d17-3c9b-4a1b-865b-b92daa18d294\", \"b8bf6bb3-865f-4cf0-8703-0e21fc7a13bc\", \"70f48c9d-8df2-4bc3-a536-5cc58fe44208\", \"61fac4da-5b34-46b6-bae7-2d94b7a11aed\"], \"total_duration\": 2178.0, \"total_sessions\": 5, \"mean_week_duration\": 14.052}}, {\"59981\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-04 12:35:54.000000+00:00\", \"2021-11-14 01:09:20.000000+00:00\", \"2021-07-07 23:21:52.000000+00:00\", \"2019-08-15 00:15:07.000000+00:00\", \"2020-01-26 05:02:12.000000+00:00\", \"2022-11-25 05:58:49.000000+00:00\", \"2022-07-03 23:08:20.000000+00:00\"], \"session_ids\": [\"becc78c2-9005-4a7a-a734-84da9c7bbe84\", \"b79d6871-0a8d-42e6-b148-903816288ebe\", \"cdbe7a83-2aab-4bea-9ebe-9786e230c85f\", \"7739455b-6036-466e-9296-b564b821499a\", \"9c9e0012-59b5-4982-a563-f2069a0a82a2\", \"ff21f7ba-4609-4eb8-9025-5bd600e22bfb\", \"2d2e2cfb-ac7a-4c25-99b4-3a482f4419be\"], \"total_duration\": 868.0, \"total_sessions\": 7, \"mean_week_duration\": 5.047}}]\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[{\"45204\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-30 15:37:38.000000+00:00\", \"2021-01-29 21:38:02.000000+00:00\", \"2019-01-09 16:12:42.000000+00:00\", \"2019-07-04 01:43:35.000000+00:00\", \"2020-03-05 23:18:46.000000+00:00\"], \"session_ids\": [\"3c413161-2c06-448b-9a6f-d0f665a6aba1\", \"a5166d17-3c9b-4a1b-865b-b92daa18d294\", \"b8bf6bb3-865f-4cf0-8703-0e21fc7a13bc\", \"70f48c9d-8df2-4bc3-a536-5cc58fe44208\", \"61fac4da-5b34-46b6-bae7-2d94b7a11aed\"], \"total_duration\": 2178.0, \"total_sessions\": 5, \"mean_week_duration\": 14.052}}, {\"59981\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-04 12:35:54.000000+00:00\", \"2021-11-14 01:09:20.000000+00:00\", \"2021-07-07 23:21:52.000000+00:00\", \"2019-08-15 00:15:07.000000+00:00\", \"2020-01-26 05:02:12.000000+00:00\", \"2022-11-25 05:58:49.000000+00:00\", \"2022-07-03 23:08:20.000000+00:00\"], \"session_ids\": [\"becc78c2-9005-4a7a-a734-84da9c7bbe84\", \"b79d6871-0a8d-42e6-b148-903816288ebe\", \"cdbe7a83-2aab-4bea-9ebe-9786e230c85f\", \"7739455b-6036-466e-9296-b564b821499a\", \"9c9e0012-59b5-4982-a563-f2069a0a82a2\", \"ff21f7ba-4609-4eb8-9025-5bd600e22bfb\", \"2d2e2cfb-ac7a-4c25-99b4-3a482f4419be\"], \"total_duration\": 868.0, \"total_sessions\": 7, \"mean_week_duration\": 5.047}}]\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[{\"45204\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-30 15:37:38.000000+00:00\", \"2021-01-29 21:38:02.000000+00:00\", \"2019-01-09 16:12:42.000000+00:00\", \"2019-07-04 01:43:35.000000+00:00\", \"2020-03-05 23:18:46.000000+00:00\"], \"session_ids\": [\"3c413161-2c06-448b-9a6f-d0f665a6aba1\", \"a5166d17-3c9b-4a1b-865b-b92daa18d294\", \"b8bf6bb3-865f-4cf0-8703-0e21fc7a13bc\", \"70f48c9d-8df2-4bc3-a536-5cc58fe44208\", \"61fac4da-5b34-46b6-bae7-2d94b7a11aed\"], \"total_duration\": 2178.0, \"total_sessions\": 5, \"mean_week_duration\": 14.052}}, {\"59981\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-04 12:35:54.000000+00:00\", \"2021-11-14 01:09:20.000000+00:00\", \"2021-07-07 23:21:52.000000+00:00\", \"2019-08-15 00:15:07.000000+00:00\", \"2020-01-26 05:02:12.000000+00:00\", \"2022-11-25 05:58:49.000000+00:00\", \"2022-07-03 23:08:20.000000+00:00\"], \"session_ids\": [\"becc78c2-9005-4a7a-a734-84da9c7bbe84\", \"b79d6871-0a8d-42e6-b148-903816288ebe\", \"cdbe7a83-2aab-4bea-9ebe-9786e230c85f\", \"7739455b-6036-466e-9296-b564b821499a\", \"9c9e0012-59b5-4982-a563-f2069a0a82a2\", \"ff21f7ba-4609-4eb8-9025-5bd600e22bfb\", \"2d2e2cfb-ac7a-4c25-99b4-3a482f4419be\"], \"total_duration\": 868.0, \"total_sessions\": 7, \"mean_week_duration\": 5.047}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about 6 users whose overall sessions count is greater than 2 inclusively + perform sorting by total amount of duration from the smallest to the largest." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"65926\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-12 20:56:45.000000+00:00\", \"2022-07-26 01:45:44.000000+00:00\", \"2019-12-17 00:40:58.000000+00:00\"], \"session_ids\": [\"44e7ae31-b4a8-443a-94f8-f1e3ed20b187\", \"f57b3696-bd58-4a82-a66b-b43fa79c9963\", \"f205438b-ae41-4b11-b818-cbfb062f37d0\"], \"total_duration\": 37.0, \"total_sessions\": 3, \"mean_week_duration\": 0.22}, \"92014\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-22 20:48:01.000000+00:00\", \"2020-03-13 04:39:08.000000+00:00\", \"2023-04-21 22:34:03.000000+00:00\", \"2020-08-25 13:05:26.000000+00:00\"], \"session_ids\": [\"37a87063-de22-4c0f-8686-2c1bc6bfbc42\", \"cd11afae-cdf1-4b25-901b-83a5d6ae0e73\", \"4bbd22af-ff2d-40e5-a920-b92fbcb22ff1\", \"2391945d-ef7e-4b6c-8b33-0514f6333786\"], \"total_duration\": 1406.0, \"total_sessions\": 4, \"mean_week_duration\": 8.679}, \"98055\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-23 17:10:53.000000+00:00\", \"2022-04-12 22:55:19.000000+00:00\"], \"session_ids\": [\"26370107-f66f-477b-a337-9084b284ced7\", \"c57d6aeb-fb92-400b-9ef7-fef7d33cbec0\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.159}, \"78497\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-26 19:34:52.000000+00:00\", \"2020-01-20 18:07:09.000000+00:00\", \"2019-03-23 01:42:58.000000+00:00\", \"2019-03-02 06:19:24.000000+00:00\", \"2023-04-16 05:29:31.000000+00:00\", \"2023-05-05 10:08:53.000000+00:00\", \"2019-07-16 09:47:29.000000+00:00\"], \"session_ids\": [\"2190398a-49eb-46f4-8eb3-3fde0c106ec4\", \"06887883-83c3-4453-96a2-9ce5908a6ca9\", \"7e9fd7a8-a739-4dfd-a0f3-02b25ad503d7\", \"e9179be6-7515-485e-ade2-18a5710b210a\", \"f4c963d0-3b64-491e-b41e-5f9fabf84e91\", \"f1945e74-294c-4679-91dd-e7dcb5279c75\", \"e97d6324-5afc-4aa5-ae48-19e1bf558770\"], \"total_duration\": 3172.0, \"total_sessions\": 7, \"mean_week_duration\": 14.55}, \"35422\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-22 17:13:26.000000+00:00\", \"2022-05-28 01:41:50.000000+00:00\", \"2020-08-09 02:19:25.000000+00:00\", \"2022-07-30 21:08:21.000000+00:00\", \"2019-03-23 23:00:37.000000+00:00\", \"2023-06-18 04:45:36.000000+00:00\", \"2019-07-20 07:48:15.000000+00:00\"], \"session_ids\": [\"22353621-7345-4461-8a65-c55c0b983fab\", \"1b298c31-1c72-4c40-8946-8b0a0084ded3\", \"d82f35c5-d992-4d1f-9264-e6f2494628ff\", \"ec28caf8-ee88-4e6a-b756-c00446379c6b\", \"ba5a5b02-0fd5-420a-81a7-e43bb87792de\", \"2ed1e90f-5b4b-4b43-8122-a210c9393597\", \"7a9d5507-5ab8-4235-b0f1-6c8a69e8fb06\"], \"total_duration\": 9779.0, \"total_sessions\": 7, \"mean_week_duration\": 44.249}, \"46053\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-18 10:12:14.000000+00:00\", \"2022-06-25 03:56:30.000000+00:00\"], \"session_ids\": [\"f0e6e185-15fd-49d3-8966-ab332c40548b\", \"b7f74d46-d446-45d4-a106-a5a790fc11e4\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 3.4}, \"5766\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-24 06:13:01.000000+00:00\", \"2021-04-23 17:25:49.000000+00:00\", \"2022-06-01 05:15:44.000000+00:00\"], \"session_ids\": [\"02a56dca-79d8-45c2-a2af-ac7ba487a333\", \"2cbf99c0-5afa-4a54-9270-e52fe6c3f2db\", \"de4518d3-0ae2-45f7-b5cd-521e1c09bb08\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.696}, \"22734\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-05 08:39:39.000000+00:00\", \"2022-07-06 12:15:25.000000+00:00\", \"2019-03-13 04:27:00.000000+00:00\", \"2022-03-02 06:44:41.000000+00:00\"], \"session_ids\": [\"559dac5e-c5ba-4fbd-86b9-6430ba0b5d25\", \"0cea02df-d000-4bd4-8e04-3ed7a483c045\", \"f7b13d5e-b08f-4d79-964b-e26297cc4d01\", \"b62de175-940f-4104-8a62-29c3db4e6ce4\"], \"total_duration\": 578.0, \"total_sessions\": 4, \"mean_week_duration\": 3.341}, \"9193\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-11-27 23:50:19.000000+00:00\", \"2020-05-19 07:37:26.000000+00:00\"], \"session_ids\": [\"1c20b42c-30e9-4d7c-947a-86ecef32e2ad\", \"02be8246-48ec-478a-9bb3-58d87d07a8fe\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 11.036}, \"57219\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-16 23:10:27.000000+00:00\", \"2022-03-26 23:15:56.000000+00:00\", \"2021-06-04 15:44:27.000000+00:00\", \"2020-12-24 17:38:36.000000+00:00\", \"2022-08-14 01:57:25.000000+00:00\"], \"session_ids\": [\"0b4b7440-3b43-40f3-9bed-dbb0fe77f080\", \"42a30dc0-9c6d-4113-9148-627d3a7627df\", \"ab93a342-dcd5-4921-a5d1-cc6c1fb2a3b3\", \"67eb89f0-0532-4026-9bae-7e84027bc022\", \"6541cc77-e218-41f0-9080-94d172946e56\"], \"total_duration\": 2004.0, \"total_sessions\": 5, \"mean_week_duration\": 17.276}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"65926\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-12 20:56:45.000000+00:00\", \"2022-07-26 01:45:44.000000+00:00\", \"2019-12-17 00:40:58.000000+00:00\"], \"session_ids\": [\"44e7ae31-b4a8-443a-94f8-f1e3ed20b187\", \"f57b3696-bd58-4a82-a66b-b43fa79c9963\", \"f205438b-ae41-4b11-b818-cbfb062f37d0\"], \"total_duration\": 37.0, \"total_sessions\": 3, \"mean_week_duration\": 0.22}, \"92014\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-22 20:48:01.000000+00:00\", \"2020-03-13 04:39:08.000000+00:00\", \"2023-04-21 22:34:03.000000+00:00\", \"2020-08-25 13:05:26.000000+00:00\"], \"session_ids\": [\"37a87063-de22-4c0f-8686-2c1bc6bfbc42\", \"cd11afae-cdf1-4b25-901b-83a5d6ae0e73\", \"4bbd22af-ff2d-40e5-a920-b92fbcb22ff1\", \"2391945d-ef7e-4b6c-8b33-0514f6333786\"], \"total_duration\": 1406.0, \"total_sessions\": 4, \"mean_week_duration\": 8.679}, \"98055\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-23 17:10:53.000000+00:00\", \"2022-04-12 22:55:19.000000+00:00\"], \"session_ids\": [\"26370107-f66f-477b-a337-9084b284ced7\", \"c57d6aeb-fb92-400b-9ef7-fef7d33cbec0\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.159}, \"78497\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-26 19:34:52.000000+00:00\", \"2020-01-20 18:07:09.000000+00:00\", \"2019-03-23 01:42:58.000000+00:00\", \"2019-03-02 06:19:24.000000+00:00\", \"2023-04-16 05:29:31.000000+00:00\", \"2023-05-05 10:08:53.000000+00:00\", \"2019-07-16 09:47:29.000000+00:00\"], \"session_ids\": [\"2190398a-49eb-46f4-8eb3-3fde0c106ec4\", \"06887883-83c3-4453-96a2-9ce5908a6ca9\", \"7e9fd7a8-a739-4dfd-a0f3-02b25ad503d7\", \"e9179be6-7515-485e-ade2-18a5710b210a\", \"f4c963d0-3b64-491e-b41e-5f9fabf84e91\", \"f1945e74-294c-4679-91dd-e7dcb5279c75\", \"e97d6324-5afc-4aa5-ae48-19e1bf558770\"], \"total_duration\": 3172.0, \"total_sessions\": 7, \"mean_week_duration\": 14.55}, \"35422\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-22 17:13:26.000000+00:00\", \"2022-05-28 01:41:50.000000+00:00\", \"2020-08-09 02:19:25.000000+00:00\", \"2022-07-30 21:08:21.000000+00:00\", \"2019-03-23 23:00:37.000000+00:00\", \"2023-06-18 04:45:36.000000+00:00\", \"2019-07-20 07:48:15.000000+00:00\"], \"session_ids\": [\"22353621-7345-4461-8a65-c55c0b983fab\", \"1b298c31-1c72-4c40-8946-8b0a0084ded3\", \"d82f35c5-d992-4d1f-9264-e6f2494628ff\", \"ec28caf8-ee88-4e6a-b756-c00446379c6b\", \"ba5a5b02-0fd5-420a-81a7-e43bb87792de\", \"2ed1e90f-5b4b-4b43-8122-a210c9393597\", \"7a9d5507-5ab8-4235-b0f1-6c8a69e8fb06\"], \"total_duration\": 9779.0, \"total_sessions\": 7, \"mean_week_duration\": 44.249}, \"46053\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-18 10:12:14.000000+00:00\", \"2022-06-25 03:56:30.000000+00:00\"], \"session_ids\": [\"f0e6e185-15fd-49d3-8966-ab332c40548b\", \"b7f74d46-d446-45d4-a106-a5a790fc11e4\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 3.4}, \"5766\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-24 06:13:01.000000+00:00\", \"2021-04-23 17:25:49.000000+00:00\", \"2022-06-01 05:15:44.000000+00:00\"], \"session_ids\": [\"02a56dca-79d8-45c2-a2af-ac7ba487a333\", \"2cbf99c0-5afa-4a54-9270-e52fe6c3f2db\", \"de4518d3-0ae2-45f7-b5cd-521e1c09bb08\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.696}, \"22734\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-05 08:39:39.000000+00:00\", \"2022-07-06 12:15:25.000000+00:00\", \"2019-03-13 04:27:00.000000+00:00\", \"2022-03-02 06:44:41.000000+00:00\"], \"session_ids\": [\"559dac5e-c5ba-4fbd-86b9-6430ba0b5d25\", \"0cea02df-d000-4bd4-8e04-3ed7a483c045\", \"f7b13d5e-b08f-4d79-964b-e26297cc4d01\", \"b62de175-940f-4104-8a62-29c3db4e6ce4\"], \"total_duration\": 578.0, \"total_sessions\": 4, \"mean_week_duration\": 3.341}, \"9193\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-11-27 23:50:19.000000+00:00\", \"2020-05-19 07:37:26.000000+00:00\"], \"session_ids\": [\"1c20b42c-30e9-4d7c-947a-86ecef32e2ad\", \"02be8246-48ec-478a-9bb3-58d87d07a8fe\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 11.036}, \"57219\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-16 23:10:27.000000+00:00\", \"2022-03-26 23:15:56.000000+00:00\", \"2021-06-04 15:44:27.000000+00:00\", \"2020-12-24 17:38:36.000000+00:00\", \"2022-08-14 01:57:25.000000+00:00\"], \"session_ids\": [\"0b4b7440-3b43-40f3-9bed-dbb0fe77f080\", \"42a30dc0-9c6d-4113-9148-627d3a7627df\", \"ab93a342-dcd5-4921-a5d1-cc6c1fb2a3b3\", \"67eb89f0-0532-4026-9bae-7e84027bc022\", \"6541cc77-e218-41f0-9080-94d172946e56\"], \"total_duration\": 2004.0, \"total_sessions\": 5, \"mean_week_duration\": 17.276}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"98055\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-23 17:10:53.000000+00:00\", \"2022-04-12 22:55:19.000000+00:00\"], \"session_ids\": [\"26370107-f66f-477b-a337-9084b284ced7\", \"c57d6aeb-fb92-400b-9ef7-fef7d33cbec0\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.159}}, {\"46053\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-18 10:12:14.000000+00:00\", \"2022-06-25 03:56:30.000000+00:00\"], \"session_ids\": [\"f0e6e185-15fd-49d3-8966-ab332c40548b\", \"b7f74d46-d446-45d4-a106-a5a790fc11e4\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 3.4}}, {\"65926\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-12 20:56:45.000000+00:00\", \"2022-07-26 01:45:44.000000+00:00\", \"2019-12-17 00:40:58.000000+00:00\"], \"session_ids\": [\"44e7ae31-b4a8-443a-94f8-f1e3ed20b187\", \"f57b3696-bd58-4a82-a66b-b43fa79c9963\", \"f205438b-ae41-4b11-b818-cbfb062f37d0\"], \"total_duration\": 37.0, \"total_sessions\": 3, \"mean_week_duration\": 0.22}}, {\"5766\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-24 06:13:01.000000+00:00\", \"2021-04-23 17:25:49.000000+00:00\", \"2022-06-01 05:15:44.000000+00:00\"], \"session_ids\": [\"02a56dca-79d8-45c2-a2af-ac7ba487a333\", \"2cbf99c0-5afa-4a54-9270-e52fe6c3f2db\", \"de4518d3-0ae2-45f7-b5cd-521e1c09bb08\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.696}}, {\"9193\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-11-27 23:50:19.000000+00:00\", \"2020-05-19 07:37:26.000000+00:00\"], \"session_ids\": [\"1c20b42c-30e9-4d7c-947a-86ecef32e2ad\", \"02be8246-48ec-478a-9bb3-58d87d07a8fe\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 11.036}}, {\"22734\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-05 08:39:39.000000+00:00\", \"2022-07-06 12:15:25.000000+00:00\", \"2019-03-13 04:27:00.000000+00:00\", \"2022-03-02 06:44:41.000000+00:00\"], \"session_ids\": [\"559dac5e-c5ba-4fbd-86b9-6430ba0b5d25\", \"0cea02df-d000-4bd4-8e04-3ed7a483c045\", \"f7b13d5e-b08f-4d79-964b-e26297cc4d01\", \"b62de175-940f-4104-8a62-29c3db4e6ce4\"], \"total_duration\": 578.0, \"total_sessions\": 4, \"mean_week_duration\": 3.341}}, {\"92014\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-01-22 20:48:01.000000+00:00\", \"2020-03-13 04:39:08.000000+00:00\", \"2023-04-21 22:34:03.000000+00:00\", \"2020-08-25 13:05:26.000000+00:00\"], \"session_ids\": [\"37a87063-de22-4c0f-8686-2c1bc6bfbc42\", \"cd11afae-cdf1-4b25-901b-83a5d6ae0e73\", \"4bbd22af-ff2d-40e5-a920-b92fbcb22ff1\", \"2391945d-ef7e-4b6c-8b33-0514f6333786\"], \"total_duration\": 1406.0, \"total_sessions\": 4, \"mean_week_duration\": 8.679}}, {\"57219\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-16 23:10:27.000000+00:00\", \"2022-03-26 23:15:56.000000+00:00\", \"2021-06-04 15:44:27.000000+00:00\", \"2020-12-24 17:38:36.000000+00:00\", \"2022-08-14 01:57:25.000000+00:00\"], \"session_ids\": [\"0b4b7440-3b43-40f3-9bed-dbb0fe77f080\", \"42a30dc0-9c6d-4113-9148-627d3a7627df\", \"ab93a342-dcd5-4921-a5d1-cc6c1fb2a3b3\", \"67eb89f0-0532-4026-9bae-7e84027bc022\", \"6541cc77-e218-41f0-9080-94d172946e56\"], \"total_duration\": 2004.0, \"total_sessions\": 5, \"mean_week_duration\": 17.276}}, {\"78497\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-26 19:34:52.000000+00:00\", \"2020-01-20 18:07:09.000000+00:00\", \"2019-03-23 01:42:58.000000+00:00\", \"2019-03-02 06:19:24.000000+00:00\", \"2023-04-16 05:29:31.000000+00:00\", \"2023-05-05 10:08:53.000000+00:00\", \"2019-07-16 09:47:29.000000+00:00\"], \"session_ids\": [\"2190398a-49eb-46f4-8eb3-3fde0c106ec4\", \"06887883-83c3-4453-96a2-9ce5908a6ca9\", \"7e9fd7a8-a739-4dfd-a0f3-02b25ad503d7\", \"e9179be6-7515-485e-ade2-18a5710b210a\", \"f4c963d0-3b64-491e-b41e-5f9fabf84e91\", \"f1945e74-294c-4679-91dd-e7dcb5279c75\", \"e97d6324-5afc-4aa5-ae48-19e1bf558770\"], \"total_duration\": 3172.0, \"total_sessions\": 7, \"mean_week_duration\": 14.55}}, {\"35422\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-22 17:13:26.000000+00:00\", \"2022-05-28 01:41:50.000000+00:00\", \"2020-08-09 02:19:25.000000+00:00\", \"2022-07-30 21:08:21.000000+00:00\", \"2019-03-23 23:00:37.000000+00:00\", \"2023-06-18 04:45:36.000000+00:00\", \"2019-07-20 07:48:15.000000+00:00\"], \"session_ids\": [\"22353621-7345-4461-8a65-c55c0b983fab\", \"1b298c31-1c72-4c40-8946-8b0a0084ded3\", \"d82f35c5-d992-4d1f-9264-e6f2494628ff\", \"ec28caf8-ee88-4e6a-b756-c00446379c6b\", \"ba5a5b02-0fd5-420a-81a7-e43bb87792de\", \"2ed1e90f-5b4b-4b43-8122-a210c9393597\", \"7a9d5507-5ab8-4235-b0f1-6c8a69e8fb06\"], \"total_duration\": 9779.0, \"total_sessions\": 7, \"mean_week_duration\": 44.249}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 6 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"98055\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-23 17:10:53.000000+00:00\", \"2022-04-12 22:55:19.000000+00:00\"], \"session_ids\": [\"26370107-f66f-477b-a337-9084b284ced7\", \"c57d6aeb-fb92-400b-9ef7-fef7d33cbec0\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.159}}, {\"46053\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-18 10:12:14.000000+00:00\", \"2022-06-25 03:56:30.000000+00:00\"], \"session_ids\": [\"f0e6e185-15fd-49d3-8966-ab332c40548b\", \"b7f74d46-d446-45d4-a106-a5a790fc11e4\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 3.4}}, {\"65926\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-12 20:56:45.000000+00:00\", \"2022-07-26 01:45:44.000000+00:00\", \"2019-12-17 00:40:58.000000+00:00\"], \"session_ids\": [\"44e7ae31-b4a8-443a-94f8-f1e3ed20b187\", \"f57b3696-bd58-4a82-a66b-b43fa79c9963\", \"f205438b-ae41-4b11-b818-cbfb062f37d0\"], \"total_duration\": 37.0, \"total_sessions\": 3, \"mean_week_duration\": 0.22}}, {\"5766\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-24 06:13:01.000000+00:00\", \"2021-04-23 17:25:49.000000+00:00\", \"2022-06-01 05:15:44.000000+00:00\"], \"session_ids\": [\"02a56dca-79d8-45c2-a2af-ac7ba487a333\", \"2cbf99c0-5afa-4a54-9270-e52fe6c3f2db\", \"de4518d3-0ae2-45f7-b5cd-521e1c09bb08\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.696}}, {\"9193\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-11-27 23:50:19.000000+00:00\", \"2020-05-19 07:37:26.000000+00:00\"], \"session_ids\": [\"1c20b42c-30e9-4d7c-947a-86ecef32e2ad\", \"02be8246-48ec-478a-9bb3-58d87d07a8fe\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 11.036}}, {\"22734\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-05 08:39:39.000000+00:00\", \"2022-07-06 12:15:25.000000+00:00\", \"2019-03-13 04:27:00.000000+00:00\", \"2022-03-02 06:44:41.000000+00:00\"], \"session_ids\": [\"559dac5e-c5ba-4fbd-86b9-6430ba0b5d25\", \"0cea02df-d000-4bd4-8e04-3ed7a483c045\", \"f7b13d5e-b08f-4d79-964b-e26297cc4d01\", \"b62de175-940f-4104-8a62-29c3db4e6ce4\"], \"total_duration\": 578.0, \"total_sessions\": 4, \"mean_week_duration\": 3.341}}]\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[{\"98055\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-23 17:10:53.000000+00:00\", \"2022-04-12 22:55:19.000000+00:00\"], \"session_ids\": [\"26370107-f66f-477b-a337-9084b284ced7\", \"c57d6aeb-fb92-400b-9ef7-fef7d33cbec0\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.159}}, {\"46053\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-18 10:12:14.000000+00:00\", \"2022-06-25 03:56:30.000000+00:00\"], \"session_ids\": [\"f0e6e185-15fd-49d3-8966-ab332c40548b\", \"b7f74d46-d446-45d4-a106-a5a790fc11e4\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 3.4}}, {\"65926\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-12 20:56:45.000000+00:00\", \"2022-07-26 01:45:44.000000+00:00\", \"2019-12-17 00:40:58.000000+00:00\"], \"session_ids\": [\"44e7ae31-b4a8-443a-94f8-f1e3ed20b187\", \"f57b3696-bd58-4a82-a66b-b43fa79c9963\", \"f205438b-ae41-4b11-b818-cbfb062f37d0\"], \"total_duration\": 37.0, \"total_sessions\": 3, \"mean_week_duration\": 0.22}}, {\"5766\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-24 06:13:01.000000+00:00\", \"2021-04-23 17:25:49.000000+00:00\", \"2022-06-01 05:15:44.000000+00:00\"], \"session_ids\": [\"02a56dca-79d8-45c2-a2af-ac7ba487a333\", \"2cbf99c0-5afa-4a54-9270-e52fe6c3f2db\", \"de4518d3-0ae2-45f7-b5cd-521e1c09bb08\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.696}}, {\"9193\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-11-27 23:50:19.000000+00:00\", \"2020-05-19 07:37:26.000000+00:00\"], \"session_ids\": [\"1c20b42c-30e9-4d7c-947a-86ecef32e2ad\", \"02be8246-48ec-478a-9bb3-58d87d07a8fe\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 11.036}}, {\"22734\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-05 08:39:39.000000+00:00\", \"2022-07-06 12:15:25.000000+00:00\", \"2019-03-13 04:27:00.000000+00:00\", \"2022-03-02 06:44:41.000000+00:00\"], \"session_ids\": [\"559dac5e-c5ba-4fbd-86b9-6430ba0b5d25\", \"0cea02df-d000-4bd4-8e04-3ed7a483c045\", \"f7b13d5e-b08f-4d79-964b-e26297cc4d01\", \"b62de175-940f-4104-8a62-29c3db4e6ce4\"], \"total_duration\": 578.0, \"total_sessions\": 4, \"mean_week_duration\": 3.341}}]\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 user with a mean week duration that is higher than 10, exclusive num 10 in addition execute sorting by total_sessions form the lowest value to the highest value plus save only 3 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{\"94772\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-11-10 08:35:21.000000+00:00\", \"2023-06-22 10:14:40.000000+00:00\", \"2020-04-06 10:12:27.000000+00:00\", \"2021-01-01 02:21:17.000000+00:00\", \"2020-08-30 01:59:43.000000+00:00\", \"2022-08-14 05:12:57.000000+00:00\", \"2019-01-13 14:04:51.000000+00:00\", \"2022-05-17 11:09:39.000000+00:00\", \"2020-08-30 10:43:12.000000+00:00\", \"2019-09-25 12:21:47.000000+00:00\"], \"session_ids\": [\"91ee7d72-2d20-4b9a-91b2-c43b266f3932\", \"53f2251c-9d05-4494-a70b-047eb9767f99\", \"ae77987b-1c72-4a80-abee-5517242d529e\", \"a11ee262-b06a-454b-b420-dd36b878540a\", \"674f8af8-4b36-4f6f-8711-3afc064a160f\", \"8a0734d1-8149-43b9-b51a-d0ec36d6ca60\", \"ab52fbc6-5de1-4296-9342-4be3081ca8cc\", \"6810aca7-4038-4981-ad54-22de09b3b912\", \"49c4e3de-92ac-4089-a62d-568abb95f244\", \"03ef31a0-2234-447e-a893-6f5f2f2704f0\"], \"total_duration\": 1355.0, \"total_sessions\": 10, \"mean_week_duration\": 5.841}, \"89343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-22 03:04:53.000000+00:00\", \"2020-07-03 00:17:19.000000+00:00\", \"2020-01-31 05:01:37.000000+00:00\", \"2019-04-08 23:18:00.000000+00:00\"], \"session_ids\": [\"9c4bdf8c-2651-4164-b005-1c77795a3837\", \"a6c206ef-eac8-424c-9276-1034c016cdeb\", \"47294a6b-72ae-412b-85f6-1c0a74de30db\", \"ee693638-c1de-4d36-9e54-40c180daf642\"], \"total_duration\": 1803.0, \"total_sessions\": 4, \"mean_week_duration\": 27.738}, \"6942\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-04 10:06:43.000000+00:00\", \"2020-02-17 02:50:41.000000+00:00\"], \"session_ids\": [\"2e7ebe6d-5d22-4261-aeb1-7399f30644e0\", \"70866749-42ee-4229-8562-4da794a493cf\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.267}, \"45342\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-31 14:54:51.000000+00:00\", \"2023-02-15 21:22:40.000000+00:00\", \"2021-10-14 03:28:08.000000+00:00\", \"2021-11-18 17:56:14.000000+00:00\", \"2021-10-09 22:43:26.000000+00:00\"], \"session_ids\": [\"d14c85c0-205e-4b32-89a0-a84545b6e8e7\", \"bbb6f8e1-0526-4c32-83c3-e7eff4613439\", \"495c3e23-1026-4f0c-b131-ec4e17ab481f\", \"938271fd-98f7-4219-9e83-a314b693d812\", \"109ed926-c15e-4500-b6a4-005f9adcef20\"], \"total_duration\": 2900.0, \"total_sessions\": 5, \"mean_week_duration\": 40.845}, \"14152\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-03-09 13:38:44.000000+00:00\", \"2021-12-08 11:00:14.000000+00:00\"], \"session_ids\": [\"c487aa16-796c-4f19-812e-f95177dacdca\", \"ae4ca030-e2fb-4a49-8b2c-1034600d6867\"], \"total_duration\": 437.0, \"total_sessions\": 2, \"mean_week_duration\": 6.621}, \"11835\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-10-03 20:50:30.000000+00:00\", \"2020-02-24 04:23:08.000000+00:00\", \"2023-06-01 18:19:15.000000+00:00\", \"2022-06-09 15:35:22.000000+00:00\", \"2020-07-18 15:43:39.000000+00:00\", \"2023-05-18 18:35:53.000000+00:00\"], \"session_ids\": [\"3d2b0b84-4a51-4cdb-bb0a-ca60bd16b218\", \"fc41920a-cebc-47a1-8a47-f86b88c31c76\", \"f02b0c2c-0b4c-4ff1-92fc-781e5bdd82cb\", \"1b7cedfb-14c0-4563-bdec-1a38f980c1cf\", \"55820ec7-fb4e-4c6a-a902-addbf2860808\", \"e13c8a66-9692-4f54-97f1-6d2691f4f99a\"], \"total_duration\": 2718.0, \"total_sessions\": 6, \"mean_week_duration\": 15.895}, \"83123\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-05-06 17:54:38.000000+00:00\", \"2019-01-20 21:42:30.000000+00:00\", \"2022-08-02 16:59:11.000000+00:00\", \"2022-04-03 10:27:30.000000+00:00\", \"2020-10-15 22:07:29.000000+00:00\"], \"session_ids\": [\"4a3e374b-d0aa-412f-884a-eba898cb4da8\", \"d873dca6-26ec-4e53-ae72-0d5744cad05f\", \"ad797653-02df-4d78-a40d-c70d15304044\", \"be46a21b-7df0-4b71-9a45-0298ef01ddc3\", \"7575181a-b65a-4101-aa6a-80d2bdba817f\"], \"total_duration\": 312.0, \"total_sessions\": 5, \"mean_week_duration\": 1.686}, \"88281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-08-14 08:45:47.000000+00:00\", \"2023-01-01 02:32:00.000000+00:00\", \"2021-11-13 19:41:13.000000+00:00\", \"2019-12-30 22:05:07.000000+00:00\", \"2021-08-15 03:44:46.000000+00:00\"], \"session_ids\": [\"182d6db1-ec43-453b-903a-6015dd19a473\", \"0adb403b-37ab-42c7-a69c-d8217c6f568a\", \"94efb314-c804-49fc-99d6-256b07f9832f\", \"4cffb442-5b51-449e-b0d4-456c45626713\", \"c1737d51-1930-4d10-a6e1-7528cc184f22\"], \"total_duration\": 1267.0, \"total_sessions\": 5, \"mean_week_duration\": 8.07}, \"63948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-06-01 08:15:40.000000+00:00\", \"2023-05-09 09:40:34.000000+00:00\", \"2021-10-02 14:17:33.000000+00:00\", \"2020-12-19 20:33:53.000000+00:00\"], \"session_ids\": [\"bf90bfd7-cede-4e58-9337-c2e8e78cff91\", \"77de5438-214d-4ed4-b618-18b69e8ccab8\", \"20a5d885-ba91-4f25-8eb0-ded894d59695\", \"85e92c21-3efd-4d02-b4a0-5ca74e06b449\"], \"total_duration\": 2025.0, \"total_sessions\": 4, \"mean_week_duration\": 9.83}, \"65708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-24 11:48:13.000000+00:00\", \"2019-10-09 13:28:29.000000+00:00\", \"2021-12-15 13:09:02.000000+00:00\", \"2021-12-02 18:37:59.000000+00:00\", \"2019-03-04 13:24:17.000000+00:00\", \"2021-01-25 06:05:10.000000+00:00\"], \"session_ids\": [\"354fde18-07d4-4a9b-924e-28dc36d3e1fe\", \"08f7ef84-22e0-4e43-afbf-1d565d6db744\", \"47fec8b7-7b8e-49ce-9d42-3f42895c9e64\", \"d83738fc-db80-41d7-9ae7-0e0dd8b03ab3\", \"ad8ffa71-81dc-42a9-baa0-08951b47b9aa\", \"bb9bda8e-05ca-43be-ae5f-b7b66639fcc1\"], \"total_duration\": 4905.0, \"total_sessions\": 6, \"mean_week_duration\": 32.483}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[10, 30]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"89343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-22 03:04:53.000000+00:00\", \"2020-07-03 00:17:19.000000+00:00\", \"2020-01-31 05:01:37.000000+00:00\", \"2019-04-08 23:18:00.000000+00:00\"], \"session_ids\": [\"9c4bdf8c-2651-4164-b005-1c77795a3837\", \"a6c206ef-eac8-424c-9276-1034c016cdeb\", \"47294a6b-72ae-412b-85f6-1c0a74de30db\", \"ee693638-c1de-4d36-9e54-40c180daf642\"], \"total_duration\": 1803.0, \"total_sessions\": 4, \"mean_week_duration\": 27.738}, \"45342\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-31 14:54:51.000000+00:00\", \"2023-02-15 21:22:40.000000+00:00\", \"2021-10-14 03:28:08.000000+00:00\", \"2021-11-18 17:56:14.000000+00:00\", \"2021-10-09 22:43:26.000000+00:00\"], \"session_ids\": [\"d14c85c0-205e-4b32-89a0-a84545b6e8e7\", \"bbb6f8e1-0526-4c32-83c3-e7eff4613439\", \"495c3e23-1026-4f0c-b131-ec4e17ab481f\", \"938271fd-98f7-4219-9e83-a314b693d812\", \"109ed926-c15e-4500-b6a4-005f9adcef20\"], \"total_duration\": 2900.0, \"total_sessions\": 5, \"mean_week_duration\": 40.845}, \"11835\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-10-03 20:50:30.000000+00:00\", \"2020-02-24 04:23:08.000000+00:00\", \"2023-06-01 18:19:15.000000+00:00\", \"2022-06-09 15:35:22.000000+00:00\", \"2020-07-18 15:43:39.000000+00:00\", \"2023-05-18 18:35:53.000000+00:00\"], \"session_ids\": [\"3d2b0b84-4a51-4cdb-bb0a-ca60bd16b218\", \"fc41920a-cebc-47a1-8a47-f86b88c31c76\", \"f02b0c2c-0b4c-4ff1-92fc-781e5bdd82cb\", \"1b7cedfb-14c0-4563-bdec-1a38f980c1cf\", \"55820ec7-fb4e-4c6a-a902-addbf2860808\", \"e13c8a66-9692-4f54-97f1-6d2691f4f99a\"], \"total_duration\": 2718.0, \"total_sessions\": 6, \"mean_week_duration\": 15.895}, \"65708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-24 11:48:13.000000+00:00\", \"2019-10-09 13:28:29.000000+00:00\", \"2021-12-15 13:09:02.000000+00:00\", \"2021-12-02 18:37:59.000000+00:00\", \"2019-03-04 13:24:17.000000+00:00\", \"2021-01-25 06:05:10.000000+00:00\"], \"session_ids\": [\"354fde18-07d4-4a9b-924e-28dc36d3e1fe\", \"08f7ef84-22e0-4e43-afbf-1d565d6db744\", \"47fec8b7-7b8e-49ce-9d42-3f42895c9e64\", \"d83738fc-db80-41d7-9ae7-0e0dd8b03ab3\", \"ad8ffa71-81dc-42a9-baa0-08951b47b9aa\", \"bb9bda8e-05ca-43be-ae5f-b7b66639fcc1\"], \"total_duration\": 4905.0, \"total_sessions\": 6, \"mean_week_duration\": 32.483}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"89343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-22 03:04:53.000000+00:00\", \"2020-07-03 00:17:19.000000+00:00\", \"2020-01-31 05:01:37.000000+00:00\", \"2019-04-08 23:18:00.000000+00:00\"], \"session_ids\": [\"9c4bdf8c-2651-4164-b005-1c77795a3837\", \"a6c206ef-eac8-424c-9276-1034c016cdeb\", \"47294a6b-72ae-412b-85f6-1c0a74de30db\", \"ee693638-c1de-4d36-9e54-40c180daf642\"], \"total_duration\": 1803.0, \"total_sessions\": 4, \"mean_week_duration\": 27.738}}, {\"45342\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-31 14:54:51.000000+00:00\", \"2023-02-15 21:22:40.000000+00:00\", \"2021-10-14 03:28:08.000000+00:00\", \"2021-11-18 17:56:14.000000+00:00\", \"2021-10-09 22:43:26.000000+00:00\"], \"session_ids\": [\"d14c85c0-205e-4b32-89a0-a84545b6e8e7\", \"bbb6f8e1-0526-4c32-83c3-e7eff4613439\", \"495c3e23-1026-4f0c-b131-ec4e17ab481f\", \"938271fd-98f7-4219-9e83-a314b693d812\", \"109ed926-c15e-4500-b6a4-005f9adcef20\"], \"total_duration\": 2900.0, \"total_sessions\": 5, \"mean_week_duration\": 40.845}}, {\"11835\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-10-03 20:50:30.000000+00:00\", \"2020-02-24 04:23:08.000000+00:00\", \"2023-06-01 18:19:15.000000+00:00\", \"2022-06-09 15:35:22.000000+00:00\", \"2020-07-18 15:43:39.000000+00:00\", \"2023-05-18 18:35:53.000000+00:00\"], \"session_ids\": [\"3d2b0b84-4a51-4cdb-bb0a-ca60bd16b218\", \"fc41920a-cebc-47a1-8a47-f86b88c31c76\", \"f02b0c2c-0b4c-4ff1-92fc-781e5bdd82cb\", \"1b7cedfb-14c0-4563-bdec-1a38f980c1cf\", \"55820ec7-fb4e-4c6a-a902-addbf2860808\", \"e13c8a66-9692-4f54-97f1-6d2691f4f99a\"], \"total_duration\": 2718.0, \"total_sessions\": 6, \"mean_week_duration\": 15.895}}, {\"65708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-24 11:48:13.000000+00:00\", \"2019-10-09 13:28:29.000000+00:00\", \"2021-12-15 13:09:02.000000+00:00\", \"2021-12-02 18:37:59.000000+00:00\", \"2019-03-04 13:24:17.000000+00:00\", \"2021-01-25 06:05:10.000000+00:00\"], \"session_ids\": [\"354fde18-07d4-4a9b-924e-28dc36d3e1fe\", \"08f7ef84-22e0-4e43-afbf-1d565d6db744\", \"47fec8b7-7b8e-49ce-9d42-3f42895c9e64\", \"d83738fc-db80-41d7-9ae7-0e0dd8b03ab3\", \"ad8ffa71-81dc-42a9-baa0-08951b47b9aa\", \"bb9bda8e-05ca-43be-ae5f-b7b66639fcc1\"], \"total_duration\": 4905.0, \"total_sessions\": 6, \"mean_week_duration\": 32.483}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"89343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-22 03:04:53.000000+00:00\", \"2020-07-03 00:17:19.000000+00:00\", \"2020-01-31 05:01:37.000000+00:00\", \"2019-04-08 23:18:00.000000+00:00\"], \"session_ids\": [\"9c4bdf8c-2651-4164-b005-1c77795a3837\", \"a6c206ef-eac8-424c-9276-1034c016cdeb\", \"47294a6b-72ae-412b-85f6-1c0a74de30db\", \"ee693638-c1de-4d36-9e54-40c180daf642\"], \"total_duration\": 1803.0, \"total_sessions\": 4, \"mean_week_duration\": 27.738}}, {\"45342\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-31 14:54:51.000000+00:00\", \"2023-02-15 21:22:40.000000+00:00\", \"2021-10-14 03:28:08.000000+00:00\", \"2021-11-18 17:56:14.000000+00:00\", \"2021-10-09 22:43:26.000000+00:00\"], \"session_ids\": [\"d14c85c0-205e-4b32-89a0-a84545b6e8e7\", \"bbb6f8e1-0526-4c32-83c3-e7eff4613439\", \"495c3e23-1026-4f0c-b131-ec4e17ab481f\", \"938271fd-98f7-4219-9e83-a314b693d812\", \"109ed926-c15e-4500-b6a4-005f9adcef20\"], \"total_duration\": 2900.0, \"total_sessions\": 5, \"mean_week_duration\": 40.845}}, {\"11835\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-10-03 20:50:30.000000+00:00\", \"2020-02-24 04:23:08.000000+00:00\", \"2023-06-01 18:19:15.000000+00:00\", \"2022-06-09 15:35:22.000000+00:00\", \"2020-07-18 15:43:39.000000+00:00\", \"2023-05-18 18:35:53.000000+00:00\"], \"session_ids\": [\"3d2b0b84-4a51-4cdb-bb0a-ca60bd16b218\", \"fc41920a-cebc-47a1-8a47-f86b88c31c76\", \"f02b0c2c-0b4c-4ff1-92fc-781e5bdd82cb\", \"1b7cedfb-14c0-4563-bdec-1a38f980c1cf\", \"55820ec7-fb4e-4c6a-a902-addbf2860808\", \"e13c8a66-9692-4f54-97f1-6d2691f4f99a\"], \"total_duration\": 2718.0, \"total_sessions\": 6, \"mean_week_duration\": 15.895}}]\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[{\"89343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-22 03:04:53.000000+00:00\", \"2020-07-03 00:17:19.000000+00:00\", \"2020-01-31 05:01:37.000000+00:00\", \"2019-04-08 23:18:00.000000+00:00\"], \"session_ids\": [\"9c4bdf8c-2651-4164-b005-1c77795a3837\", \"a6c206ef-eac8-424c-9276-1034c016cdeb\", \"47294a6b-72ae-412b-85f6-1c0a74de30db\", \"ee693638-c1de-4d36-9e54-40c180daf642\"], \"total_duration\": 1803.0, \"total_sessions\": 4, \"mean_week_duration\": 27.738}}, {\"45342\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-31 14:54:51.000000+00:00\", \"2023-02-15 21:22:40.000000+00:00\", \"2021-10-14 03:28:08.000000+00:00\", \"2021-11-18 17:56:14.000000+00:00\", \"2021-10-09 22:43:26.000000+00:00\"], \"session_ids\": [\"d14c85c0-205e-4b32-89a0-a84545b6e8e7\", \"bbb6f8e1-0526-4c32-83c3-e7eff4613439\", \"495c3e23-1026-4f0c-b131-ec4e17ab481f\", \"938271fd-98f7-4219-9e83-a314b693d812\", \"109ed926-c15e-4500-b6a4-005f9adcef20\"], \"total_duration\": 2900.0, \"total_sessions\": 5, \"mean_week_duration\": 40.845}}, {\"11835\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-10-03 20:50:30.000000+00:00\", \"2020-02-24 04:23:08.000000+00:00\", \"2023-06-01 18:19:15.000000+00:00\", \"2022-06-09 15:35:22.000000+00:00\", \"2020-07-18 15:43:39.000000+00:00\", \"2023-05-18 18:35:53.000000+00:00\"], \"session_ids\": [\"3d2b0b84-4a51-4cdb-bb0a-ca60bd16b218\", \"fc41920a-cebc-47a1-8a47-f86b88c31c76\", \"f02b0c2c-0b4c-4ff1-92fc-781e5bdd82cb\", \"1b7cedfb-14c0-4563-bdec-1a38f980c1cf\", \"55820ec7-fb4e-4c6a-a902-addbf2860808\", \"e13c8a66-9692-4f54-97f1-6d2691f4f99a\"], \"total_duration\": 2718.0, \"total_sessions\": 6, \"mean_week_duration\": 15.895}}]\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 4 users who are users with smallest value of site usage time in addition carry out sorting by time spent on the site 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{\"52438\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-06-03 14:35:08.000000+00:00\", \"2022-12-27 22:03:05.000000+00:00\"], \"session_ids\": [\"d0b56fa5-7916-4ac6-a35a-3dac7f99e5b3\", \"20773e1a-b466-4dec-b34b-037b75319b41\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 12.261}, \"14817\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-04-02 20:06:49.000000+00:00\", \"2019-05-07 19:07:17.000000+00:00\", \"2019-06-26 00:09:29.000000+00:00\"], \"session_ids\": [\"3a7733c2-4c05-46a6-95fd-8f894551f9fa\", \"436934aa-2eb5-4175-9756-85ba4a4b1e22\", \"0bea8bb6-405a-4ab3-8be4-b03df3ca4720\"], \"total_duration\": 580.0, \"total_sessions\": 3, \"mean_week_duration\": 3.816}, \"4312\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-01-25 13:26:38.000000+00:00\", \"2021-08-29 23:34:39.000000+00:00\", \"2023-01-25 04:58:24.000000+00:00\", \"2022-06-28 06:44:32.000000+00:00\", \"2019-07-06 15:11:19.000000+00:00\"], \"session_ids\": [\"53a5f04b-c856-45a5-b419-84edf59778a3\", \"b66c6240-fa32-48ec-9ba8-029852a4a661\", \"2db309bf-9d1a-499f-8e97-a798e23cdbcb\", \"5ea6d0a7-91ca-4913-bc3e-11b9337b99eb\", \"183e5ce2-2ded-4e1d-bad2-63681b236447\"], \"total_duration\": 173.0, \"total_sessions\": 5, \"mean_week_duration\": 0.93}, \"7317\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-06-05 10:46:42.000000+00:00\", \"2022-11-13 15:22:56.000000+00:00\", \"2023-03-16 20:47:59.000000+00:00\"], \"session_ids\": [\"81832c63-a475-4600-8781-f04ea5d8f8d5\", \"392983cb-55c1-4a8a-977e-7fc7429760a6\", \"f88de61b-3109-479c-8032-fa756e756377\"], \"total_duration\": 165.0, \"total_sessions\": 3, \"mean_week_duration\": 1.138}, \"98565\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-30 22:45:18.000000+00:00\", \"2021-10-19 09:35:24.000000+00:00\", \"2019-09-21 02:07:17.000000+00:00\", \"2022-05-08 05:34:06.000000+00:00\", \"2020-04-23 03:41:59.000000+00:00\", \"2019-08-19 06:37:23.000000+00:00\"], \"session_ids\": [\"1733b2a5-a43b-4b60-9188-a34263190261\", \"8436b6b6-615b-41ce-9737-567fe161d727\", \"5e6e1139-c7f7-4269-b612-5024b0a49353\", \"d00cdd4b-3232-4280-97a7-b1816ad0731e\", \"de509e76-7f61-417b-b090-fc9d886f9243\", \"0e2a41b7-23f1-4865-a8aa-173c9fceebfc\"], \"total_duration\": 808.0, \"total_sessions\": 6, \"mean_week_duration\": 5.69}, \"25605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-04 11:05:52.000000+00:00\", \"2021-04-24 09:47:31.000000+00:00\"], \"session_ids\": [\"2d4f33bf-af90-4b56-a2c9-1b3452433e87\", \"a0c0ce63-863e-4636-8443-f2b76c638057\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 2.746}, \"21179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-01-05 15:45:44.000000+00:00\", \"2019-08-13 16:09:18.000000+00:00\"], \"session_ids\": [\"0e32be63-2c04-472e-b57e-125b4d070b8b\", \"49afd64a-069c-4a99-8909-e3e64daf32f0\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 12.619}, \"98374\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-08 00:52:36.000000+00:00\", \"2019-10-20 10:34:51.000000+00:00\", \"2022-11-20 00:31:44.000000+00:00\", \"2019-11-18 06:19:19.000000+00:00\", \"2020-06-24 03:13:49.000000+00:00\", \"2020-08-27 01:43:20.000000+00:00\", \"2022-11-18 19:52:27.000000+00:00\", \"2021-02-23 13:06:39.000000+00:00\"], \"session_ids\": [\"91014f20-fa93-4600-b4bb-587326263c67\", \"2d375088-4046-4ea6-94c8-80bf4095695c\", \"c8f52cf0-89e4-49cc-92ff-2341b2806644\", \"a31d49a3-f181-4086-adf9-c8901c985088\", \"0666b3aa-7c61-43a5-bb1c-945f905f2c3a\", \"bd39682e-207a-4d7f-bec6-05afbb710b29\", \"c56e8ef2-b124-4cdb-ae31-f01651bdf723\", \"31e37b60-f9a3-4782-9e9a-eb6c77d4c9df\"], \"total_duration\": 790.0, \"total_sessions\": 8, \"mean_week_duration\": 4.907}, \"28989\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-02-01 16:52:16.000000+00:00\", \"2022-10-27 11:45:00.000000+00:00\", \"2020-06-16 03:12:32.000000+00:00\", \"2021-11-23 02:21:53.000000+00:00\", \"2020-10-09 20:06:53.000000+00:00\", \"2020-12-13 13:47:32.000000+00:00\", \"2022-01-25 00:09:51.000000+00:00\", \"2020-09-17 18:15:38.000000+00:00\", \"2022-08-27 21:26:17.000000+00:00\"], \"session_ids\": [\"139cbb2d-7d4f-4953-b902-53b6f2e2e346\", \"18414747-fc53-4505-9900-482c6c1c8268\", \"9d4385b0-029b-4cda-bcc8-dbe294b99ff9\", \"e32f9ece-3160-4bd2-852d-24a89d5b8a33\", \"4e945e6d-f9c0-49fe-a1b8-e979e602b401\", \"0c28f475-bd68-4059-87cb-ff35bbe4da74\", \"a782ebff-a127-40c2-82ff-2079d9b42484\", \"0302eb92-77c7-4481-ad5c-01f48600d2cc\", \"a0596905-a191-4fd9-b41e-66ee702dac62\"], \"total_duration\": 4738.0, \"total_sessions\": 9, \"mean_week_duration\": 38.21}, \"43588\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-12-27 07:25:06.000000+00:00\", \"2022-08-01 04:15:41.000000+00:00\", \"2019-03-19 15:09:56.000000+00:00\", \"2020-03-01 09:45:49.000000+00:00\"], \"session_ids\": [\"950a55a8-86bb-48d3-b8d8-071f19ec0a88\", \"5b5657c6-503b-4406-92a8-6b2639a9f295\", \"d2ada439-ab06-4a22-9a16-926f5bc5583b\", \"4adab9fa-aa75-4666-82e5-9422cc663cb4\"], \"total_duration\": 1339.0, \"total_sessions\": 4, \"mean_week_duration\": 7.608}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the lowest 4 total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": 4}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"7317\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-06-05 10:46:42.000000+00:00\", \"2022-11-13 15:22:56.000000+00:00\", \"2023-03-16 20:47:59.000000+00:00\"], \"session_ids\": [\"81832c63-a475-4600-8781-f04ea5d8f8d5\", \"392983cb-55c1-4a8a-977e-7fc7429760a6\", \"f88de61b-3109-479c-8032-fa756e756377\"], \"total_duration\": 165.0, \"total_sessions\": 3, \"mean_week_duration\": 1.138}}, {\"4312\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-01-25 13:26:38.000000+00:00\", \"2021-08-29 23:34:39.000000+00:00\", \"2023-01-25 04:58:24.000000+00:00\", \"2022-06-28 06:44:32.000000+00:00\", \"2019-07-06 15:11:19.000000+00:00\"], \"session_ids\": [\"53a5f04b-c856-45a5-b419-84edf59778a3\", \"b66c6240-fa32-48ec-9ba8-029852a4a661\", \"2db309bf-9d1a-499f-8e97-a798e23cdbcb\", \"5ea6d0a7-91ca-4913-bc3e-11b9337b99eb\", \"183e5ce2-2ded-4e1d-bad2-63681b236447\"], \"total_duration\": 173.0, \"total_sessions\": 5, \"mean_week_duration\": 0.93}}, {\"25605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-04 11:05:52.000000+00:00\", \"2021-04-24 09:47:31.000000+00:00\"], \"session_ids\": [\"2d4f33bf-af90-4b56-a2c9-1b3452433e87\", \"a0c0ce63-863e-4636-8443-f2b76c638057\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 2.746}}, {\"21179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-01-05 15:45:44.000000+00:00\", \"2019-08-13 16:09:18.000000+00:00\"], \"session_ids\": [\"0e32be63-2c04-472e-b57e-125b4d070b8b\", \"49afd64a-069c-4a99-8909-e3e64daf32f0\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 12.619}}]\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[{\"21179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-01-05 15:45:44.000000+00:00\", \"2019-08-13 16:09:18.000000+00:00\"], \"session_ids\": [\"0e32be63-2c04-472e-b57e-125b4d070b8b\", \"49afd64a-069c-4a99-8909-e3e64daf32f0\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 12.619}}, {\"25605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-04 11:05:52.000000+00:00\", \"2021-04-24 09:47:31.000000+00:00\"], \"session_ids\": [\"2d4f33bf-af90-4b56-a2c9-1b3452433e87\", \"a0c0ce63-863e-4636-8443-f2b76c638057\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 2.746}}, {\"4312\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-01-25 13:26:38.000000+00:00\", \"2021-08-29 23:34:39.000000+00:00\", \"2023-01-25 04:58:24.000000+00:00\", \"2022-06-28 06:44:32.000000+00:00\", \"2019-07-06 15:11:19.000000+00:00\"], \"session_ids\": [\"53a5f04b-c856-45a5-b419-84edf59778a3\", \"b66c6240-fa32-48ec-9ba8-029852a4a661\", \"2db309bf-9d1a-499f-8e97-a798e23cdbcb\", \"5ea6d0a7-91ca-4913-bc3e-11b9337b99eb\", \"183e5ce2-2ded-4e1d-bad2-63681b236447\"], \"total_duration\": 173.0, \"total_sessions\": 5, \"mean_week_duration\": 0.93}}, {\"7317\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-06-05 10:46:42.000000+00:00\", \"2022-11-13 15:22:56.000000+00:00\", \"2023-03-16 20:47:59.000000+00:00\"], \"session_ids\": [\"81832c63-a475-4600-8781-f04ea5d8f8d5\", \"392983cb-55c1-4a8a-977e-7fc7429760a6\", \"f88de61b-3109-479c-8032-fa756e756377\"], \"total_duration\": 165.0, \"total_sessions\": 3, \"mean_week_duration\": 1.138}}]\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[{\"21179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-01-05 15:45:44.000000+00:00\", \"2019-08-13 16:09:18.000000+00:00\"], \"session_ids\": [\"0e32be63-2c04-472e-b57e-125b4d070b8b\", \"49afd64a-069c-4a99-8909-e3e64daf32f0\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 12.619}}, {\"25605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-04 11:05:52.000000+00:00\", \"2021-04-24 09:47:31.000000+00:00\"], \"session_ids\": [\"2d4f33bf-af90-4b56-a2c9-1b3452433e87\", \"a0c0ce63-863e-4636-8443-f2b76c638057\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 2.746}}, {\"4312\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-01-25 13:26:38.000000+00:00\", \"2021-08-29 23:34:39.000000+00:00\", \"2023-01-25 04:58:24.000000+00:00\", \"2022-06-28 06:44:32.000000+00:00\", \"2019-07-06 15:11:19.000000+00:00\"], \"session_ids\": [\"53a5f04b-c856-45a5-b419-84edf59778a3\", \"b66c6240-fa32-48ec-9ba8-029852a4a661\", \"2db309bf-9d1a-499f-8e97-a798e23cdbcb\", \"5ea6d0a7-91ca-4913-bc3e-11b9337b99eb\", \"183e5ce2-2ded-4e1d-bad2-63681b236447\"], \"total_duration\": 173.0, \"total_sessions\": 5, \"mean_week_duration\": 0.93}}, {\"7317\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-06-05 10:46:42.000000+00:00\", \"2022-11-13 15:22:56.000000+00:00\", \"2023-03-16 20:47:59.000000+00:00\"], \"session_ids\": [\"81832c63-a475-4600-8781-f04ea5d8f8d5\", \"392983cb-55c1-4a8a-977e-7fc7429760a6\", \"f88de61b-3109-479c-8032-fa756e756377\"], \"total_duration\": 165.0, \"total_sessions\": 3, \"mean_week_duration\": 1.138}}]\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[{\"21179\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-01-05 15:45:44.000000+00:00\", \"2019-08-13 16:09:18.000000+00:00\"], \"session_ids\": [\"0e32be63-2c04-472e-b57e-125b4d070b8b\", \"49afd64a-069c-4a99-8909-e3e64daf32f0\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 12.619}}, {\"25605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-04 11:05:52.000000+00:00\", \"2021-04-24 09:47:31.000000+00:00\"], \"session_ids\": [\"2d4f33bf-af90-4b56-a2c9-1b3452433e87\", \"a0c0ce63-863e-4636-8443-f2b76c638057\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 2.746}}, {\"4312\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-01-25 13:26:38.000000+00:00\", \"2021-08-29 23:34:39.000000+00:00\", \"2023-01-25 04:58:24.000000+00:00\", \"2022-06-28 06:44:32.000000+00:00\", \"2019-07-06 15:11:19.000000+00:00\"], \"session_ids\": [\"53a5f04b-c856-45a5-b419-84edf59778a3\", \"b66c6240-fa32-48ec-9ba8-029852a4a661\", \"2db309bf-9d1a-499f-8e97-a798e23cdbcb\", \"5ea6d0a7-91ca-4913-bc3e-11b9337b99eb\", \"183e5ce2-2ded-4e1d-bad2-63681b236447\"], \"total_duration\": 173.0, \"total_sessions\": 5, \"mean_week_duration\": 0.93}}, {\"7317\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-06-05 10:46:42.000000+00:00\", \"2022-11-13 15:22:56.000000+00:00\", \"2023-03-16 20:47:59.000000+00:00\"], \"session_ids\": [\"81832c63-a475-4600-8781-f04ea5d8f8d5\", \"392983cb-55c1-4a8a-977e-7fc7429760a6\", \"f88de61b-3109-479c-8032-fa756e756377\"], \"total_duration\": 165.0, \"total_sessions\": 3, \"mean_week_duration\": 1.138}}]\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 user who isn't residing in cities Singapore City, Lisbon, Beijing, Bogota, Athens, Quito, Bridgetown plus perform sorting by total amount of duration from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35626\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-05-20 19:55:49.000000+00:00\", \"2020-05-09 09:00:00.000000+00:00\"], \"session_ids\": [\"6e26694f-400c-4fb9-9d86-dbae7f23078e\", \"622abd24-e08e-43dd-824c-f9579cc88ac5\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.462}, \"3945\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-06 21:44:34.000000+00:00\", \"2023-01-13 03:12:51.000000+00:00\", \"2021-05-21 15:53:20.000000+00:00\", \"2019-12-29 11:33:50.000000+00:00\", \"2019-03-28 14:04:44.000000+00:00\", \"2021-03-20 12:44:57.000000+00:00\", \"2021-03-30 08:02:09.000000+00:00\", \"2022-03-28 01:54:04.000000+00:00\"], \"session_ids\": [\"eb6bd102-f47a-4dfe-b984-b356956c85ef\", \"7b415848-330e-48fe-b10f-f974cb0d4ca1\", \"1a9c7772-c9a3-40b7-a75c-e7cb57859407\", \"4d0e1a28-8e7b-472f-9f78-7575e85aa63e\", \"48fcba00-d7dc-4c3c-95fa-77d295c98a7b\", \"97fcf117-acd7-409c-bb56-3625649c1022\", \"8ec5fa44-5139-4351-82a2-f5f9176f45f6\", \"b3bbe561-0e16-4c9e-9f8b-540c099c190e\"], \"total_duration\": 4965.0, \"total_sessions\": 8, \"mean_week_duration\": 25.076}, \"37414\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-22 02:00:06.000000+00:00\", \"2021-03-07 16:48:51.000000+00:00\"], \"session_ids\": [\"2baac34b-98ea-4972-b290-396c390c6cb6\", \"1cca71a9-da39-4a4b-b498-de7f62d65f61\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 4.972}, \"95398\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-08-18 21:54:11.000000+00:00\", \"2021-04-29 08:10:36.000000+00:00\", \"2022-12-05 09:34:32.000000+00:00\"], \"session_ids\": [\"5c416e0d-8d18-4443-bafa-3d49e727c088\", \"92c65ed7-5237-41fe-9cc9-9a0dfa558c4c\", \"f583bdac-44a0-4992-b004-e81700880fb9\"], \"total_duration\": 121.0, \"total_sessions\": 3, \"mean_week_duration\": 1.008}, \"89864\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-12 02:00:25.000000+00:00\", \"2021-08-08 14:19:57.000000+00:00\", \"2021-03-03 01:46:10.000000+00:00\", \"2021-02-18 22:12:06.000000+00:00\", \"2020-09-17 23:40:07.000000+00:00\", \"2019-05-14 15:19:44.000000+00:00\"], \"session_ids\": [\"1e8f2a42-027b-40a0-8556-f57ba3edc904\", \"edcdf864-c91c-4d32-a6fb-b3f51f9566a7\", \"c7f1cf61-1377-423d-81ee-097e2e731b46\", \"41e57818-d2e8-4244-b8ac-b2fbc3cd61f6\", \"bf157836-1691-4e35-bbdf-6278e8e22832\", \"ffecf988-40ff-48e1-aa06-478fc74ef103\"], \"total_duration\": 65.0, \"total_sessions\": 6, \"mean_week_duration\": 0.556}, \"12102\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-03 04:33:11.000000+00:00\", \"2021-09-17 04:27:43.000000+00:00\", \"2019-09-11 03:45:54.000000+00:00\"], \"session_ids\": [\"291cd8d8-a4ab-4cb6-a470-42db38811ef4\", \"e78eaae4-fb6e-43bf-bf50-6670a6c49141\", \"acc1d12e-8a84-473e-a53f-95a3382fad34\"], \"total_duration\": 499.0, \"total_sessions\": 3, \"mean_week_duration\": 3.616}, \"98852\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-06-06 06:48:09.000000+00:00\", \"2021-06-17 18:22:36.000000+00:00\", \"2022-08-17 07:04:45.000000+00:00\", \"2022-10-05 08:37:36.000000+00:00\", \"2020-05-13 11:26:47.000000+00:00\", \"2020-11-19 14:30:08.000000+00:00\"], \"session_ids\": [\"b67f8a73-59a6-4376-b8a8-249f0b6aa7fa\", \"fc7393b0-a97c-4b1a-90fd-0c2207c60021\", \"d64ae29a-7dbd-4c28-b76c-b2fce21a6b68\", \"e2a06b61-6621-464d-8700-68c152f3091b\", \"7bb83465-59f3-438c-8bd5-bce62b64be29\", \"645fb445-9064-444d-a0ed-14b767c37cfd\"], \"total_duration\": 4182.0, \"total_sessions\": 6, \"mean_week_duration\": 24.034}, \"65678\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-04-09 00:38:28.000000+00:00\", \"2021-11-09 15:29:38.000000+00:00\"], \"session_ids\": [\"1f5651d6-85c5-41b6-916f-5698b5a949a5\", \"1d643d91-85b9-4f0c-83e4-8902711f9a6e\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 2.045}, \"95186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-07-20 19:09:07.000000+00:00\", \"2021-09-25 03:09:49.000000+00:00\"], \"session_ids\": [\"3e81897e-d78f-408f-b999-1b8de2f3a816\", \"11ce21a5-0108-4867-a2fc-1b7a29f99264\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 2.193}, \"7202\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-04-04 18:02:35.000000+00:00\", \"2023-01-08 19:19:58.000000+00:00\"], \"session_ids\": [\"884c9bf5-4d3d-4c41-af81-fa044d1d690f\", \"3fe202eb-89ae-4525-b459-09248a712c6e\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 6.385}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are not Singapore City, Larebon, Beijing, Bogota, Athens, Quito, Bridgetown" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Singapore City\", \"Lisbon\", \"Beijing\", \"Bogota\", \"Athens\", \"Quito\", \"Bridgetown\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35626\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-05-20 19:55:49.000000+00:00\", \"2020-05-09 09:00:00.000000+00:00\"], \"session_ids\": [\"6e26694f-400c-4fb9-9d86-dbae7f23078e\", \"622abd24-e08e-43dd-824c-f9579cc88ac5\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.462}, \"3945\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-06 21:44:34.000000+00:00\", \"2023-01-13 03:12:51.000000+00:00\", \"2021-05-21 15:53:20.000000+00:00\", \"2019-12-29 11:33:50.000000+00:00\", \"2019-03-28 14:04:44.000000+00:00\", \"2021-03-20 12:44:57.000000+00:00\", \"2021-03-30 08:02:09.000000+00:00\", \"2022-03-28 01:54:04.000000+00:00\"], \"session_ids\": [\"eb6bd102-f47a-4dfe-b984-b356956c85ef\", \"7b415848-330e-48fe-b10f-f974cb0d4ca1\", \"1a9c7772-c9a3-40b7-a75c-e7cb57859407\", \"4d0e1a28-8e7b-472f-9f78-7575e85aa63e\", \"48fcba00-d7dc-4c3c-95fa-77d295c98a7b\", \"97fcf117-acd7-409c-bb56-3625649c1022\", \"8ec5fa44-5139-4351-82a2-f5f9176f45f6\", \"b3bbe561-0e16-4c9e-9f8b-540c099c190e\"], \"total_duration\": 4965.0, \"total_sessions\": 8, \"mean_week_duration\": 25.076}, \"37414\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-22 02:00:06.000000+00:00\", \"2021-03-07 16:48:51.000000+00:00\"], \"session_ids\": [\"2baac34b-98ea-4972-b290-396c390c6cb6\", \"1cca71a9-da39-4a4b-b498-de7f62d65f61\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 4.972}, \"95398\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-08-18 21:54:11.000000+00:00\", \"2021-04-29 08:10:36.000000+00:00\", \"2022-12-05 09:34:32.000000+00:00\"], \"session_ids\": [\"5c416e0d-8d18-4443-bafa-3d49e727c088\", \"92c65ed7-5237-41fe-9cc9-9a0dfa558c4c\", \"f583bdac-44a0-4992-b004-e81700880fb9\"], \"total_duration\": 121.0, \"total_sessions\": 3, \"mean_week_duration\": 1.008}, \"89864\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-12 02:00:25.000000+00:00\", \"2021-08-08 14:19:57.000000+00:00\", \"2021-03-03 01:46:10.000000+00:00\", \"2021-02-18 22:12:06.000000+00:00\", \"2020-09-17 23:40:07.000000+00:00\", \"2019-05-14 15:19:44.000000+00:00\"], \"session_ids\": [\"1e8f2a42-027b-40a0-8556-f57ba3edc904\", \"edcdf864-c91c-4d32-a6fb-b3f51f9566a7\", \"c7f1cf61-1377-423d-81ee-097e2e731b46\", \"41e57818-d2e8-4244-b8ac-b2fbc3cd61f6\", \"bf157836-1691-4e35-bbdf-6278e8e22832\", \"ffecf988-40ff-48e1-aa06-478fc74ef103\"], \"total_duration\": 65.0, \"total_sessions\": 6, \"mean_week_duration\": 0.556}, \"12102\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-03 04:33:11.000000+00:00\", \"2021-09-17 04:27:43.000000+00:00\", \"2019-09-11 03:45:54.000000+00:00\"], \"session_ids\": [\"291cd8d8-a4ab-4cb6-a470-42db38811ef4\", \"e78eaae4-fb6e-43bf-bf50-6670a6c49141\", \"acc1d12e-8a84-473e-a53f-95a3382fad34\"], \"total_duration\": 499.0, \"total_sessions\": 3, \"mean_week_duration\": 3.616}, \"98852\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-06-06 06:48:09.000000+00:00\", \"2021-06-17 18:22:36.000000+00:00\", \"2022-08-17 07:04:45.000000+00:00\", \"2022-10-05 08:37:36.000000+00:00\", \"2020-05-13 11:26:47.000000+00:00\", \"2020-11-19 14:30:08.000000+00:00\"], \"session_ids\": [\"b67f8a73-59a6-4376-b8a8-249f0b6aa7fa\", \"fc7393b0-a97c-4b1a-90fd-0c2207c60021\", \"d64ae29a-7dbd-4c28-b76c-b2fce21a6b68\", \"e2a06b61-6621-464d-8700-68c152f3091b\", \"7bb83465-59f3-438c-8bd5-bce62b64be29\", \"645fb445-9064-444d-a0ed-14b767c37cfd\"], \"total_duration\": 4182.0, \"total_sessions\": 6, \"mean_week_duration\": 24.034}, \"95186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-07-20 19:09:07.000000+00:00\", \"2021-09-25 03:09:49.000000+00:00\"], \"session_ids\": [\"3e81897e-d78f-408f-b999-1b8de2f3a816\", \"11ce21a5-0108-4867-a2fc-1b7a29f99264\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 2.193}, \"7202\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-04-04 18:02:35.000000+00:00\", \"2023-01-08 19:19:58.000000+00:00\"], \"session_ids\": [\"884c9bf5-4d3d-4c41-af81-fa044d1d690f\", \"3fe202eb-89ae-4525-b459-09248a712c6e\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 6.385}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"3945\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-06 21:44:34.000000+00:00\", \"2023-01-13 03:12:51.000000+00:00\", \"2021-05-21 15:53:20.000000+00:00\", \"2019-12-29 11:33:50.000000+00:00\", \"2019-03-28 14:04:44.000000+00:00\", \"2021-03-20 12:44:57.000000+00:00\", \"2021-03-30 08:02:09.000000+00:00\", \"2022-03-28 01:54:04.000000+00:00\"], \"session_ids\": [\"eb6bd102-f47a-4dfe-b984-b356956c85ef\", \"7b415848-330e-48fe-b10f-f974cb0d4ca1\", \"1a9c7772-c9a3-40b7-a75c-e7cb57859407\", \"4d0e1a28-8e7b-472f-9f78-7575e85aa63e\", \"48fcba00-d7dc-4c3c-95fa-77d295c98a7b\", \"97fcf117-acd7-409c-bb56-3625649c1022\", \"8ec5fa44-5139-4351-82a2-f5f9176f45f6\", \"b3bbe561-0e16-4c9e-9f8b-540c099c190e\"], \"total_duration\": 4965.0, \"total_sessions\": 8, \"mean_week_duration\": 25.076}}, {\"98852\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-06-06 06:48:09.000000+00:00\", \"2021-06-17 18:22:36.000000+00:00\", \"2022-08-17 07:04:45.000000+00:00\", \"2022-10-05 08:37:36.000000+00:00\", \"2020-05-13 11:26:47.000000+00:00\", \"2020-11-19 14:30:08.000000+00:00\"], \"session_ids\": [\"b67f8a73-59a6-4376-b8a8-249f0b6aa7fa\", \"fc7393b0-a97c-4b1a-90fd-0c2207c60021\", \"d64ae29a-7dbd-4c28-b76c-b2fce21a6b68\", \"e2a06b61-6621-464d-8700-68c152f3091b\", \"7bb83465-59f3-438c-8bd5-bce62b64be29\", \"645fb445-9064-444d-a0ed-14b767c37cfd\"], \"total_duration\": 4182.0, \"total_sessions\": 6, \"mean_week_duration\": 24.034}}, {\"12102\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-03 04:33:11.000000+00:00\", \"2021-09-17 04:27:43.000000+00:00\", \"2019-09-11 03:45:54.000000+00:00\"], \"session_ids\": [\"291cd8d8-a4ab-4cb6-a470-42db38811ef4\", \"e78eaae4-fb6e-43bf-bf50-6670a6c49141\", \"acc1d12e-8a84-473e-a53f-95a3382fad34\"], \"total_duration\": 499.0, \"total_sessions\": 3, \"mean_week_duration\": 3.616}}, {\"37414\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-10-22 02:00:06.000000+00:00\", \"2021-03-07 16:48:51.000000+00:00\"], \"session_ids\": [\"2baac34b-98ea-4972-b290-396c390c6cb6\", \"1cca71a9-da39-4a4b-b498-de7f62d65f61\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 4.972}}, {\"95186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-07-20 19:09:07.000000+00:00\", \"2021-09-25 03:09:49.000000+00:00\"], \"session_ids\": [\"3e81897e-d78f-408f-b999-1b8de2f3a816\", \"11ce21a5-0108-4867-a2fc-1b7a29f99264\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 2.193}}, {\"95398\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-08-18 21:54:11.000000+00:00\", \"2021-04-29 08:10:36.000000+00:00\", \"2022-12-05 09:34:32.000000+00:00\"], \"session_ids\": [\"5c416e0d-8d18-4443-bafa-3d49e727c088\", \"92c65ed7-5237-41fe-9cc9-9a0dfa558c4c\", \"f583bdac-44a0-4992-b004-e81700880fb9\"], \"total_duration\": 121.0, \"total_sessions\": 3, \"mean_week_duration\": 1.008}}, {\"7202\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-04-04 18:02:35.000000+00:00\", \"2023-01-08 19:19:58.000000+00:00\"], \"session_ids\": [\"884c9bf5-4d3d-4c41-af81-fa044d1d690f\", \"3fe202eb-89ae-4525-b459-09248a712c6e\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 6.385}}, {\"35626\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-05-20 19:55:49.000000+00:00\", \"2020-05-09 09:00:00.000000+00:00\"], \"session_ids\": [\"6e26694f-400c-4fb9-9d86-dbae7f23078e\", \"622abd24-e08e-43dd-824c-f9579cc88ac5\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.462}}, {\"89864\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-12 02:00:25.000000+00:00\", \"2021-08-08 14:19:57.000000+00:00\", \"2021-03-03 01:46:10.000000+00:00\", \"2021-02-18 22:12:06.000000+00:00\", \"2020-09-17 23:40:07.000000+00:00\", \"2019-05-14 15:19:44.000000+00:00\"], \"session_ids\": [\"1e8f2a42-027b-40a0-8556-f57ba3edc904\", \"edcdf864-c91c-4d32-a6fb-b3f51f9566a7\", \"c7f1cf61-1377-423d-81ee-097e2e731b46\", \"41e57818-d2e8-4244-b8ac-b2fbc3cd61f6\", \"bf157836-1691-4e35-bbdf-6278e8e22832\", \"ffecf988-40ff-48e1-aa06-478fc74ef103\"], \"total_duration\": 65.0, \"total_sessions\": 6, \"mean_week_duration\": 0.556}}]\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[{\"3945\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-06 21:44:34.000000+00:00\", \"2023-01-13 03:12:51.000000+00:00\", \"2021-05-21 15:53:20.000000+00:00\", \"2019-12-29 11:33:50.000000+00:00\", \"2019-03-28 14:04:44.000000+00:00\", \"2021-03-20 12:44:57.000000+00:00\", \"2021-03-30 08:02:09.000000+00:00\", \"2022-03-28 01:54:04.000000+00:00\"], \"session_ids\": [\"eb6bd102-f47a-4dfe-b984-b356956c85ef\", \"7b415848-330e-48fe-b10f-f974cb0d4ca1\", \"1a9c7772-c9a3-40b7-a75c-e7cb57859407\", \"4d0e1a28-8e7b-472f-9f78-7575e85aa63e\", \"48fcba00-d7dc-4c3c-95fa-77d295c98a7b\", \"97fcf117-acd7-409c-bb56-3625649c1022\", \"8ec5fa44-5139-4351-82a2-f5f9176f45f6\", \"b3bbe561-0e16-4c9e-9f8b-540c099c190e\"], \"total_duration\": 4965.0, \"total_sessions\": 8, \"mean_week_duration\": 25.076}}]\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[{\"3945\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-06 21:44:34.000000+00:00\", \"2023-01-13 03:12:51.000000+00:00\", \"2021-05-21 15:53:20.000000+00:00\", \"2019-12-29 11:33:50.000000+00:00\", \"2019-03-28 14:04:44.000000+00:00\", \"2021-03-20 12:44:57.000000+00:00\", \"2021-03-30 08:02:09.000000+00:00\", \"2022-03-28 01:54:04.000000+00:00\"], \"session_ids\": [\"eb6bd102-f47a-4dfe-b984-b356956c85ef\", \"7b415848-330e-48fe-b10f-f974cb0d4ca1\", \"1a9c7772-c9a3-40b7-a75c-e7cb57859407\", \"4d0e1a28-8e7b-472f-9f78-7575e85aa63e\", \"48fcba00-d7dc-4c3c-95fa-77d295c98a7b\", \"97fcf117-acd7-409c-bb56-3625649c1022\", \"8ec5fa44-5139-4351-82a2-f5f9176f45f6\", \"b3bbe561-0e16-4c9e-9f8b-540c099c190e\"], \"total_duration\": 4965.0, \"total_sessions\": 8, \"mean_week_duration\": 25.076}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about user who has mean of duration of sessions per week smaller than 32 and bigger than 4 as well as implement sorting by city_name in desc order and provide me only with 3 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{\"7421\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-04-16 08:22:34.000000+00:00\", \"2022-11-14 12:23:39.000000+00:00\", \"2019-12-03 01:46:50.000000+00:00\", \"2022-05-01 00:13:50.000000+00:00\", \"2020-06-21 14:13:07.000000+00:00\", \"2020-11-10 17:55:30.000000+00:00\", \"2023-02-24 23:28:42.000000+00:00\"], \"session_ids\": [\"12bf594d-a26b-492a-84d6-af3288bf62f6\", \"c0cf8d91-1369-4ec1-87a4-66d3dd3b018d\", \"72c93748-c39f-4efd-b0a8-84ea11892bf4\", \"07e7345e-84b6-4838-8060-4e9849313b2f\", \"36a6cf91-28cf-4a59-9ac2-7f485e6cca05\", \"4e9ff7c5-8f0c-494d-b5a6-392825c2b081\", \"795ebcfa-7bea-40e5-ad12-0867c3c2b123\"], \"total_duration\": 263.0, \"total_sessions\": 7, \"mean_week_duration\": 1.556}, \"97962\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-28 22:04:11.000000+00:00\", \"2022-03-14 06:09:22.000000+00:00\"], \"session_ids\": [\"a48e4539-88d9-41c2-af3c-96d73e20b4d6\", \"01fdba9c-50da-41ef-b221-820e9f1b13b0\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 1.203}, \"55297\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-04-10 19:56:27.000000+00:00\", \"2022-02-17 09:45:25.000000+00:00\", \"2023-05-05 06:37:11.000000+00:00\", \"2021-09-16 16:53:25.000000+00:00\", \"2021-05-06 06:09:39.000000+00:00\", \"2019-10-02 01:43:17.000000+00:00\"], \"session_ids\": [\"16edec46-385f-465e-ae46-4745217f3455\", \"ea80e77c-0e43-4e51-a460-2bd9f3ff9fe6\", \"559a68d5-9c33-4dfa-badb-c07e596c7382\", \"7cc3150e-3f55-4635-a39c-6f240985609b\", \"4cbd8e88-0aa5-48e8-84e3-062da9395c79\", \"4e93134b-f024-4cf9-8232-646573c7655a\"], \"total_duration\": 110.0, \"total_sessions\": 6, \"mean_week_duration\": 0.585}, \"57375\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-12-02 14:37:11.000000+00:00\", \"2020-12-19 00:33:46.000000+00:00\"], \"session_ids\": [\"ad74879d-595a-4b9f-9504-ecba3bfcf559\", \"d21ddca5-39a6-497c-80b6-40adefebaeae\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 3.473}, \"87175\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-07-06 15:17:22.000000+00:00\", \"2019-04-18 12:41:31.000000+00:00\"], \"session_ids\": [\"e4330edd-9d53-4dee-be64-8bdf45f51d08\", \"e8319a76-401b-48dd-a88f-5c86b2306076\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.129}, \"44799\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-20 05:25:35.000000+00:00\", \"2023-05-10 05:14:48.000000+00:00\", \"2021-04-29 13:08:23.000000+00:00\"], \"session_ids\": [\"8418b416-8ae8-482a-8a84-476fdd6c6c78\", \"d4e05d52-3f6f-4cc3-be43-2a6e47116e4a\", \"bf7a41cd-8408-45ae-bad2-fd9f75f3e9bf\"], \"total_duration\": 562.0, \"total_sessions\": 3, \"mean_week_duration\": 5.302}, \"83023\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-30 05:20:57.000000+00:00\", \"2022-11-24 04:07:52.000000+00:00\"], \"session_ids\": [\"3b17f47e-b160-4a28-a60c-d963fadfab86\", \"56677c3c-159f-4a08-83e8-8864d75cd82d\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.38}, \"77103\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-05-31 14:48:57.000000+00:00\", \"2021-08-18 21:18:04.000000+00:00\", \"2023-02-04 14:12:31.000000+00:00\", \"2021-02-20 07:07:05.000000+00:00\", \"2019-02-05 09:42:03.000000+00:00\"], \"session_ids\": [\"01ebf575-e09b-4e1c-b993-a5dfb04d3da4\", \"fb9e9317-a89e-4968-8345-d6defe732a42\", \"1730c20c-a264-4819-9105-b9b2e058cb73\", \"8a242fc1-fd9c-43ef-ac1f-fa91716cdc78\", \"709053ce-d008-4f89-8498-06cee46a1411\"], \"total_duration\": 134.0, \"total_sessions\": 5, \"mean_week_duration\": 0.641}, \"53415\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-03-05 10:48:24.000000+00:00\", \"2021-01-26 06:55:19.000000+00:00\", \"2021-12-24 00:02:08.000000+00:00\", \"2020-12-14 02:50:30.000000+00:00\", \"2022-11-04 06:05:48.000000+00:00\"], \"session_ids\": [\"df8f670b-5fe4-4dfa-9299-a3420e27a3f3\", \"6ed60e01-60c1-46f5-9427-d80f90101fa4\", \"32dd0c6d-01ad-4d52-906f-262057dba0ba\", \"89b87aa9-aeea-4420-b731-ee0f47e05dea\", \"614be29c-b6d6-4ac1-8e0b-f7f6ee80c26c\"], \"total_duration\": 51.0, \"total_sessions\": 5, \"mean_week_duration\": 0.515}, \"18846\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-22 23:18:31.000000+00:00\", \"2020-04-28 20:56:45.000000+00:00\"], \"session_ids\": [\"618d76db-f9cc-4ef1-9be4-2da51618a70c\", \"2eb63082-5d4e-4885-86a3-b325fedd1a43\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.853}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or greater than 4 and are equal or less than 32" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[4, 32]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"44799\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-20 05:25:35.000000+00:00\", \"2023-05-10 05:14:48.000000+00:00\", \"2021-04-29 13:08:23.000000+00:00\"], \"session_ids\": [\"8418b416-8ae8-482a-8a84-476fdd6c6c78\", \"d4e05d52-3f6f-4cc3-be43-2a6e47116e4a\", \"bf7a41cd-8408-45ae-bad2-fd9f75f3e9bf\"], \"total_duration\": 562.0, \"total_sessions\": 3, \"mean_week_duration\": 5.302}}\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[{\"44799\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-20 05:25:35.000000+00:00\", \"2023-05-10 05:14:48.000000+00:00\", \"2021-04-29 13:08:23.000000+00:00\"], \"session_ids\": [\"8418b416-8ae8-482a-8a84-476fdd6c6c78\", \"d4e05d52-3f6f-4cc3-be43-2a6e47116e4a\", \"bf7a41cd-8408-45ae-bad2-fd9f75f3e9bf\"], \"total_duration\": 562.0, \"total_sessions\": 3, \"mean_week_duration\": 5.302}}]\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[{\"44799\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-20 05:25:35.000000+00:00\", \"2023-05-10 05:14:48.000000+00:00\", \"2021-04-29 13:08:23.000000+00:00\"], \"session_ids\": [\"8418b416-8ae8-482a-8a84-476fdd6c6c78\", \"d4e05d52-3f6f-4cc3-be43-2a6e47116e4a\", \"bf7a41cd-8408-45ae-bad2-fd9f75f3e9bf\"], \"total_duration\": 562.0, \"total_sessions\": 3, \"mean_week_duration\": 5.302}}]\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[{\"44799\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-20 05:25:35.000000+00:00\", \"2023-05-10 05:14:48.000000+00:00\", \"2021-04-29 13:08:23.000000+00:00\"], \"session_ids\": [\"8418b416-8ae8-482a-8a84-476fdd6c6c78\", \"d4e05d52-3f6f-4cc3-be43-2a6e47116e4a\", \"bf7a41cd-8408-45ae-bad2-fd9f75f3e9bf\"], \"total_duration\": 562.0, \"total_sessions\": 3, \"mean_week_duration\": 5.302}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about users who have total duration greater than 2500 (not including) and less than 3332 additionaly execute sorting by city naming 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{\"42578\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-18 06:55:54.000000+00:00\", \"2020-03-13 12:22:20.000000+00:00\"], \"session_ids\": [\"934b5ca7-4548-48cf-9d30-b431c6a43e2a\", \"9734cb31-4a9e-4826-93f0-13045b0075ee\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 27.5}, \"2401\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-01-21 20:03:02.000000+00:00\", \"2022-11-12 09:14:35.000000+00:00\"], \"session_ids\": [\"a6d19555-8408-4ac8-8e8f-73df1c3540a8\", \"6bdbaf18-ee12-42bf-85ba-4af98033c52d\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 31.9}, \"47914\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-30 09:30:52.000000+00:00\", \"2022-05-10 02:01:22.000000+00:00\", \"2022-06-28 13:54:42.000000+00:00\", \"2020-11-01 09:26:20.000000+00:00\", \"2020-11-27 21:48:20.000000+00:00\", \"2021-03-20 14:42:31.000000+00:00\", \"2019-02-18 17:00:36.000000+00:00\", \"2022-06-29 16:39:55.000000+00:00\"], \"session_ids\": [\"b6acf95a-972f-4e7d-b14f-c93739599b28\", \"4219abd7-57ab-4d34-8146-3f9ce8231a94\", \"ea9d3658-2918-42e3-9e65-07463f56390a\", \"e0260718-aef5-49df-8345-e7cf80794691\", \"0a4504d1-270c-40ee-81f4-3bf501ccd698\", \"e531b271-dd97-4e29-94e0-c91209af4a11\", \"ba2d9973-700b-43d9-9ca1-306bf526ef7a\", \"aa21727e-9662-41d4-b396-e8e50fb276b4\"], \"total_duration\": 3962.0, \"total_sessions\": 8, \"mean_week_duration\": 22.511}, \"36157\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-03-22 00:05:15.000000+00:00\", \"2021-07-21 19:55:38.000000+00:00\", \"2021-08-28 12:46:08.000000+00:00\", \"2023-01-22 07:57:56.000000+00:00\"], \"session_ids\": [\"a4594483-f3e7-42ca-8439-6f369cd68cac\", \"efa871d9-0e2f-4d12-9460-5ec3255d6e91\", \"ac7a4c96-bd44-4d38-b62f-e66be15eee2f\", \"4c120fc3-9696-4554-ac12-2ca60d84c322\"], \"total_duration\": 2068.0, \"total_sessions\": 4, \"mean_week_duration\": 21.542}, \"30737\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 10, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-29 23:16:59.000000+00:00\", \"2021-10-12 16:35:37.000000+00:00\", \"2022-05-13 02:59:56.000000+00:00\"], \"session_ids\": [\"e4c3bc75-cc4e-4062-a88c-6c81a600b355\", \"cba243ee-2647-4f74-b78c-717033a4bf0c\", \"6e1b1411-17e5-468b-9fbe-c8d170b7cf0e\"], \"total_duration\": 366.0, \"total_sessions\": 3, \"mean_week_duration\": 5.719}, \"97583\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 9}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-09-21 23:21:29.000000+00:00\", \"2020-06-07 14:03:21.000000+00:00\", \"2022-01-24 23:08:17.000000+00:00\"], \"session_ids\": [\"7562fa4d-e6bc-4c09-86d9-dd09ed387538\", \"300ed3aa-309e-4f96-bf4c-01c0401881df\", \"f1a8ace8-44a2-41f7-b80e-2cc0a18c0eaa\"], \"total_duration\": 547.0, \"total_sessions\": 3, \"mean_week_duration\": 4.447}, \"73669\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-07-28 23:54:13.000000+00:00\", \"2020-09-01 08:34:33.000000+00:00\"], \"session_ids\": [\"c7526493-af66-4444-bf6b-4a5402803502\", \"c70a1f3f-2975-4714-8297-bc3d4b76bcda\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.58}, \"74127\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-12-15 00:13:48.000000+00:00\", \"2021-05-16 18:53:07.000000+00:00\", \"2020-01-16 16:01:10.000000+00:00\", \"2021-01-22 06:36:07.000000+00:00\"], \"session_ids\": [\"5e588444-2102-42f0-864d-aef373359ffc\", \"b8b1c527-95c0-4b07-8cf4-ebb66eeac831\", \"f1bdffef-e953-45ff-b093-58c50fc54eea\", \"f5712cf8-de0d-4a13-8e6c-c69068e43d9e\"], \"total_duration\": 168.0, \"total_sessions\": 4, \"mean_week_duration\": 1.68}, \"90587\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-27 06:39:49.000000+00:00\", \"2022-11-07 21:56:06.000000+00:00\"], \"session_ids\": [\"2d8229b3-4e64-4659-ba89-0371cdb7f28b\", \"4e6d8241-ca15-495d-b35c-aefca897c62a\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.352}, \"78380\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-04-05 04:44:10.000000+00:00\", \"2023-02-22 05:20:09.000000+00:00\"], \"session_ids\": [\"161b7e48-a4a9-43a6-ac86-57c5bae165f8\", \"9eb14bcb-c253-460d-959b-85e11dfb5ff3\"], \"total_duration\": 293.0, \"total_sessions\": 2, \"mean_week_duration\": 48.833}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 2500 and are equal or less than 3332" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[2500, 3332]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about 2 users with a overall total sessions that is = 5 in addition sort by site usage time form the highest to the lowest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"82433\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-11 12:36:44.000000+00:00\", \"2021-02-11 04:40:11.000000+00:00\", \"2019-03-01 09:32:08.000000+00:00\"], \"session_ids\": [\"9e964380-7c6e-4448-b93b-f4e81a879fe6\", \"d3caf5e2-235a-4ca1-8fd4-f50740307b05\", \"510725da-d1e5-48f2-8eba-16c5bccbb890\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.118}, \"17527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-07-09 20:12:47.000000+00:00\", \"2019-07-02 14:30:48.000000+00:00\", \"2022-12-02 08:10:42.000000+00:00\", \"2021-03-25 07:28:43.000000+00:00\", \"2020-06-23 08:43:59.000000+00:00\", \"2023-03-05 07:46:29.000000+00:00\", \"2019-03-23 20:06:31.000000+00:00\", \"2019-12-27 05:50:37.000000+00:00\"], \"session_ids\": [\"bece6486-56c3-4832-9585-5da09ad36fab\", \"3ea722a5-0bc2-4a9a-9fb1-7b9cb192d456\", \"143346ed-0673-4dec-9e17-3b7731185ebe\", \"be27013b-49d4-4094-b53e-b63959591371\", \"01348aee-2575-4e8c-ba63-6eb19cf78626\", \"67112ca3-91b3-42a5-854d-a3d01b28754c\", \"f1675b04-2f82-4fdf-9a9d-42d6ba298295\", \"077b3765-19d5-4335-9fd5-ccc6c2afdf46\"], \"total_duration\": 349.0, \"total_sessions\": 8, \"mean_week_duration\": 1.694}, \"14986\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-17 18:27:46.000000+00:00\", \"2021-06-06 18:36:03.000000+00:00\"], \"session_ids\": [\"0343bac0-5725-4d22-9bc7-96a212924c99\", \"3bb4aa6a-6379-4bc0-bed5-17785addb07f\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 4.434}, \"32656\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-08-02 08:05:48.000000+00:00\", \"2019-01-19 09:42:03.000000+00:00\"], \"session_ids\": [\"43517397-e97b-434b-b094-05aefb6bb21a\", \"b3c2ad77-13c9-429a-bdbf-fdd3f44d5aa4\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 5.179}, \"82043\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-02-01 05:17:41.000000+00:00\", \"2019-08-15 02:10:35.000000+00:00\", \"2023-04-09 19:26:38.000000+00:00\", \"2020-10-24 06:04:58.000000+00:00\", \"2019-05-16 09:20:45.000000+00:00\", \"2021-12-31 13:37:44.000000+00:00\", \"2019-07-22 08:33:12.000000+00:00\"], \"session_ids\": [\"99550c47-af49-4a81-a840-9653b5c19f7f\", \"67e459a9-b293-43db-8aef-8bb84d7da3c2\", \"ff08d1c8-ef31-4cd2-8d59-c431354f8ab2\", \"d68ae1ee-738a-4c02-9fb8-3fe2a632105d\", \"c31d098b-bc69-4dec-a565-73a86be6e736\", \"8c277f76-eafa-4668-8d3c-6d84f3c41899\", \"6157c576-f216-4c6c-b7c4-064783328913\"], \"total_duration\": 11356.0, \"total_sessions\": 7, \"mean_week_duration\": 51.854}, \"8308\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-05-11 15:50:46.000000+00:00\", \"2022-12-15 22:39:33.000000+00:00\"], \"session_ids\": [\"f6c616d7-4138-41b7-bfc4-f24cc043c3a3\", \"4045a79b-b67e-47ea-8fd9-6fdafb01a70f\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 1.165}, \"47690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-21 13:06:33.000000+00:00\", \"2021-11-08 10:04:37.000000+00:00\"], \"session_ids\": [\"c4744dbe-430c-496b-9bc5-57639f0faba3\", \"ad81f0c7-4c18-4919-9339-e554aae53326\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.275}, \"23595\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-10-25 02:46:36.000000+00:00\", \"2022-04-30 14:35:18.000000+00:00\", \"2021-05-05 13:20:54.000000+00:00\", \"2021-06-12 11:12:39.000000+00:00\", \"2021-05-22 12:55:32.000000+00:00\", \"2021-12-19 08:30:21.000000+00:00\", \"2023-05-17 16:14:20.000000+00:00\", \"2019-08-15 12:30:50.000000+00:00\", \"2022-05-29 14:39:01.000000+00:00\", \"2021-09-25 18:35:19.000000+00:00\"], \"session_ids\": [\"fc387870-bb67-4923-aa43-e87b5e18653a\", \"b48fc969-8c9b-4d39-8c04-57d1ada55166\", \"19d82320-0f70-4cad-9b6e-0971a9b5ad1e\", \"67f32a37-df5a-4cc4-af7e-bc8786d6c611\", \"0a94fd8b-5e92-421c-9ff8-8a3330c84328\", \"1e22497c-26da-438c-90e9-4a125f16b304\", \"3cc2ee9a-8bba-43eb-81f1-79fe34db89bc\", \"7e8bf13b-88cd-45c7-aab9-122cdee4b223\", \"1e6f13ed-8c54-4f2f-bda3-5692dc7e4dd4\", \"729f2792-becf-4a76-935f-4421e5b0e69e\"], \"total_duration\": 1074.0, \"total_sessions\": 10, \"mean_week_duration\": 5.48}, \"3822\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-03-06 19:32:37.000000+00:00\", \"2021-04-27 14:23:18.000000+00:00\", \"2021-01-23 05:51:57.000000+00:00\"], \"session_ids\": [\"27326e82-cb4e-4f74-92f4-65f42fbba160\", \"bba0e1ae-18e5-443e-a4dd-d19e0b3c82c5\", \"e30a4cc5-0947-4cc3-83d9-528d76c8477b\"], \"total_duration\": 611.0, \"total_sessions\": 3, \"mean_week_duration\": 5.505}, \"32023\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-05 02:30:04.000000+00:00\", \"2020-09-29 15:14:57.000000+00:00\", \"2019-05-19 14:22:58.000000+00:00\", \"2022-03-03 10:47:20.000000+00:00\", \"2022-12-23 04:35:04.000000+00:00\", \"2020-10-17 23:54:11.000000+00:00\"], \"session_ids\": [\"505621d9-9b1c-4cfc-b8cd-5ff4bd0c2966\", \"84f1b8c4-e27b-4385-bcbf-d9dd81c9bd9f\", \"ba45d0c2-c784-48e4-a360-bc12c32c1184\", \"e399fbdc-5b67-413c-b740-fb51f10d76e0\", \"cd95720a-5910-47b9-96db-209b1e32e754\", \"90dc5962-b573-4fea-86a6-81dcaccf0f43\"], \"total_duration\": 268.0, \"total_sessions\": 6, \"mean_week_duration\": 1.426}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[5, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 4 users pieces of information who have total duration <= than 2222 as well as apply sorting by sessions total 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{\"39759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-03-23 11:04:53.000000+00:00\", \"2019-07-19 14:01:07.000000+00:00\", \"2019-12-02 16:46:43.000000+00:00\"], \"session_ids\": [\"17abb166-4fe9-4a6b-85b3-2ff34178556e\", \"abeb3417-e257-4571-b427-0916a2f4b16c\", \"c588e983-dfa6-4e08-8e0b-523e3dcca3de\"], \"total_duration\": 663.0, \"total_sessions\": 3, \"mean_week_duration\": 17.919}, \"96127\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-01 08:01:33.000000+00:00\", \"2022-09-22 11:12:24.000000+00:00\"], \"session_ids\": [\"48341764-9024-4e3e-9874-437418deacb7\", \"b8d14d4b-f2ef-4790-9367-c3b05921fa0b\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.625}, \"37851\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-29 05:05:39.000000+00:00\", \"2020-01-16 21:35:44.000000+00:00\", \"2021-01-02 02:40:00.000000+00:00\", \"2021-05-01 00:45:53.000000+00:00\", \"2023-01-16 20:25:01.000000+00:00\"], \"session_ids\": [\"019ca981-741c-40b0-8827-b681c9b52788\", \"fd337542-9f72-4bf4-8d91-3f85a0261919\", \"fb39a1ee-8435-4911-97ab-958ad862d9f1\", \"3601a9ba-5ab6-4d4b-9798-4178abd65e9a\", \"a89492cd-a0b7-49a4-88f5-89e0832228c5\"], \"total_duration\": 474.0, \"total_sessions\": 5, \"mean_week_duration\": 3.019}, \"61731\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-09-05 21:09:16.000000+00:00\", \"2021-09-01 17:14:11.000000+00:00\"], \"session_ids\": [\"6e61419b-5178-4980-ae7f-33e6505e68ac\", \"1a799acf-d9b5-40fb-9613-c71dfdfedd77\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 1.434}, \"99963\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-02 05:07:00.000000+00:00\", \"2022-03-13 05:19:46.000000+00:00\"], \"session_ids\": [\"d64389eb-9f54-4ae9-bb34-a3cf1358e5fa\", \"8d78c7ae-8acd-45b8-8c1e-3bb69e463806\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 5.75}, \"30223\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-05-23 15:04:50.000000+00:00\", \"2020-08-15 08:01:38.000000+00:00\"], \"session_ids\": [\"679a91c5-6e17-44dc-94dd-6495a5d235d5\", \"3bf976e6-d36f-4555-a84f-8c6637ddd4e6\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.591}, \"73108\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-02-03 21:15:03.000000+00:00\", \"2020-04-23 15:59:56.000000+00:00\"], \"session_ids\": [\"597c9b6f-23be-4080-8fde-a4de1e9bc5e8\", \"dfe84a21-e838-40cc-8796-0743dd4df5f0\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.538}, \"74235\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-07 01:40:28.000000+00:00\", \"2023-03-21 13:48:12.000000+00:00\"], \"session_ids\": [\"f81eb82d-0e1e-4259-9df8-c93c58bdea70\", \"73e12013-b22e-4a18-b09b-81c7ca20cc47\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 0.84}, \"33117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-09-24 22:52:03.000000+00:00\", \"2019-10-11 17:46:42.000000+00:00\", \"2019-10-01 09:36:37.000000+00:00\", \"2020-06-08 13:13:06.000000+00:00\"], \"session_ids\": [\"e1c45137-5aef-42d6-a8ec-655bb919fe37\", \"d444c77c-5d99-423e-9020-e141e7cb0653\", \"d4ce7f49-2381-4369-84ce-5ec008295e39\", \"8b1cb07a-2fc5-4f14-a447-4982eab237ab\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.567}, \"71922\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-07-15 22:51:41.000000+00:00\", \"2021-06-02 23:05:03.000000+00:00\", \"2021-05-14 15:55:08.000000+00:00\", \"2019-01-05 09:34:40.000000+00:00\"], \"session_ids\": [\"8582be1a-7246-48c0-93cc-c7fdf2bca068\", \"6b4411d4-9dd7-4cfc-a46d-9e881d9bd03f\", \"b67b7d85-8fce-48fb-b5ee-ffec7ad2b3af\", \"5fcf913a-cba6-483d-b75e-aacd7cd11fb7\"], \"total_duration\": 2123.0, \"total_sessions\": 4, \"mean_week_duration\": 16.083}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 2222" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[2222, 2834]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-03-23 11:04:53.000000+00:00\", \"2019-07-19 14:01:07.000000+00:00\", \"2019-12-02 16:46:43.000000+00:00\"], \"session_ids\": [\"17abb166-4fe9-4a6b-85b3-2ff34178556e\", \"abeb3417-e257-4571-b427-0916a2f4b16c\", \"c588e983-dfa6-4e08-8e0b-523e3dcca3de\"], \"total_duration\": 663.0, \"total_sessions\": 3, \"mean_week_duration\": 17.919}, \"96127\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-01 08:01:33.000000+00:00\", \"2022-09-22 11:12:24.000000+00:00\"], \"session_ids\": [\"48341764-9024-4e3e-9874-437418deacb7\", \"b8d14d4b-f2ef-4790-9367-c3b05921fa0b\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.625}, \"37851\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-29 05:05:39.000000+00:00\", \"2020-01-16 21:35:44.000000+00:00\", \"2021-01-02 02:40:00.000000+00:00\", \"2021-05-01 00:45:53.000000+00:00\", \"2023-01-16 20:25:01.000000+00:00\"], \"session_ids\": [\"019ca981-741c-40b0-8827-b681c9b52788\", \"fd337542-9f72-4bf4-8d91-3f85a0261919\", \"fb39a1ee-8435-4911-97ab-958ad862d9f1\", \"3601a9ba-5ab6-4d4b-9798-4178abd65e9a\", \"a89492cd-a0b7-49a4-88f5-89e0832228c5\"], \"total_duration\": 474.0, \"total_sessions\": 5, \"mean_week_duration\": 3.019}, \"61731\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-09-05 21:09:16.000000+00:00\", \"2021-09-01 17:14:11.000000+00:00\"], \"session_ids\": [\"6e61419b-5178-4980-ae7f-33e6505e68ac\", \"1a799acf-d9b5-40fb-9613-c71dfdfedd77\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 1.434}, \"99963\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-02 05:07:00.000000+00:00\", \"2022-03-13 05:19:46.000000+00:00\"], \"session_ids\": [\"d64389eb-9f54-4ae9-bb34-a3cf1358e5fa\", \"8d78c7ae-8acd-45b8-8c1e-3bb69e463806\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 5.75}, \"30223\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-05-23 15:04:50.000000+00:00\", \"2020-08-15 08:01:38.000000+00:00\"], \"session_ids\": [\"679a91c5-6e17-44dc-94dd-6495a5d235d5\", \"3bf976e6-d36f-4555-a84f-8c6637ddd4e6\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.591}, \"73108\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-02-03 21:15:03.000000+00:00\", \"2020-04-23 15:59:56.000000+00:00\"], \"session_ids\": [\"597c9b6f-23be-4080-8fde-a4de1e9bc5e8\", \"dfe84a21-e838-40cc-8796-0743dd4df5f0\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.538}, \"74235\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-07 01:40:28.000000+00:00\", \"2023-03-21 13:48:12.000000+00:00\"], \"session_ids\": [\"f81eb82d-0e1e-4259-9df8-c93c58bdea70\", \"73e12013-b22e-4a18-b09b-81c7ca20cc47\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 0.84}, \"33117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-09-24 22:52:03.000000+00:00\", \"2019-10-11 17:46:42.000000+00:00\", \"2019-10-01 09:36:37.000000+00:00\", \"2020-06-08 13:13:06.000000+00:00\"], \"session_ids\": [\"e1c45137-5aef-42d6-a8ec-655bb919fe37\", \"d444c77c-5d99-423e-9020-e141e7cb0653\", \"d4ce7f49-2381-4369-84ce-5ec008295e39\", \"8b1cb07a-2fc5-4f14-a447-4982eab237ab\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.567}, \"71922\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-07-15 22:51:41.000000+00:00\", \"2021-06-02 23:05:03.000000+00:00\", \"2021-05-14 15:55:08.000000+00:00\", \"2019-01-05 09:34:40.000000+00:00\"], \"session_ids\": [\"8582be1a-7246-48c0-93cc-c7fdf2bca068\", \"6b4411d4-9dd7-4cfc-a46d-9e881d9bd03f\", \"b67b7d85-8fce-48fb-b5ee-ffec7ad2b3af\", \"5fcf913a-cba6-483d-b75e-aacd7cd11fb7\"], \"total_duration\": 2123.0, \"total_sessions\": 4, \"mean_week_duration\": 16.083}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"37851\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-29 05:05:39.000000+00:00\", \"2020-01-16 21:35:44.000000+00:00\", \"2021-01-02 02:40:00.000000+00:00\", \"2021-05-01 00:45:53.000000+00:00\", \"2023-01-16 20:25:01.000000+00:00\"], \"session_ids\": [\"019ca981-741c-40b0-8827-b681c9b52788\", \"fd337542-9f72-4bf4-8d91-3f85a0261919\", \"fb39a1ee-8435-4911-97ab-958ad862d9f1\", \"3601a9ba-5ab6-4d4b-9798-4178abd65e9a\", \"a89492cd-a0b7-49a4-88f5-89e0832228c5\"], \"total_duration\": 474.0, \"total_sessions\": 5, \"mean_week_duration\": 3.019}}, {\"33117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-09-24 22:52:03.000000+00:00\", \"2019-10-11 17:46:42.000000+00:00\", \"2019-10-01 09:36:37.000000+00:00\", \"2020-06-08 13:13:06.000000+00:00\"], \"session_ids\": [\"e1c45137-5aef-42d6-a8ec-655bb919fe37\", \"d444c77c-5d99-423e-9020-e141e7cb0653\", \"d4ce7f49-2381-4369-84ce-5ec008295e39\", \"8b1cb07a-2fc5-4f14-a447-4982eab237ab\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.567}}, {\"71922\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-07-15 22:51:41.000000+00:00\", \"2021-06-02 23:05:03.000000+00:00\", \"2021-05-14 15:55:08.000000+00:00\", \"2019-01-05 09:34:40.000000+00:00\"], \"session_ids\": [\"8582be1a-7246-48c0-93cc-c7fdf2bca068\", \"6b4411d4-9dd7-4cfc-a46d-9e881d9bd03f\", \"b67b7d85-8fce-48fb-b5ee-ffec7ad2b3af\", \"5fcf913a-cba6-483d-b75e-aacd7cd11fb7\"], \"total_duration\": 2123.0, \"total_sessions\": 4, \"mean_week_duration\": 16.083}}, {\"39759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-03-23 11:04:53.000000+00:00\", \"2019-07-19 14:01:07.000000+00:00\", \"2019-12-02 16:46:43.000000+00:00\"], \"session_ids\": [\"17abb166-4fe9-4a6b-85b3-2ff34178556e\", \"abeb3417-e257-4571-b427-0916a2f4b16c\", \"c588e983-dfa6-4e08-8e0b-523e3dcca3de\"], \"total_duration\": 663.0, \"total_sessions\": 3, \"mean_week_duration\": 17.919}}, {\"96127\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-01 08:01:33.000000+00:00\", \"2022-09-22 11:12:24.000000+00:00\"], \"session_ids\": [\"48341764-9024-4e3e-9874-437418deacb7\", \"b8d14d4b-f2ef-4790-9367-c3b05921fa0b\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.625}}, {\"61731\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-09-05 21:09:16.000000+00:00\", \"2021-09-01 17:14:11.000000+00:00\"], \"session_ids\": [\"6e61419b-5178-4980-ae7f-33e6505e68ac\", \"1a799acf-d9b5-40fb-9613-c71dfdfedd77\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 1.434}}, {\"99963\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-02 05:07:00.000000+00:00\", \"2022-03-13 05:19:46.000000+00:00\"], \"session_ids\": [\"d64389eb-9f54-4ae9-bb34-a3cf1358e5fa\", \"8d78c7ae-8acd-45b8-8c1e-3bb69e463806\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 5.75}}, {\"30223\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-05-23 15:04:50.000000+00:00\", \"2020-08-15 08:01:38.000000+00:00\"], \"session_ids\": [\"679a91c5-6e17-44dc-94dd-6495a5d235d5\", \"3bf976e6-d36f-4555-a84f-8c6637ddd4e6\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.591}}, {\"73108\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-02-03 21:15:03.000000+00:00\", \"2020-04-23 15:59:56.000000+00:00\"], \"session_ids\": [\"597c9b6f-23be-4080-8fde-a4de1e9bc5e8\", \"dfe84a21-e838-40cc-8796-0743dd4df5f0\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.538}}, {\"74235\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-07 01:40:28.000000+00:00\", \"2023-03-21 13:48:12.000000+00:00\"], \"session_ids\": [\"f81eb82d-0e1e-4259-9df8-c93c58bdea70\", \"73e12013-b22e-4a18-b09b-81c7ca20cc47\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 0.84}}]\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[{\"37851\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-29 05:05:39.000000+00:00\", \"2020-01-16 21:35:44.000000+00:00\", \"2021-01-02 02:40:00.000000+00:00\", \"2021-05-01 00:45:53.000000+00:00\", \"2023-01-16 20:25:01.000000+00:00\"], \"session_ids\": [\"019ca981-741c-40b0-8827-b681c9b52788\", \"fd337542-9f72-4bf4-8d91-3f85a0261919\", \"fb39a1ee-8435-4911-97ab-958ad862d9f1\", \"3601a9ba-5ab6-4d4b-9798-4178abd65e9a\", \"a89492cd-a0b7-49a4-88f5-89e0832228c5\"], \"total_duration\": 474.0, \"total_sessions\": 5, \"mean_week_duration\": 3.019}}, {\"33117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-09-24 22:52:03.000000+00:00\", \"2019-10-11 17:46:42.000000+00:00\", \"2019-10-01 09:36:37.000000+00:00\", \"2020-06-08 13:13:06.000000+00:00\"], \"session_ids\": [\"e1c45137-5aef-42d6-a8ec-655bb919fe37\", \"d444c77c-5d99-423e-9020-e141e7cb0653\", \"d4ce7f49-2381-4369-84ce-5ec008295e39\", \"8b1cb07a-2fc5-4f14-a447-4982eab237ab\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.567}}, {\"71922\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-07-15 22:51:41.000000+00:00\", \"2021-06-02 23:05:03.000000+00:00\", \"2021-05-14 15:55:08.000000+00:00\", \"2019-01-05 09:34:40.000000+00:00\"], \"session_ids\": [\"8582be1a-7246-48c0-93cc-c7fdf2bca068\", \"6b4411d4-9dd7-4cfc-a46d-9e881d9bd03f\", \"b67b7d85-8fce-48fb-b5ee-ffec7ad2b3af\", \"5fcf913a-cba6-483d-b75e-aacd7cd11fb7\"], \"total_duration\": 2123.0, \"total_sessions\": 4, \"mean_week_duration\": 16.083}}, {\"39759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-03-23 11:04:53.000000+00:00\", \"2019-07-19 14:01:07.000000+00:00\", \"2019-12-02 16:46:43.000000+00:00\"], \"session_ids\": [\"17abb166-4fe9-4a6b-85b3-2ff34178556e\", \"abeb3417-e257-4571-b427-0916a2f4b16c\", \"c588e983-dfa6-4e08-8e0b-523e3dcca3de\"], \"total_duration\": 663.0, \"total_sessions\": 3, \"mean_week_duration\": 17.919}}]\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[{\"37851\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-29 05:05:39.000000+00:00\", \"2020-01-16 21:35:44.000000+00:00\", \"2021-01-02 02:40:00.000000+00:00\", \"2021-05-01 00:45:53.000000+00:00\", \"2023-01-16 20:25:01.000000+00:00\"], \"session_ids\": [\"019ca981-741c-40b0-8827-b681c9b52788\", \"fd337542-9f72-4bf4-8d91-3f85a0261919\", \"fb39a1ee-8435-4911-97ab-958ad862d9f1\", \"3601a9ba-5ab6-4d4b-9798-4178abd65e9a\", \"a89492cd-a0b7-49a4-88f5-89e0832228c5\"], \"total_duration\": 474.0, \"total_sessions\": 5, \"mean_week_duration\": 3.019}}, {\"33117\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-09-24 22:52:03.000000+00:00\", \"2019-10-11 17:46:42.000000+00:00\", \"2019-10-01 09:36:37.000000+00:00\", \"2020-06-08 13:13:06.000000+00:00\"], \"session_ids\": [\"e1c45137-5aef-42d6-a8ec-655bb919fe37\", \"d444c77c-5d99-423e-9020-e141e7cb0653\", \"d4ce7f49-2381-4369-84ce-5ec008295e39\", \"8b1cb07a-2fc5-4f14-a447-4982eab237ab\"], \"total_duration\": 59.0, \"total_sessions\": 4, \"mean_week_duration\": 0.567}}, {\"71922\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-07-15 22:51:41.000000+00:00\", \"2021-06-02 23:05:03.000000+00:00\", \"2021-05-14 15:55:08.000000+00:00\", \"2019-01-05 09:34:40.000000+00:00\"], \"session_ids\": [\"8582be1a-7246-48c0-93cc-c7fdf2bca068\", \"6b4411d4-9dd7-4cfc-a46d-9e881d9bd03f\", \"b67b7d85-8fce-48fb-b5ee-ffec7ad2b3af\", \"5fcf913a-cba6-483d-b75e-aacd7cd11fb7\"], \"total_duration\": 2123.0, \"total_sessions\": 4, \"mean_week_duration\": 16.083}}, {\"39759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-03-23 11:04:53.000000+00:00\", \"2019-07-19 14:01:07.000000+00:00\", \"2019-12-02 16:46:43.000000+00:00\"], \"session_ids\": [\"17abb166-4fe9-4a6b-85b3-2ff34178556e\", \"abeb3417-e257-4571-b427-0916a2f4b16c\", \"c588e983-dfa6-4e08-8e0b-523e3dcca3de\"], \"total_duration\": 663.0, \"total_sessions\": 3, \"mean_week_duration\": 17.919}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about 7 users with a number of sessions that is above 3, exclusive 3 , execute sorting by sessions summation from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"45857\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-25 13:53:37.000000+00:00\", \"2021-12-01 15:24:59.000000+00:00\"], \"session_ids\": [\"338d2e0c-bca8-4227-8184-542f781214d1\", \"83e24c05-8c78-4df4-a92c-d1ff05b5ba9b\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 1.321}, \"16011\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-10-16 14:17:23.000000+00:00\", \"2022-06-30 09:16:55.000000+00:00\"], \"session_ids\": [\"f3d1bd71-d8b8-4ee4-9866-6825a5d849b0\", \"84c9fefd-f43e-430d-9f74-267784b6eb45\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}, \"5045\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-29 03:43:48.000000+00:00\", \"2022-03-24 15:43:13.000000+00:00\"], \"session_ids\": [\"de2e1754-f86d-40c9-b3e8-a6404dd0ca63\", \"cf3f826a-5563-44a6-b116-071560f54fe8\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 1.897}, \"73948\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-05 02:59:44.000000+00:00\", \"2022-10-07 04:30:16.000000+00:00\"], \"session_ids\": [\"34431d85-6052-443e-83e9-d35559d45b76\", \"09e73783-fb87-44cc-9544-63d64cd4b2cd\"], \"total_duration\": 322.0, \"total_sessions\": 2, \"mean_week_duration\": 322.0}, \"18320\": {\"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\": \"Vienna\", \"datetimes\": [\"2023-06-01 02:22:37.000000+00:00\", \"2021-03-17 01:49:57.000000+00:00\"], \"session_ids\": [\"db319d6e-8234-47f0-a724-840168b72964\", \"f4c6bc4e-f58b-4263-ba9f-a61e358a2a05\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 1.698}, \"2713\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-08-22 14:40:44.000000+00:00\", \"2020-07-29 09:03:25.000000+00:00\"], \"session_ids\": [\"02a47825-ed39-47d2-929c-7401157cfc0b\", \"dec29261-cf9c-4ce2-b599-c7eaa363a432\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.278}, \"28177\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-09 19:04:58.000000+00:00\", \"2019-11-28 04:30:53.000000+00:00\", \"2019-11-28 22:34:33.000000+00:00\", \"2020-10-27 01:45:21.000000+00:00\", \"2020-11-27 17:16:35.000000+00:00\", \"2022-11-16 18:31:10.000000+00:00\", \"2022-12-19 12:37:07.000000+00:00\"], \"session_ids\": [\"6cfcdaa5-2cbe-45ea-a5f3-f960c585cd5d\", \"b65e43fd-0720-469f-b18b-480dbc9cd11a\", \"7d279f04-ff73-43ae-b5f0-17196914efc9\", \"d02c6649-96ab-4fc5-85d5-a88264f3660a\", \"90253f4d-9780-4057-9174-2843cc1ebd6b\", \"7443b23e-4c67-47f9-8de5-0144a7cdad30\", \"8c6d936b-c887-45ff-914f-5badf86c244d\"], \"total_duration\": 1512.0, \"total_sessions\": 7, \"mean_week_duration\": 9.276}, \"59285\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 6}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-01-27 17:55:47.000000+00:00\", \"2019-02-11 09:40:40.000000+00:00\", \"2022-07-22 06:55:17.000000+00:00\"], \"session_ids\": [\"1a734e08-a850-4d74-abd0-ca2283c372af\", \"9b1d9041-276d-4e88-9216-5e5798bc7d80\", \"8224f813-475e-450d-9357-e02ca4c079e9\"], \"total_duration\": 722.0, \"total_sessions\": 3, \"mean_week_duration\": 4.011}, \"84068\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-10-22 05:00:03.000000+00:00\", \"2022-10-18 13:34:16.000000+00:00\", \"2022-02-06 18:57:16.000000+00:00\"], \"session_ids\": [\"bffb9231-9eb0-4484-895f-2fed10584cd0\", \"efac4616-4f0c-4dd9-87d6-0e9588f32953\", \"afbfcbfd-4fb4-480b-b3dd-3a83f25b3198\"], \"total_duration\": 374.0, \"total_sessions\": 3, \"mean_week_duration\": 10.108}, \"52010\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-06-25 18:14:16.000000+00:00\", \"2021-10-21 08:13:58.000000+00:00\", \"2022-12-26 05:03:35.000000+00:00\"], \"session_ids\": [\"12af1b31-691f-4449-8464-f67b4a1e907f\", \"d93382d9-8caa-4f25-94a5-0a302a6a2c82\", \"ec918e8e-7722-45f8-ad80-4dd90cd952f9\"], \"total_duration\": 38.0, \"total_sessions\": 3, \"mean_week_duration\": 0.613}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are greater than 3" }, { "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{\"28177\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-09 19:04:58.000000+00:00\", \"2019-11-28 04:30:53.000000+00:00\", \"2019-11-28 22:34:33.000000+00:00\", \"2020-10-27 01:45:21.000000+00:00\", \"2020-11-27 17:16:35.000000+00:00\", \"2022-11-16 18:31:10.000000+00:00\", \"2022-12-19 12:37:07.000000+00:00\"], \"session_ids\": [\"6cfcdaa5-2cbe-45ea-a5f3-f960c585cd5d\", \"b65e43fd-0720-469f-b18b-480dbc9cd11a\", \"7d279f04-ff73-43ae-b5f0-17196914efc9\", \"d02c6649-96ab-4fc5-85d5-a88264f3660a\", \"90253f4d-9780-4057-9174-2843cc1ebd6b\", \"7443b23e-4c67-47f9-8de5-0144a7cdad30\", \"8c6d936b-c887-45ff-914f-5badf86c244d\"], \"total_duration\": 1512.0, \"total_sessions\": 7, \"mean_week_duration\": 9.276}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"28177\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-09 19:04:58.000000+00:00\", \"2019-11-28 04:30:53.000000+00:00\", \"2019-11-28 22:34:33.000000+00:00\", \"2020-10-27 01:45:21.000000+00:00\", \"2020-11-27 17:16:35.000000+00:00\", \"2022-11-16 18:31:10.000000+00:00\", \"2022-12-19 12:37:07.000000+00:00\"], \"session_ids\": [\"6cfcdaa5-2cbe-45ea-a5f3-f960c585cd5d\", \"b65e43fd-0720-469f-b18b-480dbc9cd11a\", \"7d279f04-ff73-43ae-b5f0-17196914efc9\", \"d02c6649-96ab-4fc5-85d5-a88264f3660a\", \"90253f4d-9780-4057-9174-2843cc1ebd6b\", \"7443b23e-4c67-47f9-8de5-0144a7cdad30\", \"8c6d936b-c887-45ff-914f-5badf86c244d\"], \"total_duration\": 1512.0, \"total_sessions\": 7, \"mean_week_duration\": 9.276}}]\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[{\"28177\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-09 19:04:58.000000+00:00\", \"2019-11-28 04:30:53.000000+00:00\", \"2019-11-28 22:34:33.000000+00:00\", \"2020-10-27 01:45:21.000000+00:00\", \"2020-11-27 17:16:35.000000+00:00\", \"2022-11-16 18:31:10.000000+00:00\", \"2022-12-19 12:37:07.000000+00:00\"], \"session_ids\": [\"6cfcdaa5-2cbe-45ea-a5f3-f960c585cd5d\", \"b65e43fd-0720-469f-b18b-480dbc9cd11a\", \"7d279f04-ff73-43ae-b5f0-17196914efc9\", \"d02c6649-96ab-4fc5-85d5-a88264f3660a\", \"90253f4d-9780-4057-9174-2843cc1ebd6b\", \"7443b23e-4c67-47f9-8de5-0144a7cdad30\", \"8c6d936b-c887-45ff-914f-5badf86c244d\"], \"total_duration\": 1512.0, \"total_sessions\": 7, \"mean_week_duration\": 9.276}}]\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[{\"28177\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-09 19:04:58.000000+00:00\", \"2019-11-28 04:30:53.000000+00:00\", \"2019-11-28 22:34:33.000000+00:00\", \"2020-10-27 01:45:21.000000+00:00\", \"2020-11-27 17:16:35.000000+00:00\", \"2022-11-16 18:31:10.000000+00:00\", \"2022-12-19 12:37:07.000000+00:00\"], \"session_ids\": [\"6cfcdaa5-2cbe-45ea-a5f3-f960c585cd5d\", \"b65e43fd-0720-469f-b18b-480dbc9cd11a\", \"7d279f04-ff73-43ae-b5f0-17196914efc9\", \"d02c6649-96ab-4fc5-85d5-a88264f3660a\", \"90253f4d-9780-4057-9174-2843cc1ebd6b\", \"7443b23e-4c67-47f9-8de5-0144a7cdad30\", \"8c6d936b-c887-45ff-914f-5badf86c244d\"], \"total_duration\": 1512.0, \"total_sessions\": 7, \"mean_week_duration\": 9.276}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about user who isn't a folk of cities Helsinki, Zurich, Prague, Mexico City, Toronto, Rio de Janeiro, Santiago additionaly carry out sorting by time using the app per week risingly." } ]
[ { "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{\"70764\": {\"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\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-01-29 07:54:51.000000+00:00\", \"2021-08-29 04:05:49.000000+00:00\", \"2021-06-18 21:38:46.000000+00:00\"], \"session_ids\": [\"c17a01c2-8b34-4c1b-962c-cece996cb3f8\", \"6a37c5eb-52d8-4bb9-91d1-0bec6b4f8858\", \"83e2e7bd-a414-402b-94bf-1f06fbde0520\"], \"total_duration\": 315.0, \"total_sessions\": 3, \"mean_week_duration\": 10.161}, \"58985\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-20 16:04:38.000000+00:00\", \"2022-08-20 06:59:48.000000+00:00\"], \"session_ids\": [\"be991152-fd78-4c4d-ac94-d5a3fed781ad\", \"484830da-e209-4f0b-8163-41d0c04ac374\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 11.778}, \"46012\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-01-01 08:41:23.000000+00:00\", \"2019-07-17 23:41:09.000000+00:00\", \"2022-03-11 17:07:08.000000+00:00\"], \"session_ids\": [\"65c5792d-b882-4960-a662-06778c6a8e81\", \"d9bf8878-e782-43e2-b724-67efe2f3a4f4\", \"afd4d8ef-65e7-4973-bc3d-668914d1d6af\"], \"total_duration\": 370.0, \"total_sessions\": 3, \"mean_week_duration\": 2.662}, \"33505\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-14 05:35:02.000000+00:00\", \"2022-06-07 17:13:31.000000+00:00\"], \"session_ids\": [\"d53ef0de-418c-4329-9dd2-596f96a58a5e\", \"6525bf0a-c219-407f-ac5a-164e4f8796f3\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.567}, \"8736\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-11-15 19:18:53.000000+00:00\", \"2021-09-30 21:31:14.000000+00:00\", \"2020-06-30 21:57:11.000000+00:00\", \"2023-03-21 08:52:11.000000+00:00\", \"2020-08-04 03:56:48.000000+00:00\", \"2021-12-23 10:46:07.000000+00:00\", \"2021-05-21 12:31:19.000000+00:00\"], \"session_ids\": [\"7bb51bc2-255c-4927-be9b-0849d8265749\", \"3e47d018-4d4f-4933-872e-18c3f8843438\", \"758b5beb-f05a-432d-9bc5-d0ea17ebc918\", \"75da8d6f-be57-4462-b423-bd107225b4ec\", \"74344545-ada3-4726-9dc6-ee519c472345\", \"02c569fa-fa24-44d8-a509-bb1464a7de56\", \"e0a8c9a1-4588-4608-8e7c-3b047097c2dc\"], \"total_duration\": 9017.0, \"total_sessions\": 7, \"mean_week_duration\": 63.5}, \"19543\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-05 17:48:15.000000+00:00\", \"2022-07-16 15:24:12.000000+00:00\"], \"session_ids\": [\"be59aa45-9b5f-41b5-b6e7-48147737b493\", \"95d3ad78-df3c-479f-9852-8b83ca28da59\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 3.52}, \"27505\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-03-13 22:21:40.000000+00:00\", \"2019-12-10 13:59:09.000000+00:00\"], \"session_ids\": [\"9c18dd06-f49c-4565-b092-f51f74128127\", \"9a855ea9-7ff9-4e42-8c61-438ed88c1f45\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 1.795}, \"41451\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-08-03 07:36:57.000000+00:00\", \"2019-06-15 13:20:41.000000+00:00\"], \"session_ids\": [\"06bf3d2c-9839-4cfe-a9b3-d4971ff91273\", \"560d3f27-f7fc-4de7-8b95-025bb32f4210\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.64}, \"86225\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2023-04-27 19:52:36.000000+00:00\", \"2020-04-07 08:32:03.000000+00:00\"], \"session_ids\": [\"1c6bae1d-9489-474d-9be7-6ee208ff9907\", \"a75fe30a-fbb0-41c3-9a4f-1f025884944f\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 2.7}, \"51729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-27 22:21:42.000000+00:00\", \"2021-04-29 17:51:29.000000+00:00\", \"2022-01-22 00:50:50.000000+00:00\", \"2022-04-12 16:59:43.000000+00:00\"], \"session_ids\": [\"1accc637-7be3-4be9-897c-ca1a87a681aa\", \"5178505c-f062-4220-9590-8ed40c453647\", \"7ec29477-6232-40c7-83ec-1f9d7c9a6a94\", \"b128e6c1-1998-4029-97e2-8160d115b8ae\"], \"total_duration\": 699.0, \"total_sessions\": 4, \"mean_week_duration\": 13.98}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are not Helsinki, Zurich, Prague, Mexico City, Toronto, Rio de Janeiro, Santiago" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Helsinki\", \"Zurich\", \"Prague\", \"Mexico City\", \"Toronto\", \"Rio de Janeiro\", \"Santiago\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"70764\": {\"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\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-01-29 07:54:51.000000+00:00\", \"2021-08-29 04:05:49.000000+00:00\", \"2021-06-18 21:38:46.000000+00:00\"], \"session_ids\": [\"c17a01c2-8b34-4c1b-962c-cece996cb3f8\", \"6a37c5eb-52d8-4bb9-91d1-0bec6b4f8858\", \"83e2e7bd-a414-402b-94bf-1f06fbde0520\"], \"total_duration\": 315.0, \"total_sessions\": 3, \"mean_week_duration\": 10.161}, \"58985\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-20 16:04:38.000000+00:00\", \"2022-08-20 06:59:48.000000+00:00\"], \"session_ids\": [\"be991152-fd78-4c4d-ac94-d5a3fed781ad\", \"484830da-e209-4f0b-8163-41d0c04ac374\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 11.778}, \"46012\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-01-01 08:41:23.000000+00:00\", \"2019-07-17 23:41:09.000000+00:00\", \"2022-03-11 17:07:08.000000+00:00\"], \"session_ids\": [\"65c5792d-b882-4960-a662-06778c6a8e81\", \"d9bf8878-e782-43e2-b724-67efe2f3a4f4\", \"afd4d8ef-65e7-4973-bc3d-668914d1d6af\"], \"total_duration\": 370.0, \"total_sessions\": 3, \"mean_week_duration\": 2.662}, \"33505\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-14 05:35:02.000000+00:00\", \"2022-06-07 17:13:31.000000+00:00\"], \"session_ids\": [\"d53ef0de-418c-4329-9dd2-596f96a58a5e\", \"6525bf0a-c219-407f-ac5a-164e4f8796f3\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.567}, \"8736\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-11-15 19:18:53.000000+00:00\", \"2021-09-30 21:31:14.000000+00:00\", \"2020-06-30 21:57:11.000000+00:00\", \"2023-03-21 08:52:11.000000+00:00\", \"2020-08-04 03:56:48.000000+00:00\", \"2021-12-23 10:46:07.000000+00:00\", \"2021-05-21 12:31:19.000000+00:00\"], \"session_ids\": [\"7bb51bc2-255c-4927-be9b-0849d8265749\", \"3e47d018-4d4f-4933-872e-18c3f8843438\", \"758b5beb-f05a-432d-9bc5-d0ea17ebc918\", \"75da8d6f-be57-4462-b423-bd107225b4ec\", \"74344545-ada3-4726-9dc6-ee519c472345\", \"02c569fa-fa24-44d8-a509-bb1464a7de56\", \"e0a8c9a1-4588-4608-8e7c-3b047097c2dc\"], \"total_duration\": 9017.0, \"total_sessions\": 7, \"mean_week_duration\": 63.5}, \"19543\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-05 17:48:15.000000+00:00\", \"2022-07-16 15:24:12.000000+00:00\"], \"session_ids\": [\"be59aa45-9b5f-41b5-b6e7-48147737b493\", \"95d3ad78-df3c-479f-9852-8b83ca28da59\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 3.52}, \"27505\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-03-13 22:21:40.000000+00:00\", \"2019-12-10 13:59:09.000000+00:00\"], \"session_ids\": [\"9c18dd06-f49c-4565-b092-f51f74128127\", \"9a855ea9-7ff9-4e42-8c61-438ed88c1f45\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 1.795}, \"41451\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-08-03 07:36:57.000000+00:00\", \"2019-06-15 13:20:41.000000+00:00\"], \"session_ids\": [\"06bf3d2c-9839-4cfe-a9b3-d4971ff91273\", \"560d3f27-f7fc-4de7-8b95-025bb32f4210\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.64}, \"86225\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2023-04-27 19:52:36.000000+00:00\", \"2020-04-07 08:32:03.000000+00:00\"], \"session_ids\": [\"1c6bae1d-9489-474d-9be7-6ee208ff9907\", \"a75fe30a-fbb0-41c3-9a4f-1f025884944f\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 2.7}, \"51729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-27 22:21:42.000000+00:00\", \"2021-04-29 17:51:29.000000+00:00\", \"2022-01-22 00:50:50.000000+00:00\", \"2022-04-12 16:59:43.000000+00:00\"], \"session_ids\": [\"1accc637-7be3-4be9-897c-ca1a87a681aa\", \"5178505c-f062-4220-9590-8ed40c453647\", \"7ec29477-6232-40c7-83ec-1f9d7c9a6a94\", \"b128e6c1-1998-4029-97e2-8160d115b8ae\"], \"total_duration\": 699.0, \"total_sessions\": 4, \"mean_week_duration\": 13.98}}\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[{\"33505\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-14 05:35:02.000000+00:00\", \"2022-06-07 17:13:31.000000+00:00\"], \"session_ids\": [\"d53ef0de-418c-4329-9dd2-596f96a58a5e\", \"6525bf0a-c219-407f-ac5a-164e4f8796f3\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.567}}, {\"41451\": {\"keyflows\": {\"Sign In Flow\": 10, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-08-03 07:36:57.000000+00:00\", \"2019-06-15 13:20:41.000000+00:00\"], \"session_ids\": [\"06bf3d2c-9839-4cfe-a9b3-d4971ff91273\", \"560d3f27-f7fc-4de7-8b95-025bb32f4210\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.64}}, {\"27505\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-03-13 22:21:40.000000+00:00\", \"2019-12-10 13:59:09.000000+00:00\"], \"session_ids\": [\"9c18dd06-f49c-4565-b092-f51f74128127\", \"9a855ea9-7ff9-4e42-8c61-438ed88c1f45\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 1.795}}, {\"46012\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-01-01 08:41:23.000000+00:00\", \"2019-07-17 23:41:09.000000+00:00\", \"2022-03-11 17:07:08.000000+00:00\"], \"session_ids\": [\"65c5792d-b882-4960-a662-06778c6a8e81\", \"d9bf8878-e782-43e2-b724-67efe2f3a4f4\", \"afd4d8ef-65e7-4973-bc3d-668914d1d6af\"], \"total_duration\": 370.0, \"total_sessions\": 3, \"mean_week_duration\": 2.662}}, {\"86225\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2023-04-27 19:52:36.000000+00:00\", \"2020-04-07 08:32:03.000000+00:00\"], \"session_ids\": [\"1c6bae1d-9489-474d-9be7-6ee208ff9907\", \"a75fe30a-fbb0-41c3-9a4f-1f025884944f\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 2.7}}, {\"19543\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-05 17:48:15.000000+00:00\", \"2022-07-16 15:24:12.000000+00:00\"], \"session_ids\": [\"be59aa45-9b5f-41b5-b6e7-48147737b493\", \"95d3ad78-df3c-479f-9852-8b83ca28da59\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 3.52}}, {\"70764\": {\"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\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-01-29 07:54:51.000000+00:00\", \"2021-08-29 04:05:49.000000+00:00\", \"2021-06-18 21:38:46.000000+00:00\"], \"session_ids\": [\"c17a01c2-8b34-4c1b-962c-cece996cb3f8\", \"6a37c5eb-52d8-4bb9-91d1-0bec6b4f8858\", \"83e2e7bd-a414-402b-94bf-1f06fbde0520\"], \"total_duration\": 315.0, \"total_sessions\": 3, \"mean_week_duration\": 10.161}}, {\"58985\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-06-20 16:04:38.000000+00:00\", \"2022-08-20 06:59:48.000000+00:00\"], \"session_ids\": [\"be991152-fd78-4c4d-ac94-d5a3fed781ad\", \"484830da-e209-4f0b-8163-41d0c04ac374\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 11.778}}, {\"51729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-27 22:21:42.000000+00:00\", \"2021-04-29 17:51:29.000000+00:00\", \"2022-01-22 00:50:50.000000+00:00\", \"2022-04-12 16:59:43.000000+00:00\"], \"session_ids\": [\"1accc637-7be3-4be9-897c-ca1a87a681aa\", \"5178505c-f062-4220-9590-8ed40c453647\", \"7ec29477-6232-40c7-83ec-1f9d7c9a6a94\", \"b128e6c1-1998-4029-97e2-8160d115b8ae\"], \"total_duration\": 699.0, \"total_sessions\": 4, \"mean_week_duration\": 13.98}}, {\"8736\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-11-15 19:18:53.000000+00:00\", \"2021-09-30 21:31:14.000000+00:00\", \"2020-06-30 21:57:11.000000+00:00\", \"2023-03-21 08:52:11.000000+00:00\", \"2020-08-04 03:56:48.000000+00:00\", \"2021-12-23 10:46:07.000000+00:00\", \"2021-05-21 12:31:19.000000+00:00\"], \"session_ids\": [\"7bb51bc2-255c-4927-be9b-0849d8265749\", \"3e47d018-4d4f-4933-872e-18c3f8843438\", \"758b5beb-f05a-432d-9bc5-d0ea17ebc918\", \"75da8d6f-be57-4462-b423-bd107225b4ec\", \"74344545-ada3-4726-9dc6-ee519c472345\", \"02c569fa-fa24-44d8-a509-bb1464a7de56\", \"e0a8c9a1-4588-4608-8e7c-3b047097c2dc\"], \"total_duration\": 9017.0, \"total_sessions\": 7, \"mean_week_duration\": 63.5}}]\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[{\"33505\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-14 05:35:02.000000+00:00\", \"2022-06-07 17:13:31.000000+00:00\"], \"session_ids\": [\"d53ef0de-418c-4329-9dd2-596f96a58a5e\", \"6525bf0a-c219-407f-ac5a-164e4f8796f3\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.567}}]\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[{\"33505\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-14 05:35:02.000000+00:00\", \"2022-06-07 17:13:31.000000+00:00\"], \"session_ids\": [\"d53ef0de-418c-4329-9dd2-596f96a58a5e\", \"6525bf0a-c219-407f-ac5a-164e4f8796f3\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.567}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me user information who isn't inhabitant of the city Reykjavik , and implement sorting by time spent on the site in descending order." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"43259\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-08-16 04:06:51.000000+00:00\", \"2023-03-22 13:28:37.000000+00:00\"], \"session_ids\": [\"bfa01443-4d42-4b76-aa68-bf19cad9807b\", \"5a8d3952-4af0-4371-a852-a6aa91b4f580\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.515}, \"44767\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-13 20:26:53.000000+00:00\", \"2021-08-15 11:13:22.000000+00:00\", \"2021-01-14 11:20:09.000000+00:00\", \"2022-03-17 15:51:51.000000+00:00\", \"2019-08-31 17:23:15.000000+00:00\", \"2022-10-22 13:51:20.000000+00:00\", \"2019-04-14 01:09:44.000000+00:00\", \"2020-10-05 04:35:39.000000+00:00\", \"2019-09-18 15:04:26.000000+00:00\", \"2022-05-31 09:04:29.000000+00:00\"], \"session_ids\": [\"0be0245c-232f-4668-9f38-4f40c3d2ebdb\", \"70d42f1b-881c-4add-a511-86514b153255\", \"4b732d3d-3abf-4cb8-a65c-7b3e7cfc3870\", \"a9ebbc1b-0ac6-4b32-b068-c92895427d62\", \"657b1bab-9c8f-4f57-8baf-a2dae68ad94b\", \"57e42135-4197-49ca-be09-80956ad33cec\", \"3901292a-ab0f-4ecc-a1d2-51cb416d3826\", \"285a0a5a-f9fb-4b1b-af20-694ac15ceebd\", \"3be97cb5-3c53-4a4a-8408-6914df4ea83b\", \"48d6f7dd-d96d-452b-ba56-0ecbdc55b118\"], \"total_duration\": 4375.0, \"total_sessions\": 10, \"mean_week_duration\": 23.777}, \"51416\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-02-18 01:33:42.000000+00:00\", \"2022-09-05 03:11:16.000000+00:00\"], \"session_ids\": [\"ced05897-4670-43a3-aa2e-176fc22cf1dd\", \"59cf65ae-c930-4193-bde5-c4eeac6ee009\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 0.665}, \"50992\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-01-24 14:39:15.000000+00:00\", \"2020-07-12 19:45:19.000000+00:00\", \"2019-07-08 23:31:04.000000+00:00\"], \"session_ids\": [\"e1d27b25-6558-4c9b-ae76-8780c386284b\", \"62f3b6d5-d630-4053-b187-d0d5a790629b\", \"d4d167f7-3bbd-4a97-bfa7-ea1672ca77df\"], \"total_duration\": 73.0, \"total_sessions\": 3, \"mean_week_duration\": 0.901}, \"91139\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 6}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-14 16:45:40.000000+00:00\", \"2020-11-12 01:31:48.000000+00:00\"], \"session_ids\": [\"5a46f0d4-797c-43c9-b384-14b7f0126d94\", \"cfd1958a-c880-410b-bc5d-13718748ff0c\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.693}, \"49258\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-10 00:08:42.000000+00:00\", \"2021-09-05 21:12:56.000000+00:00\"], \"session_ids\": [\"8e51411b-f0c2-4724-8f90-bb877c1d78c9\", \"c32a759d-b649-427c-a914-e765b1a42ece\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 2.18}, \"6385\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-23 15:51:10.000000+00:00\", \"2020-04-25 14:14:35.000000+00:00\"], \"session_ids\": [\"2ca75c52-399c-467b-b0f4-14c46bbbaacf\", \"f472fcd5-a455-4272-91b9-bd8d7aa505cf\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.567}, \"96550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-07 13:59:12.000000+00:00\", \"2019-05-17 17:46:31.000000+00:00\"], \"session_ids\": [\"d7d5f70b-0242-4cd3-a722-c3886d3f6333\", \"d01387b9-ef14-45c7-8f53-65cc3d9c7291\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 1.077}, \"34448\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-15 10:19:39.000000+00:00\", \"2019-12-06 06:29:15.000000+00:00\"], \"session_ids\": [\"38fb8ea4-6e6a-4716-856f-7721904b819d\", \"084ed97e-af0d-498d-affb-3c447bf340a4\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 2.642}, \"52016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-04-30 03:19:24.000000+00:00\", \"2019-10-11 11:12:20.000000+00:00\"], \"session_ids\": [\"6b009ff7-d026-4406-b958-3179ae681235\", \"61ba82b0-e3a1-4a8f-8e09-55ea8a880a8b\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 2.113}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Reykjavik" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Reykjavik\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"43259\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-08-16 04:06:51.000000+00:00\", \"2023-03-22 13:28:37.000000+00:00\"], \"session_ids\": [\"bfa01443-4d42-4b76-aa68-bf19cad9807b\", \"5a8d3952-4af0-4371-a852-a6aa91b4f580\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.515}, \"44767\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-13 20:26:53.000000+00:00\", \"2021-08-15 11:13:22.000000+00:00\", \"2021-01-14 11:20:09.000000+00:00\", \"2022-03-17 15:51:51.000000+00:00\", \"2019-08-31 17:23:15.000000+00:00\", \"2022-10-22 13:51:20.000000+00:00\", \"2019-04-14 01:09:44.000000+00:00\", \"2020-10-05 04:35:39.000000+00:00\", \"2019-09-18 15:04:26.000000+00:00\", \"2022-05-31 09:04:29.000000+00:00\"], \"session_ids\": [\"0be0245c-232f-4668-9f38-4f40c3d2ebdb\", \"70d42f1b-881c-4add-a511-86514b153255\", \"4b732d3d-3abf-4cb8-a65c-7b3e7cfc3870\", \"a9ebbc1b-0ac6-4b32-b068-c92895427d62\", \"657b1bab-9c8f-4f57-8baf-a2dae68ad94b\", \"57e42135-4197-49ca-be09-80956ad33cec\", \"3901292a-ab0f-4ecc-a1d2-51cb416d3826\", \"285a0a5a-f9fb-4b1b-af20-694ac15ceebd\", \"3be97cb5-3c53-4a4a-8408-6914df4ea83b\", \"48d6f7dd-d96d-452b-ba56-0ecbdc55b118\"], \"total_duration\": 4375.0, \"total_sessions\": 10, \"mean_week_duration\": 23.777}, \"51416\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-02-18 01:33:42.000000+00:00\", \"2022-09-05 03:11:16.000000+00:00\"], \"session_ids\": [\"ced05897-4670-43a3-aa2e-176fc22cf1dd\", \"59cf65ae-c930-4193-bde5-c4eeac6ee009\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 0.665}, \"50992\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-01-24 14:39:15.000000+00:00\", \"2020-07-12 19:45:19.000000+00:00\", \"2019-07-08 23:31:04.000000+00:00\"], \"session_ids\": [\"e1d27b25-6558-4c9b-ae76-8780c386284b\", \"62f3b6d5-d630-4053-b187-d0d5a790629b\", \"d4d167f7-3bbd-4a97-bfa7-ea1672ca77df\"], \"total_duration\": 73.0, \"total_sessions\": 3, \"mean_week_duration\": 0.901}, \"91139\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 6}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-14 16:45:40.000000+00:00\", \"2020-11-12 01:31:48.000000+00:00\"], \"session_ids\": [\"5a46f0d4-797c-43c9-b384-14b7f0126d94\", \"cfd1958a-c880-410b-bc5d-13718748ff0c\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.693}, \"49258\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-10 00:08:42.000000+00:00\", \"2021-09-05 21:12:56.000000+00:00\"], \"session_ids\": [\"8e51411b-f0c2-4724-8f90-bb877c1d78c9\", \"c32a759d-b649-427c-a914-e765b1a42ece\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 2.18}, \"6385\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-23 15:51:10.000000+00:00\", \"2020-04-25 14:14:35.000000+00:00\"], \"session_ids\": [\"2ca75c52-399c-467b-b0f4-14c46bbbaacf\", \"f472fcd5-a455-4272-91b9-bd8d7aa505cf\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.567}, \"96550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-07 13:59:12.000000+00:00\", \"2019-05-17 17:46:31.000000+00:00\"], \"session_ids\": [\"d7d5f70b-0242-4cd3-a722-c3886d3f6333\", \"d01387b9-ef14-45c7-8f53-65cc3d9c7291\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 1.077}, \"34448\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-15 10:19:39.000000+00:00\", \"2019-12-06 06:29:15.000000+00:00\"], \"session_ids\": [\"38fb8ea4-6e6a-4716-856f-7721904b819d\", \"084ed97e-af0d-498d-affb-3c447bf340a4\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 2.642}, \"52016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-04-30 03:19:24.000000+00:00\", \"2019-10-11 11:12:20.000000+00:00\"], \"session_ids\": [\"6b009ff7-d026-4406-b958-3179ae681235\", \"61ba82b0-e3a1-4a8f-8e09-55ea8a880a8b\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 2.113}}\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[{\"44767\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-13 20:26:53.000000+00:00\", \"2021-08-15 11:13:22.000000+00:00\", \"2021-01-14 11:20:09.000000+00:00\", \"2022-03-17 15:51:51.000000+00:00\", \"2019-08-31 17:23:15.000000+00:00\", \"2022-10-22 13:51:20.000000+00:00\", \"2019-04-14 01:09:44.000000+00:00\", \"2020-10-05 04:35:39.000000+00:00\", \"2019-09-18 15:04:26.000000+00:00\", \"2022-05-31 09:04:29.000000+00:00\"], \"session_ids\": [\"0be0245c-232f-4668-9f38-4f40c3d2ebdb\", \"70d42f1b-881c-4add-a511-86514b153255\", \"4b732d3d-3abf-4cb8-a65c-7b3e7cfc3870\", \"a9ebbc1b-0ac6-4b32-b068-c92895427d62\", \"657b1bab-9c8f-4f57-8baf-a2dae68ad94b\", \"57e42135-4197-49ca-be09-80956ad33cec\", \"3901292a-ab0f-4ecc-a1d2-51cb416d3826\", \"285a0a5a-f9fb-4b1b-af20-694ac15ceebd\", \"3be97cb5-3c53-4a4a-8408-6914df4ea83b\", \"48d6f7dd-d96d-452b-ba56-0ecbdc55b118\"], \"total_duration\": 4375.0, \"total_sessions\": 10, \"mean_week_duration\": 23.777}}, {\"34448\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-15 10:19:39.000000+00:00\", \"2019-12-06 06:29:15.000000+00:00\"], \"session_ids\": [\"38fb8ea4-6e6a-4716-856f-7721904b819d\", \"084ed97e-af0d-498d-affb-3c447bf340a4\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 2.642}}, {\"52016\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-04-30 03:19:24.000000+00:00\", \"2019-10-11 11:12:20.000000+00:00\"], \"session_ids\": [\"6b009ff7-d026-4406-b958-3179ae681235\", \"61ba82b0-e3a1-4a8f-8e09-55ea8a880a8b\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 2.113}}, {\"49258\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-10 00:08:42.000000+00:00\", \"2021-09-05 21:12:56.000000+00:00\"], \"session_ids\": [\"8e51411b-f0c2-4724-8f90-bb877c1d78c9\", \"c32a759d-b649-427c-a914-e765b1a42ece\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 2.18}}, {\"51416\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-02-18 01:33:42.000000+00:00\", \"2022-09-05 03:11:16.000000+00:00\"], \"session_ids\": [\"ced05897-4670-43a3-aa2e-176fc22cf1dd\", \"59cf65ae-c930-4193-bde5-c4eeac6ee009\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 0.665}}, {\"96550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-07 13:59:12.000000+00:00\", \"2019-05-17 17:46:31.000000+00:00\"], \"session_ids\": [\"d7d5f70b-0242-4cd3-a722-c3886d3f6333\", \"d01387b9-ef14-45c7-8f53-65cc3d9c7291\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 1.077}}, {\"50992\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-01-24 14:39:15.000000+00:00\", \"2020-07-12 19:45:19.000000+00:00\", \"2019-07-08 23:31:04.000000+00:00\"], \"session_ids\": [\"e1d27b25-6558-4c9b-ae76-8780c386284b\", \"62f3b6d5-d630-4053-b187-d0d5a790629b\", \"d4d167f7-3bbd-4a97-bfa7-ea1672ca77df\"], \"total_duration\": 73.0, \"total_sessions\": 3, \"mean_week_duration\": 0.901}}, {\"43259\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-08-16 04:06:51.000000+00:00\", \"2023-03-22 13:28:37.000000+00:00\"], \"session_ids\": [\"bfa01443-4d42-4b76-aa68-bf19cad9807b\", \"5a8d3952-4af0-4371-a852-a6aa91b4f580\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.515}}, {\"91139\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 6}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-14 16:45:40.000000+00:00\", \"2020-11-12 01:31:48.000000+00:00\"], \"session_ids\": [\"5a46f0d4-797c-43c9-b384-14b7f0126d94\", \"cfd1958a-c880-410b-bc5d-13718748ff0c\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.693}}, {\"6385\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-23 15:51:10.000000+00:00\", \"2020-04-25 14:14:35.000000+00:00\"], \"session_ids\": [\"2ca75c52-399c-467b-b0f4-14c46bbbaacf\", \"f472fcd5-a455-4272-91b9-bd8d7aa505cf\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.567}}]\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[{\"44767\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-13 20:26:53.000000+00:00\", \"2021-08-15 11:13:22.000000+00:00\", \"2021-01-14 11:20:09.000000+00:00\", \"2022-03-17 15:51:51.000000+00:00\", \"2019-08-31 17:23:15.000000+00:00\", \"2022-10-22 13:51:20.000000+00:00\", \"2019-04-14 01:09:44.000000+00:00\", \"2020-10-05 04:35:39.000000+00:00\", \"2019-09-18 15:04:26.000000+00:00\", \"2022-05-31 09:04:29.000000+00:00\"], \"session_ids\": [\"0be0245c-232f-4668-9f38-4f40c3d2ebdb\", \"70d42f1b-881c-4add-a511-86514b153255\", \"4b732d3d-3abf-4cb8-a65c-7b3e7cfc3870\", \"a9ebbc1b-0ac6-4b32-b068-c92895427d62\", \"657b1bab-9c8f-4f57-8baf-a2dae68ad94b\", \"57e42135-4197-49ca-be09-80956ad33cec\", \"3901292a-ab0f-4ecc-a1d2-51cb416d3826\", \"285a0a5a-f9fb-4b1b-af20-694ac15ceebd\", \"3be97cb5-3c53-4a4a-8408-6914df4ea83b\", \"48d6f7dd-d96d-452b-ba56-0ecbdc55b118\"], \"total_duration\": 4375.0, \"total_sessions\": 10, \"mean_week_duration\": 23.777}}]\n```\n" } ]