conversations
list
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the lowest 4 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 4}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"70194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-08-13 02:48:52.000000+00:00\", \"2022-03-31 12:44:19.000000+00:00\"], \"session_ids\": [\"747b470f-0849-4aed-a3b0-263ab8826495\", \"fcc878be-e31d-4361-92ef-c46b721818a9\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 4.95}}, {\"45540\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-28 04:55:37.000000+00:00\", \"2020-09-08 05:49:28.000000+00:00\"], \"session_ids\": [\"3f4cf6ee-d279-4467-9adf-bcd5bb1574ab\", \"9db68c7b-fdb0-45b7-8c75-46442ea1b665\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 8.512}}, {\"58859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-11 03:57:58.000000+00:00\", \"2022-05-14 22:34:32.000000+00:00\", \"2021-03-21 01:14:57.000000+00:00\"], \"session_ids\": [\"27fccc9f-7e87-4f0c-bc37-c4a77f1af1ce\", \"284684de-08a9-44bb-88dd-913ad2ac7871\", \"88a1fde5-53eb-4337-af29-3595dbcf2ba3\"], \"total_duration\": 414.0, \"total_sessions\": 3, \"mean_week_duration\": 6.9}}, {\"63697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-25 19:25:49.000000+00:00\", \"2019-11-05 23:45:21.000000+00:00\", \"2022-05-06 11:38:03.000000+00:00\"], \"session_ids\": [\"ae84b34f-0c94-4919-8ed4-68220f904410\", \"1b2ba6ac-e215-45f3-a312-1b6df00865d8\", \"4e6116de-79f8-4f1b-804a-8e2e37274aba\"], \"total_duration\": 989.0, \"total_sessions\": 3, \"mean_week_duration\": 7.55}}]\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[{\"70194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-08-13 02:48:52.000000+00:00\", \"2022-03-31 12:44:19.000000+00:00\"], \"session_ids\": [\"747b470f-0849-4aed-a3b0-263ab8826495\", \"fcc878be-e31d-4361-92ef-c46b721818a9\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 4.95}}, {\"45540\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-28 04:55:37.000000+00:00\", \"2020-09-08 05:49:28.000000+00:00\"], \"session_ids\": [\"3f4cf6ee-d279-4467-9adf-bcd5bb1574ab\", \"9db68c7b-fdb0-45b7-8c75-46442ea1b665\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 8.512}}, {\"58859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-11 03:57:58.000000+00:00\", \"2022-05-14 22:34:32.000000+00:00\", \"2021-03-21 01:14:57.000000+00:00\"], \"session_ids\": [\"27fccc9f-7e87-4f0c-bc37-c4a77f1af1ce\", \"284684de-08a9-44bb-88dd-913ad2ac7871\", \"88a1fde5-53eb-4337-af29-3595dbcf2ba3\"], \"total_duration\": 414.0, \"total_sessions\": 3, \"mean_week_duration\": 6.9}}, {\"63697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-25 19:25:49.000000+00:00\", \"2019-11-05 23:45:21.000000+00:00\", \"2022-05-06 11:38:03.000000+00:00\"], \"session_ids\": [\"ae84b34f-0c94-4919-8ed4-68220f904410\", \"1b2ba6ac-e215-45f3-a312-1b6df00865d8\", \"4e6116de-79f8-4f1b-804a-8e2e37274aba\"], \"total_duration\": 989.0, \"total_sessions\": 3, \"mean_week_duration\": 7.55}}]\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[{\"70194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-08-13 02:48:52.000000+00:00\", \"2022-03-31 12:44:19.000000+00:00\"], \"session_ids\": [\"747b470f-0849-4aed-a3b0-263ab8826495\", \"fcc878be-e31d-4361-92ef-c46b721818a9\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 4.95}}, {\"45540\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-28 04:55:37.000000+00:00\", \"2020-09-08 05:49:28.000000+00:00\"], \"session_ids\": [\"3f4cf6ee-d279-4467-9adf-bcd5bb1574ab\", \"9db68c7b-fdb0-45b7-8c75-46442ea1b665\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 8.512}}, {\"58859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-11 03:57:58.000000+00:00\", \"2022-05-14 22:34:32.000000+00:00\", \"2021-03-21 01:14:57.000000+00:00\"], \"session_ids\": [\"27fccc9f-7e87-4f0c-bc37-c4a77f1af1ce\", \"284684de-08a9-44bb-88dd-913ad2ac7871\", \"88a1fde5-53eb-4337-af29-3595dbcf2ba3\"], \"total_duration\": 414.0, \"total_sessions\": 3, \"mean_week_duration\": 6.9}}, {\"63697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-25 19:25:49.000000+00:00\", \"2019-11-05 23:45:21.000000+00:00\", \"2022-05-06 11:38:03.000000+00:00\"], \"session_ids\": [\"ae84b34f-0c94-4919-8ed4-68220f904410\", \"1b2ba6ac-e215-45f3-a312-1b6df00865d8\", \"4e6116de-79f8-4f1b-804a-8e2e37274aba\"], \"total_duration\": 989.0, \"total_sessions\": 3, \"mean_week_duration\": 7.55}}]\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[{\"70194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-08-13 02:48:52.000000+00:00\", \"2022-03-31 12:44:19.000000+00:00\"], \"session_ids\": [\"747b470f-0849-4aed-a3b0-263ab8826495\", \"fcc878be-e31d-4361-92ef-c46b721818a9\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 4.95}}, {\"45540\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-28 04:55:37.000000+00:00\", \"2020-09-08 05:49:28.000000+00:00\"], \"session_ids\": [\"3f4cf6ee-d279-4467-9adf-bcd5bb1574ab\", \"9db68c7b-fdb0-45b7-8c75-46442ea1b665\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 8.512}}, {\"58859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-11 03:57:58.000000+00:00\", \"2022-05-14 22:34:32.000000+00:00\", \"2021-03-21 01:14:57.000000+00:00\"], \"session_ids\": [\"27fccc9f-7e87-4f0c-bc37-c4a77f1af1ce\", \"284684de-08a9-44bb-88dd-913ad2ac7871\", \"88a1fde5-53eb-4337-af29-3595dbcf2ba3\"], \"total_duration\": 414.0, \"total_sessions\": 3, \"mean_week_duration\": 6.9}}, {\"63697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-25 19:25:49.000000+00:00\", \"2019-11-05 23:45:21.000000+00:00\", \"2022-05-06 11:38:03.000000+00:00\"], \"session_ids\": [\"ae84b34f-0c94-4919-8ed4-68220f904410\", \"1b2ba6ac-e215-45f3-a312-1b6df00865d8\", \"4e6116de-79f8-4f1b-804a-8e2e37274aba\"], \"total_duration\": 989.0, \"total_sessions\": 3, \"mean_week_duration\": 7.55}}]\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 3 users who are leading users based on sum of duration of sessions per week , moreover perform sorting by sum of duration of sessions per week form the lowest to the highest." } ]
[ { "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{\"75102\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-08 04:55:42.000000+00:00\", \"2019-09-28 21:12:52.000000+00:00\", \"2022-08-11 00:04:47.000000+00:00\", \"2022-12-24 20:22:51.000000+00:00\", \"2022-12-06 07:38:40.000000+00:00\", \"2022-09-16 07:29:19.000000+00:00\", \"2019-05-19 09:16:31.000000+00:00\", \"2019-02-26 04:04:28.000000+00:00\", \"2022-12-30 22:14:49.000000+00:00\"], \"session_ids\": [\"f57d8415-3003-49cf-905c-6a1abe001238\", \"f3667037-a256-4ce6-8201-2305831e2a48\", \"9957b5a0-27ea-4511-abc8-078a5dfb7852\", \"2048432e-fd14-417b-899f-467d8c0797f4\", \"c31695a1-0793-455d-b405-4e8cc634b759\", \"96009dfe-c410-4068-9b8e-0b8fa5a23b28\", \"64315e29-8e58-4044-b120-11cd8f404471\", \"1e2135d6-aff3-4e3a-b89b-92c0bcc86609\", \"356d6c6e-eafb-4e7e-b1b5-1ddcf566908a\"], \"total_duration\": 421.0, \"total_sessions\": 9, \"mean_week_duration\": 2.095}, \"8883\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-07-23 13:21:31.000000+00:00\", \"2019-03-30 01:12:23.000000+00:00\", \"2023-02-17 07:44:31.000000+00:00\", \"2019-05-19 18:02:58.000000+00:00\"], \"session_ids\": [\"d69adec7-696b-43a6-8e10-a045c3ba3afe\", \"2332546f-625d-4cca-8ef9-06367309ef9e\", \"19dc2471-b20a-415c-b555-713f6f16edcd\", \"fb815505-05bc-4886-a662-943b7413af81\"], \"total_duration\": 1720.0, \"total_sessions\": 4, \"mean_week_duration\": 8.473}, \"33884\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-12-02 16:45:47.000000+00:00\", \"2019-06-12 20:30:23.000000+00:00\", \"2023-03-24 04:59:35.000000+00:00\", \"2021-09-27 02:46:50.000000+00:00\", \"2019-11-28 04:56:58.000000+00:00\", \"2022-12-03 11:05:02.000000+00:00\", \"2020-05-17 01:14:38.000000+00:00\", \"2022-08-15 01:35:19.000000+00:00\", \"2019-04-15 17:32:18.000000+00:00\", \"2023-06-08 18:42:34.000000+00:00\", \"2022-06-20 23:34:24.000000+00:00\"], \"session_ids\": [\"d07b3380-dd33-4f93-9054-3ac0eb6f676b\", \"0ea057bd-86d7-4366-be72-a5dad9522d71\", \"ed293673-b5ff-47d4-b114-c9c6b7351fef\", \"4bb837a5-0499-4197-a0f2-df2608a91361\", \"04817ea0-a038-4851-bc64-b846f9335b86\", \"61c291f3-e7c7-4e0c-9fca-1f747c0dc66b\", \"3d874b70-fb51-426d-b621-25fe8e80f0c3\", \"c48a4ae2-e425-4ebf-9c1e-3c43b55f747d\", \"51826607-13c2-446d-9b15-1b0ce0ff49b6\", \"edd2d228-2049-43be-b324-e2c3919377e5\", \"312d71db-121b-4843-8d8f-38ebec88261d\"], \"total_duration\": 18160.0, \"total_sessions\": 11, \"mean_week_duration\": 83.687}, \"47438\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-12-18 04:58:59.000000+00:00\", \"2019-04-19 13:24:15.000000+00:00\", \"2020-11-06 12:59:30.000000+00:00\"], \"session_ids\": [\"c8a6fdb9-d384-4add-b3e8-d8a1f12e485b\", \"e69753d2-d25e-4ca8-b5e1-f74623c5f38e\", \"728559c8-515c-44aa-b09c-e186f2be717a\"], \"total_duration\": 94.0, \"total_sessions\": 3, \"mean_week_duration\": 1.16}, \"20870\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-05-18 01:42:34.000000+00:00\", \"2021-06-16 11:26:06.000000+00:00\", \"2020-09-23 23:14:33.000000+00:00\"], \"session_ids\": [\"90bf6e87-c520-447f-8b58-14133bd0c821\", \"13542418-dea3-4a44-8c31-606a90579523\", \"0016d3c6-72d2-4055-a7e1-0eda3ab27668\"], \"total_duration\": 51.0, \"total_sessions\": 3, \"mean_week_duration\": 1.342}, \"14717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-03 19:58:13.000000+00:00\", \"2021-09-17 22:15:34.000000+00:00\"], \"session_ids\": [\"ca21200f-06f6-447f-85bd-c0bc373a59cb\", \"44535ccc-b02b-424e-9b30-288caf26efab\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 16.636}, \"65421\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-15 11:24:39.000000+00:00\", \"2020-11-20 19:50:50.000000+00:00\", \"2022-09-28 01:13:17.000000+00:00\", \"2020-10-25 20:12:08.000000+00:00\", \"2021-01-24 11:14:17.000000+00:00\"], \"session_ids\": [\"a0c2a125-351b-4183-ae0e-fa93adff3dd2\", \"6fcfc7d7-996a-4c59-9056-caac532aaf4d\", \"fde8ce30-7057-4fad-96c7-06445765b2fa\", \"0f8dfbc9-7d9a-4c8d-97e9-2477ca1c8dd3\", \"580e065c-c9fd-4993-9129-4fa52667f0d3\"], \"total_duration\": 2618.0, \"total_sessions\": 5, \"mean_week_duration\": 21.113}, \"77788\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-04-30 12:31:26.000000+00:00\", \"2020-09-06 10:32:42.000000+00:00\"], \"session_ids\": [\"3ac9dfd7-aeeb-46e7-8848-0b733717a4b1\", \"8afdc968-75cc-4531-9ec9-cf58670fdbba\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 2.737}, \"19124\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2023-04-30 08:10:49.000000+00:00\", \"2021-09-19 22:22:25.000000+00:00\"], \"session_ids\": [\"6191c001-f7b5-4985-b80d-c4877eb72442\", \"3d506172-a9b4-4df7-8a77-c53980e4eb8b\"], \"total_duration\": 424.0, \"total_sessions\": 2, \"mean_week_duration\": 5.048}, \"85092\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2019-01-03 17:59:53.000000+00:00\", \"2022-02-26 09:09:48.000000+00:00\"], \"session_ids\": [\"467fda2d-6eb1-46d3-9ec9-8658c88d26ce\", \"cf9dd607-6402-4041-ba17-3bc24abeb29f\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 1.927}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the highest 3 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 3}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"33884\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-12-02 16:45:47.000000+00:00\", \"2019-06-12 20:30:23.000000+00:00\", \"2023-03-24 04:59:35.000000+00:00\", \"2021-09-27 02:46:50.000000+00:00\", \"2019-11-28 04:56:58.000000+00:00\", \"2022-12-03 11:05:02.000000+00:00\", \"2020-05-17 01:14:38.000000+00:00\", \"2022-08-15 01:35:19.000000+00:00\", \"2019-04-15 17:32:18.000000+00:00\", \"2023-06-08 18:42:34.000000+00:00\", \"2022-06-20 23:34:24.000000+00:00\"], \"session_ids\": [\"d07b3380-dd33-4f93-9054-3ac0eb6f676b\", \"0ea057bd-86d7-4366-be72-a5dad9522d71\", \"ed293673-b5ff-47d4-b114-c9c6b7351fef\", \"4bb837a5-0499-4197-a0f2-df2608a91361\", \"04817ea0-a038-4851-bc64-b846f9335b86\", \"61c291f3-e7c7-4e0c-9fca-1f747c0dc66b\", \"3d874b70-fb51-426d-b621-25fe8e80f0c3\", \"c48a4ae2-e425-4ebf-9c1e-3c43b55f747d\", \"51826607-13c2-446d-9b15-1b0ce0ff49b6\", \"edd2d228-2049-43be-b324-e2c3919377e5\", \"312d71db-121b-4843-8d8f-38ebec88261d\"], \"total_duration\": 18160.0, \"total_sessions\": 11, \"mean_week_duration\": 83.687}}, {\"65421\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-15 11:24:39.000000+00:00\", \"2020-11-20 19:50:50.000000+00:00\", \"2022-09-28 01:13:17.000000+00:00\", \"2020-10-25 20:12:08.000000+00:00\", \"2021-01-24 11:14:17.000000+00:00\"], \"session_ids\": [\"a0c2a125-351b-4183-ae0e-fa93adff3dd2\", \"6fcfc7d7-996a-4c59-9056-caac532aaf4d\", \"fde8ce30-7057-4fad-96c7-06445765b2fa\", \"0f8dfbc9-7d9a-4c8d-97e9-2477ca1c8dd3\", \"580e065c-c9fd-4993-9129-4fa52667f0d3\"], \"total_duration\": 2618.0, \"total_sessions\": 5, \"mean_week_duration\": 21.113}}, {\"14717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-03 19:58:13.000000+00:00\", \"2021-09-17 22:15:34.000000+00:00\"], \"session_ids\": [\"ca21200f-06f6-447f-85bd-c0bc373a59cb\", \"44535ccc-b02b-424e-9b30-288caf26efab\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 16.636}}]\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[{\"14717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-03 19:58:13.000000+00:00\", \"2021-09-17 22:15:34.000000+00:00\"], \"session_ids\": [\"ca21200f-06f6-447f-85bd-c0bc373a59cb\", \"44535ccc-b02b-424e-9b30-288caf26efab\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 16.636}}, {\"65421\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-15 11:24:39.000000+00:00\", \"2020-11-20 19:50:50.000000+00:00\", \"2022-09-28 01:13:17.000000+00:00\", \"2020-10-25 20:12:08.000000+00:00\", \"2021-01-24 11:14:17.000000+00:00\"], \"session_ids\": [\"a0c2a125-351b-4183-ae0e-fa93adff3dd2\", \"6fcfc7d7-996a-4c59-9056-caac532aaf4d\", \"fde8ce30-7057-4fad-96c7-06445765b2fa\", \"0f8dfbc9-7d9a-4c8d-97e9-2477ca1c8dd3\", \"580e065c-c9fd-4993-9129-4fa52667f0d3\"], \"total_duration\": 2618.0, \"total_sessions\": 5, \"mean_week_duration\": 21.113}}, {\"33884\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-12-02 16:45:47.000000+00:00\", \"2019-06-12 20:30:23.000000+00:00\", \"2023-03-24 04:59:35.000000+00:00\", \"2021-09-27 02:46:50.000000+00:00\", \"2019-11-28 04:56:58.000000+00:00\", \"2022-12-03 11:05:02.000000+00:00\", \"2020-05-17 01:14:38.000000+00:00\", \"2022-08-15 01:35:19.000000+00:00\", \"2019-04-15 17:32:18.000000+00:00\", \"2023-06-08 18:42:34.000000+00:00\", \"2022-06-20 23:34:24.000000+00:00\"], \"session_ids\": [\"d07b3380-dd33-4f93-9054-3ac0eb6f676b\", \"0ea057bd-86d7-4366-be72-a5dad9522d71\", \"ed293673-b5ff-47d4-b114-c9c6b7351fef\", \"4bb837a5-0499-4197-a0f2-df2608a91361\", \"04817ea0-a038-4851-bc64-b846f9335b86\", \"61c291f3-e7c7-4e0c-9fca-1f747c0dc66b\", \"3d874b70-fb51-426d-b621-25fe8e80f0c3\", \"c48a4ae2-e425-4ebf-9c1e-3c43b55f747d\", \"51826607-13c2-446d-9b15-1b0ce0ff49b6\", \"edd2d228-2049-43be-b324-e2c3919377e5\", \"312d71db-121b-4843-8d8f-38ebec88261d\"], \"total_duration\": 18160.0, \"total_sessions\": 11, \"mean_week_duration\": 83.687}}]\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[{\"14717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-03 19:58:13.000000+00:00\", \"2021-09-17 22:15:34.000000+00:00\"], \"session_ids\": [\"ca21200f-06f6-447f-85bd-c0bc373a59cb\", \"44535ccc-b02b-424e-9b30-288caf26efab\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 16.636}}, {\"65421\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-15 11:24:39.000000+00:00\", \"2020-11-20 19:50:50.000000+00:00\", \"2022-09-28 01:13:17.000000+00:00\", \"2020-10-25 20:12:08.000000+00:00\", \"2021-01-24 11:14:17.000000+00:00\"], \"session_ids\": [\"a0c2a125-351b-4183-ae0e-fa93adff3dd2\", \"6fcfc7d7-996a-4c59-9056-caac532aaf4d\", \"fde8ce30-7057-4fad-96c7-06445765b2fa\", \"0f8dfbc9-7d9a-4c8d-97e9-2477ca1c8dd3\", \"580e065c-c9fd-4993-9129-4fa52667f0d3\"], \"total_duration\": 2618.0, \"total_sessions\": 5, \"mean_week_duration\": 21.113}}, {\"33884\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-12-02 16:45:47.000000+00:00\", \"2019-06-12 20:30:23.000000+00:00\", \"2023-03-24 04:59:35.000000+00:00\", \"2021-09-27 02:46:50.000000+00:00\", \"2019-11-28 04:56:58.000000+00:00\", \"2022-12-03 11:05:02.000000+00:00\", \"2020-05-17 01:14:38.000000+00:00\", \"2022-08-15 01:35:19.000000+00:00\", \"2019-04-15 17:32:18.000000+00:00\", \"2023-06-08 18:42:34.000000+00:00\", \"2022-06-20 23:34:24.000000+00:00\"], \"session_ids\": [\"d07b3380-dd33-4f93-9054-3ac0eb6f676b\", \"0ea057bd-86d7-4366-be72-a5dad9522d71\", \"ed293673-b5ff-47d4-b114-c9c6b7351fef\", \"4bb837a5-0499-4197-a0f2-df2608a91361\", \"04817ea0-a038-4851-bc64-b846f9335b86\", \"61c291f3-e7c7-4e0c-9fca-1f747c0dc66b\", \"3d874b70-fb51-426d-b621-25fe8e80f0c3\", \"c48a4ae2-e425-4ebf-9c1e-3c43b55f747d\", \"51826607-13c2-446d-9b15-1b0ce0ff49b6\", \"edd2d228-2049-43be-b324-e2c3919377e5\", \"312d71db-121b-4843-8d8f-38ebec88261d\"], \"total_duration\": 18160.0, \"total_sessions\": 11, \"mean_week_duration\": 83.687}}]\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[{\"14717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-03 19:58:13.000000+00:00\", \"2021-09-17 22:15:34.000000+00:00\"], \"session_ids\": [\"ca21200f-06f6-447f-85bd-c0bc373a59cb\", \"44535ccc-b02b-424e-9b30-288caf26efab\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 16.636}}, {\"65421\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-15 11:24:39.000000+00:00\", \"2020-11-20 19:50:50.000000+00:00\", \"2022-09-28 01:13:17.000000+00:00\", \"2020-10-25 20:12:08.000000+00:00\", \"2021-01-24 11:14:17.000000+00:00\"], \"session_ids\": [\"a0c2a125-351b-4183-ae0e-fa93adff3dd2\", \"6fcfc7d7-996a-4c59-9056-caac532aaf4d\", \"fde8ce30-7057-4fad-96c7-06445765b2fa\", \"0f8dfbc9-7d9a-4c8d-97e9-2477ca1c8dd3\", \"580e065c-c9fd-4993-9129-4fa52667f0d3\"], \"total_duration\": 2618.0, \"total_sessions\": 5, \"mean_week_duration\": 21.113}}, {\"33884\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-12-02 16:45:47.000000+00:00\", \"2019-06-12 20:30:23.000000+00:00\", \"2023-03-24 04:59:35.000000+00:00\", \"2021-09-27 02:46:50.000000+00:00\", \"2019-11-28 04:56:58.000000+00:00\", \"2022-12-03 11:05:02.000000+00:00\", \"2020-05-17 01:14:38.000000+00:00\", \"2022-08-15 01:35:19.000000+00:00\", \"2019-04-15 17:32:18.000000+00:00\", \"2023-06-08 18:42:34.000000+00:00\", \"2022-06-20 23:34:24.000000+00:00\"], \"session_ids\": [\"d07b3380-dd33-4f93-9054-3ac0eb6f676b\", \"0ea057bd-86d7-4366-be72-a5dad9522d71\", \"ed293673-b5ff-47d4-b114-c9c6b7351fef\", \"4bb837a5-0499-4197-a0f2-df2608a91361\", \"04817ea0-a038-4851-bc64-b846f9335b86\", \"61c291f3-e7c7-4e0c-9fca-1f747c0dc66b\", \"3d874b70-fb51-426d-b621-25fe8e80f0c3\", \"c48a4ae2-e425-4ebf-9c1e-3c43b55f747d\", \"51826607-13c2-446d-9b15-1b0ce0ff49b6\", \"edd2d228-2049-43be-b324-e2c3919377e5\", \"312d71db-121b-4843-8d8f-38ebec88261d\"], \"total_duration\": 18160.0, \"total_sessions\": 11, \"mean_week_duration\": 83.687}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about 6 users who are not living in city Helsinki , execute sorting by urban title form the lowest to the highest." } ]
[ { "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{\"40572\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-07-11 10:16:49.000000+00:00\", \"2019-06-05 07:39:47.000000+00:00\"], \"session_ids\": [\"876f4625-9f96-4080-bf9c-b0f05cba3313\", \"9f4357a5-1b7f-4302-bd1c-c2c41a7c91bb\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 1.764}, \"65890\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-02-17 07:54:33.000000+00:00\", \"2019-06-30 12:02:16.000000+00:00\", \"2022-07-21 12:17:13.000000+00:00\"], \"session_ids\": [\"56944e21-a961-4543-bf4c-cfd506e05aba\", \"bc7e480b-f30b-48de-9d1f-2baf3de45e0e\", \"e655393f-56ad-4cee-a1bd-cc6f28943071\"], \"total_duration\": 483.0, \"total_sessions\": 3, \"mean_week_duration\": 2.542}, \"43523\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-19 10:32:16.000000+00:00\", \"2021-08-16 14:29:30.000000+00:00\"], \"session_ids\": [\"9c1952ef-5a62-401c-898a-ca69e1863ffc\", \"cd91acc5-c3c4-42ec-a3a2-ad1172c55924\"], \"total_duration\": 189.0, \"total_sessions\": 2, \"mean_week_duration\": 4.725}, \"19320\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-04-08 06:22:30.000000+00:00\", \"2021-12-05 08:19:18.000000+00:00\", \"2019-04-28 21:37:22.000000+00:00\", \"2021-07-11 10:37:46.000000+00:00\"], \"session_ids\": [\"2d08806a-8617-497d-ae7c-738fb61557c5\", \"350a1897-fcea-4eb7-a7bc-4dae56937176\", \"291f9fd8-5f1a-485f-ba2e-941d16f74e2b\", \"d3237bee-b945-4dc4-b452-ac88d6ee984f\"], \"total_duration\": 47.0, \"total_sessions\": 4, \"mean_week_duration\": 0.346}, \"50159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-05-08 00:26:36.000000+00:00\", \"2021-08-27 04:52:21.000000+00:00\", \"2022-08-11 13:32:17.000000+00:00\", \"2022-01-17 22:44:35.000000+00:00\", \"2019-12-12 19:50:57.000000+00:00\", \"2022-05-14 11:08:13.000000+00:00\", \"2019-04-15 09:53:33.000000+00:00\", \"2019-06-14 14:19:34.000000+00:00\", \"2020-01-20 15:06:56.000000+00:00\"], \"session_ids\": [\"59903968-08f0-4612-84c1-1ba06a3698cb\", \"227bc933-9781-4847-9972-986ef230bc53\", \"56403d15-13c7-431d-bced-b76d2c5bcf04\", \"0b7ab46e-6991-42b6-89e0-68cb5f14725d\", \"4f3fb122-173c-4747-8551-b7f668c30f8e\", \"3c3a845f-e16c-4e7b-b4c6-5cededb0af78\", \"af213b9a-321b-4584-945e-580064c56678\", \"68642a65-c6ce-432e-b0a4-2ce02a272b2c\", \"0d951d19-8975-4ea1-a8f1-1613d2a1d5d2\"], \"total_duration\": 415.0, \"total_sessions\": 9, \"mean_week_duration\": 2.385}, \"91381\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-10-10 13:57:01.000000+00:00\", \"2019-12-24 18:58:03.000000+00:00\", \"2022-09-26 22:11:33.000000+00:00\", \"2022-09-29 06:47:50.000000+00:00\", \"2022-05-06 17:09:44.000000+00:00\", \"2022-04-06 05:11:54.000000+00:00\", \"2019-05-02 07:21:12.000000+00:00\", \"2021-08-19 02:16:09.000000+00:00\", \"2019-06-20 20:01:40.000000+00:00\", \"2022-10-04 09:27:11.000000+00:00\"], \"session_ids\": [\"f26fab5c-8d8c-48f5-829e-7331ebeaf674\", \"9038d034-c937-449d-af96-486c24663321\", \"60964cc5-4a7f-4ea6-9d52-de36b9600b1f\", \"028e6875-3b35-4158-b941-b01d586b92a4\", \"8a4d50c9-625d-4df6-814e-de24fd1aca0b\", \"ad59ea41-0bd6-4580-82bd-670f40842780\", \"1f153bf0-c116-441c-88e7-5a04d4b880a0\", \"745ae2ae-cf84-4f78-9e10-babe637eb527\", \"efb0be59-5899-4cfd-9c99-9cd87a2dc594\", \"b0769010-112e-407d-999d-60b661160ec8\"], \"total_duration\": 35430.0, \"total_sessions\": 10, \"mean_week_duration\": 197.933}, \"35259\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-06-04 16:25:32.000000+00:00\", \"2021-03-27 03:37:58.000000+00:00\"], \"session_ids\": [\"ba7b3af4-0b86-48e2-a669-aceea0cf0eeb\", \"3bbb79a8-5f60-48a1-b792-d16d23c777d6\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 5.371}, \"47036\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-20 12:21:00.000000+00:00\", \"2022-09-12 15:00:57.000000+00:00\", \"2021-08-31 08:30:01.000000+00:00\", \"2019-08-25 09:06:00.000000+00:00\", \"2023-01-31 20:37:37.000000+00:00\", \"2021-01-11 02:47:19.000000+00:00\", \"2023-04-02 15:51:38.000000+00:00\", \"2021-06-13 03:10:29.000000+00:00\", \"2020-01-07 14:10:27.000000+00:00\", \"2019-06-01 21:36:39.000000+00:00\"], \"session_ids\": [\"c03cc032-4dc1-4a47-9b2e-b4d9335f152a\", \"30125f2e-2910-4e67-82e6-51b4f4b8bd10\", \"7f49be63-f59b-4870-b106-0f90e9c1eff3\", \"dceac838-9aca-40d4-aca5-012ab51805bb\", \"86d42bb8-2696-4eb2-8870-cc48c84a1de6\", \"7ec3c784-e418-40c9-b218-679873fcab43\", \"f95ed980-46c7-4b60-8533-f2d6908642c8\", \"bb297b8a-1d78-41b8-9ced-42b80dac7101\", \"dac7fabd-ffba-43e3-911b-e11a52c1fff9\", \"ae327f16-5852-4d14-a3d1-51535b278bb9\"], \"total_duration\": 34967.0, \"total_sessions\": 10, \"mean_week_duration\": 174.835}, \"54818\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-12-21 04:31:28.000000+00:00\", \"2019-10-28 12:09:16.000000+00:00\"], \"session_ids\": [\"9cbaba57-e294-4985-b4ee-b4ee4789e54f\", \"0f0f2117-03b4-4863-a82f-6735d37a9e1a\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.103}, \"12377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-02-08 03:46:25.000000+00:00\", \"2020-08-20 04:16:06.000000+00:00\", \"2022-02-07 13:31:36.000000+00:00\", \"2022-03-04 16:38:35.000000+00:00\", \"2020-03-09 12:16:21.000000+00:00\", \"2023-05-04 20:28:19.000000+00:00\"], \"session_ids\": [\"4b4910c2-4aa8-41e9-ad2e-645e364d8156\", \"4ca8e140-350a-4681-bd35-7a43594ad4f2\", \"bcdf04d3-993d-481b-bb82-e1f3e6ca4866\", \"45413200-b392-43ad-9f84-0ea6f1ae0726\", \"6012b1b2-6ea3-4df5-9344-3a7989f7ad31\", \"d529e1e9-4989-41b3-bd32-e206e3476545\"], \"total_duration\": 2081.0, \"total_sessions\": 6, \"mean_week_duration\": 12.314}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Helsinki" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Helsinki\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"40572\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-07-11 10:16:49.000000+00:00\", \"2019-06-05 07:39:47.000000+00:00\"], \"session_ids\": [\"876f4625-9f96-4080-bf9c-b0f05cba3313\", \"9f4357a5-1b7f-4302-bd1c-c2c41a7c91bb\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 1.764}, \"65890\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-02-17 07:54:33.000000+00:00\", \"2019-06-30 12:02:16.000000+00:00\", \"2022-07-21 12:17:13.000000+00:00\"], \"session_ids\": [\"56944e21-a961-4543-bf4c-cfd506e05aba\", \"bc7e480b-f30b-48de-9d1f-2baf3de45e0e\", \"e655393f-56ad-4cee-a1bd-cc6f28943071\"], \"total_duration\": 483.0, \"total_sessions\": 3, \"mean_week_duration\": 2.542}, \"43523\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-19 10:32:16.000000+00:00\", \"2021-08-16 14:29:30.000000+00:00\"], \"session_ids\": [\"9c1952ef-5a62-401c-898a-ca69e1863ffc\", \"cd91acc5-c3c4-42ec-a3a2-ad1172c55924\"], \"total_duration\": 189.0, \"total_sessions\": 2, \"mean_week_duration\": 4.725}, \"50159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-05-08 00:26:36.000000+00:00\", \"2021-08-27 04:52:21.000000+00:00\", \"2022-08-11 13:32:17.000000+00:00\", \"2022-01-17 22:44:35.000000+00:00\", \"2019-12-12 19:50:57.000000+00:00\", \"2022-05-14 11:08:13.000000+00:00\", \"2019-04-15 09:53:33.000000+00:00\", \"2019-06-14 14:19:34.000000+00:00\", \"2020-01-20 15:06:56.000000+00:00\"], \"session_ids\": [\"59903968-08f0-4612-84c1-1ba06a3698cb\", \"227bc933-9781-4847-9972-986ef230bc53\", \"56403d15-13c7-431d-bced-b76d2c5bcf04\", \"0b7ab46e-6991-42b6-89e0-68cb5f14725d\", \"4f3fb122-173c-4747-8551-b7f668c30f8e\", \"3c3a845f-e16c-4e7b-b4c6-5cededb0af78\", \"af213b9a-321b-4584-945e-580064c56678\", \"68642a65-c6ce-432e-b0a4-2ce02a272b2c\", \"0d951d19-8975-4ea1-a8f1-1613d2a1d5d2\"], \"total_duration\": 415.0, \"total_sessions\": 9, \"mean_week_duration\": 2.385}, \"91381\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-10-10 13:57:01.000000+00:00\", \"2019-12-24 18:58:03.000000+00:00\", \"2022-09-26 22:11:33.000000+00:00\", \"2022-09-29 06:47:50.000000+00:00\", \"2022-05-06 17:09:44.000000+00:00\", \"2022-04-06 05:11:54.000000+00:00\", \"2019-05-02 07:21:12.000000+00:00\", \"2021-08-19 02:16:09.000000+00:00\", \"2019-06-20 20:01:40.000000+00:00\", \"2022-10-04 09:27:11.000000+00:00\"], \"session_ids\": [\"f26fab5c-8d8c-48f5-829e-7331ebeaf674\", \"9038d034-c937-449d-af96-486c24663321\", \"60964cc5-4a7f-4ea6-9d52-de36b9600b1f\", \"028e6875-3b35-4158-b941-b01d586b92a4\", \"8a4d50c9-625d-4df6-814e-de24fd1aca0b\", \"ad59ea41-0bd6-4580-82bd-670f40842780\", \"1f153bf0-c116-441c-88e7-5a04d4b880a0\", \"745ae2ae-cf84-4f78-9e10-babe637eb527\", \"efb0be59-5899-4cfd-9c99-9cd87a2dc594\", \"b0769010-112e-407d-999d-60b661160ec8\"], \"total_duration\": 35430.0, \"total_sessions\": 10, \"mean_week_duration\": 197.933}, \"35259\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-06-04 16:25:32.000000+00:00\", \"2021-03-27 03:37:58.000000+00:00\"], \"session_ids\": [\"ba7b3af4-0b86-48e2-a669-aceea0cf0eeb\", \"3bbb79a8-5f60-48a1-b792-d16d23c777d6\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 5.371}, \"47036\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-20 12:21:00.000000+00:00\", \"2022-09-12 15:00:57.000000+00:00\", \"2021-08-31 08:30:01.000000+00:00\", \"2019-08-25 09:06:00.000000+00:00\", \"2023-01-31 20:37:37.000000+00:00\", \"2021-01-11 02:47:19.000000+00:00\", \"2023-04-02 15:51:38.000000+00:00\", \"2021-06-13 03:10:29.000000+00:00\", \"2020-01-07 14:10:27.000000+00:00\", \"2019-06-01 21:36:39.000000+00:00\"], \"session_ids\": [\"c03cc032-4dc1-4a47-9b2e-b4d9335f152a\", \"30125f2e-2910-4e67-82e6-51b4f4b8bd10\", \"7f49be63-f59b-4870-b106-0f90e9c1eff3\", \"dceac838-9aca-40d4-aca5-012ab51805bb\", \"86d42bb8-2696-4eb2-8870-cc48c84a1de6\", \"7ec3c784-e418-40c9-b218-679873fcab43\", \"f95ed980-46c7-4b60-8533-f2d6908642c8\", \"bb297b8a-1d78-41b8-9ced-42b80dac7101\", \"dac7fabd-ffba-43e3-911b-e11a52c1fff9\", \"ae327f16-5852-4d14-a3d1-51535b278bb9\"], \"total_duration\": 34967.0, \"total_sessions\": 10, \"mean_week_duration\": 174.835}, \"54818\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-12-21 04:31:28.000000+00:00\", \"2019-10-28 12:09:16.000000+00:00\"], \"session_ids\": [\"9cbaba57-e294-4985-b4ee-b4ee4789e54f\", \"0f0f2117-03b4-4863-a82f-6735d37a9e1a\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.103}, \"12377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-02-08 03:46:25.000000+00:00\", \"2020-08-20 04:16:06.000000+00:00\", \"2022-02-07 13:31:36.000000+00:00\", \"2022-03-04 16:38:35.000000+00:00\", \"2020-03-09 12:16:21.000000+00:00\", \"2023-05-04 20:28:19.000000+00:00\"], \"session_ids\": [\"4b4910c2-4aa8-41e9-ad2e-645e364d8156\", \"4ca8e140-350a-4681-bd35-7a43594ad4f2\", \"bcdf04d3-993d-481b-bb82-e1f3e6ca4866\", \"45413200-b392-43ad-9f84-0ea6f1ae0726\", \"6012b1b2-6ea3-4df5-9344-3a7989f7ad31\", \"d529e1e9-4989-41b3-bd32-e206e3476545\"], \"total_duration\": 2081.0, \"total_sessions\": 6, \"mean_week_duration\": 12.314}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"35259\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-06-04 16:25:32.000000+00:00\", \"2021-03-27 03:37:58.000000+00:00\"], \"session_ids\": [\"ba7b3af4-0b86-48e2-a669-aceea0cf0eeb\", \"3bbb79a8-5f60-48a1-b792-d16d23c777d6\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 5.371}}, {\"12377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-02-08 03:46:25.000000+00:00\", \"2020-08-20 04:16:06.000000+00:00\", \"2022-02-07 13:31:36.000000+00:00\", \"2022-03-04 16:38:35.000000+00:00\", \"2020-03-09 12:16:21.000000+00:00\", \"2023-05-04 20:28:19.000000+00:00\"], \"session_ids\": [\"4b4910c2-4aa8-41e9-ad2e-645e364d8156\", \"4ca8e140-350a-4681-bd35-7a43594ad4f2\", \"bcdf04d3-993d-481b-bb82-e1f3e6ca4866\", \"45413200-b392-43ad-9f84-0ea6f1ae0726\", \"6012b1b2-6ea3-4df5-9344-3a7989f7ad31\", \"d529e1e9-4989-41b3-bd32-e206e3476545\"], \"total_duration\": 2081.0, \"total_sessions\": 6, \"mean_week_duration\": 12.314}}, {\"43523\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-19 10:32:16.000000+00:00\", \"2021-08-16 14:29:30.000000+00:00\"], \"session_ids\": [\"9c1952ef-5a62-401c-898a-ca69e1863ffc\", \"cd91acc5-c3c4-42ec-a3a2-ad1172c55924\"], \"total_duration\": 189.0, \"total_sessions\": 2, \"mean_week_duration\": 4.725}}, {\"47036\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-20 12:21:00.000000+00:00\", \"2022-09-12 15:00:57.000000+00:00\", \"2021-08-31 08:30:01.000000+00:00\", \"2019-08-25 09:06:00.000000+00:00\", \"2023-01-31 20:37:37.000000+00:00\", \"2021-01-11 02:47:19.000000+00:00\", \"2023-04-02 15:51:38.000000+00:00\", \"2021-06-13 03:10:29.000000+00:00\", \"2020-01-07 14:10:27.000000+00:00\", \"2019-06-01 21:36:39.000000+00:00\"], \"session_ids\": [\"c03cc032-4dc1-4a47-9b2e-b4d9335f152a\", \"30125f2e-2910-4e67-82e6-51b4f4b8bd10\", \"7f49be63-f59b-4870-b106-0f90e9c1eff3\", \"dceac838-9aca-40d4-aca5-012ab51805bb\", \"86d42bb8-2696-4eb2-8870-cc48c84a1de6\", \"7ec3c784-e418-40c9-b218-679873fcab43\", \"f95ed980-46c7-4b60-8533-f2d6908642c8\", \"bb297b8a-1d78-41b8-9ced-42b80dac7101\", \"dac7fabd-ffba-43e3-911b-e11a52c1fff9\", \"ae327f16-5852-4d14-a3d1-51535b278bb9\"], \"total_duration\": 34967.0, \"total_sessions\": 10, \"mean_week_duration\": 174.835}}, {\"40572\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-07-11 10:16:49.000000+00:00\", \"2019-06-05 07:39:47.000000+00:00\"], \"session_ids\": [\"876f4625-9f96-4080-bf9c-b0f05cba3313\", \"9f4357a5-1b7f-4302-bd1c-c2c41a7c91bb\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 1.764}}, {\"50159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-05-08 00:26:36.000000+00:00\", \"2021-08-27 04:52:21.000000+00:00\", \"2022-08-11 13:32:17.000000+00:00\", \"2022-01-17 22:44:35.000000+00:00\", \"2019-12-12 19:50:57.000000+00:00\", \"2022-05-14 11:08:13.000000+00:00\", \"2019-04-15 09:53:33.000000+00:00\", \"2019-06-14 14:19:34.000000+00:00\", \"2020-01-20 15:06:56.000000+00:00\"], \"session_ids\": [\"59903968-08f0-4612-84c1-1ba06a3698cb\", \"227bc933-9781-4847-9972-986ef230bc53\", \"56403d15-13c7-431d-bced-b76d2c5bcf04\", \"0b7ab46e-6991-42b6-89e0-68cb5f14725d\", \"4f3fb122-173c-4747-8551-b7f668c30f8e\", \"3c3a845f-e16c-4e7b-b4c6-5cededb0af78\", \"af213b9a-321b-4584-945e-580064c56678\", \"68642a65-c6ce-432e-b0a4-2ce02a272b2c\", \"0d951d19-8975-4ea1-a8f1-1613d2a1d5d2\"], \"total_duration\": 415.0, \"total_sessions\": 9, \"mean_week_duration\": 2.385}}, {\"65890\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-02-17 07:54:33.000000+00:00\", \"2019-06-30 12:02:16.000000+00:00\", \"2022-07-21 12:17:13.000000+00:00\"], \"session_ids\": [\"56944e21-a961-4543-bf4c-cfd506e05aba\", \"bc7e480b-f30b-48de-9d1f-2baf3de45e0e\", \"e655393f-56ad-4cee-a1bd-cc6f28943071\"], \"total_duration\": 483.0, \"total_sessions\": 3, \"mean_week_duration\": 2.542}}, {\"54818\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-12-21 04:31:28.000000+00:00\", \"2019-10-28 12:09:16.000000+00:00\"], \"session_ids\": [\"9cbaba57-e294-4985-b4ee-b4ee4789e54f\", \"0f0f2117-03b4-4863-a82f-6735d37a9e1a\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.103}}, {\"91381\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-10-10 13:57:01.000000+00:00\", \"2019-12-24 18:58:03.000000+00:00\", \"2022-09-26 22:11:33.000000+00:00\", \"2022-09-29 06:47:50.000000+00:00\", \"2022-05-06 17:09:44.000000+00:00\", \"2022-04-06 05:11:54.000000+00:00\", \"2019-05-02 07:21:12.000000+00:00\", \"2021-08-19 02:16:09.000000+00:00\", \"2019-06-20 20:01:40.000000+00:00\", \"2022-10-04 09:27:11.000000+00:00\"], \"session_ids\": [\"f26fab5c-8d8c-48f5-829e-7331ebeaf674\", \"9038d034-c937-449d-af96-486c24663321\", \"60964cc5-4a7f-4ea6-9d52-de36b9600b1f\", \"028e6875-3b35-4158-b941-b01d586b92a4\", \"8a4d50c9-625d-4df6-814e-de24fd1aca0b\", \"ad59ea41-0bd6-4580-82bd-670f40842780\", \"1f153bf0-c116-441c-88e7-5a04d4b880a0\", \"745ae2ae-cf84-4f78-9e10-babe637eb527\", \"efb0be59-5899-4cfd-9c99-9cd87a2dc594\", \"b0769010-112e-407d-999d-60b661160ec8\"], \"total_duration\": 35430.0, \"total_sessions\": 10, \"mean_week_duration\": 197.933}}]\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[{\"35259\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-06-04 16:25:32.000000+00:00\", \"2021-03-27 03:37:58.000000+00:00\"], \"session_ids\": [\"ba7b3af4-0b86-48e2-a669-aceea0cf0eeb\", \"3bbb79a8-5f60-48a1-b792-d16d23c777d6\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 5.371}}, {\"12377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-02-08 03:46:25.000000+00:00\", \"2020-08-20 04:16:06.000000+00:00\", \"2022-02-07 13:31:36.000000+00:00\", \"2022-03-04 16:38:35.000000+00:00\", \"2020-03-09 12:16:21.000000+00:00\", \"2023-05-04 20:28:19.000000+00:00\"], \"session_ids\": [\"4b4910c2-4aa8-41e9-ad2e-645e364d8156\", \"4ca8e140-350a-4681-bd35-7a43594ad4f2\", \"bcdf04d3-993d-481b-bb82-e1f3e6ca4866\", \"45413200-b392-43ad-9f84-0ea6f1ae0726\", \"6012b1b2-6ea3-4df5-9344-3a7989f7ad31\", \"d529e1e9-4989-41b3-bd32-e206e3476545\"], \"total_duration\": 2081.0, \"total_sessions\": 6, \"mean_week_duration\": 12.314}}, {\"43523\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-19 10:32:16.000000+00:00\", \"2021-08-16 14:29:30.000000+00:00\"], \"session_ids\": [\"9c1952ef-5a62-401c-898a-ca69e1863ffc\", \"cd91acc5-c3c4-42ec-a3a2-ad1172c55924\"], \"total_duration\": 189.0, \"total_sessions\": 2, \"mean_week_duration\": 4.725}}, {\"47036\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-20 12:21:00.000000+00:00\", \"2022-09-12 15:00:57.000000+00:00\", \"2021-08-31 08:30:01.000000+00:00\", \"2019-08-25 09:06:00.000000+00:00\", \"2023-01-31 20:37:37.000000+00:00\", \"2021-01-11 02:47:19.000000+00:00\", \"2023-04-02 15:51:38.000000+00:00\", \"2021-06-13 03:10:29.000000+00:00\", \"2020-01-07 14:10:27.000000+00:00\", \"2019-06-01 21:36:39.000000+00:00\"], \"session_ids\": [\"c03cc032-4dc1-4a47-9b2e-b4d9335f152a\", \"30125f2e-2910-4e67-82e6-51b4f4b8bd10\", \"7f49be63-f59b-4870-b106-0f90e9c1eff3\", \"dceac838-9aca-40d4-aca5-012ab51805bb\", \"86d42bb8-2696-4eb2-8870-cc48c84a1de6\", \"7ec3c784-e418-40c9-b218-679873fcab43\", \"f95ed980-46c7-4b60-8533-f2d6908642c8\", \"bb297b8a-1d78-41b8-9ced-42b80dac7101\", \"dac7fabd-ffba-43e3-911b-e11a52c1fff9\", \"ae327f16-5852-4d14-a3d1-51535b278bb9\"], \"total_duration\": 34967.0, \"total_sessions\": 10, \"mean_week_duration\": 174.835}}, {\"40572\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-07-11 10:16:49.000000+00:00\", \"2019-06-05 07:39:47.000000+00:00\"], \"session_ids\": [\"876f4625-9f96-4080-bf9c-b0f05cba3313\", \"9f4357a5-1b7f-4302-bd1c-c2c41a7c91bb\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 1.764}}, {\"50159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-05-08 00:26:36.000000+00:00\", \"2021-08-27 04:52:21.000000+00:00\", \"2022-08-11 13:32:17.000000+00:00\", \"2022-01-17 22:44:35.000000+00:00\", \"2019-12-12 19:50:57.000000+00:00\", \"2022-05-14 11:08:13.000000+00:00\", \"2019-04-15 09:53:33.000000+00:00\", \"2019-06-14 14:19:34.000000+00:00\", \"2020-01-20 15:06:56.000000+00:00\"], \"session_ids\": [\"59903968-08f0-4612-84c1-1ba06a3698cb\", \"227bc933-9781-4847-9972-986ef230bc53\", \"56403d15-13c7-431d-bced-b76d2c5bcf04\", \"0b7ab46e-6991-42b6-89e0-68cb5f14725d\", \"4f3fb122-173c-4747-8551-b7f668c30f8e\", \"3c3a845f-e16c-4e7b-b4c6-5cededb0af78\", \"af213b9a-321b-4584-945e-580064c56678\", \"68642a65-c6ce-432e-b0a4-2ce02a272b2c\", \"0d951d19-8975-4ea1-a8f1-1613d2a1d5d2\"], \"total_duration\": 415.0, \"total_sessions\": 9, \"mean_week_duration\": 2.385}}]\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[{\"35259\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-06-04 16:25:32.000000+00:00\", \"2021-03-27 03:37:58.000000+00:00\"], \"session_ids\": [\"ba7b3af4-0b86-48e2-a669-aceea0cf0eeb\", \"3bbb79a8-5f60-48a1-b792-d16d23c777d6\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 5.371}}, {\"12377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-02-08 03:46:25.000000+00:00\", \"2020-08-20 04:16:06.000000+00:00\", \"2022-02-07 13:31:36.000000+00:00\", \"2022-03-04 16:38:35.000000+00:00\", \"2020-03-09 12:16:21.000000+00:00\", \"2023-05-04 20:28:19.000000+00:00\"], \"session_ids\": [\"4b4910c2-4aa8-41e9-ad2e-645e364d8156\", \"4ca8e140-350a-4681-bd35-7a43594ad4f2\", \"bcdf04d3-993d-481b-bb82-e1f3e6ca4866\", \"45413200-b392-43ad-9f84-0ea6f1ae0726\", \"6012b1b2-6ea3-4df5-9344-3a7989f7ad31\", \"d529e1e9-4989-41b3-bd32-e206e3476545\"], \"total_duration\": 2081.0, \"total_sessions\": 6, \"mean_week_duration\": 12.314}}, {\"43523\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-19 10:32:16.000000+00:00\", \"2021-08-16 14:29:30.000000+00:00\"], \"session_ids\": [\"9c1952ef-5a62-401c-898a-ca69e1863ffc\", \"cd91acc5-c3c4-42ec-a3a2-ad1172c55924\"], \"total_duration\": 189.0, \"total_sessions\": 2, \"mean_week_duration\": 4.725}}, {\"47036\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-20 12:21:00.000000+00:00\", \"2022-09-12 15:00:57.000000+00:00\", \"2021-08-31 08:30:01.000000+00:00\", \"2019-08-25 09:06:00.000000+00:00\", \"2023-01-31 20:37:37.000000+00:00\", \"2021-01-11 02:47:19.000000+00:00\", \"2023-04-02 15:51:38.000000+00:00\", \"2021-06-13 03:10:29.000000+00:00\", \"2020-01-07 14:10:27.000000+00:00\", \"2019-06-01 21:36:39.000000+00:00\"], \"session_ids\": [\"c03cc032-4dc1-4a47-9b2e-b4d9335f152a\", \"30125f2e-2910-4e67-82e6-51b4f4b8bd10\", \"7f49be63-f59b-4870-b106-0f90e9c1eff3\", \"dceac838-9aca-40d4-aca5-012ab51805bb\", \"86d42bb8-2696-4eb2-8870-cc48c84a1de6\", \"7ec3c784-e418-40c9-b218-679873fcab43\", \"f95ed980-46c7-4b60-8533-f2d6908642c8\", \"bb297b8a-1d78-41b8-9ced-42b80dac7101\", \"dac7fabd-ffba-43e3-911b-e11a52c1fff9\", \"ae327f16-5852-4d14-a3d1-51535b278bb9\"], \"total_duration\": 34967.0, \"total_sessions\": 10, \"mean_week_duration\": 174.835}}, {\"40572\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-07-11 10:16:49.000000+00:00\", \"2019-06-05 07:39:47.000000+00:00\"], \"session_ids\": [\"876f4625-9f96-4080-bf9c-b0f05cba3313\", \"9f4357a5-1b7f-4302-bd1c-c2c41a7c91bb\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 1.764}}, {\"50159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-05-08 00:26:36.000000+00:00\", \"2021-08-27 04:52:21.000000+00:00\", \"2022-08-11 13:32:17.000000+00:00\", \"2022-01-17 22:44:35.000000+00:00\", \"2019-12-12 19:50:57.000000+00:00\", \"2022-05-14 11:08:13.000000+00:00\", \"2019-04-15 09:53:33.000000+00:00\", \"2019-06-14 14:19:34.000000+00:00\", \"2020-01-20 15:06:56.000000+00:00\"], \"session_ids\": [\"59903968-08f0-4612-84c1-1ba06a3698cb\", \"227bc933-9781-4847-9972-986ef230bc53\", \"56403d15-13c7-431d-bced-b76d2c5bcf04\", \"0b7ab46e-6991-42b6-89e0-68cb5f14725d\", \"4f3fb122-173c-4747-8551-b7f668c30f8e\", \"3c3a845f-e16c-4e7b-b4c6-5cededb0af78\", \"af213b9a-321b-4584-945e-580064c56678\", \"68642a65-c6ce-432e-b0a4-2ce02a272b2c\", \"0d951d19-8975-4ea1-a8f1-1613d2a1d5d2\"], \"total_duration\": 415.0, \"total_sessions\": 9, \"mean_week_duration\": 2.385}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about users who currently live in cities Moscow, Edinburgh, Tegucigalpa, San Jose, Reykjavik, Madrid + perform sorting by total sessoins count form the lowest to the highest and provide me only with 4 pieces of data." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"19187\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-12-01 13:30:27.000000+00:00\", \"2020-06-23 07:03:54.000000+00:00\", \"2022-09-13 17:09:49.000000+00:00\"], \"session_ids\": [\"6b90a6ca-7638-4b8e-9ccb-6efebe76cb2f\", \"5ce22708-5d7c-46e9-ae24-5996814cc184\", \"ae56ebf9-5a23-4486-be55-5a993ceef9d1\"], \"total_duration\": 463.0, \"total_sessions\": 3, \"mean_week_duration\": 3.171}, \"2037\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-20 03:42:12.000000+00:00\", \"2023-06-26 10:54:22.000000+00:00\"], \"session_ids\": [\"bbe976e8-3765-4d0e-9ef7-ef4694dd11a4\", \"b7649711-9b18-4422-9bcb-0033569b894e\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.155}, \"72699\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-07-02 18:33:43.000000+00:00\", \"2022-06-05 22:51:36.000000+00:00\"], \"session_ids\": [\"f7d0f70f-7ed9-4adf-9911-40b099e76f88\", \"1054ccf9-265e-4009-9530-746b338213b1\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.714}, \"13514\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-02-07 13:15:54.000000+00:00\", \"2022-01-29 15:07:35.000000+00:00\", \"2020-02-01 00:33:58.000000+00:00\", \"2020-12-02 18:17:42.000000+00:00\"], \"session_ids\": [\"c8f57fb7-ba2d-4249-bbb5-8fc2fd444a9d\", \"b991546b-83fd-48f5-a6e6-ca3811b9f11b\", \"ea8fee3e-4179-49e7-abd4-f295fc0b9838\", \"ad759d49-8748-43fe-8dc4-e9e1b976cbd4\"], \"total_duration\": 387.0, \"total_sessions\": 4, \"mean_week_duration\": 3.721}, \"13146\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-05-10 15:56:00.000000+00:00\", \"2019-07-19 05:44:51.000000+00:00\"], \"session_ids\": [\"05acf3fe-0f19-48aa-9032-a5b7831d0729\", \"eedd8f2b-d2be-461a-8d6d-7b8c517157e8\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 0.93}, \"87041\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-04-09 12:31:37.000000+00:00\", \"2022-09-25 11:12:47.000000+00:00\"], \"session_ids\": [\"c1afb904-5107-4f4b-ab17-1e13ff581272\", \"79739c5e-9197-4c63-86f4-630561283208\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 2.143}, \"6817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-01-30 14:24:28.000000+00:00\", \"2022-08-06 01:40:21.000000+00:00\"], \"session_ids\": [\"4442c75f-3c0b-43cc-984c-0c761bad18e1\", \"16b233ba-0f8e-4d35-8d40-9b5bb30a3112\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 3.051}, \"49824\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-19 20:03:17.000000+00:00\", \"2022-01-25 23:08:14.000000+00:00\"], \"session_ids\": [\"4e44cb4b-581d-4f0f-8f92-308f793fba08\", \"5e923c69-6f56-45e2-b45e-2796006c5851\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.718}, \"82330\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-09 18:16:19.000000+00:00\", \"2022-10-30 03:00:06.000000+00:00\"], \"session_ids\": [\"818536fa-05a6-433d-af34-76a07af53f69\", \"e6df0dfe-3696-4c61-81c1-3adba4077a41\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 38.875}, \"8193\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Cairo\", \"datetimes\": [\"2022-02-21 20:14:09.000000+00:00\", \"2022-10-06 10:23:20.000000+00:00\"], \"session_ids\": [\"c58215d0-a67d-422c-a87f-9fe794b643a9\", \"d4cfc2ff-0e62-4450-af06-45aff2049fc9\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 2.97}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are Moscow, Edinburgh, Tegucigalpa, San Jose, Reykjavik, Madrid" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Moscow\", \"Edinburgh\", \"Tegucigalpa\", \"San Jose\", \"Reykjavik\", \"Madrid\"]]}}}\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 accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about 3 users who have time spent on the site strictly smaller than 1121 and in addition put to use sorting by overall sessions count desc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-01 20:44:28.000000+00:00\", \"2022-02-01 21:27:10.000000+00:00\"], \"session_ids\": [\"2a7f6156-9b09-4e6f-87a0-cd9a43afc455\", \"331ab432-ebc0-4125-a5f2-2837013f0011\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.115}, \"52736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 6}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-12-20 18:22:12.000000+00:00\", \"2020-09-11 03:37:45.000000+00:00\"], \"session_ids\": [\"32985821-60f3-44a1-8a5c-9149e1328b76\", \"33804c26-7592-427e-90fd-f68039ea8ddd\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.418}, \"26552\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-01 11:01:23.000000+00:00\", \"2021-05-14 05:21:56.000000+00:00\"], \"session_ids\": [\"1affbcca-a842-476d-afe3-7c7060a92a66\", \"241a895b-f134-47a8-9455-24e7213a4927\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}, \"22260\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-06-04 18:46:17.000000+00:00\", \"2019-09-22 07:42:10.000000+00:00\", \"2022-06-17 23:33:19.000000+00:00\"], \"session_ids\": [\"09ccb47e-80b2-4ee5-87e7-754f31de6aff\", \"ac04003e-dcb6-4501-8321-9dfa8e264942\", \"cb519e8f-2818-4e1b-afb3-a3f3508dc47c\"], \"total_duration\": 634.0, \"total_sessions\": 3, \"mean_week_duration\": 4.434}, \"59483\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-11-18 19:32:14.000000+00:00\", \"2021-07-17 09:04:22.000000+00:00\"], \"session_ids\": [\"f22b0d19-6f88-485f-8f96-562a47f87f41\", \"f73bb7aa-1fe7-4c44-bcac-1b43dba2cc93\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 3.629}, \"6489\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-11-25 05:32:19.000000+00:00\", \"2022-02-03 05:45:50.000000+00:00\", \"2020-05-08 00:07:28.000000+00:00\"], \"session_ids\": [\"da11fce9-888c-4371-82d1-679bee71037a\", \"d4db17aa-df24-4b22-9f14-4cffa1ca58c0\", \"08338e59-a558-40aa-9e68-c9826316a638\"], \"total_duration\": 1100.0, \"total_sessions\": 3, \"mean_week_duration\": 9.565}, \"76762\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-29 04:43:59.000000+00:00\", \"2019-07-14 02:09:45.000000+00:00\"], \"session_ids\": [\"1b0ef529-2747-4e15-be42-c131ac70d197\", \"1e44784c-5b13-44b6-8244-2aece63f4835\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 4.16}, \"62834\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-04-04 15:14:43.000000+00:00\", \"2019-09-04 02:38:15.000000+00:00\", \"2020-07-08 20:29:50.000000+00:00\", \"2019-03-25 07:05:05.000000+00:00\", \"2019-08-27 10:16:20.000000+00:00\", \"2021-09-13 05:09:47.000000+00:00\", \"2022-08-28 06:09:49.000000+00:00\", \"2022-09-29 10:48:18.000000+00:00\", \"2021-03-23 05:20:32.000000+00:00\", \"2020-07-01 08:03:42.000000+00:00\", \"2020-12-12 09:45:50.000000+00:00\"], \"session_ids\": [\"020a75f8-70e9-4964-82a8-ba305515cf37\", \"65541941-8342-45bd-bf45-d46c83eef752\", \"66349571-6f4e-4bd2-b369-f87a2b8fd733\", \"a890ff42-a8e5-419f-aebe-ad512adbc184\", \"b38f2d75-02e7-4d9e-aa0e-4fc036aeb3e4\", \"69a28bf1-cefd-45d7-a830-b582641ffffe\", \"716b18cc-9e40-44d2-96af-364c2d225f42\", \"53b12223-f732-42bc-8e61-29226f70563d\", \"faadcc00-1eb0-40e4-b428-e601276d9c2f\", \"a0aeffc6-7f94-4bb4-8470-543c4be6aed1\", \"f310d6dd-7858-4245-b29d-b1d7586fdadb\"], \"total_duration\": 7134.0, \"total_sessions\": 11, \"mean_week_duration\": 38.772}, \"88237\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-08-14 01:33:15.000000+00:00\", \"2021-02-23 09:17:47.000000+00:00\", \"2020-12-25 14:58:34.000000+00:00\"], \"session_ids\": [\"8d1d378a-9dc4-4a5e-b7f9-878920f5813e\", \"ca05801a-6f27-496e-acb8-722f4dd63413\", \"f0d008d5-d906-4531-89da-563f692e0b6b\"], \"total_duration\": 171.0, \"total_sessions\": 3, \"mean_week_duration\": 1.988}, \"97692\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-20 12:13:04.000000+00:00\", \"2019-03-13 06:20:51.000000+00:00\"], \"session_ids\": [\"e9ac9825-add9-4866-bcb7-2828cec1e0f9\", \"57f78926-bf37-40b9-a3cb-d8d887f5e574\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.085}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are less than 1121" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[1121, 2916]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-01 20:44:28.000000+00:00\", \"2022-02-01 21:27:10.000000+00:00\"], \"session_ids\": [\"2a7f6156-9b09-4e6f-87a0-cd9a43afc455\", \"331ab432-ebc0-4125-a5f2-2837013f0011\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.115}, \"52736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 6}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-12-20 18:22:12.000000+00:00\", \"2020-09-11 03:37:45.000000+00:00\"], \"session_ids\": [\"32985821-60f3-44a1-8a5c-9149e1328b76\", \"33804c26-7592-427e-90fd-f68039ea8ddd\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.418}, \"26552\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-01 11:01:23.000000+00:00\", \"2021-05-14 05:21:56.000000+00:00\"], \"session_ids\": [\"1affbcca-a842-476d-afe3-7c7060a92a66\", \"241a895b-f134-47a8-9455-24e7213a4927\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}, \"22260\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-06-04 18:46:17.000000+00:00\", \"2019-09-22 07:42:10.000000+00:00\", \"2022-06-17 23:33:19.000000+00:00\"], \"session_ids\": [\"09ccb47e-80b2-4ee5-87e7-754f31de6aff\", \"ac04003e-dcb6-4501-8321-9dfa8e264942\", \"cb519e8f-2818-4e1b-afb3-a3f3508dc47c\"], \"total_duration\": 634.0, \"total_sessions\": 3, \"mean_week_duration\": 4.434}, \"59483\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-11-18 19:32:14.000000+00:00\", \"2021-07-17 09:04:22.000000+00:00\"], \"session_ids\": [\"f22b0d19-6f88-485f-8f96-562a47f87f41\", \"f73bb7aa-1fe7-4c44-bcac-1b43dba2cc93\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 3.629}, \"6489\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-11-25 05:32:19.000000+00:00\", \"2022-02-03 05:45:50.000000+00:00\", \"2020-05-08 00:07:28.000000+00:00\"], \"session_ids\": [\"da11fce9-888c-4371-82d1-679bee71037a\", \"d4db17aa-df24-4b22-9f14-4cffa1ca58c0\", \"08338e59-a558-40aa-9e68-c9826316a638\"], \"total_duration\": 1100.0, \"total_sessions\": 3, \"mean_week_duration\": 9.565}, \"76762\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-29 04:43:59.000000+00:00\", \"2019-07-14 02:09:45.000000+00:00\"], \"session_ids\": [\"1b0ef529-2747-4e15-be42-c131ac70d197\", \"1e44784c-5b13-44b6-8244-2aece63f4835\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 4.16}, \"88237\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-08-14 01:33:15.000000+00:00\", \"2021-02-23 09:17:47.000000+00:00\", \"2020-12-25 14:58:34.000000+00:00\"], \"session_ids\": [\"8d1d378a-9dc4-4a5e-b7f9-878920f5813e\", \"ca05801a-6f27-496e-acb8-722f4dd63413\", \"f0d008d5-d906-4531-89da-563f692e0b6b\"], \"total_duration\": 171.0, \"total_sessions\": 3, \"mean_week_duration\": 1.988}, \"97692\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-20 12:13:04.000000+00:00\", \"2019-03-13 06:20:51.000000+00:00\"], \"session_ids\": [\"e9ac9825-add9-4866-bcb7-2828cec1e0f9\", \"57f78926-bf37-40b9-a3cb-d8d887f5e574\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.085}}\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[{\"22260\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-06-04 18:46:17.000000+00:00\", \"2019-09-22 07:42:10.000000+00:00\", \"2022-06-17 23:33:19.000000+00:00\"], \"session_ids\": [\"09ccb47e-80b2-4ee5-87e7-754f31de6aff\", \"ac04003e-dcb6-4501-8321-9dfa8e264942\", \"cb519e8f-2818-4e1b-afb3-a3f3508dc47c\"], \"total_duration\": 634.0, \"total_sessions\": 3, \"mean_week_duration\": 4.434}}, {\"6489\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-11-25 05:32:19.000000+00:00\", \"2022-02-03 05:45:50.000000+00:00\", \"2020-05-08 00:07:28.000000+00:00\"], \"session_ids\": [\"da11fce9-888c-4371-82d1-679bee71037a\", \"d4db17aa-df24-4b22-9f14-4cffa1ca58c0\", \"08338e59-a558-40aa-9e68-c9826316a638\"], \"total_duration\": 1100.0, \"total_sessions\": 3, \"mean_week_duration\": 9.565}}, {\"88237\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-08-14 01:33:15.000000+00:00\", \"2021-02-23 09:17:47.000000+00:00\", \"2020-12-25 14:58:34.000000+00:00\"], \"session_ids\": [\"8d1d378a-9dc4-4a5e-b7f9-878920f5813e\", \"ca05801a-6f27-496e-acb8-722f4dd63413\", \"f0d008d5-d906-4531-89da-563f692e0b6b\"], \"total_duration\": 171.0, \"total_sessions\": 3, \"mean_week_duration\": 1.988}}, {\"39605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-01 20:44:28.000000+00:00\", \"2022-02-01 21:27:10.000000+00:00\"], \"session_ids\": [\"2a7f6156-9b09-4e6f-87a0-cd9a43afc455\", \"331ab432-ebc0-4125-a5f2-2837013f0011\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.115}}, {\"52736\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 6}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-12-20 18:22:12.000000+00:00\", \"2020-09-11 03:37:45.000000+00:00\"], \"session_ids\": [\"32985821-60f3-44a1-8a5c-9149e1328b76\", \"33804c26-7592-427e-90fd-f68039ea8ddd\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 1.418}}, {\"26552\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-01 11:01:23.000000+00:00\", \"2021-05-14 05:21:56.000000+00:00\"], \"session_ids\": [\"1affbcca-a842-476d-afe3-7c7060a92a66\", \"241a895b-f134-47a8-9455-24e7213a4927\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}}, {\"59483\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-11-18 19:32:14.000000+00:00\", \"2021-07-17 09:04:22.000000+00:00\"], \"session_ids\": [\"f22b0d19-6f88-485f-8f96-562a47f87f41\", \"f73bb7aa-1fe7-4c44-bcac-1b43dba2cc93\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 3.629}}, {\"76762\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-29 04:43:59.000000+00:00\", \"2019-07-14 02:09:45.000000+00:00\"], \"session_ids\": [\"1b0ef529-2747-4e15-be42-c131ac70d197\", \"1e44784c-5b13-44b6-8244-2aece63f4835\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 4.16}}, {\"97692\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-20 12:13:04.000000+00:00\", \"2019-03-13 06:20:51.000000+00:00\"], \"session_ids\": [\"e9ac9825-add9-4866-bcb7-2828cec1e0f9\", \"57f78926-bf37-40b9-a3cb-d8d887f5e574\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.085}}]\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[{\"22260\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-06-04 18:46:17.000000+00:00\", \"2019-09-22 07:42:10.000000+00:00\", \"2022-06-17 23:33:19.000000+00:00\"], \"session_ids\": [\"09ccb47e-80b2-4ee5-87e7-754f31de6aff\", \"ac04003e-dcb6-4501-8321-9dfa8e264942\", \"cb519e8f-2818-4e1b-afb3-a3f3508dc47c\"], \"total_duration\": 634.0, \"total_sessions\": 3, \"mean_week_duration\": 4.434}}, {\"6489\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-11-25 05:32:19.000000+00:00\", \"2022-02-03 05:45:50.000000+00:00\", \"2020-05-08 00:07:28.000000+00:00\"], \"session_ids\": [\"da11fce9-888c-4371-82d1-679bee71037a\", \"d4db17aa-df24-4b22-9f14-4cffa1ca58c0\", \"08338e59-a558-40aa-9e68-c9826316a638\"], \"total_duration\": 1100.0, \"total_sessions\": 3, \"mean_week_duration\": 9.565}}, {\"88237\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-08-14 01:33:15.000000+00:00\", \"2021-02-23 09:17:47.000000+00:00\", \"2020-12-25 14:58:34.000000+00:00\"], \"session_ids\": [\"8d1d378a-9dc4-4a5e-b7f9-878920f5813e\", \"ca05801a-6f27-496e-acb8-722f4dd63413\", \"f0d008d5-d906-4531-89da-563f692e0b6b\"], \"total_duration\": 171.0, \"total_sessions\": 3, \"mean_week_duration\": 1.988}}]\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[{\"22260\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-06-04 18:46:17.000000+00:00\", \"2019-09-22 07:42:10.000000+00:00\", \"2022-06-17 23:33:19.000000+00:00\"], \"session_ids\": [\"09ccb47e-80b2-4ee5-87e7-754f31de6aff\", \"ac04003e-dcb6-4501-8321-9dfa8e264942\", \"cb519e8f-2818-4e1b-afb3-a3f3508dc47c\"], \"total_duration\": 634.0, \"total_sessions\": 3, \"mean_week_duration\": 4.434}}, {\"6489\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-11-25 05:32:19.000000+00:00\", \"2022-02-03 05:45:50.000000+00:00\", \"2020-05-08 00:07:28.000000+00:00\"], \"session_ids\": [\"da11fce9-888c-4371-82d1-679bee71037a\", \"d4db17aa-df24-4b22-9f14-4cffa1ca58c0\", \"08338e59-a558-40aa-9e68-c9826316a638\"], \"total_duration\": 1100.0, \"total_sessions\": 3, \"mean_week_duration\": 9.565}}, {\"88237\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-08-14 01:33:15.000000+00:00\", \"2021-02-23 09:17:47.000000+00:00\", \"2020-12-25 14:58:34.000000+00:00\"], \"session_ids\": [\"8d1d378a-9dc4-4a5e-b7f9-878920f5813e\", \"ca05801a-6f27-496e-acb8-722f4dd63413\", \"f0d008d5-d906-4531-89da-563f692e0b6b\"], \"total_duration\": 171.0, \"total_sessions\": 3, \"mean_week_duration\": 1.988}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about user who is bottom user based on overall average_week_duration as well as execute sorting by time in app per week in desc as well as display me only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"54538\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-28 23:12:02.000000+00:00\", \"2021-03-04 08:33:35.000000+00:00\", \"2021-11-22 19:28:45.000000+00:00\", \"2021-07-11 08:21:13.000000+00:00\"], \"session_ids\": [\"fbd515be-82d3-4c5e-8b76-3c8326b7bfa8\", \"3de946fd-7913-4afb-9d54-8f6f37e798fd\", \"f2e9a05f-9c95-4209-8bea-1ac042126e8d\", \"9fb860da-31e8-4b98-aadd-6f069e323b92\"], \"total_duration\": 329.0, \"total_sessions\": 4, \"mean_week_duration\": 8.658}, \"96325\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-08-02 01:39:38.000000+00:00\", \"2019-07-15 02:37:49.000000+00:00\", \"2023-03-26 04:09:22.000000+00:00\"], \"session_ids\": [\"e2b5d60b-886e-4306-8b28-505dcc857360\", \"46e616fb-2308-4ed4-8efe-b75700f46fe9\", \"34b85043-5345-48e9-81b3-91afde68f183\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.358}, \"87375\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-04-04 13:08:47.000000+00:00\", \"2021-11-01 13:38:31.000000+00:00\"], \"session_ids\": [\"6d8a3e96-cdd4-4051-8262-32a4dcc756f2\", \"b0a55775-32c9-42db-99f8-cfe83b9db082\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 1.675}, \"44747\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-10 07:58:27.000000+00:00\", \"2021-06-15 19:37:40.000000+00:00\"], \"session_ids\": [\"1df8861c-8ea7-4f32-810f-5362ae746f70\", \"451bedb9-29da-4084-a1f1-7220748ede3e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.484}, \"99177\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-23 21:36:18.000000+00:00\", \"2022-03-16 00:38:58.000000+00:00\", \"2021-09-10 12:14:54.000000+00:00\", \"2019-05-01 00:12:42.000000+00:00\", \"2019-05-23 05:24:41.000000+00:00\", \"2022-06-04 18:45:32.000000+00:00\", \"2020-12-17 23:56:36.000000+00:00\", \"2021-05-23 15:49:50.000000+00:00\"], \"session_ids\": [\"d48527b6-cca9-4bea-90f3-9843050583c6\", \"459f2674-c4bb-4931-b237-323bcb4a782b\", \"44b3b785-1e06-437b-8eca-39269c049e69\", \"3f8cdb44-a735-4471-ad8e-6d7ffe153dbd\", \"dc3ecad4-69d7-436f-94b5-faaab02810b2\", \"549ea819-6b4c-44f1-a28f-bf841aad5877\", \"bcea6b4b-53a9-463f-a5cf-b3a941fe32b7\", \"8ed54d6a-ddd6-48f3-a613-a1a86c143b30\"], \"total_duration\": 12042.0, \"total_sessions\": 8, \"mean_week_duration\": 74.333}, \"45000\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-04-03 12:37:50.000000+00:00\", \"2020-05-19 14:56:56.000000+00:00\"], \"session_ids\": [\"1d3a73d1-2396-4026-8530-bed852c35946\", \"49443f9d-b646-4e7b-bae5-953afb4b3754\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 1.435}, \"37566\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-09-10 21:03:51.000000+00:00\", \"2021-04-01 23:20:36.000000+00:00\", \"2022-01-15 16:29:37.000000+00:00\", \"2019-11-01 13:53:07.000000+00:00\", \"2021-10-10 18:18:21.000000+00:00\", \"2020-09-28 09:56:52.000000+00:00\", \"2020-06-22 00:26:32.000000+00:00\", \"2019-09-13 11:59:24.000000+00:00\", \"2019-09-13 21:23:10.000000+00:00\"], \"session_ids\": [\"a1b18f0f-494a-4f4d-b2f6-3fefaf9b7989\", \"3979d672-ee0d-446a-be49-123fb2970311\", \"3c8d9568-6d17-44bf-a336-247bddc45ab2\", \"bd471734-08a6-418e-8f58-e1c38fb512ce\", \"65b44103-4a5b-4eae-86ac-540d1a4686f7\", \"52c9ec4f-9bc7-4873-8de4-763d85805ad3\", \"6ff19548-9fce-4176-ae60-67a86987b3cb\", \"c6017786-c2c8-4812-822f-9e5f10fae5e4\", \"e1da07f9-e365-4874-908c-153a54950296\"], \"total_duration\": 568.0, \"total_sessions\": 9, \"mean_week_duration\": 4.618}, \"77380\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-24 10:52:51.000000+00:00\", \"2023-01-09 10:45:34.000000+00:00\"], \"session_ids\": [\"ca5951b8-9d1e-4873-9f24-56ea507c0c80\", \"a121b877-4280-4846-9cbe-b65eb3b8ebb0\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 1.655}, \"82434\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-02-02 04:03:05.000000+00:00\", \"2020-07-14 02:10:12.000000+00:00\", \"2023-05-15 04:17:50.000000+00:00\", \"2020-05-05 08:34:39.000000+00:00\", \"2019-02-15 17:50:32.000000+00:00\", \"2021-04-03 22:57:29.000000+00:00\"], \"session_ids\": [\"59145982-d86f-4453-b469-5344bebdaacb\", \"30e70896-c83a-47a8-9916-af849f15cca0\", \"9852209b-c647-4967-953c-6c122a5eda83\", \"20f1866b-135a-44e8-82d6-57dc58987eae\", \"42221fb8-170d-4446-b835-a3e6ef05604c\", \"dda56967-f8b0-4bbf-bd35-6e5b211888be\"], \"total_duration\": 371.0, \"total_sessions\": 6, \"mean_week_duration\": 1.671}, \"35505\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-07 02:54:46.000000+00:00\", \"2021-04-06 10:06:07.000000+00:00\", \"2019-12-14 16:37:56.000000+00:00\"], \"session_ids\": [\"87dd028a-d514-4642-b64f-1174cdfeaa94\", \"9bdb69f5-1609-4a4f-b78d-d0ec903840d1\", \"26b6fa12-6388-4a38-bf8a-ab68b5cd954a\"], \"total_duration\": 403.0, \"total_sessions\": 3, \"mean_week_duration\": 2.818}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the lowest 1 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"96325\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-08-02 01:39:38.000000+00:00\", \"2019-07-15 02:37:49.000000+00:00\", \"2023-03-26 04:09:22.000000+00:00\"], \"session_ids\": [\"e2b5d60b-886e-4306-8b28-505dcc857360\", \"46e616fb-2308-4ed4-8efe-b75700f46fe9\", \"34b85043-5345-48e9-81b3-91afde68f183\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.358}}, {\"44747\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-10 07:58:27.000000+00:00\", \"2021-06-15 19:37:40.000000+00:00\"], \"session_ids\": [\"1df8861c-8ea7-4f32-810f-5362ae746f70\", \"451bedb9-29da-4084-a1f1-7220748ede3e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.484}}, {\"45000\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-04-03 12:37:50.000000+00:00\", \"2020-05-19 14:56:56.000000+00:00\"], \"session_ids\": [\"1d3a73d1-2396-4026-8530-bed852c35946\", \"49443f9d-b646-4e7b-bae5-953afb4b3754\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 1.435}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"45000\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-04-03 12:37:50.000000+00:00\", \"2020-05-19 14:56:56.000000+00:00\"], \"session_ids\": [\"1d3a73d1-2396-4026-8530-bed852c35946\", \"49443f9d-b646-4e7b-bae5-953afb4b3754\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 1.435}}, {\"44747\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-10 07:58:27.000000+00:00\", \"2021-06-15 19:37:40.000000+00:00\"], \"session_ids\": [\"1df8861c-8ea7-4f32-810f-5362ae746f70\", \"451bedb9-29da-4084-a1f1-7220748ede3e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.484}}, {\"96325\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-08-02 01:39:38.000000+00:00\", \"2019-07-15 02:37:49.000000+00:00\", \"2023-03-26 04:09:22.000000+00:00\"], \"session_ids\": [\"e2b5d60b-886e-4306-8b28-505dcc857360\", \"46e616fb-2308-4ed4-8efe-b75700f46fe9\", \"34b85043-5345-48e9-81b3-91afde68f183\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.358}}]\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[{\"45000\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-04-03 12:37:50.000000+00:00\", \"2020-05-19 14:56:56.000000+00:00\"], \"session_ids\": [\"1d3a73d1-2396-4026-8530-bed852c35946\", \"49443f9d-b646-4e7b-bae5-953afb4b3754\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 1.435}}, {\"44747\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-10 07:58:27.000000+00:00\", \"2021-06-15 19:37:40.000000+00:00\"], \"session_ids\": [\"1df8861c-8ea7-4f32-810f-5362ae746f70\", \"451bedb9-29da-4084-a1f1-7220748ede3e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.484}}, {\"96325\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-08-02 01:39:38.000000+00:00\", \"2019-07-15 02:37:49.000000+00:00\", \"2023-03-26 04:09:22.000000+00:00\"], \"session_ids\": [\"e2b5d60b-886e-4306-8b28-505dcc857360\", \"46e616fb-2308-4ed4-8efe-b75700f46fe9\", \"34b85043-5345-48e9-81b3-91afde68f183\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.358}}]\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[{\"45000\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-04-03 12:37:50.000000+00:00\", \"2020-05-19 14:56:56.000000+00:00\"], \"session_ids\": [\"1d3a73d1-2396-4026-8530-bed852c35946\", \"49443f9d-b646-4e7b-bae5-953afb4b3754\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 1.435}}, {\"44747\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-11-10 07:58:27.000000+00:00\", \"2021-06-15 19:37:40.000000+00:00\"], \"session_ids\": [\"1df8861c-8ea7-4f32-810f-5362ae746f70\", \"451bedb9-29da-4084-a1f1-7220748ede3e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.484}}, {\"96325\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-08-02 01:39:38.000000+00:00\", \"2019-07-15 02:37:49.000000+00:00\", \"2023-03-26 04:09:22.000000+00:00\"], \"session_ids\": [\"e2b5d60b-886e-4306-8b28-505dcc857360\", \"46e616fb-2308-4ed4-8efe-b75700f46fe9\", \"34b85043-5345-48e9-81b3-91afde68f183\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 0.358}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show users to me whose sum of sessions is staying below 2, exclusively 2 in addition sort by urban title in ascending order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"46256\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-07 13:53:31.000000+00:00\", \"2021-05-18 03:25:47.000000+00:00\"], \"session_ids\": [\"1558c648-2131-45ea-b0a1-b864d0fd28ad\", \"dae55485-8ec6-4a2a-b9cd-7f2234ae92d4\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 11.0}, \"55126\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-09-20 08:22:41.000000+00:00\", \"2022-02-19 11:27:48.000000+00:00\"], \"session_ids\": [\"3a512397-483f-427e-8985-7fcd0f7df92a\", \"bf360cb5-92f7-4aa0-b3fb-69bc7cdbb7e1\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 1.636}, \"92026\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-25 21:38:56.000000+00:00\", \"2021-06-16 20:28:05.000000+00:00\"], \"session_ids\": [\"24feb357-9d69-4937-bf00-8b3274496439\", \"190f3eb7-777f-45f2-994e-3fd680d42eca\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.213}, \"55658\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-01-31 11:55:57.000000+00:00\", \"2023-03-03 02:12:24.000000+00:00\"], \"session_ids\": [\"b17e3916-aa3c-4def-bdcd-5a5ba45ab4a2\", \"6d5ea207-200a-40d1-9809-52980e817f82\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 1.066}, \"44263\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-14 21:06:36.000000+00:00\", \"2022-01-28 06:12:18.000000+00:00\"], \"session_ids\": [\"bf8f9def-c7a5-4e3f-8e3a-35084a3340df\", \"7c565e69-c8cd-41ee-9314-ff53139873d7\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 2.842}, \"7011\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-06-18 00:20:04.000000+00:00\", \"2020-01-28 17:42:08.000000+00:00\", \"2020-10-11 04:32:45.000000+00:00\", \"2021-02-09 19:09:08.000000+00:00\"], \"session_ids\": [\"512f29f1-da1e-4a90-9a9e-ffae44689979\", \"0ec80ef6-c601-4fd2-b7ff-2b33db1308a0\", \"2153259a-d8d9-4ca2-8300-4e16714e78a9\", \"07b80d04-ffe2-4b06-8f4b-f1c792cfa319\"], \"total_duration\": 146.0, \"total_sessions\": 4, \"mean_week_duration\": 1.168}, \"66141\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-16 05:36:45.000000+00:00\", \"2022-05-21 05:11:41.000000+00:00\", \"2022-02-22 16:04:32.000000+00:00\"], \"session_ids\": [\"d3914c51-be35-4257-8e32-85b885b4be3d\", \"fd9b68fb-a9b2-405a-8d33-a40e372e0a93\", \"90162049-5a44-497a-9be8-5439f97aca90\"], \"total_duration\": 306.0, \"total_sessions\": 3, \"mean_week_duration\": 2.914}, \"96694\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-10-10 23:09:46.000000+00:00\", \"2019-04-07 10:45:05.000000+00:00\"], \"session_ids\": [\"a3a7463f-132d-4875-85f5-afcba9992c9b\", \"7722a6ea-903c-4650-9c2a-1040daf5c222\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 2.634}, \"50156\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-03-06 04:35:08.000000+00:00\", \"2023-02-16 04:17:07.000000+00:00\"], \"session_ids\": [\"320fbe42-0f9e-4585-8ab4-5cfd5065d2d0\", \"2ceacfe1-b920-455b-9e59-1113828368c1\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 2.234}, \"18147\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-10-03 01:33:36.000000+00:00\", \"2021-06-12 16:55:15.000000+00:00\", \"2023-05-26 21:55:24.000000+00:00\"], \"session_ids\": [\"cc19a750-f939-4d2b-8677-124f60fbe3f3\", \"8204e23e-7237-4c9c-a481-4afd1d2d68ea\", \"222a52a2-2ca7-498b-acbe-e60b214f7a9d\"], \"total_duration\": 997.0, \"total_sessions\": 3, \"mean_week_duration\": 9.775}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\"]]}, \"all_values\": {\"total_sessions\": [[2, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to 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": "Please provide insights on users whose mean week duration is less than 33 and greater than 7 additionaly carry out sorting by time spent on the site per week in asc 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{\"92718\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-12-22 20:39:21.000000+00:00\", \"2020-03-26 17:09:38.000000+00:00\", \"2021-01-24 09:33:45.000000+00:00\", \"2019-03-05 20:02:01.000000+00:00\"], \"session_ids\": [\"f4294534-f339-456a-b042-6a4c72318547\", \"6a70ae8e-ca9d-45b3-9505-ef42a491074d\", \"8f32ccba-8d49-4b18-9429-e8c9fb9ce719\", \"7d623cc7-7bb3-4adb-a491-8aea6f02ddd8\"], \"total_duration\": 497.0, \"total_sessions\": 4, \"mean_week_duration\": 5.02}, \"93517\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-06 10:44:09.000000+00:00\", \"2021-03-04 17:00:18.000000+00:00\", \"2019-09-11 07:54:34.000000+00:00\"], \"session_ids\": [\"a83d3c6e-1ccf-494f-9942-f510bc369a0c\", \"0c9b932b-ef16-48c5-85d7-3877d7646b8b\", \"611a91a7-ccf2-4501-9502-da2244d353d1\"], \"total_duration\": 440.0, \"total_sessions\": 3, \"mean_week_duration\": 2.993}, \"92226\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-01-21 09:36:08.000000+00:00\", \"2020-11-21 01:38:07.000000+00:00\"], \"session_ids\": [\"1145078a-19a7-44db-9566-30e1d78734cd\", \"61babfb8-dfee-4a06-9398-00678287361b\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 7.477}, \"1420\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-03 14:44:18.000000+00:00\", \"2019-05-19 08:51:31.000000+00:00\"], \"session_ids\": [\"b84cd0e7-0e8b-40b8-b370-00129099704a\", \"c1765d92-de98-49c6-b8a5-3c60717b4164\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.317}, \"36211\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-10-01 03:54:45.000000+00:00\", \"2020-12-25 09:35:18.000000+00:00\", \"2019-10-09 13:41:38.000000+00:00\", \"2020-08-08 08:34:15.000000+00:00\", \"2022-08-25 09:19:08.000000+00:00\", \"2020-08-30 02:17:56.000000+00:00\", \"2019-11-15 19:24:57.000000+00:00\"], \"session_ids\": [\"00a4e96f-bd6e-44dd-a907-836aaf3aa6e3\", \"d6110a14-92d7-4bd5-a582-186c048cd3ae\", \"d7d46078-eec3-4696-a260-298a37439815\", \"2c66bc7d-21b7-4726-9ae3-53eea302a1ce\", \"d5dcc60b-cbad-4ac7-bf80-cae3ca5b0a9d\", \"76d447bd-3dbd-4e76-a1bf-33ffe2480080\", \"ba4fc1fe-d62f-4bdb-b393-211317b37a6f\"], \"total_duration\": 859.0, \"total_sessions\": 7, \"mean_week_duration\": 5.506}, \"82865\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-11-21 04:57:45.000000+00:00\", \"2021-01-05 05:14:00.000000+00:00\"], \"session_ids\": [\"46586c21-3f3a-411a-9c5b-7ec1c5a0d693\", \"ca497e66-c654-44f9-8477-e6625c8404f0\"], \"total_duration\": 275.0, \"total_sessions\": 2, \"mean_week_duration\": 2.806}, \"45125\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-04-11 10:31:17.000000+00:00\", \"2019-07-03 22:36:30.000000+00:00\"], \"session_ids\": [\"6c2001cf-3e1c-42c4-898b-cf054be45138\", \"609e3c86-fc6d-40d8-a0df-77c20ca09441\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 33.083}, \"29037\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-01-24 19:07:25.000000+00:00\", \"2019-04-02 10:02:35.000000+00:00\"], \"session_ids\": [\"400032c5-5c69-4a8b-965e-1afb258ec746\", \"95e174e7-cb40-4f09-857e-0a8cf313396d\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 0.842}, \"24826\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-11-28 15:38:09.000000+00:00\", \"2019-07-17 15:39:31.000000+00:00\"], \"session_ids\": [\"ae76afc9-80c9-4d50-99f7-5ff81e3b7b0c\", \"c50012c8-abba-4dae-a3bb-f04946a752c0\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.352}, \"45519\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-31 19:25:56.000000+00:00\", \"2021-07-30 07:01:23.000000+00:00\"], \"session_ids\": [\"77adfcb0-436a-4ce3-be19-23086f8df3ba\", \"e4221773-4158-4138-8f6c-8af18d5f5a12\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.692}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or greater than 7 and are equal or less than 33" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[7, 33]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"92226\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-01-21 09:36:08.000000+00:00\", \"2020-11-21 01:38:07.000000+00:00\"], \"session_ids\": [\"1145078a-19a7-44db-9566-30e1d78734cd\", \"61babfb8-dfee-4a06-9398-00678287361b\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 7.477}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"92226\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-01-21 09:36:08.000000+00:00\", \"2020-11-21 01:38:07.000000+00:00\"], \"session_ids\": [\"1145078a-19a7-44db-9566-30e1d78734cd\", \"61babfb8-dfee-4a06-9398-00678287361b\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 7.477}}]\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[{\"92226\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-01-21 09:36:08.000000+00:00\", \"2020-11-21 01:38:07.000000+00:00\"], \"session_ids\": [\"1145078a-19a7-44db-9566-30e1d78734cd\", \"61babfb8-dfee-4a06-9398-00678287361b\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 7.477}}]\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 who are inhabitants of cities Amsterdam, Dubai, Karachi, Manila in addition perform sorting by urban title in descending order , and keep only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"54013\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-06-13 02:29:16.000000+00:00\", \"2021-09-02 13:43:14.000000+00:00\", \"2021-12-26 20:39:29.000000+00:00\", \"2021-03-29 08:15:35.000000+00:00\", \"2022-09-07 15:33:28.000000+00:00\", \"2023-02-02 09:01:51.000000+00:00\", \"2022-04-18 12:34:56.000000+00:00\"], \"session_ids\": [\"5d79408c-50d1-4585-bb8b-a828337db3e2\", \"c05a3c58-5453-4f8a-ac1b-eb64983bfe56\", \"8ce82104-6127-4a8c-93df-d3dbe6a1de58\", \"f6be6fd3-1ea0-4908-9fe1-5b2c9a2b64d7\", \"c7c8cfe3-d9b4-4bb4-ad6a-bbbe22804f84\", \"656fa051-772b-4550-8e32-42b8eafe7a88\", \"1b7b33a2-8760-4907-9c17-ac271a3748ee\"], \"total_duration\": 1035.0, \"total_sessions\": 7, \"mean_week_duration\": 5.447}, \"54357\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-04-06 11:53:17.000000+00:00\", \"2020-03-03 15:54:30.000000+00:00\", \"2022-10-08 13:47:25.000000+00:00\", \"2023-02-12 16:37:14.000000+00:00\", \"2022-03-31 15:03:21.000000+00:00\", \"2020-06-11 00:07:04.000000+00:00\", \"2019-10-15 14:52:12.000000+00:00\"], \"session_ids\": [\"cd2fec9d-3e1c-4ac7-b7a8-6247e1572405\", \"fa1e9476-0f3d-416d-8598-daeb0d67cfd7\", \"7f9788eb-281b-495c-a52b-2ac9c5f6500d\", \"1e3095b2-5e2d-4ed7-b70f-364d2fbfe2f3\", \"f295b537-c85e-4ca6-8b40-e3cee8d6c324\", \"75e0c278-d7f8-453b-ada9-b0d408a57be4\", \"9f02696b-c17c-4a52-8b50-bb6e60c45c20\"], \"total_duration\": 1477.0, \"total_sessions\": 7, \"mean_week_duration\": 7.312}, \"66203\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-02-21 02:10:22.000000+00:00\", \"2020-01-17 11:30:32.000000+00:00\", \"2023-03-07 08:50:42.000000+00:00\", \"2019-07-29 09:44:41.000000+00:00\", \"2021-06-18 13:57:23.000000+00:00\"], \"session_ids\": [\"6aba9529-bc43-442e-aca5-24ac3bae54cb\", \"93a8465e-c0a6-4465-8101-8533e7bd3fce\", \"b5a11d1b-6733-4260-a82d-6cef03de28de\", \"e49afb4c-3d90-4625-9815-b88d6aed6a1d\", \"ae4e0c5e-9301-4481-9eaa-0f901169f979\"], \"total_duration\": 177.0, \"total_sessions\": 5, \"mean_week_duration\": 0.941}, \"67160\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-27 06:20:13.000000+00:00\", \"2020-08-14 08:38:58.000000+00:00\"], \"session_ids\": [\"df0da918-83a4-4a13-a143-f4445afcccbd\", \"ffe1683b-b9a1-4acd-a29f-731ed9c4abe6\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 3.467}, \"96366\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-05-03 21:30:15.000000+00:00\", \"2023-05-24 14:46:53.000000+00:00\", \"2022-01-17 16:26:13.000000+00:00\", \"2020-06-29 23:39:24.000000+00:00\", \"2023-05-01 14:24:59.000000+00:00\", \"2019-02-01 19:15:31.000000+00:00\", \"2023-06-14 07:39:24.000000+00:00\", \"2020-12-05 06:23:07.000000+00:00\", \"2020-03-05 02:35:11.000000+00:00\"], \"session_ids\": [\"a2aee92f-ca07-4289-aada-fc9a2033f8fe\", \"be57c60f-e787-43be-8f4a-f49693a4040e\", \"2ab36dbe-03b7-4b5d-9f23-936106afb57e\", \"a1abe09e-7121-4fe1-ba75-735144c79b0f\", \"d9cfcfca-4964-4438-99b6-bf9f62544580\", \"b42c43d7-2c6d-4144-8894-113a07ed1cdb\", \"ee65b254-e3ec-420c-aaf0-a04e3e9df737\", \"930a9e6e-47ab-4709-9358-a46272e0ca8c\", \"cae60706-defd-426b-b012-3d2d07d1f836\"], \"total_duration\": 14000.0, \"total_sessions\": 9, \"mean_week_duration\": 61.404}, \"53641\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-08-28 21:16:21.000000+00:00\", \"2021-05-05 15:05:22.000000+00:00\"], \"session_ids\": [\"b2f1ea0f-cbbe-4e12-9aa1-4c2e39d4c231\", \"a27c3eb8-f788-4561-b4d7-904e99498ae5\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 1.693}, \"82431\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-05-30 20:25:31.000000+00:00\", \"2022-08-02 00:17:24.000000+00:00\"], \"session_ids\": [\"6de90668-ac51-400d-8e7b-f0ebd44c9918\", \"80738f8c-dfef-4abd-bb6a-b20d3967c45c\"], \"total_duration\": 405.0, \"total_sessions\": 2, \"mean_week_duration\": 6.532}, \"89063\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-06-03 04:31:22.000000+00:00\", \"2022-10-11 04:45:22.000000+00:00\", \"2020-08-17 07:47:42.000000+00:00\"], \"session_ids\": [\"e150667e-7f3d-4e70-8f89-c6cd0c6ce4f0\", \"7bc08b8b-465a-4db9-8854-76b298752578\", \"803acc83-3453-48d5-a4ee-f05ff1e934c8\"], \"total_duration\": 212.0, \"total_sessions\": 3, \"mean_week_duration\": 1.893}, \"20152\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-17 12:34:32.000000+00:00\", \"2020-09-11 05:03:46.000000+00:00\", \"2022-03-29 18:35:14.000000+00:00\", \"2019-07-20 16:25:04.000000+00:00\", \"2019-11-29 15:16:25.000000+00:00\", \"2019-09-19 11:51:00.000000+00:00\", \"2021-12-26 18:53:56.000000+00:00\", \"2021-08-12 01:12:03.000000+00:00\", \"2023-06-06 06:09:47.000000+00:00\", \"2022-02-13 11:11:41.000000+00:00\", \"2019-05-03 05:38:50.000000+00:00\"], \"session_ids\": [\"f8d9293d-b0bd-4ea7-9da0-aacf84378e2e\", \"c7823931-a252-49d0-a38a-360c40816978\", \"d761f5ec-3f0b-49c4-b292-691d4253e27d\", \"c8f5c5fe-72d4-4bad-80fc-2b9b60aa7812\", \"f6d103fc-4acb-4001-8c33-d073ac971a6f\", \"5e365ca6-c15d-4581-8418-57cfb5dff83f\", \"3510986c-3d23-480e-b93a-9f19470bb68d\", \"0f0eebfc-c1fd-4f76-8441-6247f4d78ced\", \"3c6cc5cd-7738-425f-9f01-fdec0d19d619\", \"59f46a90-0c9b-45b7-82db-c5d99d2a3240\", \"b0f78ab1-7d8c-44b7-99b0-43c4f395b475\"], \"total_duration\": 9818.0, \"total_sessions\": 11, \"mean_week_duration\": 45.454}, \"75881\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-02-19 01:36:47.000000+00:00\", \"2022-09-06 16:57:11.000000+00:00\", \"2021-07-06 05:08:12.000000+00:00\", \"2021-07-10 16:11:05.000000+00:00\"], \"session_ids\": [\"fd917ec8-5114-46f9-9ef9-fc2e8316383a\", \"43e50c07-e4db-4709-b50d-3e87b8939cfe\", \"3a2df5a9-2724-4c5f-83da-9137dfa22707\", \"409c15ad-30ed-4f84-935c-0e8aaf5ca3ac\"], \"total_duration\": 1183.0, \"total_sessions\": 4, \"mean_week_duration\": 6.395}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are Amsterdam, Dubai, Karachi, Manila" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Amsterdam\", \"Dubai\", \"Karachi\", \"Manila\"]]}}}\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 accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about 6 users who aren't inhabitants of city Oslo , moreover apply sorting by urban center name form the lowest value to the highest value in addition provide me only with 2 pieces of information." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58763\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-04-18 06:58:03.000000+00:00\", \"2021-10-05 11:27:18.000000+00:00\"], \"session_ids\": [\"ccdfca3f-f761-4cc9-a210-aea02b08e707\", \"e3e2a863-595c-47f7-ae47-0cf7a387115f\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 2.357}, \"17400\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-25 09:42:39.000000+00:00\", \"2022-10-19 09:23:15.000000+00:00\"], \"session_ids\": [\"f9d02870-bc65-47a6-876a-2660b25937c3\", \"7ce66cc1-2edc-422b-a723-2c6770a129ed\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.916}, \"68261\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-03-05 07:07:27.000000+00:00\", \"2023-04-24 21:00:35.000000+00:00\"], \"session_ids\": [\"d9a23446-645a-4c59-86f1-38774ee4d292\", \"f24e9053-963f-45b6-90a3-626e5e533671\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 0.723}, \"49068\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-12-14 10:19:03.000000+00:00\", \"2020-11-17 12:39:36.000000+00:00\"], \"session_ids\": [\"6db74303-62e9-4cfd-ae0b-6ff139d48d00\", \"05886223-f84f-4f07-aa39-4c25db693350\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 105.0}, \"51757\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-12 04:28:51.000000+00:00\", \"2021-08-11 09:12:49.000000+00:00\"], \"session_ids\": [\"749fa7e6-887c-4c2d-a158-4eafa6f9358c\", \"879b85e6-76b0-4f21-bc43-d324d31a6ea5\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 265.0}, \"35366\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-15 14:04:47.000000+00:00\", \"2021-03-05 15:09:17.000000+00:00\", \"2020-05-30 18:25:20.000000+00:00\", \"2022-10-20 14:11:41.000000+00:00\", \"2023-04-15 16:06:37.000000+00:00\", \"2021-02-22 07:41:07.000000+00:00\", \"2019-06-13 22:36:14.000000+00:00\", \"2020-02-23 16:45:06.000000+00:00\", \"2021-02-21 17:49:43.000000+00:00\"], \"session_ids\": [\"33788b68-0277-4bbc-9e18-f166f2c71641\", \"23d5febb-4603-4578-9fb6-f8872202e6d9\", \"bb1b95eb-45fa-4f8b-a073-39de06f2c186\", \"eb568c41-fab5-489b-80c3-2f0330cf8b92\", \"567f2ba8-f13c-4173-ba9d-a08bf0fc4ad6\", \"12ea52dc-bb29-48c0-a969-4074f22fda21\", \"983d7c04-4588-41e2-99ba-0d0877b6b5f3\", \"2f171d4b-a36d-43f4-97cc-7a2947374d7d\", \"7c8061a8-2f75-49bb-8a03-54161847b62e\"], \"total_duration\": 21857.0, \"total_sessions\": 9, \"mean_week_duration\": 108.741}, \"7469\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-05-08 04:13:54.000000+00:00\", \"2019-07-02 12:46:02.000000+00:00\"], \"session_ids\": [\"e5d3827b-0a19-4375-b890-874f220833bf\", \"e72f3610-d3af-4cb0-805c-477b816ee66d\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 4.378}, \"99117\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-25 10:53:13.000000+00:00\", \"2021-12-02 02:34:52.000000+00:00\"], \"session_ids\": [\"c42cb64b-b208-4ef0-8b2f-5d1bf33e57d4\", \"23c098d2-ccdb-4503-8bdd-56531a736560\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 3.085}, \"63573\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-06-25 09:15:22.000000+00:00\", \"2019-03-26 07:35:43.000000+00:00\", \"2021-06-01 14:14:36.000000+00:00\"], \"session_ids\": [\"b72dc51c-eb00-4471-873f-f004f4e455d3\", \"8243cdc1-e8da-4107-aff6-3fe789d9fdc9\", \"48a02dfc-a658-4a8e-9a74-bf1118712683\"], \"total_duration\": 824.0, \"total_sessions\": 3, \"mean_week_duration\": 6.983}, \"2704\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-09-07 08:14:48.000000+00:00\", \"2019-12-28 04:02:00.000000+00:00\"], \"session_ids\": [\"f69ae6c0-368e-4a96-a3a5-a7d0d8f90eb1\", \"b28ee07f-fe48-499e-818d-af060176ebd3\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.045}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Oslo" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Oslo\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"17400\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-25 09:42:39.000000+00:00\", \"2022-10-19 09:23:15.000000+00:00\"], \"session_ids\": [\"f9d02870-bc65-47a6-876a-2660b25937c3\", \"7ce66cc1-2edc-422b-a723-2c6770a129ed\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.916}, \"68261\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-03-05 07:07:27.000000+00:00\", \"2023-04-24 21:00:35.000000+00:00\"], \"session_ids\": [\"d9a23446-645a-4c59-86f1-38774ee4d292\", \"f24e9053-963f-45b6-90a3-626e5e533671\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 0.723}, \"49068\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-12-14 10:19:03.000000+00:00\", \"2020-11-17 12:39:36.000000+00:00\"], \"session_ids\": [\"6db74303-62e9-4cfd-ae0b-6ff139d48d00\", \"05886223-f84f-4f07-aa39-4c25db693350\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 105.0}, \"51757\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-12 04:28:51.000000+00:00\", \"2021-08-11 09:12:49.000000+00:00\"], \"session_ids\": [\"749fa7e6-887c-4c2d-a158-4eafa6f9358c\", \"879b85e6-76b0-4f21-bc43-d324d31a6ea5\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 265.0}, \"35366\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-15 14:04:47.000000+00:00\", \"2021-03-05 15:09:17.000000+00:00\", \"2020-05-30 18:25:20.000000+00:00\", \"2022-10-20 14:11:41.000000+00:00\", \"2023-04-15 16:06:37.000000+00:00\", \"2021-02-22 07:41:07.000000+00:00\", \"2019-06-13 22:36:14.000000+00:00\", \"2020-02-23 16:45:06.000000+00:00\", \"2021-02-21 17:49:43.000000+00:00\"], \"session_ids\": [\"33788b68-0277-4bbc-9e18-f166f2c71641\", \"23d5febb-4603-4578-9fb6-f8872202e6d9\", \"bb1b95eb-45fa-4f8b-a073-39de06f2c186\", \"eb568c41-fab5-489b-80c3-2f0330cf8b92\", \"567f2ba8-f13c-4173-ba9d-a08bf0fc4ad6\", \"12ea52dc-bb29-48c0-a969-4074f22fda21\", \"983d7c04-4588-41e2-99ba-0d0877b6b5f3\", \"2f171d4b-a36d-43f4-97cc-7a2947374d7d\", \"7c8061a8-2f75-49bb-8a03-54161847b62e\"], \"total_duration\": 21857.0, \"total_sessions\": 9, \"mean_week_duration\": 108.741}, \"99117\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-25 10:53:13.000000+00:00\", \"2021-12-02 02:34:52.000000+00:00\"], \"session_ids\": [\"c42cb64b-b208-4ef0-8b2f-5d1bf33e57d4\", \"23c098d2-ccdb-4503-8bdd-56531a736560\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 3.085}, \"63573\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-06-25 09:15:22.000000+00:00\", \"2019-03-26 07:35:43.000000+00:00\", \"2021-06-01 14:14:36.000000+00:00\"], \"session_ids\": [\"b72dc51c-eb00-4471-873f-f004f4e455d3\", \"8243cdc1-e8da-4107-aff6-3fe789d9fdc9\", \"48a02dfc-a658-4a8e-9a74-bf1118712683\"], \"total_duration\": 824.0, \"total_sessions\": 3, \"mean_week_duration\": 6.983}, \"2704\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-09-07 08:14:48.000000+00:00\", \"2019-12-28 04:02:00.000000+00:00\"], \"session_ids\": [\"f69ae6c0-368e-4a96-a3a5-a7d0d8f90eb1\", \"b28ee07f-fe48-499e-818d-af060176ebd3\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.045}}\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[{\"51757\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-12 04:28:51.000000+00:00\", \"2021-08-11 09:12:49.000000+00:00\"], \"session_ids\": [\"749fa7e6-887c-4c2d-a158-4eafa6f9358c\", \"879b85e6-76b0-4f21-bc43-d324d31a6ea5\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 265.0}}, {\"2704\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-09-07 08:14:48.000000+00:00\", \"2019-12-28 04:02:00.000000+00:00\"], \"session_ids\": [\"f69ae6c0-368e-4a96-a3a5-a7d0d8f90eb1\", \"b28ee07f-fe48-499e-818d-af060176ebd3\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.045}}, {\"17400\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-25 09:42:39.000000+00:00\", \"2022-10-19 09:23:15.000000+00:00\"], \"session_ids\": [\"f9d02870-bc65-47a6-876a-2660b25937c3\", \"7ce66cc1-2edc-422b-a723-2c6770a129ed\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.916}}, {\"63573\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-06-25 09:15:22.000000+00:00\", \"2019-03-26 07:35:43.000000+00:00\", \"2021-06-01 14:14:36.000000+00:00\"], \"session_ids\": [\"b72dc51c-eb00-4471-873f-f004f4e455d3\", \"8243cdc1-e8da-4107-aff6-3fe789d9fdc9\", \"48a02dfc-a658-4a8e-9a74-bf1118712683\"], \"total_duration\": 824.0, \"total_sessions\": 3, \"mean_week_duration\": 6.983}}, {\"49068\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-12-14 10:19:03.000000+00:00\", \"2020-11-17 12:39:36.000000+00:00\"], \"session_ids\": [\"6db74303-62e9-4cfd-ae0b-6ff139d48d00\", \"05886223-f84f-4f07-aa39-4c25db693350\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 105.0}}, {\"35366\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-15 14:04:47.000000+00:00\", \"2021-03-05 15:09:17.000000+00:00\", \"2020-05-30 18:25:20.000000+00:00\", \"2022-10-20 14:11:41.000000+00:00\", \"2023-04-15 16:06:37.000000+00:00\", \"2021-02-22 07:41:07.000000+00:00\", \"2019-06-13 22:36:14.000000+00:00\", \"2020-02-23 16:45:06.000000+00:00\", \"2021-02-21 17:49:43.000000+00:00\"], \"session_ids\": [\"33788b68-0277-4bbc-9e18-f166f2c71641\", \"23d5febb-4603-4578-9fb6-f8872202e6d9\", \"bb1b95eb-45fa-4f8b-a073-39de06f2c186\", \"eb568c41-fab5-489b-80c3-2f0330cf8b92\", \"567f2ba8-f13c-4173-ba9d-a08bf0fc4ad6\", \"12ea52dc-bb29-48c0-a969-4074f22fda21\", \"983d7c04-4588-41e2-99ba-0d0877b6b5f3\", \"2f171d4b-a36d-43f4-97cc-7a2947374d7d\", \"7c8061a8-2f75-49bb-8a03-54161847b62e\"], \"total_duration\": 21857.0, \"total_sessions\": 9, \"mean_week_duration\": 108.741}}, {\"68261\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-03-05 07:07:27.000000+00:00\", \"2023-04-24 21:00:35.000000+00:00\"], \"session_ids\": [\"d9a23446-645a-4c59-86f1-38774ee4d292\", \"f24e9053-963f-45b6-90a3-626e5e533671\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 0.723}}, {\"99117\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-25 10:53:13.000000+00:00\", \"2021-12-02 02:34:52.000000+00:00\"], \"session_ids\": [\"c42cb64b-b208-4ef0-8b2f-5d1bf33e57d4\", \"23c098d2-ccdb-4503-8bdd-56531a736560\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 3.085}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"51757\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-12 04:28:51.000000+00:00\", \"2021-08-11 09:12:49.000000+00:00\"], \"session_ids\": [\"749fa7e6-887c-4c2d-a158-4eafa6f9358c\", \"879b85e6-76b0-4f21-bc43-d324d31a6ea5\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 265.0}}, {\"2704\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-09-07 08:14:48.000000+00:00\", \"2019-12-28 04:02:00.000000+00:00\"], \"session_ids\": [\"f69ae6c0-368e-4a96-a3a5-a7d0d8f90eb1\", \"b28ee07f-fe48-499e-818d-af060176ebd3\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.045}}]\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[{\"51757\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-12 04:28:51.000000+00:00\", \"2021-08-11 09:12:49.000000+00:00\"], \"session_ids\": [\"749fa7e6-887c-4c2d-a158-4eafa6f9358c\", \"879b85e6-76b0-4f21-bc43-d324d31a6ea5\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 265.0}}, {\"2704\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-09-07 08:14:48.000000+00:00\", \"2019-12-28 04:02:00.000000+00:00\"], \"session_ids\": [\"f69ae6c0-368e-4a96-a3a5-a7d0d8f90eb1\", \"b28ee07f-fe48-499e-818d-af060176ebd3\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 1.045}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on users who aren't inhabitants of city Vienna in addition execute sorting by total duration desc." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"60266\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-08 13:35:37.000000+00:00\", \"2020-10-10 18:22:19.000000+00:00\"], \"session_ids\": [\"181d5a0c-c41d-41a4-9e0e-ddbc28abcc3f\", \"29bafbdf-801e-4def-8c3e-a7560f008fc2\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 11.548}, \"80998\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-21 22:07:35.000000+00:00\", \"2021-11-29 08:04:57.000000+00:00\"], \"session_ids\": [\"42209b16-76eb-4e82-86c0-3260a6cd703a\", \"6f132544-81b8-4d71-936b-b5f19b32557d\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.338}, \"70730\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-10-27 15:25:39.000000+00:00\", \"2021-10-28 03:26:37.000000+00:00\"], \"session_ids\": [\"83b9e63d-921b-444a-bd4a-77bd1f812718\", \"889eea80-f6e4-4f65-8b43-7bc26ea2e959\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}, \"1670\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-12 02:48:27.000000+00:00\", \"2022-04-14 22:43:15.000000+00:00\"], \"session_ids\": [\"e217bf95-841b-445d-9dee-6047a9e0daaf\", \"67161f6b-cdf9-48de-adaa-bbc52947af56\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 1.644}, \"25523\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-02 10:36:57.000000+00:00\", \"2022-07-01 02:24:19.000000+00:00\", \"2021-07-03 18:48:16.000000+00:00\", \"2019-02-27 11:56:57.000000+00:00\", \"2022-04-21 01:19:53.000000+00:00\", \"2023-01-25 10:16:58.000000+00:00\"], \"session_ids\": [\"e1b86b5c-5da6-421c-aea5-cd26e709a0ef\", \"f9364c38-a57d-45d7-9e50-23270754273f\", \"a92ead74-230c-48e9-ae07-a744951f51e6\", \"7e205058-c1ab-4c0f-bda7-8c9c36f86947\", \"e9659218-19b7-4ea9-be53-8c5dca14fbb1\", \"ee8fddad-7d54-46d2-9da5-d12351e51ba7\"], \"total_duration\": 5446.0, \"total_sessions\": 6, \"mean_week_duration\": 26.696}, \"57793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-05-19 10:44:07.000000+00:00\", \"2021-08-07 03:32:52.000000+00:00\"], \"session_ids\": [\"3a46395d-3288-4a32-baf2-304c5ae3e40c\", \"379974c8-947e-4392-ac57-2cef3129de68\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 1.922}, \"86449\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-02 17:27:21.000000+00:00\", \"2019-02-04 19:59:36.000000+00:00\", \"2020-02-14 15:03:59.000000+00:00\"], \"session_ids\": [\"7b446e80-cc66-42c9-83b8-e9d3fc1d9921\", \"3451aa70-ac82-43dd-b52e-62c055cf24b0\", \"2b5adec6-4a6f-465b-9eca-717d76064d0e\"], \"total_duration\": 1029.0, \"total_sessions\": 3, \"mean_week_duration\": 13.905}, \"21065\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-10-09 01:59:26.000000+00:00\", \"2022-06-27 23:28:04.000000+00:00\", \"2021-02-26 15:00:35.000000+00:00\", \"2022-04-18 21:36:38.000000+00:00\"], \"session_ids\": [\"03614a61-15d5-4561-a679-fc2e741da5f2\", \"e4c0294f-5b8e-4efd-9ed8-ee0dfea127c7\", \"e2aeab49-9cd0-492d-b38f-25f9f68c32cb\", \"46b61fe0-8d15-42f7-8a6b-d9ae5d5fa856\"], \"total_duration\": 1506.0, \"total_sessions\": 4, \"mean_week_duration\": 10.606}, \"45603\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-07-26 00:46:58.000000+00:00\", \"2022-09-13 17:20:48.000000+00:00\", \"2019-11-06 08:08:37.000000+00:00\", \"2022-06-28 17:33:41.000000+00:00\", \"2022-05-19 12:16:56.000000+00:00\", \"2020-10-02 16:48:12.000000+00:00\", \"2019-09-19 04:39:52.000000+00:00\", \"2022-11-09 09:56:57.000000+00:00\"], \"session_ids\": [\"034ecd3e-dffe-4394-b1a7-c1a2d8a9db16\", \"3b5d3efe-4767-48ea-a63a-89aa2b33278a\", \"a3adae3c-25b7-4c2d-8224-06e451d87b0a\", \"cb1f829b-f880-4959-b7e0-caec0c66704d\", \"ed9d6163-9db9-4a2a-a0b8-cf6d20903ad1\", \"0803bb87-6375-4389-965e-bad25e162a63\", \"ddc2ed1d-7cad-4122-9811-c849cae5a443\", \"91f89685-8f58-4c3a-b93e-4d53d7f74374\"], \"total_duration\": 5751.0, \"total_sessions\": 8, \"mean_week_duration\": 33.436}, \"19899\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-28 13:55:46.000000+00:00\", \"2019-01-07 02:27:11.000000+00:00\"], \"session_ids\": [\"1706b6f5-03e5-431e-a234-570a77fee60d\", \"76bb7c2c-75d1-41eb-9028-d9366b281b81\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 0.498}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Vienna" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Vienna\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"60266\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-08 13:35:37.000000+00:00\", \"2020-10-10 18:22:19.000000+00:00\"], \"session_ids\": [\"181d5a0c-c41d-41a4-9e0e-ddbc28abcc3f\", \"29bafbdf-801e-4def-8c3e-a7560f008fc2\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 11.548}, \"80998\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-21 22:07:35.000000+00:00\", \"2021-11-29 08:04:57.000000+00:00\"], \"session_ids\": [\"42209b16-76eb-4e82-86c0-3260a6cd703a\", \"6f132544-81b8-4d71-936b-b5f19b32557d\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.338}, \"70730\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-10-27 15:25:39.000000+00:00\", \"2021-10-28 03:26:37.000000+00:00\"], \"session_ids\": [\"83b9e63d-921b-444a-bd4a-77bd1f812718\", \"889eea80-f6e4-4f65-8b43-7bc26ea2e959\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}, \"1670\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-12 02:48:27.000000+00:00\", \"2022-04-14 22:43:15.000000+00:00\"], \"session_ids\": [\"e217bf95-841b-445d-9dee-6047a9e0daaf\", \"67161f6b-cdf9-48de-adaa-bbc52947af56\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 1.644}, \"25523\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-02 10:36:57.000000+00:00\", \"2022-07-01 02:24:19.000000+00:00\", \"2021-07-03 18:48:16.000000+00:00\", \"2019-02-27 11:56:57.000000+00:00\", \"2022-04-21 01:19:53.000000+00:00\", \"2023-01-25 10:16:58.000000+00:00\"], \"session_ids\": [\"e1b86b5c-5da6-421c-aea5-cd26e709a0ef\", \"f9364c38-a57d-45d7-9e50-23270754273f\", \"a92ead74-230c-48e9-ae07-a744951f51e6\", \"7e205058-c1ab-4c0f-bda7-8c9c36f86947\", \"e9659218-19b7-4ea9-be53-8c5dca14fbb1\", \"ee8fddad-7d54-46d2-9da5-d12351e51ba7\"], \"total_duration\": 5446.0, \"total_sessions\": 6, \"mean_week_duration\": 26.696}, \"57793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-05-19 10:44:07.000000+00:00\", \"2021-08-07 03:32:52.000000+00:00\"], \"session_ids\": [\"3a46395d-3288-4a32-baf2-304c5ae3e40c\", \"379974c8-947e-4392-ac57-2cef3129de68\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 1.922}, \"86449\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-02 17:27:21.000000+00:00\", \"2019-02-04 19:59:36.000000+00:00\", \"2020-02-14 15:03:59.000000+00:00\"], \"session_ids\": [\"7b446e80-cc66-42c9-83b8-e9d3fc1d9921\", \"3451aa70-ac82-43dd-b52e-62c055cf24b0\", \"2b5adec6-4a6f-465b-9eca-717d76064d0e\"], \"total_duration\": 1029.0, \"total_sessions\": 3, \"mean_week_duration\": 13.905}, \"21065\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-10-09 01:59:26.000000+00:00\", \"2022-06-27 23:28:04.000000+00:00\", \"2021-02-26 15:00:35.000000+00:00\", \"2022-04-18 21:36:38.000000+00:00\"], \"session_ids\": [\"03614a61-15d5-4561-a679-fc2e741da5f2\", \"e4c0294f-5b8e-4efd-9ed8-ee0dfea127c7\", \"e2aeab49-9cd0-492d-b38f-25f9f68c32cb\", \"46b61fe0-8d15-42f7-8a6b-d9ae5d5fa856\"], \"total_duration\": 1506.0, \"total_sessions\": 4, \"mean_week_duration\": 10.606}, \"45603\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-07-26 00:46:58.000000+00:00\", \"2022-09-13 17:20:48.000000+00:00\", \"2019-11-06 08:08:37.000000+00:00\", \"2022-06-28 17:33:41.000000+00:00\", \"2022-05-19 12:16:56.000000+00:00\", \"2020-10-02 16:48:12.000000+00:00\", \"2019-09-19 04:39:52.000000+00:00\", \"2022-11-09 09:56:57.000000+00:00\"], \"session_ids\": [\"034ecd3e-dffe-4394-b1a7-c1a2d8a9db16\", \"3b5d3efe-4767-48ea-a63a-89aa2b33278a\", \"a3adae3c-25b7-4c2d-8224-06e451d87b0a\", \"cb1f829b-f880-4959-b7e0-caec0c66704d\", \"ed9d6163-9db9-4a2a-a0b8-cf6d20903ad1\", \"0803bb87-6375-4389-965e-bad25e162a63\", \"ddc2ed1d-7cad-4122-9811-c849cae5a443\", \"91f89685-8f58-4c3a-b93e-4d53d7f74374\"], \"total_duration\": 5751.0, \"total_sessions\": 8, \"mean_week_duration\": 33.436}, \"19899\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-28 13:55:46.000000+00:00\", \"2019-01-07 02:27:11.000000+00:00\"], \"session_ids\": [\"1706b6f5-03e5-431e-a234-570a77fee60d\", \"76bb7c2c-75d1-41eb-9028-d9366b281b81\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 0.498}}\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[{\"45603\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-07-26 00:46:58.000000+00:00\", \"2022-09-13 17:20:48.000000+00:00\", \"2019-11-06 08:08:37.000000+00:00\", \"2022-06-28 17:33:41.000000+00:00\", \"2022-05-19 12:16:56.000000+00:00\", \"2020-10-02 16:48:12.000000+00:00\", \"2019-09-19 04:39:52.000000+00:00\", \"2022-11-09 09:56:57.000000+00:00\"], \"session_ids\": [\"034ecd3e-dffe-4394-b1a7-c1a2d8a9db16\", \"3b5d3efe-4767-48ea-a63a-89aa2b33278a\", \"a3adae3c-25b7-4c2d-8224-06e451d87b0a\", \"cb1f829b-f880-4959-b7e0-caec0c66704d\", \"ed9d6163-9db9-4a2a-a0b8-cf6d20903ad1\", \"0803bb87-6375-4389-965e-bad25e162a63\", \"ddc2ed1d-7cad-4122-9811-c849cae5a443\", \"91f89685-8f58-4c3a-b93e-4d53d7f74374\"], \"total_duration\": 5751.0, \"total_sessions\": 8, \"mean_week_duration\": 33.436}}, {\"25523\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-02 10:36:57.000000+00:00\", \"2022-07-01 02:24:19.000000+00:00\", \"2021-07-03 18:48:16.000000+00:00\", \"2019-02-27 11:56:57.000000+00:00\", \"2022-04-21 01:19:53.000000+00:00\", \"2023-01-25 10:16:58.000000+00:00\"], \"session_ids\": [\"e1b86b5c-5da6-421c-aea5-cd26e709a0ef\", \"f9364c38-a57d-45d7-9e50-23270754273f\", \"a92ead74-230c-48e9-ae07-a744951f51e6\", \"7e205058-c1ab-4c0f-bda7-8c9c36f86947\", \"e9659218-19b7-4ea9-be53-8c5dca14fbb1\", \"ee8fddad-7d54-46d2-9da5-d12351e51ba7\"], \"total_duration\": 5446.0, \"total_sessions\": 6, \"mean_week_duration\": 26.696}}, {\"21065\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-10-09 01:59:26.000000+00:00\", \"2022-06-27 23:28:04.000000+00:00\", \"2021-02-26 15:00:35.000000+00:00\", \"2022-04-18 21:36:38.000000+00:00\"], \"session_ids\": [\"03614a61-15d5-4561-a679-fc2e741da5f2\", \"e4c0294f-5b8e-4efd-9ed8-ee0dfea127c7\", \"e2aeab49-9cd0-492d-b38f-25f9f68c32cb\", \"46b61fe0-8d15-42f7-8a6b-d9ae5d5fa856\"], \"total_duration\": 1506.0, \"total_sessions\": 4, \"mean_week_duration\": 10.606}}, {\"86449\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-02 17:27:21.000000+00:00\", \"2019-02-04 19:59:36.000000+00:00\", \"2020-02-14 15:03:59.000000+00:00\"], \"session_ids\": [\"7b446e80-cc66-42c9-83b8-e9d3fc1d9921\", \"3451aa70-ac82-43dd-b52e-62c055cf24b0\", \"2b5adec6-4a6f-465b-9eca-717d76064d0e\"], \"total_duration\": 1029.0, \"total_sessions\": 3, \"mean_week_duration\": 13.905}}, {\"60266\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-08 13:35:37.000000+00:00\", \"2020-10-10 18:22:19.000000+00:00\"], \"session_ids\": [\"181d5a0c-c41d-41a4-9e0e-ddbc28abcc3f\", \"29bafbdf-801e-4def-8c3e-a7560f008fc2\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 11.548}}, {\"1670\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-12 02:48:27.000000+00:00\", \"2022-04-14 22:43:15.000000+00:00\"], \"session_ids\": [\"e217bf95-841b-445d-9dee-6047a9e0daaf\", \"67161f6b-cdf9-48de-adaa-bbc52947af56\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 1.644}}, {\"57793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-05-19 10:44:07.000000+00:00\", \"2021-08-07 03:32:52.000000+00:00\"], \"session_ids\": [\"3a46395d-3288-4a32-baf2-304c5ae3e40c\", \"379974c8-947e-4392-ac57-2cef3129de68\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 1.922}}, {\"19899\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-28 13:55:46.000000+00:00\", \"2019-01-07 02:27:11.000000+00:00\"], \"session_ids\": [\"1706b6f5-03e5-431e-a234-570a77fee60d\", \"76bb7c2c-75d1-41eb-9028-d9366b281b81\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 0.498}}, {\"70730\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-10-27 15:25:39.000000+00:00\", \"2021-10-28 03:26:37.000000+00:00\"], \"session_ids\": [\"83b9e63d-921b-444a-bd4a-77bd1f812718\", \"889eea80-f6e4-4f65-8b43-7bc26ea2e959\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}}, {\"80998\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-21 22:07:35.000000+00:00\", \"2021-11-29 08:04:57.000000+00:00\"], \"session_ids\": [\"42209b16-76eb-4e82-86c0-3260a6cd703a\", \"6f132544-81b8-4d71-936b-b5f19b32557d\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.338}}]\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[{\"45603\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-07-26 00:46:58.000000+00:00\", \"2022-09-13 17:20:48.000000+00:00\", \"2019-11-06 08:08:37.000000+00:00\", \"2022-06-28 17:33:41.000000+00:00\", \"2022-05-19 12:16:56.000000+00:00\", \"2020-10-02 16:48:12.000000+00:00\", \"2019-09-19 04:39:52.000000+00:00\", \"2022-11-09 09:56:57.000000+00:00\"], \"session_ids\": [\"034ecd3e-dffe-4394-b1a7-c1a2d8a9db16\", \"3b5d3efe-4767-48ea-a63a-89aa2b33278a\", \"a3adae3c-25b7-4c2d-8224-06e451d87b0a\", \"cb1f829b-f880-4959-b7e0-caec0c66704d\", \"ed9d6163-9db9-4a2a-a0b8-cf6d20903ad1\", \"0803bb87-6375-4389-965e-bad25e162a63\", \"ddc2ed1d-7cad-4122-9811-c849cae5a443\", \"91f89685-8f58-4c3a-b93e-4d53d7f74374\"], \"total_duration\": 5751.0, \"total_sessions\": 8, \"mean_week_duration\": 33.436}}, {\"25523\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-02 10:36:57.000000+00:00\", \"2022-07-01 02:24:19.000000+00:00\", \"2021-07-03 18:48:16.000000+00:00\", \"2019-02-27 11:56:57.000000+00:00\", \"2022-04-21 01:19:53.000000+00:00\", \"2023-01-25 10:16:58.000000+00:00\"], \"session_ids\": [\"e1b86b5c-5da6-421c-aea5-cd26e709a0ef\", \"f9364c38-a57d-45d7-9e50-23270754273f\", \"a92ead74-230c-48e9-ae07-a744951f51e6\", \"7e205058-c1ab-4c0f-bda7-8c9c36f86947\", \"e9659218-19b7-4ea9-be53-8c5dca14fbb1\", \"ee8fddad-7d54-46d2-9da5-d12351e51ba7\"], \"total_duration\": 5446.0, \"total_sessions\": 6, \"mean_week_duration\": 26.696}}, {\"21065\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-10-09 01:59:26.000000+00:00\", \"2022-06-27 23:28:04.000000+00:00\", \"2021-02-26 15:00:35.000000+00:00\", \"2022-04-18 21:36:38.000000+00:00\"], \"session_ids\": [\"03614a61-15d5-4561-a679-fc2e741da5f2\", \"e4c0294f-5b8e-4efd-9ed8-ee0dfea127c7\", \"e2aeab49-9cd0-492d-b38f-25f9f68c32cb\", \"46b61fe0-8d15-42f7-8a6b-d9ae5d5fa856\"], \"total_duration\": 1506.0, \"total_sessions\": 4, \"mean_week_duration\": 10.606}}, {\"86449\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-02 17:27:21.000000+00:00\", \"2019-02-04 19:59:36.000000+00:00\", \"2020-02-14 15:03:59.000000+00:00\"], \"session_ids\": [\"7b446e80-cc66-42c9-83b8-e9d3fc1d9921\", \"3451aa70-ac82-43dd-b52e-62c055cf24b0\", \"2b5adec6-4a6f-465b-9eca-717d76064d0e\"], \"total_duration\": 1029.0, \"total_sessions\": 3, \"mean_week_duration\": 13.905}}, {\"60266\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-08 13:35:37.000000+00:00\", \"2020-10-10 18:22:19.000000+00:00\"], \"session_ids\": [\"181d5a0c-c41d-41a4-9e0e-ddbc28abcc3f\", \"29bafbdf-801e-4def-8c3e-a7560f008fc2\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 11.548}}, {\"1670\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-12 02:48:27.000000+00:00\", \"2022-04-14 22:43:15.000000+00:00\"], \"session_ids\": [\"e217bf95-841b-445d-9dee-6047a9e0daaf\", \"67161f6b-cdf9-48de-adaa-bbc52947af56\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 1.644}}, {\"57793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-05-19 10:44:07.000000+00:00\", \"2021-08-07 03:32:52.000000+00:00\"], \"session_ids\": [\"3a46395d-3288-4a32-baf2-304c5ae3e40c\", \"379974c8-947e-4392-ac57-2cef3129de68\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 1.922}}, {\"19899\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-28 13:55:46.000000+00:00\", \"2019-01-07 02:27:11.000000+00:00\"], \"session_ids\": [\"1706b6f5-03e5-431e-a234-570a77fee60d\", \"76bb7c2c-75d1-41eb-9028-d9366b281b81\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 0.498}}, {\"70730\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-10-27 15:25:39.000000+00:00\", \"2021-10-28 03:26:37.000000+00:00\"], \"session_ids\": [\"83b9e63d-921b-444a-bd4a-77bd1f812718\", \"889eea80-f6e4-4f65-8b43-7bc26ea2e959\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}}, {\"80998\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-21 22:07:35.000000+00:00\", \"2021-11-29 08:04:57.000000+00:00\"], \"session_ids\": [\"42209b16-76eb-4e82-86c0-3260a6cd703a\", \"6f132544-81b8-4d71-936b-b5f19b32557d\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.338}}]\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 users who are not residents of city Madrid , execute sorting by duration summation of sessions per week form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"31530\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-11 16:02:40.000000+00:00\", \"2023-05-17 14:46:12.000000+00:00\", \"2019-10-19 17:05:46.000000+00:00\", \"2022-09-08 17:49:50.000000+00:00\", \"2022-03-17 18:47:56.000000+00:00\", \"2020-01-04 00:49:12.000000+00:00\"], \"session_ids\": [\"87429ba0-af81-45bd-8cdd-8f7f630b9998\", \"60bafa28-f988-4796-8e51-5bb11ee047f5\", \"cd731542-436e-4254-a110-0e627fbbe6a9\", \"19fffb8c-9d30-4579-bd1b-d1c60261ae0f\", \"5b81ee3c-070c-4376-8595-efd567b4c5f6\", \"c6f9e894-4ec8-4f4d-966e-b8de772fdafb\"], \"total_duration\": 50.0, \"total_sessions\": 6, \"mean_week_duration\": 0.267}, \"54711\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-10-30 01:54:15.000000+00:00\", \"2019-12-01 17:32:39.000000+00:00\"], \"session_ids\": [\"c50d5839-2166-4e4d-a6ed-854ba92808a1\", \"e48fefa7-5d4f-4558-800a-a915d8f377f1\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.354}, \"17809\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-18 03:30:57.000000+00:00\", \"2022-10-17 03:13:19.000000+00:00\"], \"session_ids\": [\"d0cb464d-f490-4c6f-bacb-f90c77c915dd\", \"c7980aea-caa5-4b08-b49c-9ab237344cb8\"], \"total_duration\": 424.0, \"total_sessions\": 2, \"mean_week_duration\": 6.523}, \"70835\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-21 16:11:52.000000+00:00\", \"2022-05-08 11:21:00.000000+00:00\", \"2022-03-08 11:45:12.000000+00:00\", \"2021-02-16 16:03:08.000000+00:00\", \"2019-06-28 22:12:01.000000+00:00\", \"2021-01-31 14:10:49.000000+00:00\", \"2019-01-01 10:51:18.000000+00:00\"], \"session_ids\": [\"94d8dcbd-ac4c-4985-bd82-21bb6cf398a8\", \"83ad139e-59c6-4995-8716-1611c79ad605\", \"36c26d36-d7a0-4c08-a395-bbfd608932b3\", \"b5c3654a-b983-4f34-b895-93e72c58a5be\", \"248b9f54-6f84-4cdd-b1f4-508c29fe0eed\", \"b8bf87b7-244e-40eb-990f-e827e0de0c2a\", \"14457a97-77c9-4f61-a5b5-28df69aadad7\"], \"total_duration\": 7183.0, \"total_sessions\": 7, \"mean_week_duration\": 41.046}, \"37739\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-28 13:51:42.000000+00:00\", \"2020-03-08 11:00:25.000000+00:00\", \"2023-01-10 21:01:14.000000+00:00\"], \"session_ids\": [\"a2e6ecae-3552-4887-8af9-0d941a3bb8dd\", \"3c5ac861-511e-4a9c-8e20-ed4e6e18d160\", \"a7e1f4d9-e076-4eb6-9404-856d934ceb57\"], \"total_duration\": 281.0, \"total_sessions\": 3, \"mean_week_duration\": 1.886}, \"61553\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-08-08 07:13:20.000000+00:00\", \"2021-09-01 06:30:15.000000+00:00\", \"2019-02-12 11:12:26.000000+00:00\"], \"session_ids\": [\"8b178682-82d3-458b-9566-d4118b451951\", \"59001fbb-10be-49f7-8cc2-11b99e5cb0a0\", \"ecf1ed38-944a-4a8a-81a5-32de399d02d1\"], \"total_duration\": 555.0, \"total_sessions\": 3, \"mean_week_duration\": 4.173}, \"20463\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-29 23:24:22.000000+00:00\", \"2021-04-28 11:47:51.000000+00:00\", \"2021-09-15 22:30:37.000000+00:00\", \"2022-07-08 17:27:06.000000+00:00\"], \"session_ids\": [\"a0a7326d-42c9-44bf-8868-9381128787b7\", \"50635a65-3275-49b3-86d8-b56f6c62f16b\", \"c815e089-a3ee-4c06-bf33-5ef919c4d930\", \"aa7db572-f91f-4bc7-b44e-43ef6e2746c4\"], \"total_duration\": 1523.0, \"total_sessions\": 4, \"mean_week_duration\": 22.731}, \"9204\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-03-16 05:33:36.000000+00:00\", \"2022-05-31 22:58:16.000000+00:00\", \"2023-02-27 11:08:37.000000+00:00\", \"2022-12-03 11:54:39.000000+00:00\"], \"session_ids\": [\"03f858cb-94c9-42cc-92bf-98e8088ed1c7\", \"7265b1bb-b2d1-44d9-9d87-92c159c76371\", \"862d2193-a604-4764-9117-5037af0c6838\", \"588ef43e-ceee-4727-a5a4-1952da7092da\"], \"total_duration\": 208.0, \"total_sessions\": 4, \"mean_week_duration\": 1.351}, \"90574\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-28 23:46:55.000000+00:00\", \"2021-04-14 15:48:27.000000+00:00\", \"2019-07-20 06:03:50.000000+00:00\", \"2019-12-23 17:57:58.000000+00:00\", \"2022-11-19 07:07:06.000000+00:00\"], \"session_ids\": [\"f2881d32-ac95-490d-986e-1753d1226adc\", \"3fd5a11b-cb05-4d8b-baaf-6ba38bde4904\", \"06fdf634-040c-4fd6-9c99-341b173d0d44\", \"4b275d50-23fe-46eb-8b68-debb148f7ea4\", \"f489db12-0c65-438c-81cc-16e1d892f1eb\"], \"total_duration\": 322.0, \"total_sessions\": 5, \"mean_week_duration\": 1.851}, \"42934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-02-28 01:48:54.000000+00:00\", \"2023-06-29 14:08:07.000000+00:00\", \"2019-03-06 07:17:51.000000+00:00\"], \"session_ids\": [\"c00b5c7b-92c0-4c3d-ac12-b29c76839fa1\", \"6c7174c3-e29e-42e9-8026-d47aff280e6c\", \"6f4fcbfd-9c00-4354-998c-7f1ff9a87c28\"], \"total_duration\": 874.0, \"total_sessions\": 3, \"mean_week_duration\": 3.867}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is not Madrid" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Madrid\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"31530\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-11 16:02:40.000000+00:00\", \"2023-05-17 14:46:12.000000+00:00\", \"2019-10-19 17:05:46.000000+00:00\", \"2022-09-08 17:49:50.000000+00:00\", \"2022-03-17 18:47:56.000000+00:00\", \"2020-01-04 00:49:12.000000+00:00\"], \"session_ids\": [\"87429ba0-af81-45bd-8cdd-8f7f630b9998\", \"60bafa28-f988-4796-8e51-5bb11ee047f5\", \"cd731542-436e-4254-a110-0e627fbbe6a9\", \"19fffb8c-9d30-4579-bd1b-d1c60261ae0f\", \"5b81ee3c-070c-4376-8595-efd567b4c5f6\", \"c6f9e894-4ec8-4f4d-966e-b8de772fdafb\"], \"total_duration\": 50.0, \"total_sessions\": 6, \"mean_week_duration\": 0.267}, \"54711\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-10-30 01:54:15.000000+00:00\", \"2019-12-01 17:32:39.000000+00:00\"], \"session_ids\": [\"c50d5839-2166-4e4d-a6ed-854ba92808a1\", \"e48fefa7-5d4f-4558-800a-a915d8f377f1\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.354}, \"17809\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-18 03:30:57.000000+00:00\", \"2022-10-17 03:13:19.000000+00:00\"], \"session_ids\": [\"d0cb464d-f490-4c6f-bacb-f90c77c915dd\", \"c7980aea-caa5-4b08-b49c-9ab237344cb8\"], \"total_duration\": 424.0, \"total_sessions\": 2, \"mean_week_duration\": 6.523}, \"70835\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-21 16:11:52.000000+00:00\", \"2022-05-08 11:21:00.000000+00:00\", \"2022-03-08 11:45:12.000000+00:00\", \"2021-02-16 16:03:08.000000+00:00\", \"2019-06-28 22:12:01.000000+00:00\", \"2021-01-31 14:10:49.000000+00:00\", \"2019-01-01 10:51:18.000000+00:00\"], \"session_ids\": [\"94d8dcbd-ac4c-4985-bd82-21bb6cf398a8\", \"83ad139e-59c6-4995-8716-1611c79ad605\", \"36c26d36-d7a0-4c08-a395-bbfd608932b3\", \"b5c3654a-b983-4f34-b895-93e72c58a5be\", \"248b9f54-6f84-4cdd-b1f4-508c29fe0eed\", \"b8bf87b7-244e-40eb-990f-e827e0de0c2a\", \"14457a97-77c9-4f61-a5b5-28df69aadad7\"], \"total_duration\": 7183.0, \"total_sessions\": 7, \"mean_week_duration\": 41.046}, \"37739\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-28 13:51:42.000000+00:00\", \"2020-03-08 11:00:25.000000+00:00\", \"2023-01-10 21:01:14.000000+00:00\"], \"session_ids\": [\"a2e6ecae-3552-4887-8af9-0d941a3bb8dd\", \"3c5ac861-511e-4a9c-8e20-ed4e6e18d160\", \"a7e1f4d9-e076-4eb6-9404-856d934ceb57\"], \"total_duration\": 281.0, \"total_sessions\": 3, \"mean_week_duration\": 1.886}, \"61553\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-08-08 07:13:20.000000+00:00\", \"2021-09-01 06:30:15.000000+00:00\", \"2019-02-12 11:12:26.000000+00:00\"], \"session_ids\": [\"8b178682-82d3-458b-9566-d4118b451951\", \"59001fbb-10be-49f7-8cc2-11b99e5cb0a0\", \"ecf1ed38-944a-4a8a-81a5-32de399d02d1\"], \"total_duration\": 555.0, \"total_sessions\": 3, \"mean_week_duration\": 4.173}, \"20463\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-29 23:24:22.000000+00:00\", \"2021-04-28 11:47:51.000000+00:00\", \"2021-09-15 22:30:37.000000+00:00\", \"2022-07-08 17:27:06.000000+00:00\"], \"session_ids\": [\"a0a7326d-42c9-44bf-8868-9381128787b7\", \"50635a65-3275-49b3-86d8-b56f6c62f16b\", \"c815e089-a3ee-4c06-bf33-5ef919c4d930\", \"aa7db572-f91f-4bc7-b44e-43ef6e2746c4\"], \"total_duration\": 1523.0, \"total_sessions\": 4, \"mean_week_duration\": 22.731}, \"9204\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-03-16 05:33:36.000000+00:00\", \"2022-05-31 22:58:16.000000+00:00\", \"2023-02-27 11:08:37.000000+00:00\", \"2022-12-03 11:54:39.000000+00:00\"], \"session_ids\": [\"03f858cb-94c9-42cc-92bf-98e8088ed1c7\", \"7265b1bb-b2d1-44d9-9d87-92c159c76371\", \"862d2193-a604-4764-9117-5037af0c6838\", \"588ef43e-ceee-4727-a5a4-1952da7092da\"], \"total_duration\": 208.0, \"total_sessions\": 4, \"mean_week_duration\": 1.351}, \"90574\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-28 23:46:55.000000+00:00\", \"2021-04-14 15:48:27.000000+00:00\", \"2019-07-20 06:03:50.000000+00:00\", \"2019-12-23 17:57:58.000000+00:00\", \"2022-11-19 07:07:06.000000+00:00\"], \"session_ids\": [\"f2881d32-ac95-490d-986e-1753d1226adc\", \"3fd5a11b-cb05-4d8b-baaf-6ba38bde4904\", \"06fdf634-040c-4fd6-9c99-341b173d0d44\", \"4b275d50-23fe-46eb-8b68-debb148f7ea4\", \"f489db12-0c65-438c-81cc-16e1d892f1eb\"], \"total_duration\": 322.0, \"total_sessions\": 5, \"mean_week_duration\": 1.851}, \"42934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-02-28 01:48:54.000000+00:00\", \"2023-06-29 14:08:07.000000+00:00\", \"2019-03-06 07:17:51.000000+00:00\"], \"session_ids\": [\"c00b5c7b-92c0-4c3d-ac12-b29c76839fa1\", \"6c7174c3-e29e-42e9-8026-d47aff280e6c\", \"6f4fcbfd-9c00-4354-998c-7f1ff9a87c28\"], \"total_duration\": 874.0, \"total_sessions\": 3, \"mean_week_duration\": 3.867}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"31530\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-11 16:02:40.000000+00:00\", \"2023-05-17 14:46:12.000000+00:00\", \"2019-10-19 17:05:46.000000+00:00\", \"2022-09-08 17:49:50.000000+00:00\", \"2022-03-17 18:47:56.000000+00:00\", \"2020-01-04 00:49:12.000000+00:00\"], \"session_ids\": [\"87429ba0-af81-45bd-8cdd-8f7f630b9998\", \"60bafa28-f988-4796-8e51-5bb11ee047f5\", \"cd731542-436e-4254-a110-0e627fbbe6a9\", \"19fffb8c-9d30-4579-bd1b-d1c60261ae0f\", \"5b81ee3c-070c-4376-8595-efd567b4c5f6\", \"c6f9e894-4ec8-4f4d-966e-b8de772fdafb\"], \"total_duration\": 50.0, \"total_sessions\": 6, \"mean_week_duration\": 0.267}}, {\"54711\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-10-30 01:54:15.000000+00:00\", \"2019-12-01 17:32:39.000000+00:00\"], \"session_ids\": [\"c50d5839-2166-4e4d-a6ed-854ba92808a1\", \"e48fefa7-5d4f-4558-800a-a915d8f377f1\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.354}}, {\"9204\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-03-16 05:33:36.000000+00:00\", \"2022-05-31 22:58:16.000000+00:00\", \"2023-02-27 11:08:37.000000+00:00\", \"2022-12-03 11:54:39.000000+00:00\"], \"session_ids\": [\"03f858cb-94c9-42cc-92bf-98e8088ed1c7\", \"7265b1bb-b2d1-44d9-9d87-92c159c76371\", \"862d2193-a604-4764-9117-5037af0c6838\", \"588ef43e-ceee-4727-a5a4-1952da7092da\"], \"total_duration\": 208.0, \"total_sessions\": 4, \"mean_week_duration\": 1.351}}, {\"90574\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-28 23:46:55.000000+00:00\", \"2021-04-14 15:48:27.000000+00:00\", \"2019-07-20 06:03:50.000000+00:00\", \"2019-12-23 17:57:58.000000+00:00\", \"2022-11-19 07:07:06.000000+00:00\"], \"session_ids\": [\"f2881d32-ac95-490d-986e-1753d1226adc\", \"3fd5a11b-cb05-4d8b-baaf-6ba38bde4904\", \"06fdf634-040c-4fd6-9c99-341b173d0d44\", \"4b275d50-23fe-46eb-8b68-debb148f7ea4\", \"f489db12-0c65-438c-81cc-16e1d892f1eb\"], \"total_duration\": 322.0, \"total_sessions\": 5, \"mean_week_duration\": 1.851}}, {\"37739\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-28 13:51:42.000000+00:00\", \"2020-03-08 11:00:25.000000+00:00\", \"2023-01-10 21:01:14.000000+00:00\"], \"session_ids\": [\"a2e6ecae-3552-4887-8af9-0d941a3bb8dd\", \"3c5ac861-511e-4a9c-8e20-ed4e6e18d160\", \"a7e1f4d9-e076-4eb6-9404-856d934ceb57\"], \"total_duration\": 281.0, \"total_sessions\": 3, \"mean_week_duration\": 1.886}}, {\"42934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-02-28 01:48:54.000000+00:00\", \"2023-06-29 14:08:07.000000+00:00\", \"2019-03-06 07:17:51.000000+00:00\"], \"session_ids\": [\"c00b5c7b-92c0-4c3d-ac12-b29c76839fa1\", \"6c7174c3-e29e-42e9-8026-d47aff280e6c\", \"6f4fcbfd-9c00-4354-998c-7f1ff9a87c28\"], \"total_duration\": 874.0, \"total_sessions\": 3, \"mean_week_duration\": 3.867}}, {\"61553\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-08-08 07:13:20.000000+00:00\", \"2021-09-01 06:30:15.000000+00:00\", \"2019-02-12 11:12:26.000000+00:00\"], \"session_ids\": [\"8b178682-82d3-458b-9566-d4118b451951\", \"59001fbb-10be-49f7-8cc2-11b99e5cb0a0\", \"ecf1ed38-944a-4a8a-81a5-32de399d02d1\"], \"total_duration\": 555.0, \"total_sessions\": 3, \"mean_week_duration\": 4.173}}, {\"17809\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-18 03:30:57.000000+00:00\", \"2022-10-17 03:13:19.000000+00:00\"], \"session_ids\": [\"d0cb464d-f490-4c6f-bacb-f90c77c915dd\", \"c7980aea-caa5-4b08-b49c-9ab237344cb8\"], \"total_duration\": 424.0, \"total_sessions\": 2, \"mean_week_duration\": 6.523}}, {\"20463\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-29 23:24:22.000000+00:00\", \"2021-04-28 11:47:51.000000+00:00\", \"2021-09-15 22:30:37.000000+00:00\", \"2022-07-08 17:27:06.000000+00:00\"], \"session_ids\": [\"a0a7326d-42c9-44bf-8868-9381128787b7\", \"50635a65-3275-49b3-86d8-b56f6c62f16b\", \"c815e089-a3ee-4c06-bf33-5ef919c4d930\", \"aa7db572-f91f-4bc7-b44e-43ef6e2746c4\"], \"total_duration\": 1523.0, \"total_sessions\": 4, \"mean_week_duration\": 22.731}}, {\"70835\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-21 16:11:52.000000+00:00\", \"2022-05-08 11:21:00.000000+00:00\", \"2022-03-08 11:45:12.000000+00:00\", \"2021-02-16 16:03:08.000000+00:00\", \"2019-06-28 22:12:01.000000+00:00\", \"2021-01-31 14:10:49.000000+00:00\", \"2019-01-01 10:51:18.000000+00:00\"], \"session_ids\": [\"94d8dcbd-ac4c-4985-bd82-21bb6cf398a8\", \"83ad139e-59c6-4995-8716-1611c79ad605\", \"36c26d36-d7a0-4c08-a395-bbfd608932b3\", \"b5c3654a-b983-4f34-b895-93e72c58a5be\", \"248b9f54-6f84-4cdd-b1f4-508c29fe0eed\", \"b8bf87b7-244e-40eb-990f-e827e0de0c2a\", \"14457a97-77c9-4f61-a5b5-28df69aadad7\"], \"total_duration\": 7183.0, \"total_sessions\": 7, \"mean_week_duration\": 41.046}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to close out that task and provide the requester with the obtained data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"31530\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-11 16:02:40.000000+00:00\", \"2023-05-17 14:46:12.000000+00:00\", \"2019-10-19 17:05:46.000000+00:00\", \"2022-09-08 17:49:50.000000+00:00\", \"2022-03-17 18:47:56.000000+00:00\", \"2020-01-04 00:49:12.000000+00:00\"], \"session_ids\": [\"87429ba0-af81-45bd-8cdd-8f7f630b9998\", \"60bafa28-f988-4796-8e51-5bb11ee047f5\", \"cd731542-436e-4254-a110-0e627fbbe6a9\", \"19fffb8c-9d30-4579-bd1b-d1c60261ae0f\", \"5b81ee3c-070c-4376-8595-efd567b4c5f6\", \"c6f9e894-4ec8-4f4d-966e-b8de772fdafb\"], \"total_duration\": 50.0, \"total_sessions\": 6, \"mean_week_duration\": 0.267}}, {\"54711\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-10-30 01:54:15.000000+00:00\", \"2019-12-01 17:32:39.000000+00:00\"], \"session_ids\": [\"c50d5839-2166-4e4d-a6ed-854ba92808a1\", \"e48fefa7-5d4f-4558-800a-a915d8f377f1\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.354}}, {\"9204\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-03-16 05:33:36.000000+00:00\", \"2022-05-31 22:58:16.000000+00:00\", \"2023-02-27 11:08:37.000000+00:00\", \"2022-12-03 11:54:39.000000+00:00\"], \"session_ids\": [\"03f858cb-94c9-42cc-92bf-98e8088ed1c7\", \"7265b1bb-b2d1-44d9-9d87-92c159c76371\", \"862d2193-a604-4764-9117-5037af0c6838\", \"588ef43e-ceee-4727-a5a4-1952da7092da\"], \"total_duration\": 208.0, \"total_sessions\": 4, \"mean_week_duration\": 1.351}}, {\"90574\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-28 23:46:55.000000+00:00\", \"2021-04-14 15:48:27.000000+00:00\", \"2019-07-20 06:03:50.000000+00:00\", \"2019-12-23 17:57:58.000000+00:00\", \"2022-11-19 07:07:06.000000+00:00\"], \"session_ids\": [\"f2881d32-ac95-490d-986e-1753d1226adc\", \"3fd5a11b-cb05-4d8b-baaf-6ba38bde4904\", \"06fdf634-040c-4fd6-9c99-341b173d0d44\", \"4b275d50-23fe-46eb-8b68-debb148f7ea4\", \"f489db12-0c65-438c-81cc-16e1d892f1eb\"], \"total_duration\": 322.0, \"total_sessions\": 5, \"mean_week_duration\": 1.851}}, {\"37739\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-28 13:51:42.000000+00:00\", \"2020-03-08 11:00:25.000000+00:00\", \"2023-01-10 21:01:14.000000+00:00\"], \"session_ids\": [\"a2e6ecae-3552-4887-8af9-0d941a3bb8dd\", \"3c5ac861-511e-4a9c-8e20-ed4e6e18d160\", \"a7e1f4d9-e076-4eb6-9404-856d934ceb57\"], \"total_duration\": 281.0, \"total_sessions\": 3, \"mean_week_duration\": 1.886}}, {\"42934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-02-28 01:48:54.000000+00:00\", \"2023-06-29 14:08:07.000000+00:00\", \"2019-03-06 07:17:51.000000+00:00\"], \"session_ids\": [\"c00b5c7b-92c0-4c3d-ac12-b29c76839fa1\", \"6c7174c3-e29e-42e9-8026-d47aff280e6c\", \"6f4fcbfd-9c00-4354-998c-7f1ff9a87c28\"], \"total_duration\": 874.0, \"total_sessions\": 3, \"mean_week_duration\": 3.867}}, {\"61553\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-08-08 07:13:20.000000+00:00\", \"2021-09-01 06:30:15.000000+00:00\", \"2019-02-12 11:12:26.000000+00:00\"], \"session_ids\": [\"8b178682-82d3-458b-9566-d4118b451951\", \"59001fbb-10be-49f7-8cc2-11b99e5cb0a0\", \"ecf1ed38-944a-4a8a-81a5-32de399d02d1\"], \"total_duration\": 555.0, \"total_sessions\": 3, \"mean_week_duration\": 4.173}}, {\"17809\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-18 03:30:57.000000+00:00\", \"2022-10-17 03:13:19.000000+00:00\"], \"session_ids\": [\"d0cb464d-f490-4c6f-bacb-f90c77c915dd\", \"c7980aea-caa5-4b08-b49c-9ab237344cb8\"], \"total_duration\": 424.0, \"total_sessions\": 2, \"mean_week_duration\": 6.523}}, {\"20463\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-29 23:24:22.000000+00:00\", \"2021-04-28 11:47:51.000000+00:00\", \"2021-09-15 22:30:37.000000+00:00\", \"2022-07-08 17:27:06.000000+00:00\"], \"session_ids\": [\"a0a7326d-42c9-44bf-8868-9381128787b7\", \"50635a65-3275-49b3-86d8-b56f6c62f16b\", \"c815e089-a3ee-4c06-bf33-5ef919c4d930\", \"aa7db572-f91f-4bc7-b44e-43ef6e2746c4\"], \"total_duration\": 1523.0, \"total_sessions\": 4, \"mean_week_duration\": 22.731}}, {\"70835\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-05-21 16:11:52.000000+00:00\", \"2022-05-08 11:21:00.000000+00:00\", \"2022-03-08 11:45:12.000000+00:00\", \"2021-02-16 16:03:08.000000+00:00\", \"2019-06-28 22:12:01.000000+00:00\", \"2021-01-31 14:10:49.000000+00:00\", \"2019-01-01 10:51:18.000000+00:00\"], \"session_ids\": [\"94d8dcbd-ac4c-4985-bd82-21bb6cf398a8\", \"83ad139e-59c6-4995-8716-1611c79ad605\", \"36c26d36-d7a0-4c08-a395-bbfd608932b3\", \"b5c3654a-b983-4f34-b895-93e72c58a5be\", \"248b9f54-6f84-4cdd-b1f4-508c29fe0eed\", \"b8bf87b7-244e-40eb-990f-e827e0de0c2a\", \"14457a97-77c9-4f61-a5b5-28df69aadad7\"], \"total_duration\": 7183.0, \"total_sessions\": 7, \"mean_week_duration\": 41.046}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the 7 users who aren't inhabitants of cities Tokyo, Lima, Helsinki , moreover perform sorting by city title in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"10985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-03-03 18:45:01.000000+00:00\", \"2022-05-21 01:38:10.000000+00:00\"], \"session_ids\": [\"1b368b39-353c-4c8e-b119-0776b15e41cb\", \"4ca231c4-5d21-43fa-ae19-0703c85ac059\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 0.888}, \"29490\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-10 06:26:02.000000+00:00\", \"2021-04-02 09:54:46.000000+00:00\"], \"session_ids\": [\"b07b7ef4-2f87-45ee-b768-b81ee94a81e7\", \"d97441dc-9b92-4ece-b367-ab95ff2304a6\"], \"total_duration\": 326.0, \"total_sessions\": 2, \"mean_week_duration\": 4.179}, \"20667\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-02-27 22:53:42.000000+00:00\", \"2021-06-22 21:40:58.000000+00:00\", \"2019-01-05 18:41:54.000000+00:00\", \"2021-01-01 00:14:31.000000+00:00\"], \"session_ids\": [\"e224f3bb-5556-48de-9e56-75750df492a0\", \"e2bdcd7d-8bab-4b4a-93f6-d70bf0b55d98\", \"b29afebd-2ea7-4708-8985-9f301d795a67\", \"8682aaed-8d0e-4771-aa3b-d89ead7907e7\"], \"total_duration\": 213.0, \"total_sessions\": 4, \"mean_week_duration\": 1.651}, \"39987\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-08-02 09:33:55.000000+00:00\", \"2022-08-16 22:41:59.000000+00:00\"], \"session_ids\": [\"823bf2e8-2e6c-44ca-804b-9133a892e199\", \"f11f316b-c8ec-4796-b351-c53aa50bf91c\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 6.545}, \"17184\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-07-25 07:44:07.000000+00:00\", \"2023-05-08 03:12:29.000000+00:00\", \"2021-07-09 21:48:10.000000+00:00\"], \"session_ids\": [\"8a3e6fb5-c524-4594-9704-b1814add304c\", \"ca59650e-c142-4372-9d03-2f3cccad70cb\", \"ff36fc99-4b1c-4912-97fa-0db8e6928b35\"], \"total_duration\": 1008.0, \"total_sessions\": 3, \"mean_week_duration\": 6.904}, \"85324\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-09 00:37:27.000000+00:00\", \"2022-05-11 03:24:02.000000+00:00\", \"2020-12-12 01:06:35.000000+00:00\", \"2021-02-23 23:19:23.000000+00:00\", \"2023-04-26 08:26:23.000000+00:00\"], \"session_ids\": [\"d2e6c0f6-9d73-4b82-bb2c-26a2d4d66cb3\", \"cf01c7e6-1e82-42b8-8c71-d3284e7717b8\", \"e2ae7797-0029-4cf9-8a28-e6202a1ec895\", \"f4483674-6d1c-4e83-ba36-858d841378b0\", \"f72590c9-71ea-40b8-97f5-f3d7bfff2763\"], \"total_duration\": 1200.0, \"total_sessions\": 5, \"mean_week_duration\": 6.316}, \"99646\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-07 04:42:53.000000+00:00\", \"2021-03-18 18:11:55.000000+00:00\"], \"session_ids\": [\"fb7203f3-b4f6-4450-8338-1162926581ff\", \"ff339823-f950-44ac-807d-0e88addb8330\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 12.067}, \"25340\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-06 12:02:40.000000+00:00\", \"2019-05-26 06:21:49.000000+00:00\", \"2019-10-05 23:51:52.000000+00:00\", \"2023-04-26 17:15:46.000000+00:00\", \"2021-12-23 07:58:33.000000+00:00\"], \"session_ids\": [\"b1642094-42e5-4690-b79d-686f34d13907\", \"c5fccdce-a501-4e04-9b63-addf397449ee\", \"a547cef1-c54c-48b8-b7d1-70d2f4e628ce\", \"ab638413-9ee2-440c-9e56-7c826d4d4b9e\", \"b9046564-a0e5-4144-9140-85d839a003ac\"], \"total_duration\": 71.0, \"total_sessions\": 5, \"mean_week_duration\": 0.346}, \"5375\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-26 21:40:41.000000+00:00\", \"2022-10-20 13:02:05.000000+00:00\", \"2022-07-22 02:02:03.000000+00:00\", \"2021-07-17 10:04:01.000000+00:00\"], \"session_ids\": [\"d8072a94-3216-411e-9453-5813be8fe1f8\", \"b1993a1f-a626-4600-acbb-0a7937a01ac0\", \"6ebc5b49-f642-4bdf-9f63-8219b0f9844c\", \"eeb57f34-2d09-433a-903e-0ba91dc9e9ce\"], \"total_duration\": 103.0, \"total_sessions\": 4, \"mean_week_duration\": 1.108}, \"28904\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-08 03:21:43.000000+00:00\", \"2022-08-18 03:27:19.000000+00:00\"], \"session_ids\": [\"173c2b92-ffbc-4734-9dd5-54fd0f735835\", \"34f112d7-5915-4c75-85c7-2b2f76a963a0\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 1.007}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Tokyo, Lima, Helsinki" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Tokyo\", \"Lima\", \"Helsinki\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"10985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-03-03 18:45:01.000000+00:00\", \"2022-05-21 01:38:10.000000+00:00\"], \"session_ids\": [\"1b368b39-353c-4c8e-b119-0776b15e41cb\", \"4ca231c4-5d21-43fa-ae19-0703c85ac059\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 0.888}, \"29490\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-10 06:26:02.000000+00:00\", \"2021-04-02 09:54:46.000000+00:00\"], \"session_ids\": [\"b07b7ef4-2f87-45ee-b768-b81ee94a81e7\", \"d97441dc-9b92-4ece-b367-ab95ff2304a6\"], \"total_duration\": 326.0, \"total_sessions\": 2, \"mean_week_duration\": 4.179}, \"20667\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-02-27 22:53:42.000000+00:00\", \"2021-06-22 21:40:58.000000+00:00\", \"2019-01-05 18:41:54.000000+00:00\", \"2021-01-01 00:14:31.000000+00:00\"], \"session_ids\": [\"e224f3bb-5556-48de-9e56-75750df492a0\", \"e2bdcd7d-8bab-4b4a-93f6-d70bf0b55d98\", \"b29afebd-2ea7-4708-8985-9f301d795a67\", \"8682aaed-8d0e-4771-aa3b-d89ead7907e7\"], \"total_duration\": 213.0, \"total_sessions\": 4, \"mean_week_duration\": 1.651}, \"39987\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-08-02 09:33:55.000000+00:00\", \"2022-08-16 22:41:59.000000+00:00\"], \"session_ids\": [\"823bf2e8-2e6c-44ca-804b-9133a892e199\", \"f11f316b-c8ec-4796-b351-c53aa50bf91c\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 6.545}, \"17184\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-07-25 07:44:07.000000+00:00\", \"2023-05-08 03:12:29.000000+00:00\", \"2021-07-09 21:48:10.000000+00:00\"], \"session_ids\": [\"8a3e6fb5-c524-4594-9704-b1814add304c\", \"ca59650e-c142-4372-9d03-2f3cccad70cb\", \"ff36fc99-4b1c-4912-97fa-0db8e6928b35\"], \"total_duration\": 1008.0, \"total_sessions\": 3, \"mean_week_duration\": 6.904}, \"85324\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-09 00:37:27.000000+00:00\", \"2022-05-11 03:24:02.000000+00:00\", \"2020-12-12 01:06:35.000000+00:00\", \"2021-02-23 23:19:23.000000+00:00\", \"2023-04-26 08:26:23.000000+00:00\"], \"session_ids\": [\"d2e6c0f6-9d73-4b82-bb2c-26a2d4d66cb3\", \"cf01c7e6-1e82-42b8-8c71-d3284e7717b8\", \"e2ae7797-0029-4cf9-8a28-e6202a1ec895\", \"f4483674-6d1c-4e83-ba36-858d841378b0\", \"f72590c9-71ea-40b8-97f5-f3d7bfff2763\"], \"total_duration\": 1200.0, \"total_sessions\": 5, \"mean_week_duration\": 6.316}, \"99646\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-07 04:42:53.000000+00:00\", \"2021-03-18 18:11:55.000000+00:00\"], \"session_ids\": [\"fb7203f3-b4f6-4450-8338-1162926581ff\", \"ff339823-f950-44ac-807d-0e88addb8330\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 12.067}, \"25340\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-06 12:02:40.000000+00:00\", \"2019-05-26 06:21:49.000000+00:00\", \"2019-10-05 23:51:52.000000+00:00\", \"2023-04-26 17:15:46.000000+00:00\", \"2021-12-23 07:58:33.000000+00:00\"], \"session_ids\": [\"b1642094-42e5-4690-b79d-686f34d13907\", \"c5fccdce-a501-4e04-9b63-addf397449ee\", \"a547cef1-c54c-48b8-b7d1-70d2f4e628ce\", \"ab638413-9ee2-440c-9e56-7c826d4d4b9e\", \"b9046564-a0e5-4144-9140-85d839a003ac\"], \"total_duration\": 71.0, \"total_sessions\": 5, \"mean_week_duration\": 0.346}, \"5375\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-26 21:40:41.000000+00:00\", \"2022-10-20 13:02:05.000000+00:00\", \"2022-07-22 02:02:03.000000+00:00\", \"2021-07-17 10:04:01.000000+00:00\"], \"session_ids\": [\"d8072a94-3216-411e-9453-5813be8fe1f8\", \"b1993a1f-a626-4600-acbb-0a7937a01ac0\", \"6ebc5b49-f642-4bdf-9f63-8219b0f9844c\", \"eeb57f34-2d09-433a-903e-0ba91dc9e9ce\"], \"total_duration\": 103.0, \"total_sessions\": 4, \"mean_week_duration\": 1.108}, \"28904\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-08 03:21:43.000000+00:00\", \"2022-08-18 03:27:19.000000+00:00\"], \"session_ids\": [\"173c2b92-ffbc-4734-9dd5-54fd0f735835\", \"34f112d7-5915-4c75-85c7-2b2f76a963a0\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 1.007}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"29490\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-10 06:26:02.000000+00:00\", \"2021-04-02 09:54:46.000000+00:00\"], \"session_ids\": [\"b07b7ef4-2f87-45ee-b768-b81ee94a81e7\", \"d97441dc-9b92-4ece-b367-ab95ff2304a6\"], \"total_duration\": 326.0, \"total_sessions\": 2, \"mean_week_duration\": 4.179}}, {\"17184\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-07-25 07:44:07.000000+00:00\", \"2023-05-08 03:12:29.000000+00:00\", \"2021-07-09 21:48:10.000000+00:00\"], \"session_ids\": [\"8a3e6fb5-c524-4594-9704-b1814add304c\", \"ca59650e-c142-4372-9d03-2f3cccad70cb\", \"ff36fc99-4b1c-4912-97fa-0db8e6928b35\"], \"total_duration\": 1008.0, \"total_sessions\": 3, \"mean_week_duration\": 6.904}}, {\"28904\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-08 03:21:43.000000+00:00\", \"2022-08-18 03:27:19.000000+00:00\"], \"session_ids\": [\"173c2b92-ffbc-4734-9dd5-54fd0f735835\", \"34f112d7-5915-4c75-85c7-2b2f76a963a0\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 1.007}}, {\"10985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-03-03 18:45:01.000000+00:00\", \"2022-05-21 01:38:10.000000+00:00\"], \"session_ids\": [\"1b368b39-353c-4c8e-b119-0776b15e41cb\", \"4ca231c4-5d21-43fa-ae19-0703c85ac059\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 0.888}}, {\"85324\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-09 00:37:27.000000+00:00\", \"2022-05-11 03:24:02.000000+00:00\", \"2020-12-12 01:06:35.000000+00:00\", \"2021-02-23 23:19:23.000000+00:00\", \"2023-04-26 08:26:23.000000+00:00\"], \"session_ids\": [\"d2e6c0f6-9d73-4b82-bb2c-26a2d4d66cb3\", \"cf01c7e6-1e82-42b8-8c71-d3284e7717b8\", \"e2ae7797-0029-4cf9-8a28-e6202a1ec895\", \"f4483674-6d1c-4e83-ba36-858d841378b0\", \"f72590c9-71ea-40b8-97f5-f3d7bfff2763\"], \"total_duration\": 1200.0, \"total_sessions\": 5, \"mean_week_duration\": 6.316}}, {\"5375\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-26 21:40:41.000000+00:00\", \"2022-10-20 13:02:05.000000+00:00\", \"2022-07-22 02:02:03.000000+00:00\", \"2021-07-17 10:04:01.000000+00:00\"], \"session_ids\": [\"d8072a94-3216-411e-9453-5813be8fe1f8\", \"b1993a1f-a626-4600-acbb-0a7937a01ac0\", \"6ebc5b49-f642-4bdf-9f63-8219b0f9844c\", \"eeb57f34-2d09-433a-903e-0ba91dc9e9ce\"], \"total_duration\": 103.0, \"total_sessions\": 4, \"mean_week_duration\": 1.108}}, {\"39987\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-08-02 09:33:55.000000+00:00\", \"2022-08-16 22:41:59.000000+00:00\"], \"session_ids\": [\"823bf2e8-2e6c-44ca-804b-9133a892e199\", \"f11f316b-c8ec-4796-b351-c53aa50bf91c\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 6.545}}, {\"99646\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-07 04:42:53.000000+00:00\", \"2021-03-18 18:11:55.000000+00:00\"], \"session_ids\": [\"fb7203f3-b4f6-4450-8338-1162926581ff\", \"ff339823-f950-44ac-807d-0e88addb8330\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 12.067}}, {\"20667\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-02-27 22:53:42.000000+00:00\", \"2021-06-22 21:40:58.000000+00:00\", \"2019-01-05 18:41:54.000000+00:00\", \"2021-01-01 00:14:31.000000+00:00\"], \"session_ids\": [\"e224f3bb-5556-48de-9e56-75750df492a0\", \"e2bdcd7d-8bab-4b4a-93f6-d70bf0b55d98\", \"b29afebd-2ea7-4708-8985-9f301d795a67\", \"8682aaed-8d0e-4771-aa3b-d89ead7907e7\"], \"total_duration\": 213.0, \"total_sessions\": 4, \"mean_week_duration\": 1.651}}, {\"25340\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-06 12:02:40.000000+00:00\", \"2019-05-26 06:21:49.000000+00:00\", \"2019-10-05 23:51:52.000000+00:00\", \"2023-04-26 17:15:46.000000+00:00\", \"2021-12-23 07:58:33.000000+00:00\"], \"session_ids\": [\"b1642094-42e5-4690-b79d-686f34d13907\", \"c5fccdce-a501-4e04-9b63-addf397449ee\", \"a547cef1-c54c-48b8-b7d1-70d2f4e628ce\", \"ab638413-9ee2-440c-9e56-7c826d4d4b9e\", \"b9046564-a0e5-4144-9140-85d839a003ac\"], \"total_duration\": 71.0, \"total_sessions\": 5, \"mean_week_duration\": 0.346}}]\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[{\"29490\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-10 06:26:02.000000+00:00\", \"2021-04-02 09:54:46.000000+00:00\"], \"session_ids\": [\"b07b7ef4-2f87-45ee-b768-b81ee94a81e7\", \"d97441dc-9b92-4ece-b367-ab95ff2304a6\"], \"total_duration\": 326.0, \"total_sessions\": 2, \"mean_week_duration\": 4.179}}, {\"17184\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-07-25 07:44:07.000000+00:00\", \"2023-05-08 03:12:29.000000+00:00\", \"2021-07-09 21:48:10.000000+00:00\"], \"session_ids\": [\"8a3e6fb5-c524-4594-9704-b1814add304c\", \"ca59650e-c142-4372-9d03-2f3cccad70cb\", \"ff36fc99-4b1c-4912-97fa-0db8e6928b35\"], \"total_duration\": 1008.0, \"total_sessions\": 3, \"mean_week_duration\": 6.904}}, {\"28904\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-08 03:21:43.000000+00:00\", \"2022-08-18 03:27:19.000000+00:00\"], \"session_ids\": [\"173c2b92-ffbc-4734-9dd5-54fd0f735835\", \"34f112d7-5915-4c75-85c7-2b2f76a963a0\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 1.007}}, {\"10985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-03-03 18:45:01.000000+00:00\", \"2022-05-21 01:38:10.000000+00:00\"], \"session_ids\": [\"1b368b39-353c-4c8e-b119-0776b15e41cb\", \"4ca231c4-5d21-43fa-ae19-0703c85ac059\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 0.888}}, {\"85324\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-09 00:37:27.000000+00:00\", \"2022-05-11 03:24:02.000000+00:00\", \"2020-12-12 01:06:35.000000+00:00\", \"2021-02-23 23:19:23.000000+00:00\", \"2023-04-26 08:26:23.000000+00:00\"], \"session_ids\": [\"d2e6c0f6-9d73-4b82-bb2c-26a2d4d66cb3\", \"cf01c7e6-1e82-42b8-8c71-d3284e7717b8\", \"e2ae7797-0029-4cf9-8a28-e6202a1ec895\", \"f4483674-6d1c-4e83-ba36-858d841378b0\", \"f72590c9-71ea-40b8-97f5-f3d7bfff2763\"], \"total_duration\": 1200.0, \"total_sessions\": 5, \"mean_week_duration\": 6.316}}, {\"5375\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-26 21:40:41.000000+00:00\", \"2022-10-20 13:02:05.000000+00:00\", \"2022-07-22 02:02:03.000000+00:00\", \"2021-07-17 10:04:01.000000+00:00\"], \"session_ids\": [\"d8072a94-3216-411e-9453-5813be8fe1f8\", \"b1993a1f-a626-4600-acbb-0a7937a01ac0\", \"6ebc5b49-f642-4bdf-9f63-8219b0f9844c\", \"eeb57f34-2d09-433a-903e-0ba91dc9e9ce\"], \"total_duration\": 103.0, \"total_sessions\": 4, \"mean_week_duration\": 1.108}}, {\"39987\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-08-02 09:33:55.000000+00:00\", \"2022-08-16 22:41:59.000000+00:00\"], \"session_ids\": [\"823bf2e8-2e6c-44ca-804b-9133a892e199\", \"f11f316b-c8ec-4796-b351-c53aa50bf91c\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 6.545}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"29490\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-10 06:26:02.000000+00:00\", \"2021-04-02 09:54:46.000000+00:00\"], \"session_ids\": [\"b07b7ef4-2f87-45ee-b768-b81ee94a81e7\", \"d97441dc-9b92-4ece-b367-ab95ff2304a6\"], \"total_duration\": 326.0, \"total_sessions\": 2, \"mean_week_duration\": 4.179}}, {\"17184\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-07-25 07:44:07.000000+00:00\", \"2023-05-08 03:12:29.000000+00:00\", \"2021-07-09 21:48:10.000000+00:00\"], \"session_ids\": [\"8a3e6fb5-c524-4594-9704-b1814add304c\", \"ca59650e-c142-4372-9d03-2f3cccad70cb\", \"ff36fc99-4b1c-4912-97fa-0db8e6928b35\"], \"total_duration\": 1008.0, \"total_sessions\": 3, \"mean_week_duration\": 6.904}}, {\"28904\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-08 03:21:43.000000+00:00\", \"2022-08-18 03:27:19.000000+00:00\"], \"session_ids\": [\"173c2b92-ffbc-4734-9dd5-54fd0f735835\", \"34f112d7-5915-4c75-85c7-2b2f76a963a0\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 1.007}}, {\"10985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-03-03 18:45:01.000000+00:00\", \"2022-05-21 01:38:10.000000+00:00\"], \"session_ids\": [\"1b368b39-353c-4c8e-b119-0776b15e41cb\", \"4ca231c4-5d21-43fa-ae19-0703c85ac059\"], \"total_duration\": 103.0, \"total_sessions\": 2, \"mean_week_duration\": 0.888}}, {\"85324\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-09 00:37:27.000000+00:00\", \"2022-05-11 03:24:02.000000+00:00\", \"2020-12-12 01:06:35.000000+00:00\", \"2021-02-23 23:19:23.000000+00:00\", \"2023-04-26 08:26:23.000000+00:00\"], \"session_ids\": [\"d2e6c0f6-9d73-4b82-bb2c-26a2d4d66cb3\", \"cf01c7e6-1e82-42b8-8c71-d3284e7717b8\", \"e2ae7797-0029-4cf9-8a28-e6202a1ec895\", \"f4483674-6d1c-4e83-ba36-858d841378b0\", \"f72590c9-71ea-40b8-97f5-f3d7bfff2763\"], \"total_duration\": 1200.0, \"total_sessions\": 5, \"mean_week_duration\": 6.316}}, {\"5375\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-26 21:40:41.000000+00:00\", \"2022-10-20 13:02:05.000000+00:00\", \"2022-07-22 02:02:03.000000+00:00\", \"2021-07-17 10:04:01.000000+00:00\"], \"session_ids\": [\"d8072a94-3216-411e-9453-5813be8fe1f8\", \"b1993a1f-a626-4600-acbb-0a7937a01ac0\", \"6ebc5b49-f642-4bdf-9f63-8219b0f9844c\", \"eeb57f34-2d09-433a-903e-0ba91dc9e9ce\"], \"total_duration\": 103.0, \"total_sessions\": 4, \"mean_week_duration\": 1.108}}, {\"39987\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Paris\", \"datetimes\": [\"2021-08-02 09:33:55.000000+00:00\", \"2022-08-16 22:41:59.000000+00:00\"], \"session_ids\": [\"823bf2e8-2e6c-44ca-804b-9133a892e199\", \"f11f316b-c8ec-4796-b351-c53aa50bf91c\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 6.545}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into 3 users whose cities are not Santiago, Jakarta, Lima, Quito, Rio de Janeiro plus execute sorting by overall duration of sessions per week in desc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"50124\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-09 13:16:15.000000+00:00\", \"2021-02-23 07:21:32.000000+00:00\", \"2022-11-30 20:52:51.000000+00:00\"], \"session_ids\": [\"06f8c7a5-d8a7-4e9a-a64b-b070ba7569d0\", \"180d2810-dc25-48ec-a323-822deb9ef37b\", \"23bd8c64-649d-4306-a1dd-04133d0c7ef6\"], \"total_duration\": 698.0, \"total_sessions\": 3, \"mean_week_duration\": 7.505}, \"91525\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-14 20:37:50.000000+00:00\", \"2019-08-19 06:51:28.000000+00:00\", \"2020-10-31 05:08:22.000000+00:00\"], \"session_ids\": [\"f584ed55-71af-4677-87fb-13d52830c95d\", \"150b9288-b5da-424b-a4ee-c0d65977c6ff\", \"40a82906-64b2-4365-966f-7f6dc9f2ae07\"], \"total_duration\": 362.0, \"total_sessions\": 3, \"mean_week_duration\": 2.08}, \"33156\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-12-03 08:27:42.000000+00:00\", \"2020-07-05 14:52:49.000000+00:00\", \"2021-08-28 05:40:23.000000+00:00\"], \"session_ids\": [\"4b362ba9-bc5b-4b8a-9e97-96cacae3d7dd\", \"df49defe-e448-4509-83ba-c280d2fd2f49\", \"d07560f6-6094-42aa-bdcd-2b3b3ac39114\"], \"total_duration\": 566.0, \"total_sessions\": 3, \"mean_week_duration\": 9.433}, \"13900\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-09 16:15:20.000000+00:00\", \"2023-05-07 13:39:19.000000+00:00\"], \"session_ids\": [\"c54ca7bf-63e0-4806-8a2c-35af05d1bccd\", \"f73b3eee-c459-4296-8bd9-455995ccd85d\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 4.59}, \"82231\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-01 13:21:42.000000+00:00\", \"2021-05-03 04:47:53.000000+00:00\"], \"session_ids\": [\"2966dab0-584f-4ea5-a5f7-58a79a3523fe\", \"77af124a-bf29-453e-a1e9-005e200495da\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 3.301}, \"75966\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-03 08:36:45.000000+00:00\", \"2023-03-29 06:50:30.000000+00:00\"], \"session_ids\": [\"91318b1d-ee9c-4c99-a7f5-68de9a7aa5ca\", \"2246914c-b0f6-4312-a3a4-27b3d0df72a6\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.14}, \"54654\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-10-29 11:39:41.000000+00:00\", \"2020-01-06 18:07:19.000000+00:00\"], \"session_ids\": [\"94caaebf-0fb8-4888-b3a9-ed093a9f3d1e\", \"08b69fbd-701b-4c26-b8cb-a7f7dff317f8\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 7.3}, \"36761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-10 18:58:57.000000+00:00\", \"2022-07-12 08:36:22.000000+00:00\", \"2020-11-05 04:29:49.000000+00:00\", \"2019-02-25 23:15:33.000000+00:00\", \"2019-12-15 17:15:09.000000+00:00\", \"2022-09-16 18:07:03.000000+00:00\", \"2022-09-16 18:35:44.000000+00:00\", \"2022-01-27 15:54:48.000000+00:00\", \"2019-12-13 13:16:48.000000+00:00\", \"2019-12-30 22:19:55.000000+00:00\", \"2021-12-30 21:49:53.000000+00:00\"], \"session_ids\": [\"e2652c19-d976-43ec-baae-419672e490cb\", \"f348941e-66c9-4f12-a6cc-3073497cd23f\", \"52b368b0-f8d7-4062-bd24-0e6df0545e31\", \"e7f8957d-848d-43d8-8fad-6a27b5571b1f\", \"c921d3d6-7d99-4d0e-a039-75306c9c92d8\", \"9c692bbb-4276-43d1-940f-3feaab210470\", \"e77e67e9-0d11-47ea-a11f-8e0a72f2bd17\", \"265854c9-4419-47b1-8d88-8ec6893a0561\", \"2c57ab80-3481-4dc1-8bae-4a45e2f31af1\", \"084d47a6-d4f5-41d3-a4c0-2bba677c970e\", \"7f54574c-4481-4ad3-ab17-a937aaa08cb7\"], \"total_duration\": 15412.0, \"total_sessions\": 11, \"mean_week_duration\": 81.979}, \"65263\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-05 20:44:08.000000+00:00\", \"2021-07-21 05:05:25.000000+00:00\", \"2022-02-19 01:06:26.000000+00:00\"], \"session_ids\": [\"3ab2bf4c-ca00-4ee3-8676-bf0ac64975ac\", \"afc3f8eb-a33c-4c96-8b0d-a53ca0cb5ba1\", \"6d6ddeca-dcf2-458b-83ec-4dd95f69d5dd\"], \"total_duration\": 1031.0, \"total_sessions\": 3, \"mean_week_duration\": 8.315}, \"26380\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-01-26 19:05:54.000000+00:00\", \"2022-03-31 04:17:31.000000+00:00\", \"2022-11-12 18:03:41.000000+00:00\"], \"session_ids\": [\"a6fcf80e-38f1-4d9b-b1d9-9106f80463d9\", \"103fb7e6-519b-4626-a615-701e79689365\", \"68f7e58b-2b01-408d-b1df-ee1f0cd5d678\"], \"total_duration\": 128.0, \"total_sessions\": 3, \"mean_week_duration\": 0.877}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Santiago, Jakarta, Lima, Quito, Rio de Janeiro" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Santiago\", \"Jakarta\", \"Lima\", \"Quito\", \"Rio de Janeiro\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"50124\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-09 13:16:15.000000+00:00\", \"2021-02-23 07:21:32.000000+00:00\", \"2022-11-30 20:52:51.000000+00:00\"], \"session_ids\": [\"06f8c7a5-d8a7-4e9a-a64b-b070ba7569d0\", \"180d2810-dc25-48ec-a323-822deb9ef37b\", \"23bd8c64-649d-4306-a1dd-04133d0c7ef6\"], \"total_duration\": 698.0, \"total_sessions\": 3, \"mean_week_duration\": 7.505}, \"91525\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-14 20:37:50.000000+00:00\", \"2019-08-19 06:51:28.000000+00:00\", \"2020-10-31 05:08:22.000000+00:00\"], \"session_ids\": [\"f584ed55-71af-4677-87fb-13d52830c95d\", \"150b9288-b5da-424b-a4ee-c0d65977c6ff\", \"40a82906-64b2-4365-966f-7f6dc9f2ae07\"], \"total_duration\": 362.0, \"total_sessions\": 3, \"mean_week_duration\": 2.08}, \"33156\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-12-03 08:27:42.000000+00:00\", \"2020-07-05 14:52:49.000000+00:00\", \"2021-08-28 05:40:23.000000+00:00\"], \"session_ids\": [\"4b362ba9-bc5b-4b8a-9e97-96cacae3d7dd\", \"df49defe-e448-4509-83ba-c280d2fd2f49\", \"d07560f6-6094-42aa-bdcd-2b3b3ac39114\"], \"total_duration\": 566.0, \"total_sessions\": 3, \"mean_week_duration\": 9.433}, \"13900\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-09 16:15:20.000000+00:00\", \"2023-05-07 13:39:19.000000+00:00\"], \"session_ids\": [\"c54ca7bf-63e0-4806-8a2c-35af05d1bccd\", \"f73b3eee-c459-4296-8bd9-455995ccd85d\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 4.59}, \"82231\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-01 13:21:42.000000+00:00\", \"2021-05-03 04:47:53.000000+00:00\"], \"session_ids\": [\"2966dab0-584f-4ea5-a5f7-58a79a3523fe\", \"77af124a-bf29-453e-a1e9-005e200495da\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 3.301}, \"75966\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-03 08:36:45.000000+00:00\", \"2023-03-29 06:50:30.000000+00:00\"], \"session_ids\": [\"91318b1d-ee9c-4c99-a7f5-68de9a7aa5ca\", \"2246914c-b0f6-4312-a3a4-27b3d0df72a6\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.14}, \"54654\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-10-29 11:39:41.000000+00:00\", \"2020-01-06 18:07:19.000000+00:00\"], \"session_ids\": [\"94caaebf-0fb8-4888-b3a9-ed093a9f3d1e\", \"08b69fbd-701b-4c26-b8cb-a7f7dff317f8\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 7.3}, \"36761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-10 18:58:57.000000+00:00\", \"2022-07-12 08:36:22.000000+00:00\", \"2020-11-05 04:29:49.000000+00:00\", \"2019-02-25 23:15:33.000000+00:00\", \"2019-12-15 17:15:09.000000+00:00\", \"2022-09-16 18:07:03.000000+00:00\", \"2022-09-16 18:35:44.000000+00:00\", \"2022-01-27 15:54:48.000000+00:00\", \"2019-12-13 13:16:48.000000+00:00\", \"2019-12-30 22:19:55.000000+00:00\", \"2021-12-30 21:49:53.000000+00:00\"], \"session_ids\": [\"e2652c19-d976-43ec-baae-419672e490cb\", \"f348941e-66c9-4f12-a6cc-3073497cd23f\", \"52b368b0-f8d7-4062-bd24-0e6df0545e31\", \"e7f8957d-848d-43d8-8fad-6a27b5571b1f\", \"c921d3d6-7d99-4d0e-a039-75306c9c92d8\", \"9c692bbb-4276-43d1-940f-3feaab210470\", \"e77e67e9-0d11-47ea-a11f-8e0a72f2bd17\", \"265854c9-4419-47b1-8d88-8ec6893a0561\", \"2c57ab80-3481-4dc1-8bae-4a45e2f31af1\", \"084d47a6-d4f5-41d3-a4c0-2bba677c970e\", \"7f54574c-4481-4ad3-ab17-a937aaa08cb7\"], \"total_duration\": 15412.0, \"total_sessions\": 11, \"mean_week_duration\": 81.979}, \"65263\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-05 20:44:08.000000+00:00\", \"2021-07-21 05:05:25.000000+00:00\", \"2022-02-19 01:06:26.000000+00:00\"], \"session_ids\": [\"3ab2bf4c-ca00-4ee3-8676-bf0ac64975ac\", \"afc3f8eb-a33c-4c96-8b0d-a53ca0cb5ba1\", \"6d6ddeca-dcf2-458b-83ec-4dd95f69d5dd\"], \"total_duration\": 1031.0, \"total_sessions\": 3, \"mean_week_duration\": 8.315}, \"26380\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-01-26 19:05:54.000000+00:00\", \"2022-03-31 04:17:31.000000+00:00\", \"2022-11-12 18:03:41.000000+00:00\"], \"session_ids\": [\"a6fcf80e-38f1-4d9b-b1d9-9106f80463d9\", \"103fb7e6-519b-4626-a615-701e79689365\", \"68f7e58b-2b01-408d-b1df-ee1f0cd5d678\"], \"total_duration\": 128.0, \"total_sessions\": 3, \"mean_week_duration\": 0.877}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"36761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-10 18:58:57.000000+00:00\", \"2022-07-12 08:36:22.000000+00:00\", \"2020-11-05 04:29:49.000000+00:00\", \"2019-02-25 23:15:33.000000+00:00\", \"2019-12-15 17:15:09.000000+00:00\", \"2022-09-16 18:07:03.000000+00:00\", \"2022-09-16 18:35:44.000000+00:00\", \"2022-01-27 15:54:48.000000+00:00\", \"2019-12-13 13:16:48.000000+00:00\", \"2019-12-30 22:19:55.000000+00:00\", \"2021-12-30 21:49:53.000000+00:00\"], \"session_ids\": [\"e2652c19-d976-43ec-baae-419672e490cb\", \"f348941e-66c9-4f12-a6cc-3073497cd23f\", \"52b368b0-f8d7-4062-bd24-0e6df0545e31\", \"e7f8957d-848d-43d8-8fad-6a27b5571b1f\", \"c921d3d6-7d99-4d0e-a039-75306c9c92d8\", \"9c692bbb-4276-43d1-940f-3feaab210470\", \"e77e67e9-0d11-47ea-a11f-8e0a72f2bd17\", \"265854c9-4419-47b1-8d88-8ec6893a0561\", \"2c57ab80-3481-4dc1-8bae-4a45e2f31af1\", \"084d47a6-d4f5-41d3-a4c0-2bba677c970e\", \"7f54574c-4481-4ad3-ab17-a937aaa08cb7\"], \"total_duration\": 15412.0, \"total_sessions\": 11, \"mean_week_duration\": 81.979}}, {\"33156\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-12-03 08:27:42.000000+00:00\", \"2020-07-05 14:52:49.000000+00:00\", \"2021-08-28 05:40:23.000000+00:00\"], \"session_ids\": [\"4b362ba9-bc5b-4b8a-9e97-96cacae3d7dd\", \"df49defe-e448-4509-83ba-c280d2fd2f49\", \"d07560f6-6094-42aa-bdcd-2b3b3ac39114\"], \"total_duration\": 566.0, \"total_sessions\": 3, \"mean_week_duration\": 9.433}}, {\"65263\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-05 20:44:08.000000+00:00\", \"2021-07-21 05:05:25.000000+00:00\", \"2022-02-19 01:06:26.000000+00:00\"], \"session_ids\": [\"3ab2bf4c-ca00-4ee3-8676-bf0ac64975ac\", \"afc3f8eb-a33c-4c96-8b0d-a53ca0cb5ba1\", \"6d6ddeca-dcf2-458b-83ec-4dd95f69d5dd\"], \"total_duration\": 1031.0, \"total_sessions\": 3, \"mean_week_duration\": 8.315}}, {\"50124\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-09 13:16:15.000000+00:00\", \"2021-02-23 07:21:32.000000+00:00\", \"2022-11-30 20:52:51.000000+00:00\"], \"session_ids\": [\"06f8c7a5-d8a7-4e9a-a64b-b070ba7569d0\", \"180d2810-dc25-48ec-a323-822deb9ef37b\", \"23bd8c64-649d-4306-a1dd-04133d0c7ef6\"], \"total_duration\": 698.0, \"total_sessions\": 3, \"mean_week_duration\": 7.505}}, {\"54654\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-10-29 11:39:41.000000+00:00\", \"2020-01-06 18:07:19.000000+00:00\"], \"session_ids\": [\"94caaebf-0fb8-4888-b3a9-ed093a9f3d1e\", \"08b69fbd-701b-4c26-b8cb-a7f7dff317f8\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 7.3}}, {\"13900\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-09 16:15:20.000000+00:00\", \"2023-05-07 13:39:19.000000+00:00\"], \"session_ids\": [\"c54ca7bf-63e0-4806-8a2c-35af05d1bccd\", \"f73b3eee-c459-4296-8bd9-455995ccd85d\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 4.59}}, {\"82231\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-01 13:21:42.000000+00:00\", \"2021-05-03 04:47:53.000000+00:00\"], \"session_ids\": [\"2966dab0-584f-4ea5-a5f7-58a79a3523fe\", \"77af124a-bf29-453e-a1e9-005e200495da\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 3.301}}, {\"91525\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-14 20:37:50.000000+00:00\", \"2019-08-19 06:51:28.000000+00:00\", \"2020-10-31 05:08:22.000000+00:00\"], \"session_ids\": [\"f584ed55-71af-4677-87fb-13d52830c95d\", \"150b9288-b5da-424b-a4ee-c0d65977c6ff\", \"40a82906-64b2-4365-966f-7f6dc9f2ae07\"], \"total_duration\": 362.0, \"total_sessions\": 3, \"mean_week_duration\": 2.08}}, {\"26380\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-01-26 19:05:54.000000+00:00\", \"2022-03-31 04:17:31.000000+00:00\", \"2022-11-12 18:03:41.000000+00:00\"], \"session_ids\": [\"a6fcf80e-38f1-4d9b-b1d9-9106f80463d9\", \"103fb7e6-519b-4626-a615-701e79689365\", \"68f7e58b-2b01-408d-b1df-ee1f0cd5d678\"], \"total_duration\": 128.0, \"total_sessions\": 3, \"mean_week_duration\": 0.877}}, {\"75966\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-03 08:36:45.000000+00:00\", \"2023-03-29 06:50:30.000000+00:00\"], \"session_ids\": [\"91318b1d-ee9c-4c99-a7f5-68de9a7aa5ca\", \"2246914c-b0f6-4312-a3a4-27b3d0df72a6\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.14}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"36761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-10 18:58:57.000000+00:00\", \"2022-07-12 08:36:22.000000+00:00\", \"2020-11-05 04:29:49.000000+00:00\", \"2019-02-25 23:15:33.000000+00:00\", \"2019-12-15 17:15:09.000000+00:00\", \"2022-09-16 18:07:03.000000+00:00\", \"2022-09-16 18:35:44.000000+00:00\", \"2022-01-27 15:54:48.000000+00:00\", \"2019-12-13 13:16:48.000000+00:00\", \"2019-12-30 22:19:55.000000+00:00\", \"2021-12-30 21:49:53.000000+00:00\"], \"session_ids\": [\"e2652c19-d976-43ec-baae-419672e490cb\", \"f348941e-66c9-4f12-a6cc-3073497cd23f\", \"52b368b0-f8d7-4062-bd24-0e6df0545e31\", \"e7f8957d-848d-43d8-8fad-6a27b5571b1f\", \"c921d3d6-7d99-4d0e-a039-75306c9c92d8\", \"9c692bbb-4276-43d1-940f-3feaab210470\", \"e77e67e9-0d11-47ea-a11f-8e0a72f2bd17\", \"265854c9-4419-47b1-8d88-8ec6893a0561\", \"2c57ab80-3481-4dc1-8bae-4a45e2f31af1\", \"084d47a6-d4f5-41d3-a4c0-2bba677c970e\", \"7f54574c-4481-4ad3-ab17-a937aaa08cb7\"], \"total_duration\": 15412.0, \"total_sessions\": 11, \"mean_week_duration\": 81.979}}, {\"33156\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-12-03 08:27:42.000000+00:00\", \"2020-07-05 14:52:49.000000+00:00\", \"2021-08-28 05:40:23.000000+00:00\"], \"session_ids\": [\"4b362ba9-bc5b-4b8a-9e97-96cacae3d7dd\", \"df49defe-e448-4509-83ba-c280d2fd2f49\", \"d07560f6-6094-42aa-bdcd-2b3b3ac39114\"], \"total_duration\": 566.0, \"total_sessions\": 3, \"mean_week_duration\": 9.433}}, {\"65263\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-05 20:44:08.000000+00:00\", \"2021-07-21 05:05:25.000000+00:00\", \"2022-02-19 01:06:26.000000+00:00\"], \"session_ids\": [\"3ab2bf4c-ca00-4ee3-8676-bf0ac64975ac\", \"afc3f8eb-a33c-4c96-8b0d-a53ca0cb5ba1\", \"6d6ddeca-dcf2-458b-83ec-4dd95f69d5dd\"], \"total_duration\": 1031.0, \"total_sessions\": 3, \"mean_week_duration\": 8.315}}]\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[{\"36761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-10 18:58:57.000000+00:00\", \"2022-07-12 08:36:22.000000+00:00\", \"2020-11-05 04:29:49.000000+00:00\", \"2019-02-25 23:15:33.000000+00:00\", \"2019-12-15 17:15:09.000000+00:00\", \"2022-09-16 18:07:03.000000+00:00\", \"2022-09-16 18:35:44.000000+00:00\", \"2022-01-27 15:54:48.000000+00:00\", \"2019-12-13 13:16:48.000000+00:00\", \"2019-12-30 22:19:55.000000+00:00\", \"2021-12-30 21:49:53.000000+00:00\"], \"session_ids\": [\"e2652c19-d976-43ec-baae-419672e490cb\", \"f348941e-66c9-4f12-a6cc-3073497cd23f\", \"52b368b0-f8d7-4062-bd24-0e6df0545e31\", \"e7f8957d-848d-43d8-8fad-6a27b5571b1f\", \"c921d3d6-7d99-4d0e-a039-75306c9c92d8\", \"9c692bbb-4276-43d1-940f-3feaab210470\", \"e77e67e9-0d11-47ea-a11f-8e0a72f2bd17\", \"265854c9-4419-47b1-8d88-8ec6893a0561\", \"2c57ab80-3481-4dc1-8bae-4a45e2f31af1\", \"084d47a6-d4f5-41d3-a4c0-2bba677c970e\", \"7f54574c-4481-4ad3-ab17-a937aaa08cb7\"], \"total_duration\": 15412.0, \"total_sessions\": 11, \"mean_week_duration\": 81.979}}, {\"33156\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-12-03 08:27:42.000000+00:00\", \"2020-07-05 14:52:49.000000+00:00\", \"2021-08-28 05:40:23.000000+00:00\"], \"session_ids\": [\"4b362ba9-bc5b-4b8a-9e97-96cacae3d7dd\", \"df49defe-e448-4509-83ba-c280d2fd2f49\", \"d07560f6-6094-42aa-bdcd-2b3b3ac39114\"], \"total_duration\": 566.0, \"total_sessions\": 3, \"mean_week_duration\": 9.433}}, {\"65263\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-10-05 20:44:08.000000+00:00\", \"2021-07-21 05:05:25.000000+00:00\", \"2022-02-19 01:06:26.000000+00:00\"], \"session_ids\": [\"3ab2bf4c-ca00-4ee3-8676-bf0ac64975ac\", \"afc3f8eb-a33c-4c96-8b0d-a53ca0cb5ba1\", \"6d6ddeca-dcf2-458b-83ec-4dd95f69d5dd\"], \"total_duration\": 1031.0, \"total_sessions\": 3, \"mean_week_duration\": 8.315}}]\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 users pieces of information who aren't residing in city Lisbon + do sorting by overall sessions count 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{\"13503\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-05-03 04:56:06.000000+00:00\", \"2019-09-26 20:42:43.000000+00:00\"], \"session_ids\": [\"546fac62-2b0c-45ac-a137-ab5b2d7fd665\", \"b22eb5c5-64ad-4a4a-971e-5215c09a608c\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.369}, \"86494\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-10-12 10:04:53.000000+00:00\", \"2020-11-13 22:13:54.000000+00:00\", \"2020-09-13 21:04:47.000000+00:00\", \"2020-12-11 16:31:00.000000+00:00\", \"2020-07-10 02:14:11.000000+00:00\", \"2019-10-16 11:47:06.000000+00:00\", \"2019-07-19 11:25:41.000000+00:00\", \"2019-12-11 03:17:35.000000+00:00\", \"2022-12-21 12:40:35.000000+00:00\"], \"session_ids\": [\"eccc62f2-92a1-4443-81e9-5570bd485a9a\", \"e83e9ef8-8ebd-4975-85a4-beca4139ef45\", \"94261783-97b5-48c3-895c-651e9c4a5b21\", \"76a90ef0-57ee-4d57-911a-409f70c75305\", \"cfe6cab5-41e0-49bb-94f0-3df35a64d210\", \"f5577ff5-900a-4de7-88d5-f2ab5a1010fb\", \"ea5ab5be-8dc3-4284-a11f-55e80b5e9742\", \"c9125813-4464-41ea-821b-49d89b995ce1\", \"918c8aa3-204b-4933-b73c-3d0d73866770\"], \"total_duration\": 13922.0, \"total_sessions\": 9, \"mean_week_duration\": 77.777}, \"45741\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-13 09:00:59.000000+00:00\", \"2022-07-27 07:39:01.000000+00:00\", \"2022-04-30 17:00:38.000000+00:00\", \"2023-01-16 02:03:14.000000+00:00\"], \"session_ids\": [\"c35042de-1801-4632-ae1e-788ec1985462\", \"516ca1ed-b2f9-49b2-b94d-9e73d35ac9be\", \"d9ba34ad-ab53-476a-8917-66563a25a616\", \"9b384bb5-5e83-4003-8276-54ca3e7fe6bb\"], \"total_duration\": 713.0, \"total_sessions\": 4, \"mean_week_duration\": 14.854}, \"52675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-30 16:21:45.000000+00:00\", \"2019-09-01 08:02:39.000000+00:00\"], \"session_ids\": [\"920d4e04-33a1-4a73-b894-7ba3d84502b7\", \"9caf23b4-f324-4d2b-bbf7-483ac4877cfd\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 4.677}, \"68983\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-21 14:33:31.000000+00:00\", \"2020-11-14 17:47:47.000000+00:00\", \"2022-02-05 02:16:06.000000+00:00\", \"2019-07-11 22:56:13.000000+00:00\"], \"session_ids\": [\"9ed7b2d6-4693-4639-904d-ef519d90f47a\", \"b60a448b-2c0b-4dc2-a1f0-a0a5d6ff7dfa\", \"d746f25f-2a28-4c7d-8c1d-2d657efdd541\", \"f6734a70-3b28-4419-9671-ba55bd2e226b\"], \"total_duration\": 81.0, \"total_sessions\": 4, \"mean_week_duration\": 0.509}, \"41913\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-04-26 01:27:58.000000+00:00\", \"2019-03-22 03:25:59.000000+00:00\"], \"session_ids\": [\"bfe8edf4-5227-4411-90a2-bfdc95eecad9\", \"781775d3-27bb-4150-a60c-1559ff2b57aa\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 4.145}, \"37170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-01 22:49:32.000000+00:00\", \"2020-07-09 14:42:30.000000+00:00\"], \"session_ids\": [\"74531228-addd-404d-99b0-966e74d7a41c\", \"15888384-d2fb-4db3-8ce3-bc7e732e2d99\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.516}, \"67191\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-25 02:29:31.000000+00:00\", \"2021-03-28 07:33:52.000000+00:00\"], \"session_ids\": [\"0d737f0a-09a1-4cde-950b-928a11a59d95\", \"68e55671-5b54-4c88-8adc-1f926b63b633\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 1.515}, \"41546\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-08 11:53:24.000000+00:00\", \"2022-03-15 00:08:56.000000+00:00\"], \"session_ids\": [\"ac21fe4a-1b6a-4874-95c8-c034a4586e90\", \"e17f33ff-bf7c-446a-a50b-0cc0c302c128\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 2.942}, \"52106\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-22 19:11:32.000000+00:00\", \"2020-12-01 10:58:02.000000+00:00\"], \"session_ids\": [\"91d39d21-023c-4351-b249-b0d0c236d042\", \"4aeb62dd-f454-4540-b96c-7c9405be7b49\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Lisbon" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Lisbon\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13503\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-05-03 04:56:06.000000+00:00\", \"2019-09-26 20:42:43.000000+00:00\"], \"session_ids\": [\"546fac62-2b0c-45ac-a137-ab5b2d7fd665\", \"b22eb5c5-64ad-4a4a-971e-5215c09a608c\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.369}, \"86494\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-10-12 10:04:53.000000+00:00\", \"2020-11-13 22:13:54.000000+00:00\", \"2020-09-13 21:04:47.000000+00:00\", \"2020-12-11 16:31:00.000000+00:00\", \"2020-07-10 02:14:11.000000+00:00\", \"2019-10-16 11:47:06.000000+00:00\", \"2019-07-19 11:25:41.000000+00:00\", \"2019-12-11 03:17:35.000000+00:00\", \"2022-12-21 12:40:35.000000+00:00\"], \"session_ids\": [\"eccc62f2-92a1-4443-81e9-5570bd485a9a\", \"e83e9ef8-8ebd-4975-85a4-beca4139ef45\", \"94261783-97b5-48c3-895c-651e9c4a5b21\", \"76a90ef0-57ee-4d57-911a-409f70c75305\", \"cfe6cab5-41e0-49bb-94f0-3df35a64d210\", \"f5577ff5-900a-4de7-88d5-f2ab5a1010fb\", \"ea5ab5be-8dc3-4284-a11f-55e80b5e9742\", \"c9125813-4464-41ea-821b-49d89b995ce1\", \"918c8aa3-204b-4933-b73c-3d0d73866770\"], \"total_duration\": 13922.0, \"total_sessions\": 9, \"mean_week_duration\": 77.777}, \"45741\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-13 09:00:59.000000+00:00\", \"2022-07-27 07:39:01.000000+00:00\", \"2022-04-30 17:00:38.000000+00:00\", \"2023-01-16 02:03:14.000000+00:00\"], \"session_ids\": [\"c35042de-1801-4632-ae1e-788ec1985462\", \"516ca1ed-b2f9-49b2-b94d-9e73d35ac9be\", \"d9ba34ad-ab53-476a-8917-66563a25a616\", \"9b384bb5-5e83-4003-8276-54ca3e7fe6bb\"], \"total_duration\": 713.0, \"total_sessions\": 4, \"mean_week_duration\": 14.854}, \"52675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-30 16:21:45.000000+00:00\", \"2019-09-01 08:02:39.000000+00:00\"], \"session_ids\": [\"920d4e04-33a1-4a73-b894-7ba3d84502b7\", \"9caf23b4-f324-4d2b-bbf7-483ac4877cfd\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 4.677}, \"68983\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-21 14:33:31.000000+00:00\", \"2020-11-14 17:47:47.000000+00:00\", \"2022-02-05 02:16:06.000000+00:00\", \"2019-07-11 22:56:13.000000+00:00\"], \"session_ids\": [\"9ed7b2d6-4693-4639-904d-ef519d90f47a\", \"b60a448b-2c0b-4dc2-a1f0-a0a5d6ff7dfa\", \"d746f25f-2a28-4c7d-8c1d-2d657efdd541\", \"f6734a70-3b28-4419-9671-ba55bd2e226b\"], \"total_duration\": 81.0, \"total_sessions\": 4, \"mean_week_duration\": 0.509}, \"41913\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-04-26 01:27:58.000000+00:00\", \"2019-03-22 03:25:59.000000+00:00\"], \"session_ids\": [\"bfe8edf4-5227-4411-90a2-bfdc95eecad9\", \"781775d3-27bb-4150-a60c-1559ff2b57aa\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 4.145}, \"37170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-01 22:49:32.000000+00:00\", \"2020-07-09 14:42:30.000000+00:00\"], \"session_ids\": [\"74531228-addd-404d-99b0-966e74d7a41c\", \"15888384-d2fb-4db3-8ce3-bc7e732e2d99\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.516}, \"67191\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-25 02:29:31.000000+00:00\", \"2021-03-28 07:33:52.000000+00:00\"], \"session_ids\": [\"0d737f0a-09a1-4cde-950b-928a11a59d95\", \"68e55671-5b54-4c88-8adc-1f926b63b633\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 1.515}, \"41546\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-08 11:53:24.000000+00:00\", \"2022-03-15 00:08:56.000000+00:00\"], \"session_ids\": [\"ac21fe4a-1b6a-4874-95c8-c034a4586e90\", \"e17f33ff-bf7c-446a-a50b-0cc0c302c128\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 2.942}, \"52106\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-22 19:11:32.000000+00:00\", \"2020-12-01 10:58:02.000000+00:00\"], \"session_ids\": [\"91d39d21-023c-4351-b249-b0d0c236d042\", \"4aeb62dd-f454-4540-b96c-7c9405be7b49\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"13503\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-05-03 04:56:06.000000+00:00\", \"2019-09-26 20:42:43.000000+00:00\"], \"session_ids\": [\"546fac62-2b0c-45ac-a137-ab5b2d7fd665\", \"b22eb5c5-64ad-4a4a-971e-5215c09a608c\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.369}}, {\"52675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-30 16:21:45.000000+00:00\", \"2019-09-01 08:02:39.000000+00:00\"], \"session_ids\": [\"920d4e04-33a1-4a73-b894-7ba3d84502b7\", \"9caf23b4-f324-4d2b-bbf7-483ac4877cfd\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 4.677}}, {\"41913\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-04-26 01:27:58.000000+00:00\", \"2019-03-22 03:25:59.000000+00:00\"], \"session_ids\": [\"bfe8edf4-5227-4411-90a2-bfdc95eecad9\", \"781775d3-27bb-4150-a60c-1559ff2b57aa\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 4.145}}, {\"37170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-01 22:49:32.000000+00:00\", \"2020-07-09 14:42:30.000000+00:00\"], \"session_ids\": [\"74531228-addd-404d-99b0-966e74d7a41c\", \"15888384-d2fb-4db3-8ce3-bc7e732e2d99\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.516}}, {\"67191\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-25 02:29:31.000000+00:00\", \"2021-03-28 07:33:52.000000+00:00\"], \"session_ids\": [\"0d737f0a-09a1-4cde-950b-928a11a59d95\", \"68e55671-5b54-4c88-8adc-1f926b63b633\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 1.515}}, {\"41546\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-08 11:53:24.000000+00:00\", \"2022-03-15 00:08:56.000000+00:00\"], \"session_ids\": [\"ac21fe4a-1b6a-4874-95c8-c034a4586e90\", \"e17f33ff-bf7c-446a-a50b-0cc0c302c128\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 2.942}}, {\"52106\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-22 19:11:32.000000+00:00\", \"2020-12-01 10:58:02.000000+00:00\"], \"session_ids\": [\"91d39d21-023c-4351-b249-b0d0c236d042\", \"4aeb62dd-f454-4540-b96c-7c9405be7b49\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}}, {\"45741\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-13 09:00:59.000000+00:00\", \"2022-07-27 07:39:01.000000+00:00\", \"2022-04-30 17:00:38.000000+00:00\", \"2023-01-16 02:03:14.000000+00:00\"], \"session_ids\": [\"c35042de-1801-4632-ae1e-788ec1985462\", \"516ca1ed-b2f9-49b2-b94d-9e73d35ac9be\", \"d9ba34ad-ab53-476a-8917-66563a25a616\", \"9b384bb5-5e83-4003-8276-54ca3e7fe6bb\"], \"total_duration\": 713.0, \"total_sessions\": 4, \"mean_week_duration\": 14.854}}, {\"68983\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-21 14:33:31.000000+00:00\", \"2020-11-14 17:47:47.000000+00:00\", \"2022-02-05 02:16:06.000000+00:00\", \"2019-07-11 22:56:13.000000+00:00\"], \"session_ids\": [\"9ed7b2d6-4693-4639-904d-ef519d90f47a\", \"b60a448b-2c0b-4dc2-a1f0-a0a5d6ff7dfa\", \"d746f25f-2a28-4c7d-8c1d-2d657efdd541\", \"f6734a70-3b28-4419-9671-ba55bd2e226b\"], \"total_duration\": 81.0, \"total_sessions\": 4, \"mean_week_duration\": 0.509}}, {\"86494\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-10-12 10:04:53.000000+00:00\", \"2020-11-13 22:13:54.000000+00:00\", \"2020-09-13 21:04:47.000000+00:00\", \"2020-12-11 16:31:00.000000+00:00\", \"2020-07-10 02:14:11.000000+00:00\", \"2019-10-16 11:47:06.000000+00:00\", \"2019-07-19 11:25:41.000000+00:00\", \"2019-12-11 03:17:35.000000+00:00\", \"2022-12-21 12:40:35.000000+00:00\"], \"session_ids\": [\"eccc62f2-92a1-4443-81e9-5570bd485a9a\", \"e83e9ef8-8ebd-4975-85a4-beca4139ef45\", \"94261783-97b5-48c3-895c-651e9c4a5b21\", \"76a90ef0-57ee-4d57-911a-409f70c75305\", \"cfe6cab5-41e0-49bb-94f0-3df35a64d210\", \"f5577ff5-900a-4de7-88d5-f2ab5a1010fb\", \"ea5ab5be-8dc3-4284-a11f-55e80b5e9742\", \"c9125813-4464-41ea-821b-49d89b995ce1\", \"918c8aa3-204b-4933-b73c-3d0d73866770\"], \"total_duration\": 13922.0, \"total_sessions\": 9, \"mean_week_duration\": 77.777}}]\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[{\"13503\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-05-03 04:56:06.000000+00:00\", \"2019-09-26 20:42:43.000000+00:00\"], \"session_ids\": [\"546fac62-2b0c-45ac-a137-ab5b2d7fd665\", \"b22eb5c5-64ad-4a4a-971e-5215c09a608c\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.369}}, {\"52675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-30 16:21:45.000000+00:00\", \"2019-09-01 08:02:39.000000+00:00\"], \"session_ids\": [\"920d4e04-33a1-4a73-b894-7ba3d84502b7\", \"9caf23b4-f324-4d2b-bbf7-483ac4877cfd\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 4.677}}, {\"41913\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-04-26 01:27:58.000000+00:00\", \"2019-03-22 03:25:59.000000+00:00\"], \"session_ids\": [\"bfe8edf4-5227-4411-90a2-bfdc95eecad9\", \"781775d3-27bb-4150-a60c-1559ff2b57aa\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 4.145}}, {\"37170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-01 22:49:32.000000+00:00\", \"2020-07-09 14:42:30.000000+00:00\"], \"session_ids\": [\"74531228-addd-404d-99b0-966e74d7a41c\", \"15888384-d2fb-4db3-8ce3-bc7e732e2d99\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.516}}, {\"67191\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-05-25 02:29:31.000000+00:00\", \"2021-03-28 07:33:52.000000+00:00\"], \"session_ids\": [\"0d737f0a-09a1-4cde-950b-928a11a59d95\", \"68e55671-5b54-4c88-8adc-1f926b63b633\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 1.515}}, {\"41546\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-08 11:53:24.000000+00:00\", \"2022-03-15 00:08:56.000000+00:00\"], \"session_ids\": [\"ac21fe4a-1b6a-4874-95c8-c034a4586e90\", \"e17f33ff-bf7c-446a-a50b-0cc0c302c128\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 2.942}}, {\"52106\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-06-22 19:11:32.000000+00:00\", \"2020-12-01 10:58:02.000000+00:00\"], \"session_ids\": [\"91d39d21-023c-4351-b249-b0d0c236d042\", \"4aeb62dd-f454-4540-b96c-7c9405be7b49\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.957}}, {\"45741\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-13 09:00:59.000000+00:00\", \"2022-07-27 07:39:01.000000+00:00\", \"2022-04-30 17:00:38.000000+00:00\", \"2023-01-16 02:03:14.000000+00:00\"], \"session_ids\": [\"c35042de-1801-4632-ae1e-788ec1985462\", \"516ca1ed-b2f9-49b2-b94d-9e73d35ac9be\", \"d9ba34ad-ab53-476a-8917-66563a25a616\", \"9b384bb5-5e83-4003-8276-54ca3e7fe6bb\"], \"total_duration\": 713.0, \"total_sessions\": 4, \"mean_week_duration\": 14.854}}, {\"68983\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-21 14:33:31.000000+00:00\", \"2020-11-14 17:47:47.000000+00:00\", \"2022-02-05 02:16:06.000000+00:00\", \"2019-07-11 22:56:13.000000+00:00\"], \"session_ids\": [\"9ed7b2d6-4693-4639-904d-ef519d90f47a\", \"b60a448b-2c0b-4dc2-a1f0-a0a5d6ff7dfa\", \"d746f25f-2a28-4c7d-8c1d-2d657efdd541\", \"f6734a70-3b28-4419-9671-ba55bd2e226b\"], \"total_duration\": 81.0, \"total_sessions\": 4, \"mean_week_duration\": 0.509}}, {\"86494\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-10-12 10:04:53.000000+00:00\", \"2020-11-13 22:13:54.000000+00:00\", \"2020-09-13 21:04:47.000000+00:00\", \"2020-12-11 16:31:00.000000+00:00\", \"2020-07-10 02:14:11.000000+00:00\", \"2019-10-16 11:47:06.000000+00:00\", \"2019-07-19 11:25:41.000000+00:00\", \"2019-12-11 03:17:35.000000+00:00\", \"2022-12-21 12:40:35.000000+00:00\"], \"session_ids\": [\"eccc62f2-92a1-4443-81e9-5570bd485a9a\", \"e83e9ef8-8ebd-4975-85a4-beca4139ef45\", \"94261783-97b5-48c3-895c-651e9c4a5b21\", \"76a90ef0-57ee-4d57-911a-409f70c75305\", \"cfe6cab5-41e0-49bb-94f0-3df35a64d210\", \"f5577ff5-900a-4de7-88d5-f2ab5a1010fb\", \"ea5ab5be-8dc3-4284-a11f-55e80b5e9742\", \"c9125813-4464-41ea-821b-49d89b995ce1\", \"918c8aa3-204b-4933-b73c-3d0d73866770\"], \"total_duration\": 13922.0, \"total_sessions\": 9, \"mean_week_duration\": 77.777}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about 4 users with a time using the app that is above 2911 and below 201, exclusive 2911 , and apply sorting by mean week duration ascending , keep only 4 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74808\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-24 15:23:01.000000+00:00\", \"2022-03-02 14:57:02.000000+00:00\", \"2023-03-22 15:53:59.000000+00:00\", \"2019-05-22 01:32:47.000000+00:00\", \"2021-07-18 00:06:00.000000+00:00\", \"2022-09-11 21:48:30.000000+00:00\", \"2021-11-03 00:48:29.000000+00:00\", \"2020-11-28 12:29:18.000000+00:00\", \"2021-05-02 22:53:21.000000+00:00\", \"2022-01-14 18:25:37.000000+00:00\", \"2020-07-11 05:14:33.000000+00:00\"], \"session_ids\": [\"d07cfda3-6a7e-4c2b-88f1-8f757f1ff8f8\", \"097586d4-ed9c-4ccc-a1f6-1cecdd93b826\", \"584cc25e-0273-4e1a-9c52-fdf71c85af74\", \"173b3f7e-9417-412a-ac47-e8aa7fd2c01a\", \"75d0dd69-4b9a-4a33-9a1a-d29b2d5b5371\", \"c7be9e79-e345-438b-a974-934a6688f762\", \"a56ee0b7-a022-44c0-885b-26e5928702fb\", \"8e04a578-d3d8-4113-bc91-3c2e5de38068\", \"910570f7-8fb9-42bb-ae21-0f74579dbdcc\", \"3cfa4149-201b-4de9-ac23-412621a0a9b6\", \"08018a6f-4c17-4bdc-a9f3-73f8111f26be\"], \"total_duration\": 2450.0, \"total_sessions\": 11, \"mean_week_duration\": 12.25}, \"49688\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-29 07:13:27.000000+00:00\", \"2020-02-09 17:21:53.000000+00:00\"], \"session_ids\": [\"82d2b245-564b-4603-bbeb-37dcf4ab0cbe\", \"8860e52b-f249-4cb5-b9ae-3bfa132d861a\"], \"total_duration\": 424.0, \"total_sessions\": 2, \"mean_week_duration\": 17.667}, \"20224\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-18 22:39:16.000000+00:00\", \"2019-08-28 05:36:51.000000+00:00\"], \"session_ids\": [\"63e44338-f513-4dd4-b1a6-28d1064c4266\", \"d44ddb8c-cdc7-419a-9f94-0f8f923a055a\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.1}, \"12662\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-12-21 17:59:34.000000+00:00\", \"2019-01-05 18:37:51.000000+00:00\"], \"session_ids\": [\"4155d32e-4ea4-4ff6-aad5-c3a0feb100d1\", \"3ae54063-4714-4660-a08a-333922ca0ad5\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 2.227}, \"96734\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-06-21 19:46:00.000000+00:00\", \"2020-09-17 12:53:15.000000+00:00\", \"2021-03-13 03:28:51.000000+00:00\"], \"session_ids\": [\"ac3c43b9-4e5f-4fa2-9805-053fa894146f\", \"9857c7a0-254a-46eb-aab4-e9d1aeaeafce\", \"cde192a9-06d5-473d-b29d-5180762e3d01\"], \"total_duration\": 191.0, \"total_sessions\": 3, \"mean_week_duration\": 4.775}, \"37640\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-01-09 16:04:40.000000+00:00\", \"2021-05-12 17:08:08.000000+00:00\"], \"session_ids\": [\"b4533b4e-d101-4dd9-873d-d138e75132cc\", \"242a7383-108d-439f-98e2-04f6b746f1e9\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 12.343}, \"57679\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-01-05 14:57:53.000000+00:00\", \"2020-09-27 15:13:15.000000+00:00\", \"2019-05-12 12:47:28.000000+00:00\"], \"session_ids\": [\"3c1e7a1a-4bba-4fea-b63b-5b9cdd13eeff\", \"4bd0c1cb-c21f-43e4-8c61-09674bf8ca9f\", \"552d4035-e2e3-4ae6-815a-7807c7a95778\"], \"total_duration\": 758.0, \"total_sessions\": 3, \"mean_week_duration\": 8.33}, \"7708\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-03-25 00:38:37.000000+00:00\", \"2023-02-08 00:03:53.000000+00:00\", \"2019-04-06 00:16:50.000000+00:00\", \"2022-10-08 11:29:57.000000+00:00\", \"2023-03-27 03:03:44.000000+00:00\", \"2021-03-17 09:36:56.000000+00:00\", \"2023-03-30 03:22:33.000000+00:00\", \"2022-03-13 00:01:24.000000+00:00\", \"2020-02-26 23:27:53.000000+00:00\"], \"session_ids\": [\"6041a925-a353-4da1-95f8-6b5e112f07df\", \"b0f4a0f6-b3fb-4514-94e8-0468ad499de5\", \"bc5f7e42-1630-472c-a4d4-02b69a2ce5d4\", \"939b2cb8-82a1-4ddf-ad0e-5f329d7a8d48\", \"1c215a84-bba8-4eff-9bf1-b4c36e22cd04\", \"292e7386-cbe6-46e0-984a-e6577508c3a5\", \"83880159-c24c-4887-9754-0608fff094b1\", \"f80d8940-8ea9-4a1c-a508-ff57bbb944c9\", \"baea3f15-592f-4ac4-9ec3-bac498fdfab5\"], \"total_duration\": 6449.0, \"total_sessions\": 9, \"mean_week_duration\": 31.005}, \"93020\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-24 10:28:29.000000+00:00\", \"2022-04-16 15:56:20.000000+00:00\", \"2021-01-20 11:29:45.000000+00:00\", \"2023-05-03 20:08:20.000000+00:00\", \"2019-05-27 23:01:50.000000+00:00\", \"2020-03-02 01:47:48.000000+00:00\"], \"session_ids\": [\"9e9f0a40-db3b-44a9-be91-eb8b176ea40b\", \"5739b6ed-7220-46d5-828a-7af87d2cad64\", \"93b33360-3bec-4284-ba42-de4ff0e2b193\", \"fcfb97c6-4d34-4904-b5cc-1998e33a8b36\", \"f3d897e0-278f-4e9d-9737-d0c1910b4b9e\", \"1de7693b-774b-4a8f-a67c-5cb341efb99d\"], \"total_duration\": 248.0, \"total_sessions\": 6, \"mean_week_duration\": 1.204}, \"88827\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-05-05 12:40:29.000000+00:00\", \"2019-09-03 20:50:50.000000+00:00\"], \"session_ids\": [\"acf50721-223c-4ccf-a865-6fdbfa4d0933\", \"215f9d16-b230-4b91-88ea-1e54e5c98dc5\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 2.701}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or less than 201 and are greater than 2911" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[201, 2911]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"96734\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-06-21 19:46:00.000000+00:00\", \"2020-09-17 12:53:15.000000+00:00\", \"2021-03-13 03:28:51.000000+00:00\"], \"session_ids\": [\"ac3c43b9-4e5f-4fa2-9805-053fa894146f\", \"9857c7a0-254a-46eb-aab4-e9d1aeaeafce\", \"cde192a9-06d5-473d-b29d-5180762e3d01\"], \"total_duration\": 191.0, \"total_sessions\": 3, \"mean_week_duration\": 4.775}, \"7708\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-03-25 00:38:37.000000+00:00\", \"2023-02-08 00:03:53.000000+00:00\", \"2019-04-06 00:16:50.000000+00:00\", \"2022-10-08 11:29:57.000000+00:00\", \"2023-03-27 03:03:44.000000+00:00\", \"2021-03-17 09:36:56.000000+00:00\", \"2023-03-30 03:22:33.000000+00:00\", \"2022-03-13 00:01:24.000000+00:00\", \"2020-02-26 23:27:53.000000+00:00\"], \"session_ids\": [\"6041a925-a353-4da1-95f8-6b5e112f07df\", \"b0f4a0f6-b3fb-4514-94e8-0468ad499de5\", \"bc5f7e42-1630-472c-a4d4-02b69a2ce5d4\", \"939b2cb8-82a1-4ddf-ad0e-5f329d7a8d48\", \"1c215a84-bba8-4eff-9bf1-b4c36e22cd04\", \"292e7386-cbe6-46e0-984a-e6577508c3a5\", \"83880159-c24c-4887-9754-0608fff094b1\", \"f80d8940-8ea9-4a1c-a508-ff57bbb944c9\", \"baea3f15-592f-4ac4-9ec3-bac498fdfab5\"], \"total_duration\": 6449.0, \"total_sessions\": 9, \"mean_week_duration\": 31.005}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"96734\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-06-21 19:46:00.000000+00:00\", \"2020-09-17 12:53:15.000000+00:00\", \"2021-03-13 03:28:51.000000+00:00\"], \"session_ids\": [\"ac3c43b9-4e5f-4fa2-9805-053fa894146f\", \"9857c7a0-254a-46eb-aab4-e9d1aeaeafce\", \"cde192a9-06d5-473d-b29d-5180762e3d01\"], \"total_duration\": 191.0, \"total_sessions\": 3, \"mean_week_duration\": 4.775}}, {\"7708\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-03-25 00:38:37.000000+00:00\", \"2023-02-08 00:03:53.000000+00:00\", \"2019-04-06 00:16:50.000000+00:00\", \"2022-10-08 11:29:57.000000+00:00\", \"2023-03-27 03:03:44.000000+00:00\", \"2021-03-17 09:36:56.000000+00:00\", \"2023-03-30 03:22:33.000000+00:00\", \"2022-03-13 00:01:24.000000+00:00\", \"2020-02-26 23:27:53.000000+00:00\"], \"session_ids\": [\"6041a925-a353-4da1-95f8-6b5e112f07df\", \"b0f4a0f6-b3fb-4514-94e8-0468ad499de5\", \"bc5f7e42-1630-472c-a4d4-02b69a2ce5d4\", \"939b2cb8-82a1-4ddf-ad0e-5f329d7a8d48\", \"1c215a84-bba8-4eff-9bf1-b4c36e22cd04\", \"292e7386-cbe6-46e0-984a-e6577508c3a5\", \"83880159-c24c-4887-9754-0608fff094b1\", \"f80d8940-8ea9-4a1c-a508-ff57bbb944c9\", \"baea3f15-592f-4ac4-9ec3-bac498fdfab5\"], \"total_duration\": 6449.0, \"total_sessions\": 9, \"mean_week_duration\": 31.005}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"96734\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-06-21 19:46:00.000000+00:00\", \"2020-09-17 12:53:15.000000+00:00\", \"2021-03-13 03:28:51.000000+00:00\"], \"session_ids\": [\"ac3c43b9-4e5f-4fa2-9805-053fa894146f\", \"9857c7a0-254a-46eb-aab4-e9d1aeaeafce\", \"cde192a9-06d5-473d-b29d-5180762e3d01\"], \"total_duration\": 191.0, \"total_sessions\": 3, \"mean_week_duration\": 4.775}}, {\"7708\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-03-25 00:38:37.000000+00:00\", \"2023-02-08 00:03:53.000000+00:00\", \"2019-04-06 00:16:50.000000+00:00\", \"2022-10-08 11:29:57.000000+00:00\", \"2023-03-27 03:03:44.000000+00:00\", \"2021-03-17 09:36:56.000000+00:00\", \"2023-03-30 03:22:33.000000+00:00\", \"2022-03-13 00:01:24.000000+00:00\", \"2020-02-26 23:27:53.000000+00:00\"], \"session_ids\": [\"6041a925-a353-4da1-95f8-6b5e112f07df\", \"b0f4a0f6-b3fb-4514-94e8-0468ad499de5\", \"bc5f7e42-1630-472c-a4d4-02b69a2ce5d4\", \"939b2cb8-82a1-4ddf-ad0e-5f329d7a8d48\", \"1c215a84-bba8-4eff-9bf1-b4c36e22cd04\", \"292e7386-cbe6-46e0-984a-e6577508c3a5\", \"83880159-c24c-4887-9754-0608fff094b1\", \"f80d8940-8ea9-4a1c-a508-ff57bbb944c9\", \"baea3f15-592f-4ac4-9ec3-bac498fdfab5\"], \"total_duration\": 6449.0, \"total_sessions\": 9, \"mean_week_duration\": 31.005}}]\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[{\"96734\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-06-21 19:46:00.000000+00:00\", \"2020-09-17 12:53:15.000000+00:00\", \"2021-03-13 03:28:51.000000+00:00\"], \"session_ids\": [\"ac3c43b9-4e5f-4fa2-9805-053fa894146f\", \"9857c7a0-254a-46eb-aab4-e9d1aeaeafce\", \"cde192a9-06d5-473d-b29d-5180762e3d01\"], \"total_duration\": 191.0, \"total_sessions\": 3, \"mean_week_duration\": 4.775}}, {\"7708\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2023-03-25 00:38:37.000000+00:00\", \"2023-02-08 00:03:53.000000+00:00\", \"2019-04-06 00:16:50.000000+00:00\", \"2022-10-08 11:29:57.000000+00:00\", \"2023-03-27 03:03:44.000000+00:00\", \"2021-03-17 09:36:56.000000+00:00\", \"2023-03-30 03:22:33.000000+00:00\", \"2022-03-13 00:01:24.000000+00:00\", \"2020-02-26 23:27:53.000000+00:00\"], \"session_ids\": [\"6041a925-a353-4da1-95f8-6b5e112f07df\", \"b0f4a0f6-b3fb-4514-94e8-0468ad499de5\", \"bc5f7e42-1630-472c-a4d4-02b69a2ce5d4\", \"939b2cb8-82a1-4ddf-ad0e-5f329d7a8d48\", \"1c215a84-bba8-4eff-9bf1-b4c36e22cd04\", \"292e7386-cbe6-46e0-984a-e6577508c3a5\", \"83880159-c24c-4887-9754-0608fff094b1\", \"f80d8940-8ea9-4a1c-a508-ff57bbb944c9\", \"baea3f15-592f-4ac4-9ec3-bac498fdfab5\"], \"total_duration\": 6449.0, \"total_sessions\": 9, \"mean_week_duration\": 31.005}}]\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 3 users pieces of information who don't currently live in cities Buenos Aires, Warsaw, Ho Chi Minh City, Kingston + apply sorting by sum of duration in descending order , and provide me only with 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"95044\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-13 17:09:16.000000+00:00\", \"2020-11-11 20:11:39.000000+00:00\"], \"session_ids\": [\"fdf0bf73-02c7-4073-8390-15a277e68316\", \"cf39571c-b4c2-443b-bbda-53809cf8e145\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 2.367}, \"58672\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-17 06:32:36.000000+00:00\", \"2022-12-07 20:47:58.000000+00:00\"], \"session_ids\": [\"e1245893-0d2a-4b58-a9d4-b84589078ec6\", \"b3428306-23a1-4c5e-b448-20171f87bcc9\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 5.04}, \"75308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-23 12:47:32.000000+00:00\", \"2022-03-17 23:08:46.000000+00:00\"], \"session_ids\": [\"849dae05-938d-43f2-8036-18e230cdf556\", \"d289b57e-67fa-4f6e-8e86-808a9ccf77a2\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 32.0}, \"46740\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-02-15 10:52:11.000000+00:00\", \"2019-06-14 21:16:57.000000+00:00\", \"2020-01-16 06:44:31.000000+00:00\"], \"session_ids\": [\"d6f309e3-28f3-4f6b-a25e-615a10cf2960\", \"e5ccb8b9-acd8-4ed1-8d8b-ad0848698e30\", \"6d7592f7-0066-445f-b2a6-9d659e3c407f\"], \"total_duration\": 663.0, \"total_sessions\": 3, \"mean_week_duration\": 18.943}, \"85582\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-17 09:58:51.000000+00:00\", \"2019-09-13 08:44:53.000000+00:00\", \"2023-05-18 22:00:26.000000+00:00\"], \"session_ids\": [\"a775af06-e29b-4d70-beaf-601cddb1345b\", \"f03c557c-a863-4618-ac21-611624867a64\", \"5700d43d-2c8f-48c2-bc2f-073fe570d70a\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.271}, \"89594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-25 11:32:32.000000+00:00\", \"2019-08-07 11:22:13.000000+00:00\", \"2022-11-29 03:54:30.000000+00:00\", \"2020-10-09 09:21:55.000000+00:00\"], \"session_ids\": [\"29b64fb1-480b-48e8-8576-092a3dc5db30\", \"b0125e08-99d2-4fe7-80fb-3fa77e4717eb\", \"1be92d9c-d7e1-497c-a993-5cb7684eb63f\", \"5cbb22cc-a1e1-467b-947f-4f338e09d60b\"], \"total_duration\": 518.0, \"total_sessions\": 4, \"mean_week_duration\": 2.994}, \"9298\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-19 11:04:07.000000+00:00\", \"2021-04-04 05:02:09.000000+00:00\"], \"session_ids\": [\"d97b118b-5deb-4e0e-91c0-ad27e2055a95\", \"ee45b47a-8791-4993-a644-c1ac162ebff9\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.757}, \"53775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-09 00:20:04.000000+00:00\", \"2019-04-23 18:03:44.000000+00:00\", \"2021-10-27 17:01:02.000000+00:00\", \"2019-04-07 08:52:16.000000+00:00\", \"2020-03-24 13:39:47.000000+00:00\", \"2020-09-19 03:11:41.000000+00:00\"], \"session_ids\": [\"9a0ad32d-2e3b-4caa-b54d-2505b4829a16\", \"d573bc58-3f0e-43b5-a7da-27c98530cc9e\", \"2bec6437-b828-4def-b6ab-a9543b852f43\", \"c92aed58-86b7-4096-aa43-8fdd62455e4c\", \"16df6ad6-f39a-45b6-8f88-f3a17d94fc6c\", \"6714d814-1bd7-4d18-bd63-09547389be18\"], \"total_duration\": 1040.0, \"total_sessions\": 6, \"mean_week_duration\": 7.761}, \"55584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-15 01:35:53.000000+00:00\", \"2022-10-26 13:53:37.000000+00:00\", \"2019-03-24 18:45:41.000000+00:00\"], \"session_ids\": [\"318b5381-8695-43d2-9ddc-b917d82727c1\", \"26e0c4a2-0bb4-4fac-a1a8-cee490c67583\", \"f36baeda-6c77-408e-b9ec-a7b8457fb650\"], \"total_duration\": 708.0, \"total_sessions\": 3, \"mean_week_duration\": 3.404}, \"37307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-12 01:32:20.000000+00:00\", \"2021-06-25 05:15:20.000000+00:00\"], \"session_ids\": [\"7341c738-c9ee-4950-bfea-02972ad20ee8\", \"53eaf217-1333-456a-8699-a821b84244f7\"], \"total_duration\": 372.0, \"total_sessions\": 2, \"mean_week_duration\": 12.828}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are not Buenos Aires, Warsaw, Ho Chi Minh City, Kingston" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Buenos Aires\", \"Warsaw\", \"Ho Chi Minh City\", \"Kingston\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"95044\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-13 17:09:16.000000+00:00\", \"2020-11-11 20:11:39.000000+00:00\"], \"session_ids\": [\"fdf0bf73-02c7-4073-8390-15a277e68316\", \"cf39571c-b4c2-443b-bbda-53809cf8e145\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 2.367}, \"58672\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-17 06:32:36.000000+00:00\", \"2022-12-07 20:47:58.000000+00:00\"], \"session_ids\": [\"e1245893-0d2a-4b58-a9d4-b84589078ec6\", \"b3428306-23a1-4c5e-b448-20171f87bcc9\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 5.04}, \"75308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-23 12:47:32.000000+00:00\", \"2022-03-17 23:08:46.000000+00:00\"], \"session_ids\": [\"849dae05-938d-43f2-8036-18e230cdf556\", \"d289b57e-67fa-4f6e-8e86-808a9ccf77a2\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 32.0}, \"46740\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-02-15 10:52:11.000000+00:00\", \"2019-06-14 21:16:57.000000+00:00\", \"2020-01-16 06:44:31.000000+00:00\"], \"session_ids\": [\"d6f309e3-28f3-4f6b-a25e-615a10cf2960\", \"e5ccb8b9-acd8-4ed1-8d8b-ad0848698e30\", \"6d7592f7-0066-445f-b2a6-9d659e3c407f\"], \"total_duration\": 663.0, \"total_sessions\": 3, \"mean_week_duration\": 18.943}, \"85582\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-17 09:58:51.000000+00:00\", \"2019-09-13 08:44:53.000000+00:00\", \"2023-05-18 22:00:26.000000+00:00\"], \"session_ids\": [\"a775af06-e29b-4d70-beaf-601cddb1345b\", \"f03c557c-a863-4618-ac21-611624867a64\", \"5700d43d-2c8f-48c2-bc2f-073fe570d70a\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.271}, \"89594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-25 11:32:32.000000+00:00\", \"2019-08-07 11:22:13.000000+00:00\", \"2022-11-29 03:54:30.000000+00:00\", \"2020-10-09 09:21:55.000000+00:00\"], \"session_ids\": [\"29b64fb1-480b-48e8-8576-092a3dc5db30\", \"b0125e08-99d2-4fe7-80fb-3fa77e4717eb\", \"1be92d9c-d7e1-497c-a993-5cb7684eb63f\", \"5cbb22cc-a1e1-467b-947f-4f338e09d60b\"], \"total_duration\": 518.0, \"total_sessions\": 4, \"mean_week_duration\": 2.994}, \"9298\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-19 11:04:07.000000+00:00\", \"2021-04-04 05:02:09.000000+00:00\"], \"session_ids\": [\"d97b118b-5deb-4e0e-91c0-ad27e2055a95\", \"ee45b47a-8791-4993-a644-c1ac162ebff9\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.757}, \"53775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-09 00:20:04.000000+00:00\", \"2019-04-23 18:03:44.000000+00:00\", \"2021-10-27 17:01:02.000000+00:00\", \"2019-04-07 08:52:16.000000+00:00\", \"2020-03-24 13:39:47.000000+00:00\", \"2020-09-19 03:11:41.000000+00:00\"], \"session_ids\": [\"9a0ad32d-2e3b-4caa-b54d-2505b4829a16\", \"d573bc58-3f0e-43b5-a7da-27c98530cc9e\", \"2bec6437-b828-4def-b6ab-a9543b852f43\", \"c92aed58-86b7-4096-aa43-8fdd62455e4c\", \"16df6ad6-f39a-45b6-8f88-f3a17d94fc6c\", \"6714d814-1bd7-4d18-bd63-09547389be18\"], \"total_duration\": 1040.0, \"total_sessions\": 6, \"mean_week_duration\": 7.761}, \"55584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-15 01:35:53.000000+00:00\", \"2022-10-26 13:53:37.000000+00:00\", \"2019-03-24 18:45:41.000000+00:00\"], \"session_ids\": [\"318b5381-8695-43d2-9ddc-b917d82727c1\", \"26e0c4a2-0bb4-4fac-a1a8-cee490c67583\", \"f36baeda-6c77-408e-b9ec-a7b8457fb650\"], \"total_duration\": 708.0, \"total_sessions\": 3, \"mean_week_duration\": 3.404}, \"37307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-12 01:32:20.000000+00:00\", \"2021-06-25 05:15:20.000000+00:00\"], \"session_ids\": [\"7341c738-c9ee-4950-bfea-02972ad20ee8\", \"53eaf217-1333-456a-8699-a821b84244f7\"], \"total_duration\": 372.0, \"total_sessions\": 2, \"mean_week_duration\": 12.828}}\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[{\"53775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-09 00:20:04.000000+00:00\", \"2019-04-23 18:03:44.000000+00:00\", \"2021-10-27 17:01:02.000000+00:00\", \"2019-04-07 08:52:16.000000+00:00\", \"2020-03-24 13:39:47.000000+00:00\", \"2020-09-19 03:11:41.000000+00:00\"], \"session_ids\": [\"9a0ad32d-2e3b-4caa-b54d-2505b4829a16\", \"d573bc58-3f0e-43b5-a7da-27c98530cc9e\", \"2bec6437-b828-4def-b6ab-a9543b852f43\", \"c92aed58-86b7-4096-aa43-8fdd62455e4c\", \"16df6ad6-f39a-45b6-8f88-f3a17d94fc6c\", \"6714d814-1bd7-4d18-bd63-09547389be18\"], \"total_duration\": 1040.0, \"total_sessions\": 6, \"mean_week_duration\": 7.761}}, {\"55584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-15 01:35:53.000000+00:00\", \"2022-10-26 13:53:37.000000+00:00\", \"2019-03-24 18:45:41.000000+00:00\"], \"session_ids\": [\"318b5381-8695-43d2-9ddc-b917d82727c1\", \"26e0c4a2-0bb4-4fac-a1a8-cee490c67583\", \"f36baeda-6c77-408e-b9ec-a7b8457fb650\"], \"total_duration\": 708.0, \"total_sessions\": 3, \"mean_week_duration\": 3.404}}, {\"46740\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-02-15 10:52:11.000000+00:00\", \"2019-06-14 21:16:57.000000+00:00\", \"2020-01-16 06:44:31.000000+00:00\"], \"session_ids\": [\"d6f309e3-28f3-4f6b-a25e-615a10cf2960\", \"e5ccb8b9-acd8-4ed1-8d8b-ad0848698e30\", \"6d7592f7-0066-445f-b2a6-9d659e3c407f\"], \"total_duration\": 663.0, \"total_sessions\": 3, \"mean_week_duration\": 18.943}}, {\"89594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-25 11:32:32.000000+00:00\", \"2019-08-07 11:22:13.000000+00:00\", \"2022-11-29 03:54:30.000000+00:00\", \"2020-10-09 09:21:55.000000+00:00\"], \"session_ids\": [\"29b64fb1-480b-48e8-8576-092a3dc5db30\", \"b0125e08-99d2-4fe7-80fb-3fa77e4717eb\", \"1be92d9c-d7e1-497c-a993-5cb7684eb63f\", \"5cbb22cc-a1e1-467b-947f-4f338e09d60b\"], \"total_duration\": 518.0, \"total_sessions\": 4, \"mean_week_duration\": 2.994}}, {\"37307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-12 01:32:20.000000+00:00\", \"2021-06-25 05:15:20.000000+00:00\"], \"session_ids\": [\"7341c738-c9ee-4950-bfea-02972ad20ee8\", \"53eaf217-1333-456a-8699-a821b84244f7\"], \"total_duration\": 372.0, \"total_sessions\": 2, \"mean_week_duration\": 12.828}}, {\"95044\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-13 17:09:16.000000+00:00\", \"2020-11-11 20:11:39.000000+00:00\"], \"session_ids\": [\"fdf0bf73-02c7-4073-8390-15a277e68316\", \"cf39571c-b4c2-443b-bbda-53809cf8e145\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 2.367}}, {\"58672\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-06-17 06:32:36.000000+00:00\", \"2022-12-07 20:47:58.000000+00:00\"], \"session_ids\": [\"e1245893-0d2a-4b58-a9d4-b84589078ec6\", \"b3428306-23a1-4c5e-b448-20171f87bcc9\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 5.04}}, {\"9298\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-19 11:04:07.000000+00:00\", \"2021-04-04 05:02:09.000000+00:00\"], \"session_ids\": [\"d97b118b-5deb-4e0e-91c0-ad27e2055a95\", \"ee45b47a-8791-4993-a644-c1ac162ebff9\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.757}}, {\"85582\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-17 09:58:51.000000+00:00\", \"2019-09-13 08:44:53.000000+00:00\", \"2023-05-18 22:00:26.000000+00:00\"], \"session_ids\": [\"a775af06-e29b-4d70-beaf-601cddb1345b\", \"f03c557c-a863-4618-ac21-611624867a64\", \"5700d43d-2c8f-48c2-bc2f-073fe570d70a\"], \"total_duration\": 52.0, \"total_sessions\": 3, \"mean_week_duration\": 0.271}}, {\"75308\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-23 12:47:32.000000+00:00\", \"2022-03-17 23:08:46.000000+00:00\"], \"session_ids\": [\"849dae05-938d-43f2-8036-18e230cdf556\", \"d289b57e-67fa-4f6e-8e86-808a9ccf77a2\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 32.0}}]\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[{\"53775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-09 00:20:04.000000+00:00\", \"2019-04-23 18:03:44.000000+00:00\", \"2021-10-27 17:01:02.000000+00:00\", \"2019-04-07 08:52:16.000000+00:00\", \"2020-03-24 13:39:47.000000+00:00\", \"2020-09-19 03:11:41.000000+00:00\"], \"session_ids\": [\"9a0ad32d-2e3b-4caa-b54d-2505b4829a16\", \"d573bc58-3f0e-43b5-a7da-27c98530cc9e\", \"2bec6437-b828-4def-b6ab-a9543b852f43\", \"c92aed58-86b7-4096-aa43-8fdd62455e4c\", \"16df6ad6-f39a-45b6-8f88-f3a17d94fc6c\", \"6714d814-1bd7-4d18-bd63-09547389be18\"], \"total_duration\": 1040.0, \"total_sessions\": 6, \"mean_week_duration\": 7.761}}, {\"55584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-15 01:35:53.000000+00:00\", \"2022-10-26 13:53:37.000000+00:00\", \"2019-03-24 18:45:41.000000+00:00\"], \"session_ids\": [\"318b5381-8695-43d2-9ddc-b917d82727c1\", \"26e0c4a2-0bb4-4fac-a1a8-cee490c67583\", \"f36baeda-6c77-408e-b9ec-a7b8457fb650\"], \"total_duration\": 708.0, \"total_sessions\": 3, \"mean_week_duration\": 3.404}}, {\"46740\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-02-15 10:52:11.000000+00:00\", \"2019-06-14 21:16:57.000000+00:00\", \"2020-01-16 06:44:31.000000+00:00\"], \"session_ids\": [\"d6f309e3-28f3-4f6b-a25e-615a10cf2960\", \"e5ccb8b9-acd8-4ed1-8d8b-ad0848698e30\", \"6d7592f7-0066-445f-b2a6-9d659e3c407f\"], \"total_duration\": 663.0, \"total_sessions\": 3, \"mean_week_duration\": 18.943}}, {\"89594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-25 11:32:32.000000+00:00\", \"2019-08-07 11:22:13.000000+00:00\", \"2022-11-29 03:54:30.000000+00:00\", \"2020-10-09 09:21:55.000000+00:00\"], \"session_ids\": [\"29b64fb1-480b-48e8-8576-092a3dc5db30\", \"b0125e08-99d2-4fe7-80fb-3fa77e4717eb\", \"1be92d9c-d7e1-497c-a993-5cb7684eb63f\", \"5cbb22cc-a1e1-467b-947f-4f338e09d60b\"], \"total_duration\": 518.0, \"total_sessions\": 4, \"mean_week_duration\": 2.994}}]\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[{\"53775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-09 00:20:04.000000+00:00\", \"2019-04-23 18:03:44.000000+00:00\", \"2021-10-27 17:01:02.000000+00:00\", \"2019-04-07 08:52:16.000000+00:00\", \"2020-03-24 13:39:47.000000+00:00\", \"2020-09-19 03:11:41.000000+00:00\"], \"session_ids\": [\"9a0ad32d-2e3b-4caa-b54d-2505b4829a16\", \"d573bc58-3f0e-43b5-a7da-27c98530cc9e\", \"2bec6437-b828-4def-b6ab-a9543b852f43\", \"c92aed58-86b7-4096-aa43-8fdd62455e4c\", \"16df6ad6-f39a-45b6-8f88-f3a17d94fc6c\", \"6714d814-1bd7-4d18-bd63-09547389be18\"], \"total_duration\": 1040.0, \"total_sessions\": 6, \"mean_week_duration\": 7.761}}, {\"55584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-15 01:35:53.000000+00:00\", \"2022-10-26 13:53:37.000000+00:00\", \"2019-03-24 18:45:41.000000+00:00\"], \"session_ids\": [\"318b5381-8695-43d2-9ddc-b917d82727c1\", \"26e0c4a2-0bb4-4fac-a1a8-cee490c67583\", \"f36baeda-6c77-408e-b9ec-a7b8457fb650\"], \"total_duration\": 708.0, \"total_sessions\": 3, \"mean_week_duration\": 3.404}}, {\"46740\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-02-15 10:52:11.000000+00:00\", \"2019-06-14 21:16:57.000000+00:00\", \"2020-01-16 06:44:31.000000+00:00\"], \"session_ids\": [\"d6f309e3-28f3-4f6b-a25e-615a10cf2960\", \"e5ccb8b9-acd8-4ed1-8d8b-ad0848698e30\", \"6d7592f7-0066-445f-b2a6-9d659e3c407f\"], \"total_duration\": 663.0, \"total_sessions\": 3, \"mean_week_duration\": 18.943}}, {\"89594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-25 11:32:32.000000+00:00\", \"2019-08-07 11:22:13.000000+00:00\", \"2022-11-29 03:54:30.000000+00:00\", \"2020-10-09 09:21:55.000000+00:00\"], \"session_ids\": [\"29b64fb1-480b-48e8-8576-092a3dc5db30\", \"b0125e08-99d2-4fe7-80fb-3fa77e4717eb\", \"1be92d9c-d7e1-497c-a993-5cb7684eb63f\", \"5cbb22cc-a1e1-467b-947f-4f338e09d60b\"], \"total_duration\": 518.0, \"total_sessions\": 4, \"mean_week_duration\": 2.994}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 7 users who have time using the app per week strictly greater than 41 and strictly less than 4 plus do sorting by time spent on the site per week in desc plus remain 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{\"27511\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-01-27 10:52:33.000000+00:00\", \"2023-01-07 14:24:44.000000+00:00\", \"2020-08-20 02:16:29.000000+00:00\", \"2019-06-05 16:48:46.000000+00:00\", \"2021-02-08 02:35:47.000000+00:00\", \"2019-05-30 13:38:05.000000+00:00\"], \"session_ids\": [\"1afddf09-b93a-4020-a1f3-c86b95c39c4e\", \"14b4c228-0955-4936-9007-3ee5cdb55ab6\", \"e22ed625-2b88-4578-93bf-f63509355dde\", \"be55a935-5733-4245-9d38-415247c6fc1d\", \"47444610-0572-4f9b-8fc1-e3d47a0eaa10\", \"e1e23149-2e40-4bf6-b884-bb492ea7bb7d\"], \"total_duration\": 2168.0, \"total_sessions\": 6, \"mean_week_duration\": 11.471}, \"96816\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-02-03 18:28:08.000000+00:00\", \"2019-06-18 10:18:30.000000+00:00\"], \"session_ids\": [\"c1290832-c7f8-4683-9c35-55a3ae06e3be\", \"16683ebe-2c23-4f59-8355-1bfa76076cf7\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.628}, \"91700\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-08 17:49:23.000000+00:00\", \"2022-12-19 17:40:31.000000+00:00\"], \"session_ids\": [\"aee4cc74-7fb7-4955-8f27-9fbc0cec39cd\", \"3ad102d7-6892-4dfe-b92a-359238295726\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 0.595}, \"67984\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-01 06:54:17.000000+00:00\", \"2021-07-26 02:02:21.000000+00:00\"], \"session_ids\": [\"cba25e91-86c5-4615-b24b-614592bb1c3d\", \"b010a1e8-1ed5-479d-bb31-68fd086509c9\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 1.405}, \"65651\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-08 01:05:09.000000+00:00\", \"2020-09-27 04:11:19.000000+00:00\", \"2020-01-29 22:56:45.000000+00:00\", \"2021-08-17 08:52:42.000000+00:00\"], \"session_ids\": [\"4b50a4d1-35c6-452d-900b-108148891225\", \"f2e8dec8-5163-4427-a472-45ea61ffa14c\", \"094ca432-ad99-4d22-9ff4-47a0a69e51b4\", \"96ef9397-3d31-463b-a6f5-f1adcf9394c5\"], \"total_duration\": 672.0, \"total_sessions\": 4, \"mean_week_duration\": 6.928}, \"12106\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-07-18 03:43:41.000000+00:00\", \"2021-11-14 07:03:32.000000+00:00\"], \"session_ids\": [\"fc01eceb-8e09-434f-8668-173c15285480\", \"6696bd76-7296-4728-b306-3230c78229c7\"], \"total_duration\": 404.0, \"total_sessions\": 2, \"mean_week_duration\": 11.543}, \"31424\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-30 10:50:28.000000+00:00\", \"2020-10-22 23:10:35.000000+00:00\", \"2023-04-30 03:07:26.000000+00:00\", \"2019-09-15 19:50:22.000000+00:00\", \"2020-11-27 04:03:11.000000+00:00\", \"2020-02-17 00:56:37.000000+00:00\", \"2020-03-23 14:21:49.000000+00:00\", \"2023-01-05 04:14:03.000000+00:00\", \"2021-08-18 16:07:23.000000+00:00\"], \"session_ids\": [\"2914f6f0-9d2f-4952-8303-1e77dea50e61\", \"44b01f6f-b927-4865-808c-e52cea8915ab\", \"12a01d13-7b76-4bdd-ad76-be7566e4005f\", \"286024a1-7ebb-4cd1-96b0-99d7246da8d0\", \"408d7ad1-2b34-4fce-a9a5-3506f815e484\", \"77d22ee4-2246-4dc7-9b51-dd07296c080a\", \"55acde82-e99d-4965-8f41-8b90f225fe79\", \"8efc7946-f998-4450-905f-12d0879f37b2\", \"81958b96-f201-42af-975b-3659806ffc71\"], \"total_duration\": 13527.0, \"total_sessions\": 9, \"mean_week_duration\": 71.571}, \"87035\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-10-17 12:34:39.000000+00:00\", \"2021-06-06 17:04:02.000000+00:00\", \"2019-08-29 20:04:08.000000+00:00\"], \"session_ids\": [\"4b38c337-84a6-4c64-9740-41bb6bbc7ad1\", \"19b65904-5487-430e-af79-ba2e6e75b478\", \"0efd8c47-b690-4bc3-9045-5509a4608b46\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.462}, \"57650\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-07 18:04:14.000000+00:00\", \"2019-04-27 11:47:19.000000+00:00\"], \"session_ids\": [\"616f5bdf-8a19-464f-a7e1-c4c9cf9d3162\", \"0994aec1-6fd8-4a63-a889-0a32ea39137d\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 16.958}, \"83810\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-13 00:35:41.000000+00:00\", \"2020-12-07 18:12:15.000000+00:00\", \"2022-07-21 16:01:39.000000+00:00\", \"2021-05-13 15:17:54.000000+00:00\"], \"session_ids\": [\"008cdde4-8acf-4571-9eba-cd3a3728acf8\", \"efa60593-df9b-4897-98d5-0dd374af7454\", \"6dc4ae4e-f887-431b-8344-392ef914118c\", \"876dcccd-eee4-4c4e-bf0d-aa4ff7620ae3\"], \"total_duration\": 1132.0, \"total_sessions\": 4, \"mean_week_duration\": 8.913}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are less than 4 and are greater than 41" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[4, 41]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"96816\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-02-03 18:28:08.000000+00:00\", \"2019-06-18 10:18:30.000000+00:00\"], \"session_ids\": [\"c1290832-c7f8-4683-9c35-55a3ae06e3be\", \"16683ebe-2c23-4f59-8355-1bfa76076cf7\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.628}, \"91700\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-08 17:49:23.000000+00:00\", \"2022-12-19 17:40:31.000000+00:00\"], \"session_ids\": [\"aee4cc74-7fb7-4955-8f27-9fbc0cec39cd\", \"3ad102d7-6892-4dfe-b92a-359238295726\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 0.595}, \"67984\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-01 06:54:17.000000+00:00\", \"2021-07-26 02:02:21.000000+00:00\"], \"session_ids\": [\"cba25e91-86c5-4615-b24b-614592bb1c3d\", \"b010a1e8-1ed5-479d-bb31-68fd086509c9\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 1.405}, \"87035\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-10-17 12:34:39.000000+00:00\", \"2021-06-06 17:04:02.000000+00:00\", \"2019-08-29 20:04:08.000000+00:00\"], \"session_ids\": [\"4b38c337-84a6-4c64-9740-41bb6bbc7ad1\", \"19b65904-5487-430e-af79-ba2e6e75b478\", \"0efd8c47-b690-4bc3-9045-5509a4608b46\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.462}, \"31424\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-30 10:50:28.000000+00:00\", \"2020-10-22 23:10:35.000000+00:00\", \"2023-04-30 03:07:26.000000+00:00\", \"2019-09-15 19:50:22.000000+00:00\", \"2020-11-27 04:03:11.000000+00:00\", \"2020-02-17 00:56:37.000000+00:00\", \"2020-03-23 14:21:49.000000+00:00\", \"2023-01-05 04:14:03.000000+00:00\", \"2021-08-18 16:07:23.000000+00:00\"], \"session_ids\": [\"2914f6f0-9d2f-4952-8303-1e77dea50e61\", \"44b01f6f-b927-4865-808c-e52cea8915ab\", \"12a01d13-7b76-4bdd-ad76-be7566e4005f\", \"286024a1-7ebb-4cd1-96b0-99d7246da8d0\", \"408d7ad1-2b34-4fce-a9a5-3506f815e484\", \"77d22ee4-2246-4dc7-9b51-dd07296c080a\", \"55acde82-e99d-4965-8f41-8b90f225fe79\", \"8efc7946-f998-4450-905f-12d0879f37b2\", \"81958b96-f201-42af-975b-3659806ffc71\"], \"total_duration\": 13527.0, \"total_sessions\": 9, \"mean_week_duration\": 71.571}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"31424\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-30 10:50:28.000000+00:00\", \"2020-10-22 23:10:35.000000+00:00\", \"2023-04-30 03:07:26.000000+00:00\", \"2019-09-15 19:50:22.000000+00:00\", \"2020-11-27 04:03:11.000000+00:00\", \"2020-02-17 00:56:37.000000+00:00\", \"2020-03-23 14:21:49.000000+00:00\", \"2023-01-05 04:14:03.000000+00:00\", \"2021-08-18 16:07:23.000000+00:00\"], \"session_ids\": [\"2914f6f0-9d2f-4952-8303-1e77dea50e61\", \"44b01f6f-b927-4865-808c-e52cea8915ab\", \"12a01d13-7b76-4bdd-ad76-be7566e4005f\", \"286024a1-7ebb-4cd1-96b0-99d7246da8d0\", \"408d7ad1-2b34-4fce-a9a5-3506f815e484\", \"77d22ee4-2246-4dc7-9b51-dd07296c080a\", \"55acde82-e99d-4965-8f41-8b90f225fe79\", \"8efc7946-f998-4450-905f-12d0879f37b2\", \"81958b96-f201-42af-975b-3659806ffc71\"], \"total_duration\": 13527.0, \"total_sessions\": 9, \"mean_week_duration\": 71.571}}, {\"67984\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-01 06:54:17.000000+00:00\", \"2021-07-26 02:02:21.000000+00:00\"], \"session_ids\": [\"cba25e91-86c5-4615-b24b-614592bb1c3d\", \"b010a1e8-1ed5-479d-bb31-68fd086509c9\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 1.405}}, {\"96816\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-02-03 18:28:08.000000+00:00\", \"2019-06-18 10:18:30.000000+00:00\"], \"session_ids\": [\"c1290832-c7f8-4683-9c35-55a3ae06e3be\", \"16683ebe-2c23-4f59-8355-1bfa76076cf7\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.628}}, {\"91700\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-08 17:49:23.000000+00:00\", \"2022-12-19 17:40:31.000000+00:00\"], \"session_ids\": [\"aee4cc74-7fb7-4955-8f27-9fbc0cec39cd\", \"3ad102d7-6892-4dfe-b92a-359238295726\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 0.595}}, {\"87035\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-10-17 12:34:39.000000+00:00\", \"2021-06-06 17:04:02.000000+00:00\", \"2019-08-29 20:04:08.000000+00:00\"], \"session_ids\": [\"4b38c337-84a6-4c64-9740-41bb6bbc7ad1\", \"19b65904-5487-430e-af79-ba2e6e75b478\", \"0efd8c47-b690-4bc3-9045-5509a4608b46\"], \"total_duration\": 43.0, \"total_sessions\": 3, \"mean_week_duration\": 0.462}}]\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[{\"31424\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-30 10:50:28.000000+00:00\", \"2020-10-22 23:10:35.000000+00:00\", \"2023-04-30 03:07:26.000000+00:00\", \"2019-09-15 19:50:22.000000+00:00\", \"2020-11-27 04:03:11.000000+00:00\", \"2020-02-17 00:56:37.000000+00:00\", \"2020-03-23 14:21:49.000000+00:00\", \"2023-01-05 04:14:03.000000+00:00\", \"2021-08-18 16:07:23.000000+00:00\"], \"session_ids\": [\"2914f6f0-9d2f-4952-8303-1e77dea50e61\", \"44b01f6f-b927-4865-808c-e52cea8915ab\", \"12a01d13-7b76-4bdd-ad76-be7566e4005f\", \"286024a1-7ebb-4cd1-96b0-99d7246da8d0\", \"408d7ad1-2b34-4fce-a9a5-3506f815e484\", \"77d22ee4-2246-4dc7-9b51-dd07296c080a\", \"55acde82-e99d-4965-8f41-8b90f225fe79\", \"8efc7946-f998-4450-905f-12d0879f37b2\", \"81958b96-f201-42af-975b-3659806ffc71\"], \"total_duration\": 13527.0, \"total_sessions\": 9, \"mean_week_duration\": 71.571}}, {\"67984\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-01 06:54:17.000000+00:00\", \"2021-07-26 02:02:21.000000+00:00\"], \"session_ids\": [\"cba25e91-86c5-4615-b24b-614592bb1c3d\", \"b010a1e8-1ed5-479d-bb31-68fd086509c9\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 1.405}}, {\"96816\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-02-03 18:28:08.000000+00:00\", \"2019-06-18 10:18:30.000000+00:00\"], \"session_ids\": [\"c1290832-c7f8-4683-9c35-55a3ae06e3be\", \"16683ebe-2c23-4f59-8355-1bfa76076cf7\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.628}}]\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[{\"31424\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-30 10:50:28.000000+00:00\", \"2020-10-22 23:10:35.000000+00:00\", \"2023-04-30 03:07:26.000000+00:00\", \"2019-09-15 19:50:22.000000+00:00\", \"2020-11-27 04:03:11.000000+00:00\", \"2020-02-17 00:56:37.000000+00:00\", \"2020-03-23 14:21:49.000000+00:00\", \"2023-01-05 04:14:03.000000+00:00\", \"2021-08-18 16:07:23.000000+00:00\"], \"session_ids\": [\"2914f6f0-9d2f-4952-8303-1e77dea50e61\", \"44b01f6f-b927-4865-808c-e52cea8915ab\", \"12a01d13-7b76-4bdd-ad76-be7566e4005f\", \"286024a1-7ebb-4cd1-96b0-99d7246da8d0\", \"408d7ad1-2b34-4fce-a9a5-3506f815e484\", \"77d22ee4-2246-4dc7-9b51-dd07296c080a\", \"55acde82-e99d-4965-8f41-8b90f225fe79\", \"8efc7946-f998-4450-905f-12d0879f37b2\", \"81958b96-f201-42af-975b-3659806ffc71\"], \"total_duration\": 13527.0, \"total_sessions\": 9, \"mean_week_duration\": 71.571}}, {\"67984\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-01 06:54:17.000000+00:00\", \"2021-07-26 02:02:21.000000+00:00\"], \"session_ids\": [\"cba25e91-86c5-4615-b24b-614592bb1c3d\", \"b010a1e8-1ed5-479d-bb31-68fd086509c9\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 1.405}}, {\"96816\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-02-03 18:28:08.000000+00:00\", \"2019-06-18 10:18:30.000000+00:00\"], \"session_ids\": [\"c1290832-c7f8-4683-9c35-55a3ae06e3be\", \"16683ebe-2c23-4f59-8355-1bfa76076cf7\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.628}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about user who has the greatest time spent on the site per week , put to use sorting by time using the app in descending order in addition display only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"16703\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-27 14:50:08.000000+00:00\", \"2020-07-21 07:16:11.000000+00:00\"], \"session_ids\": [\"1b00a26f-bb9b-46f3-8d0a-d4b13d132514\", \"f9034af3-ccc5-44ed-8e11-013f6b0dc220\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 4.822}, \"36953\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-02 06:05:38.000000+00:00\", \"2021-08-29 20:01:11.000000+00:00\", \"2021-06-25 02:55:02.000000+00:00\"], \"session_ids\": [\"fbf636fe-7757-4191-baab-e9403e3e52f7\", \"e24917cb-3067-47dd-b593-403247150a5e\", \"e444c3eb-9fb0-4429-9261-3bf322674b8e\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 4.8}, \"63276\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-06-12 19:24:47.000000+00:00\", \"2020-09-14 09:26:25.000000+00:00\"], \"session_ids\": [\"1ef43575-c938-47ad-9f0b-f96e4cfedee4\", \"bb8b21f2-48fd-4e08-8c65-41e40bf566bd\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 15.214}, \"73452\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-01-19 05:58:16.000000+00:00\", \"2021-09-06 20:03:24.000000+00:00\", \"2020-11-04 17:11:36.000000+00:00\"], \"session_ids\": [\"2bb835ea-e2db-4eb6-8d5d-e4c8d3e783db\", \"c993477c-cd33-48e7-9407-76e258ac46f0\", \"983a711f-7fc2-43d7-b162-845ae4275111\"], \"total_duration\": 465.0, \"total_sessions\": 3, \"mean_week_duration\": 10.568}, \"86071\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-12-15 06:27:10.000000+00:00\", \"2019-02-16 12:48:48.000000+00:00\", \"2022-03-05 23:51:29.000000+00:00\"], \"session_ids\": [\"aaf2dd41-2dba-40b3-be3d-22587cb36e9e\", \"4ca907ab-9439-4860-84e1-aa46d8e5482b\", \"6e80f431-b51b-4025-84c5-93103dbcf13a\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 1.277}, \"65490\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-24 02:17:00.000000+00:00\", \"2021-08-29 12:29:04.000000+00:00\"], \"session_ids\": [\"c62ab993-e89d-4a96-8171-030a7e6ee465\", \"0f0c4f91-f472-4ce4-9947-d46b496d557e\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 5.736}, \"21113\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-07 08:28:41.000000+00:00\", \"2022-11-07 02:17:27.000000+00:00\"], \"session_ids\": [\"275b0870-e0ef-42f7-8e1d-e40db53d54b5\", \"4ee4a6f2-608c-42fd-b1f5-c55b99d29ef2\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 9.0}, \"60500\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-05-05 19:24:32.000000+00:00\", \"2020-12-28 09:13:04.000000+00:00\"], \"session_ids\": [\"00178bd5-8a93-4614-9150-085921a92c0a\", \"94531cff-df0e-4951-a285-8084c5afd99d\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 3.324}, \"43205\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-05 08:20:52.000000+00:00\", \"2022-06-05 14:07:07.000000+00:00\"], \"session_ids\": [\"93e75491-d0d2-4dd6-ab69-342118c3502f\", \"38ff5f8a-93f1-4692-b489-ab1fbf09723f\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.114}, \"86745\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-11-11 18:13:48.000000+00:00\", \"2021-01-02 00:58:05.000000+00:00\", \"2021-06-27 15:24:40.000000+00:00\", \"2019-03-18 09:22:45.000000+00:00\", \"2022-09-17 08:31:06.000000+00:00\", \"2022-09-26 08:43:13.000000+00:00\", \"2020-08-10 14:06:36.000000+00:00\"], \"session_ids\": [\"a1ea2452-2e6d-46d0-82b6-1582775c9a18\", \"668b8532-9cf6-41b3-b1da-e71abfb7126d\", \"4ecbb6ec-db62-4488-a6a5-f0686fac72b5\", \"8e40353d-c4c6-490f-9fd1-9b7e448cc5f2\", \"57909345-c095-4541-996f-637ea6f4b187\", \"fb1cca95-2ca4-4d39-b137-c14b80b7b5b4\", \"d20f4b2c-3271-4b0c-b63f-55fc01301bd7\"], \"total_duration\": 8188.0, \"total_sessions\": 7, \"mean_week_duration\": 44.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with 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[{\"86745\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-11-11 18:13:48.000000+00:00\", \"2021-01-02 00:58:05.000000+00:00\", \"2021-06-27 15:24:40.000000+00:00\", \"2019-03-18 09:22:45.000000+00:00\", \"2022-09-17 08:31:06.000000+00:00\", \"2022-09-26 08:43:13.000000+00:00\", \"2020-08-10 14:06:36.000000+00:00\"], \"session_ids\": [\"a1ea2452-2e6d-46d0-82b6-1582775c9a18\", \"668b8532-9cf6-41b3-b1da-e71abfb7126d\", \"4ecbb6ec-db62-4488-a6a5-f0686fac72b5\", \"8e40353d-c4c6-490f-9fd1-9b7e448cc5f2\", \"57909345-c095-4541-996f-637ea6f4b187\", \"fb1cca95-2ca4-4d39-b137-c14b80b7b5b4\", \"d20f4b2c-3271-4b0c-b63f-55fc01301bd7\"], \"total_duration\": 8188.0, \"total_sessions\": 7, \"mean_week_duration\": 44.5}}, {\"63276\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-06-12 19:24:47.000000+00:00\", \"2020-09-14 09:26:25.000000+00:00\"], \"session_ids\": [\"1ef43575-c938-47ad-9f0b-f96e4cfedee4\", \"bb8b21f2-48fd-4e08-8c65-41e40bf566bd\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 15.214}}, {\"73452\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-01-19 05:58:16.000000+00:00\", \"2021-09-06 20:03:24.000000+00:00\", \"2020-11-04 17:11:36.000000+00:00\"], \"session_ids\": [\"2bb835ea-e2db-4eb6-8d5d-e4c8d3e783db\", \"c993477c-cd33-48e7-9407-76e258ac46f0\", \"983a711f-7fc2-43d7-b162-845ae4275111\"], \"total_duration\": 465.0, \"total_sessions\": 3, \"mean_week_duration\": 10.568}}]\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[{\"86745\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-11-11 18:13:48.000000+00:00\", \"2021-01-02 00:58:05.000000+00:00\", \"2021-06-27 15:24:40.000000+00:00\", \"2019-03-18 09:22:45.000000+00:00\", \"2022-09-17 08:31:06.000000+00:00\", \"2022-09-26 08:43:13.000000+00:00\", \"2020-08-10 14:06:36.000000+00:00\"], \"session_ids\": [\"a1ea2452-2e6d-46d0-82b6-1582775c9a18\", \"668b8532-9cf6-41b3-b1da-e71abfb7126d\", \"4ecbb6ec-db62-4488-a6a5-f0686fac72b5\", \"8e40353d-c4c6-490f-9fd1-9b7e448cc5f2\", \"57909345-c095-4541-996f-637ea6f4b187\", \"fb1cca95-2ca4-4d39-b137-c14b80b7b5b4\", \"d20f4b2c-3271-4b0c-b63f-55fc01301bd7\"], \"total_duration\": 8188.0, \"total_sessions\": 7, \"mean_week_duration\": 44.5}}, {\"73452\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-01-19 05:58:16.000000+00:00\", \"2021-09-06 20:03:24.000000+00:00\", \"2020-11-04 17:11:36.000000+00:00\"], \"session_ids\": [\"2bb835ea-e2db-4eb6-8d5d-e4c8d3e783db\", \"c993477c-cd33-48e7-9407-76e258ac46f0\", \"983a711f-7fc2-43d7-b162-845ae4275111\"], \"total_duration\": 465.0, \"total_sessions\": 3, \"mean_week_duration\": 10.568}}, {\"63276\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-06-12 19:24:47.000000+00:00\", \"2020-09-14 09:26:25.000000+00:00\"], \"session_ids\": [\"1ef43575-c938-47ad-9f0b-f96e4cfedee4\", \"bb8b21f2-48fd-4e08-8c65-41e40bf566bd\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 15.214}}]\n```\n" } ]