conversations
list
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the lowest 4 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 4}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"57514\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-02 08:06:42.000000+00:00\", \"2020-11-05 01:10:57.000000+00:00\", \"2020-04-08 07:20:53.000000+00:00\"], \"session_ids\": [\"40b42d57-a9b0-4882-9d69-1cbc04b50264\", \"e1515100-162a-4f27-bcea-b9dbd1e723f2\", \"eae0ebe1-2b0b-4d52-a27a-90e6ba291d60\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 1.043}}, {\"93098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-11 07:28:37.000000+00:00\", \"2020-12-16 18:59:32.000000+00:00\", \"2022-02-08 20:01:05.000000+00:00\"], \"session_ids\": [\"cb1b33cc-b440-4e27-a568-a9b157065704\", \"d6010229-6879-40ec-a885-de2c305fd57c\", \"c28d6df7-8b1c-4a06-88b5-01bcafdae17b\"], \"total_duration\": 122.0, \"total_sessions\": 3, \"mean_week_duration\": 1.119}}, {\"6057\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-20 09:06:31.000000+00:00\", \"2020-12-14 17:01:09.000000+00:00\", \"2021-12-23 17:07:51.000000+00:00\", \"2019-05-18 21:59:55.000000+00:00\", \"2022-04-18 18:56:14.000000+00:00\"], \"session_ids\": [\"bc2def52-e338-4650-b224-acc6c8fb3afc\", \"5b38e3d5-229f-428a-a373-c3757a3cedf0\", \"18c8c34a-6b1b-4ae6-8214-7366aa99c2a0\", \"88305f56-0190-46b0-b692-5c0605eaa32f\", \"43def9b9-6717-496f-90e4-03f9fb5326d4\"], \"total_duration\": 202.0, \"total_sessions\": 5, \"mean_week_duration\": 1.32}}, {\"66863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-01-24 15:13:14.000000+00:00\", \"2020-04-07 14:06:58.000000+00:00\"], \"session_ids\": [\"90f3e58e-d3e8-4bb6-9540-a84993b7c517\", \"df14d765-3ee3-4f79-890a-4bbc1c093f2f\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}}]\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[{\"66863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-01-24 15:13:14.000000+00:00\", \"2020-04-07 14:06:58.000000+00:00\"], \"session_ids\": [\"90f3e58e-d3e8-4bb6-9540-a84993b7c517\", \"df14d765-3ee3-4f79-890a-4bbc1c093f2f\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}}, {\"57514\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-02 08:06:42.000000+00:00\", \"2020-11-05 01:10:57.000000+00:00\", \"2020-04-08 07:20:53.000000+00:00\"], \"session_ids\": [\"40b42d57-a9b0-4882-9d69-1cbc04b50264\", \"e1515100-162a-4f27-bcea-b9dbd1e723f2\", \"eae0ebe1-2b0b-4d52-a27a-90e6ba291d60\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 1.043}}, {\"93098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-11 07:28:37.000000+00:00\", \"2020-12-16 18:59:32.000000+00:00\", \"2022-02-08 20:01:05.000000+00:00\"], \"session_ids\": [\"cb1b33cc-b440-4e27-a568-a9b157065704\", \"d6010229-6879-40ec-a885-de2c305fd57c\", \"c28d6df7-8b1c-4a06-88b5-01bcafdae17b\"], \"total_duration\": 122.0, \"total_sessions\": 3, \"mean_week_duration\": 1.119}}, {\"6057\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-20 09:06:31.000000+00:00\", \"2020-12-14 17:01:09.000000+00:00\", \"2021-12-23 17:07:51.000000+00:00\", \"2019-05-18 21:59:55.000000+00:00\", \"2022-04-18 18:56:14.000000+00:00\"], \"session_ids\": [\"bc2def52-e338-4650-b224-acc6c8fb3afc\", \"5b38e3d5-229f-428a-a373-c3757a3cedf0\", \"18c8c34a-6b1b-4ae6-8214-7366aa99c2a0\", \"88305f56-0190-46b0-b692-5c0605eaa32f\", \"43def9b9-6717-496f-90e4-03f9fb5326d4\"], \"total_duration\": 202.0, \"total_sessions\": 5, \"mean_week_duration\": 1.32}}]\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[{\"66863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-01-24 15:13:14.000000+00:00\", \"2020-04-07 14:06:58.000000+00:00\"], \"session_ids\": [\"90f3e58e-d3e8-4bb6-9540-a84993b7c517\", \"df14d765-3ee3-4f79-890a-4bbc1c093f2f\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}}, {\"57514\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-02 08:06:42.000000+00:00\", \"2020-11-05 01:10:57.000000+00:00\", \"2020-04-08 07:20:53.000000+00:00\"], \"session_ids\": [\"40b42d57-a9b0-4882-9d69-1cbc04b50264\", \"e1515100-162a-4f27-bcea-b9dbd1e723f2\", \"eae0ebe1-2b0b-4d52-a27a-90e6ba291d60\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 1.043}}, {\"93098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-11 07:28:37.000000+00:00\", \"2020-12-16 18:59:32.000000+00:00\", \"2022-02-08 20:01:05.000000+00:00\"], \"session_ids\": [\"cb1b33cc-b440-4e27-a568-a9b157065704\", \"d6010229-6879-40ec-a885-de2c305fd57c\", \"c28d6df7-8b1c-4a06-88b5-01bcafdae17b\"], \"total_duration\": 122.0, \"total_sessions\": 3, \"mean_week_duration\": 1.119}}]\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[{\"66863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-01-24 15:13:14.000000+00:00\", \"2020-04-07 14:06:58.000000+00:00\"], \"session_ids\": [\"90f3e58e-d3e8-4bb6-9540-a84993b7c517\", \"df14d765-3ee3-4f79-890a-4bbc1c093f2f\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}}, {\"57514\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-02 08:06:42.000000+00:00\", \"2020-11-05 01:10:57.000000+00:00\", \"2020-04-08 07:20:53.000000+00:00\"], \"session_ids\": [\"40b42d57-a9b0-4882-9d69-1cbc04b50264\", \"e1515100-162a-4f27-bcea-b9dbd1e723f2\", \"eae0ebe1-2b0b-4d52-a27a-90e6ba291d60\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 1.043}}, {\"93098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-11 07:28:37.000000+00:00\", \"2020-12-16 18:59:32.000000+00:00\", \"2022-02-08 20:01:05.000000+00:00\"], \"session_ids\": [\"cb1b33cc-b440-4e27-a568-a9b157065704\", \"d6010229-6879-40ec-a885-de2c305fd57c\", \"c28d6df7-8b1c-4a06-88b5-01bcafdae17b\"], \"total_duration\": 122.0, \"total_sessions\": 3, \"mean_week_duration\": 1.119}}]\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 whose mean week duration exceed 4, exclusively 4 , and do sorting by total duration amount form the highest value to the lowest 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{\"61987\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-12 20:14:33.000000+00:00\", \"2019-12-26 11:43:39.000000+00:00\"], \"session_ids\": [\"8c1461ee-beb5-42cc-9b24-c095d9d282b2\", \"1054d2d0-c40b-4797-ae10-8f3e9416b828\"], \"total_duration\": 316.0, \"total_sessions\": 2, \"mean_week_duration\": 7.524}, \"73419\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-11-19 13:53:17.000000+00:00\", \"2021-08-20 15:22:57.000000+00:00\"], \"session_ids\": [\"9e920da1-c8b9-410a-8381-8ef930d61f8a\", \"dc7a906e-0047-4d22-9dcc-9c64f63493b5\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.076}, \"36051\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-04 13:03:51.000000+00:00\", \"2020-07-22 13:36:32.000000+00:00\", \"2021-06-29 16:06:51.000000+00:00\"], \"session_ids\": [\"9b0d1e99-f3da-4b43-908a-6a3a5935df8e\", \"bab529ef-1410-4385-910f-c888290437dd\", \"1faaef6a-6c6a-4e3f-9af0-9c95d926d115\"], \"total_duration\": 379.0, \"total_sessions\": 3, \"mean_week_duration\": 3.056}, \"20943\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-20 03:23:01.000000+00:00\", \"2019-02-14 07:55:13.000000+00:00\"], \"session_ids\": [\"4f607681-9507-4332-b25a-13389abaa819\", \"1f476af5-5fea-4b5d-9440-dc9e4810b457\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 2.286}, \"9233\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-06-30 03:03:00.000000+00:00\", \"2021-04-06 09:43:01.000000+00:00\"], \"session_ids\": [\"7dc8558f-ebeb-4707-add3-75963b4d7356\", \"0895f589-e1f4-4d08-8fbe-15ad9c5c33f8\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.194}, \"11634\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-02 04:21:55.000000+00:00\", \"2020-10-21 10:46:16.000000+00:00\"], \"session_ids\": [\"535d1533-112b-486d-9a6e-ea1d9517665f\", \"89b416f1-53c6-4b58-8237-63d150f6872c\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 3.25}, \"14279\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-12-06 20:47:44.000000+00:00\", \"2021-01-31 06:04:21.000000+00:00\", \"2022-06-20 03:28:11.000000+00:00\", \"2019-01-15 05:28:08.000000+00:00\", \"2022-12-02 16:08:28.000000+00:00\"], \"session_ids\": [\"fc1de364-fb96-4fe5-99f2-b112fbbf29d5\", \"3755fe7c-42ea-44ce-be61-ecba2abda01a\", \"c4ac17db-c786-48ee-8339-dfbef8a81067\", \"d4e86f21-737f-45da-b803-c74b7e01b613\", \"6e6c06ca-d30d-42d7-8a64-8bc074ec6dcc\"], \"total_duration\": 238.0, \"total_sessions\": 5, \"mean_week_duration\": 1.172}, \"26107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-04 19:22:05.000000+00:00\", \"2020-08-17 16:22:52.000000+00:00\", \"2022-02-19 00:51:42.000000+00:00\", \"2022-12-07 02:54:57.000000+00:00\"], \"session_ids\": [\"aa05f680-0252-479e-8818-62f34a8259e8\", \"c43539bd-9d9e-4f52-a024-a0f9c38d3f37\", \"dbf7d1bf-7196-4c10-87ef-b62ba8dc4aef\", \"307ec20f-cd6d-4b45-ab73-4a2619e75ea3\"], \"total_duration\": 555.0, \"total_sessions\": 4, \"mean_week_duration\": 4.587}, \"35699\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-28 05:23:58.000000+00:00\", \"2021-03-12 19:25:10.000000+00:00\", \"2023-02-22 11:38:27.000000+00:00\"], \"session_ids\": [\"f94e058c-f5d3-4c41-a645-004d760b85a2\", \"28d4660b-b9c1-463f-b73d-c0f6b6e28959\", \"95999cc2-79f0-4d91-bd16-2f9990bf1d4e\"], \"total_duration\": 67.0, \"total_sessions\": 3, \"mean_week_duration\": 0.578}, \"68352\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-06 21:56:01.000000+00:00\", \"2020-01-09 05:55:43.000000+00:00\", \"2022-08-07 16:51:54.000000+00:00\", \"2022-11-24 22:37:38.000000+00:00\", \"2020-12-10 03:59:58.000000+00:00\", \"2022-12-28 17:07:38.000000+00:00\", \"2021-03-02 04:15:45.000000+00:00\", \"2023-04-01 07:45:13.000000+00:00\", \"2021-07-29 18:17:50.000000+00:00\", \"2022-07-22 06:41:14.000000+00:00\", \"2020-01-29 05:41:29.000000+00:00\"], \"session_ids\": [\"8d28ac6c-0fbe-45a4-9dd9-2acc7df54910\", \"c64f11ea-29da-49c4-b24e-2dd6ea7e5a1a\", \"f3055e7f-06ca-4621-8bee-6b5aacfe155a\", \"1f4fd071-7932-4cea-acca-2e5754e8726c\", \"0eab04cf-fe6f-4308-82e1-57558fc8daa1\", \"40074741-8c62-4ecb-afe7-26947f72c9a2\", \"e4b8920f-2671-4b53-844d-0313b594dfe8\", \"4b966248-4c4e-4de5-af51-684feaa11bb9\", \"a5898a67-95d4-4e0c-886e-0e15a80503f6\", \"323558d9-6b7d-49fa-bb58-bac26b6a87c0\", \"5dcb71f6-77cc-4b1a-89d3-cbb48e3c4f51\"], \"total_duration\": 46449.0, \"total_sessions\": 11, \"mean_week_duration\": 274.846}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[4, 46]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"61987\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-12 20:14:33.000000+00:00\", \"2019-12-26 11:43:39.000000+00:00\"], \"session_ids\": [\"8c1461ee-beb5-42cc-9b24-c095d9d282b2\", \"1054d2d0-c40b-4797-ae10-8f3e9416b828\"], \"total_duration\": 316.0, \"total_sessions\": 2, \"mean_week_duration\": 7.524}, \"26107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-04 19:22:05.000000+00:00\", \"2020-08-17 16:22:52.000000+00:00\", \"2022-02-19 00:51:42.000000+00:00\", \"2022-12-07 02:54:57.000000+00:00\"], \"session_ids\": [\"aa05f680-0252-479e-8818-62f34a8259e8\", \"c43539bd-9d9e-4f52-a024-a0f9c38d3f37\", \"dbf7d1bf-7196-4c10-87ef-b62ba8dc4aef\", \"307ec20f-cd6d-4b45-ab73-4a2619e75ea3\"], \"total_duration\": 555.0, \"total_sessions\": 4, \"mean_week_duration\": 4.587}, \"68352\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-06 21:56:01.000000+00:00\", \"2020-01-09 05:55:43.000000+00:00\", \"2022-08-07 16:51:54.000000+00:00\", \"2022-11-24 22:37:38.000000+00:00\", \"2020-12-10 03:59:58.000000+00:00\", \"2022-12-28 17:07:38.000000+00:00\", \"2021-03-02 04:15:45.000000+00:00\", \"2023-04-01 07:45:13.000000+00:00\", \"2021-07-29 18:17:50.000000+00:00\", \"2022-07-22 06:41:14.000000+00:00\", \"2020-01-29 05:41:29.000000+00:00\"], \"session_ids\": [\"8d28ac6c-0fbe-45a4-9dd9-2acc7df54910\", \"c64f11ea-29da-49c4-b24e-2dd6ea7e5a1a\", \"f3055e7f-06ca-4621-8bee-6b5aacfe155a\", \"1f4fd071-7932-4cea-acca-2e5754e8726c\", \"0eab04cf-fe6f-4308-82e1-57558fc8daa1\", \"40074741-8c62-4ecb-afe7-26947f72c9a2\", \"e4b8920f-2671-4b53-844d-0313b594dfe8\", \"4b966248-4c4e-4de5-af51-684feaa11bb9\", \"a5898a67-95d4-4e0c-886e-0e15a80503f6\", \"323558d9-6b7d-49fa-bb58-bac26b6a87c0\", \"5dcb71f6-77cc-4b1a-89d3-cbb48e3c4f51\"], \"total_duration\": 46449.0, \"total_sessions\": 11, \"mean_week_duration\": 274.846}}\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[{\"68352\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-06 21:56:01.000000+00:00\", \"2020-01-09 05:55:43.000000+00:00\", \"2022-08-07 16:51:54.000000+00:00\", \"2022-11-24 22:37:38.000000+00:00\", \"2020-12-10 03:59:58.000000+00:00\", \"2022-12-28 17:07:38.000000+00:00\", \"2021-03-02 04:15:45.000000+00:00\", \"2023-04-01 07:45:13.000000+00:00\", \"2021-07-29 18:17:50.000000+00:00\", \"2022-07-22 06:41:14.000000+00:00\", \"2020-01-29 05:41:29.000000+00:00\"], \"session_ids\": [\"8d28ac6c-0fbe-45a4-9dd9-2acc7df54910\", \"c64f11ea-29da-49c4-b24e-2dd6ea7e5a1a\", \"f3055e7f-06ca-4621-8bee-6b5aacfe155a\", \"1f4fd071-7932-4cea-acca-2e5754e8726c\", \"0eab04cf-fe6f-4308-82e1-57558fc8daa1\", \"40074741-8c62-4ecb-afe7-26947f72c9a2\", \"e4b8920f-2671-4b53-844d-0313b594dfe8\", \"4b966248-4c4e-4de5-af51-684feaa11bb9\", \"a5898a67-95d4-4e0c-886e-0e15a80503f6\", \"323558d9-6b7d-49fa-bb58-bac26b6a87c0\", \"5dcb71f6-77cc-4b1a-89d3-cbb48e3c4f51\"], \"total_duration\": 46449.0, \"total_sessions\": 11, \"mean_week_duration\": 274.846}}, {\"26107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-04 19:22:05.000000+00:00\", \"2020-08-17 16:22:52.000000+00:00\", \"2022-02-19 00:51:42.000000+00:00\", \"2022-12-07 02:54:57.000000+00:00\"], \"session_ids\": [\"aa05f680-0252-479e-8818-62f34a8259e8\", \"c43539bd-9d9e-4f52-a024-a0f9c38d3f37\", \"dbf7d1bf-7196-4c10-87ef-b62ba8dc4aef\", \"307ec20f-cd6d-4b45-ab73-4a2619e75ea3\"], \"total_duration\": 555.0, \"total_sessions\": 4, \"mean_week_duration\": 4.587}}, {\"61987\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-12 20:14:33.000000+00:00\", \"2019-12-26 11:43:39.000000+00:00\"], \"session_ids\": [\"8c1461ee-beb5-42cc-9b24-c095d9d282b2\", \"1054d2d0-c40b-4797-ae10-8f3e9416b828\"], \"total_duration\": 316.0, \"total_sessions\": 2, \"mean_week_duration\": 7.524}}]\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[{\"68352\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-06 21:56:01.000000+00:00\", \"2020-01-09 05:55:43.000000+00:00\", \"2022-08-07 16:51:54.000000+00:00\", \"2022-11-24 22:37:38.000000+00:00\", \"2020-12-10 03:59:58.000000+00:00\", \"2022-12-28 17:07:38.000000+00:00\", \"2021-03-02 04:15:45.000000+00:00\", \"2023-04-01 07:45:13.000000+00:00\", \"2021-07-29 18:17:50.000000+00:00\", \"2022-07-22 06:41:14.000000+00:00\", \"2020-01-29 05:41:29.000000+00:00\"], \"session_ids\": [\"8d28ac6c-0fbe-45a4-9dd9-2acc7df54910\", \"c64f11ea-29da-49c4-b24e-2dd6ea7e5a1a\", \"f3055e7f-06ca-4621-8bee-6b5aacfe155a\", \"1f4fd071-7932-4cea-acca-2e5754e8726c\", \"0eab04cf-fe6f-4308-82e1-57558fc8daa1\", \"40074741-8c62-4ecb-afe7-26947f72c9a2\", \"e4b8920f-2671-4b53-844d-0313b594dfe8\", \"4b966248-4c4e-4de5-af51-684feaa11bb9\", \"a5898a67-95d4-4e0c-886e-0e15a80503f6\", \"323558d9-6b7d-49fa-bb58-bac26b6a87c0\", \"5dcb71f6-77cc-4b1a-89d3-cbb48e3c4f51\"], \"total_duration\": 46449.0, \"total_sessions\": 11, \"mean_week_duration\": 274.846}}, {\"26107\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-04 19:22:05.000000+00:00\", \"2020-08-17 16:22:52.000000+00:00\", \"2022-02-19 00:51:42.000000+00:00\", \"2022-12-07 02:54:57.000000+00:00\"], \"session_ids\": [\"aa05f680-0252-479e-8818-62f34a8259e8\", \"c43539bd-9d9e-4f52-a024-a0f9c38d3f37\", \"dbf7d1bf-7196-4c10-87ef-b62ba8dc4aef\", \"307ec20f-cd6d-4b45-ab73-4a2619e75ea3\"], \"total_duration\": 555.0, \"total_sessions\": 4, \"mean_week_duration\": 4.587}}, {\"61987\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-12 20:14:33.000000+00:00\", \"2019-12-26 11:43:39.000000+00:00\"], \"session_ids\": [\"8c1461ee-beb5-42cc-9b24-c095d9d282b2\", \"1054d2d0-c40b-4797-ae10-8f3e9416b828\"], \"total_duration\": 316.0, \"total_sessions\": 2, \"mean_week_duration\": 7.524}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into user whose total sessoins count is strictly less than 6 and strictly greater than 3 additionaly perform sorting by count of sessions in descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"29083\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-25 11:52:13.000000+00:00\", \"2021-12-26 11:57:12.000000+00:00\", \"2021-05-04 05:45:54.000000+00:00\", \"2019-06-14 05:35:02.000000+00:00\", \"2020-07-15 18:47:04.000000+00:00\", \"2021-06-17 08:49:36.000000+00:00\"], \"session_ids\": [\"d62ba59c-a90b-41c0-9a81-996b50beda4d\", \"ceae6ce6-8e96-41e3-9edf-b22b2a6d3583\", \"daff5196-d42a-490b-94e4-f99e8ea5c656\", \"b81172de-e847-4a25-9334-80242af23f7a\", \"ae0216e0-3b36-454c-be28-318a891957b5\", \"e44b9d28-eb47-4ec8-bad0-6fe505ffebe7\"], \"total_duration\": 354.0, \"total_sessions\": 6, \"mean_week_duration\": 2.662}, \"63980\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-02-15 10:52:39.000000+00:00\", \"2019-10-13 12:34:07.000000+00:00\"], \"session_ids\": [\"e7610900-be10-4037-8b8e-0440b9a9a413\", \"474fea23-b7c6-4a1c-b9cf-55ea080bb170\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.293}, \"3735\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-19 19:21:32.000000+00:00\", \"2023-03-12 01:32:18.000000+00:00\"], \"session_ids\": [\"47746d33-6925-4c06-89d9-05958db6bc88\", \"cc775228-3987-4e47-ae50-416dc858281f\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.165}, \"17759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2019-06-13 04:14:12.000000+00:00\", \"2019-04-07 04:48:29.000000+00:00\"], \"session_ids\": [\"ce502b55-072b-4a20-ba35-390fdaf8c1f6\", \"22badfff-b0ec-410e-aff8-a628a24152c9\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 5.3}, \"25142\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-12 18:00:39.000000+00:00\", \"2020-12-11 21:55:51.000000+00:00\"], \"session_ids\": [\"a4b379da-29d1-4888-b2fe-a5a80f9532eb\", \"c3fab89e-61b2-48ce-a312-c3199673bcb2\"], \"total_duration\": 269.0, \"total_sessions\": 2, \"mean_week_duration\": 2.924}, \"80746\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-02-09 23:43:38.000000+00:00\", \"2020-07-21 13:14:36.000000+00:00\"], \"session_ids\": [\"ff400a4a-59d3-4e77-b046-1df9e001faca\", \"f75c5ba6-5a1a-425c-a467-1c1cae8acf61\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 2.724}, \"4554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-04-11 05:14:35.000000+00:00\", \"2019-10-23 22:54:23.000000+00:00\", \"2019-03-19 05:36:10.000000+00:00\"], \"session_ids\": [\"d351f174-e523-4bd4-b494-31a0ea632a96\", \"f024d441-69f0-40f1-a704-04e507006c8f\", \"af479cb1-3571-4ef7-820d-8f19abd980f7\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 1.054}, \"38029\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-10 19:00:57.000000+00:00\", \"2022-03-27 04:51:27.000000+00:00\", \"2019-06-30 06:56:58.000000+00:00\", \"2020-04-13 23:38:44.000000+00:00\"], \"session_ids\": [\"e5dbbdfb-8bce-4d2e-806c-39ba206312bf\", \"2527aafb-74de-47cc-b2f8-484f2de4cb5c\", \"35937fb5-55fa-42bf-847f-fcd742447440\", \"4de135ab-206e-4b78-ae5f-6e5e80eca743\"], \"total_duration\": 280.0, \"total_sessions\": 4, \"mean_week_duration\": 1.818}, \"19162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-17 03:51:23.000000+00:00\", \"2020-11-01 03:24:31.000000+00:00\", \"2020-09-03 04:35:24.000000+00:00\", \"2019-11-29 17:43:29.000000+00:00\", \"2023-04-24 13:26:11.000000+00:00\"], \"session_ids\": [\"f66d96c5-9107-4fea-9364-29d9cc809abd\", \"364ee25f-1e7e-481f-88eb-ff8e6c1dee3a\", \"aed2bb5b-db99-4047-aaec-daa356a91ddf\", \"3b1c20b2-95d6-4ba6-8bb2-6ac36f6f3235\", \"4a5db5b5-3dcd-4939-8c62-faa83b1f3dd0\"], \"total_duration\": 2451.0, \"total_sessions\": 5, \"mean_week_duration\": 10.991}, \"8963\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-04-21 08:02:11.000000+00:00\", \"2022-04-11 06:05:15.000000+00:00\", \"2021-03-25 12:40:47.000000+00:00\", \"2022-12-18 03:27:19.000000+00:00\"], \"session_ids\": [\"35ec7e93-8e40-4338-b6a6-50914877895d\", \"dc629b77-fb97-4ab3-8b0f-1a51e2786d59\", \"9e2c51a1-95ea-4084-8256-e5dae950ffc1\", \"7d1aba76-2a77-4305-a7b8-49e9f5cd5106\"], \"total_duration\": 304.0, \"total_sessions\": 4, \"mean_week_duration\": 3.341}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are greater than 3 and are less than 6" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[3, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"38029\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-10 19:00:57.000000+00:00\", \"2022-03-27 04:51:27.000000+00:00\", \"2019-06-30 06:56:58.000000+00:00\", \"2020-04-13 23:38:44.000000+00:00\"], \"session_ids\": [\"e5dbbdfb-8bce-4d2e-806c-39ba206312bf\", \"2527aafb-74de-47cc-b2f8-484f2de4cb5c\", \"35937fb5-55fa-42bf-847f-fcd742447440\", \"4de135ab-206e-4b78-ae5f-6e5e80eca743\"], \"total_duration\": 280.0, \"total_sessions\": 4, \"mean_week_duration\": 1.818}, \"19162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-17 03:51:23.000000+00:00\", \"2020-11-01 03:24:31.000000+00:00\", \"2020-09-03 04:35:24.000000+00:00\", \"2019-11-29 17:43:29.000000+00:00\", \"2023-04-24 13:26:11.000000+00:00\"], \"session_ids\": [\"f66d96c5-9107-4fea-9364-29d9cc809abd\", \"364ee25f-1e7e-481f-88eb-ff8e6c1dee3a\", \"aed2bb5b-db99-4047-aaec-daa356a91ddf\", \"3b1c20b2-95d6-4ba6-8bb2-6ac36f6f3235\", \"4a5db5b5-3dcd-4939-8c62-faa83b1f3dd0\"], \"total_duration\": 2451.0, \"total_sessions\": 5, \"mean_week_duration\": 10.991}, \"8963\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-04-21 08:02:11.000000+00:00\", \"2022-04-11 06:05:15.000000+00:00\", \"2021-03-25 12:40:47.000000+00:00\", \"2022-12-18 03:27:19.000000+00:00\"], \"session_ids\": [\"35ec7e93-8e40-4338-b6a6-50914877895d\", \"dc629b77-fb97-4ab3-8b0f-1a51e2786d59\", \"9e2c51a1-95ea-4084-8256-e5dae950ffc1\", \"7d1aba76-2a77-4305-a7b8-49e9f5cd5106\"], \"total_duration\": 304.0, \"total_sessions\": 4, \"mean_week_duration\": 3.341}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"19162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-17 03:51:23.000000+00:00\", \"2020-11-01 03:24:31.000000+00:00\", \"2020-09-03 04:35:24.000000+00:00\", \"2019-11-29 17:43:29.000000+00:00\", \"2023-04-24 13:26:11.000000+00:00\"], \"session_ids\": [\"f66d96c5-9107-4fea-9364-29d9cc809abd\", \"364ee25f-1e7e-481f-88eb-ff8e6c1dee3a\", \"aed2bb5b-db99-4047-aaec-daa356a91ddf\", \"3b1c20b2-95d6-4ba6-8bb2-6ac36f6f3235\", \"4a5db5b5-3dcd-4939-8c62-faa83b1f3dd0\"], \"total_duration\": 2451.0, \"total_sessions\": 5, \"mean_week_duration\": 10.991}}, {\"38029\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-10 19:00:57.000000+00:00\", \"2022-03-27 04:51:27.000000+00:00\", \"2019-06-30 06:56:58.000000+00:00\", \"2020-04-13 23:38:44.000000+00:00\"], \"session_ids\": [\"e5dbbdfb-8bce-4d2e-806c-39ba206312bf\", \"2527aafb-74de-47cc-b2f8-484f2de4cb5c\", \"35937fb5-55fa-42bf-847f-fcd742447440\", \"4de135ab-206e-4b78-ae5f-6e5e80eca743\"], \"total_duration\": 280.0, \"total_sessions\": 4, \"mean_week_duration\": 1.818}}, {\"8963\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-04-21 08:02:11.000000+00:00\", \"2022-04-11 06:05:15.000000+00:00\", \"2021-03-25 12:40:47.000000+00:00\", \"2022-12-18 03:27:19.000000+00:00\"], \"session_ids\": [\"35ec7e93-8e40-4338-b6a6-50914877895d\", \"dc629b77-fb97-4ab3-8b0f-1a51e2786d59\", \"9e2c51a1-95ea-4084-8256-e5dae950ffc1\", \"7d1aba76-2a77-4305-a7b8-49e9f5cd5106\"], \"total_duration\": 304.0, \"total_sessions\": 4, \"mean_week_duration\": 3.341}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"19162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-17 03:51:23.000000+00:00\", \"2020-11-01 03:24:31.000000+00:00\", \"2020-09-03 04:35:24.000000+00:00\", \"2019-11-29 17:43:29.000000+00:00\", \"2023-04-24 13:26:11.000000+00:00\"], \"session_ids\": [\"f66d96c5-9107-4fea-9364-29d9cc809abd\", \"364ee25f-1e7e-481f-88eb-ff8e6c1dee3a\", \"aed2bb5b-db99-4047-aaec-daa356a91ddf\", \"3b1c20b2-95d6-4ba6-8bb2-6ac36f6f3235\", \"4a5db5b5-3dcd-4939-8c62-faa83b1f3dd0\"], \"total_duration\": 2451.0, \"total_sessions\": 5, \"mean_week_duration\": 10.991}}]\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[{\"19162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-17 03:51:23.000000+00:00\", \"2020-11-01 03:24:31.000000+00:00\", \"2020-09-03 04:35:24.000000+00:00\", \"2019-11-29 17:43:29.000000+00:00\", \"2023-04-24 13:26:11.000000+00:00\"], \"session_ids\": [\"f66d96c5-9107-4fea-9364-29d9cc809abd\", \"364ee25f-1e7e-481f-88eb-ff8e6c1dee3a\", \"aed2bb5b-db99-4047-aaec-daa356a91ddf\", \"3b1c20b2-95d6-4ba6-8bb2-6ac36f6f3235\", \"4a5db5b5-3dcd-4939-8c62-faa83b1f3dd0\"], \"total_duration\": 2451.0, \"total_sessions\": 5, \"mean_week_duration\": 10.991}}]\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 8 users who are topleast users based on time in app per week , carry out sorting by city name in descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"25996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-07 09:50:22.000000+00:00\", \"2022-06-24 10:11:16.000000+00:00\"], \"session_ids\": [\"cdcef376-62e3-4f3a-bab2-255c29cd719a\", \"0261d520-041d-4fa4-9f76-df9726347e67\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 6.138}, \"6818\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-06 11:55:45.000000+00:00\", \"2019-09-16 12:23:21.000000+00:00\", \"2019-04-01 23:03:52.000000+00:00\", \"2021-07-30 05:09:29.000000+00:00\"], \"session_ids\": [\"343cb337-54bd-4cd5-b19d-653188cdd116\", \"05fb1434-c9b3-484a-b80a-6a75b87e3639\", \"861c74bf-46aa-4dde-9e48-acab704056d0\", \"ff323eaa-0257-49a1-bd89-9d7d298e2e35\"], \"total_duration\": 2197.0, \"total_sessions\": 4, \"mean_week_duration\": 13.905}, \"16390\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-10 19:07:07.000000+00:00\", \"2019-01-08 00:48:09.000000+00:00\"], \"session_ids\": [\"842b97d6-e6ed-4836-8b3d-c331608fb11e\", \"461b359d-522c-4cd8-a9dc-afc40b16f8bf\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.191}, \"18458\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-06-06 13:39:42.000000+00:00\", \"2020-06-07 10:04:50.000000+00:00\", \"2021-01-14 07:30:49.000000+00:00\", \"2021-05-20 20:52:25.000000+00:00\", \"2022-09-01 12:06:20.000000+00:00\", \"2023-05-26 13:26:41.000000+00:00\", \"2023-06-18 17:00:28.000000+00:00\", \"2022-06-22 15:08:46.000000+00:00\", \"2019-11-23 05:47:04.000000+00:00\"], \"session_ids\": [\"55529eab-b2ee-4e7c-a65c-7a150962e3d2\", \"287512f0-3735-4fe3-9453-7458ddef4430\", \"f49cec2d-409a-4a9b-9e2f-8cc7fb571000\", \"37b933e6-46cc-43f1-9d39-8e504f6d7472\", \"0b5cbda8-755a-44e6-88db-4e241f4f91da\", \"acee96fc-69dc-41c9-b1cd-5ccd192b1b35\", \"a291ef2a-ecc3-4cf9-86ca-652fe318ca2f\", \"7b428c48-70c1-42ca-92bc-730a8f81eec4\", \"42eca2f5-3289-456a-98d1-b69719e3ce38\"], \"total_duration\": 1478.0, \"total_sessions\": 9, \"mean_week_duration\": 7.005}, \"77793\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-22 10:21:15.000000+00:00\", \"2020-12-18 19:45:29.000000+00:00\", \"2022-05-26 10:37:42.000000+00:00\"], \"session_ids\": [\"dac13f7e-76f7-4155-98e3-29acd2f8cfd5\", \"429014c5-acc9-4244-a557-ce0744ea4467\", \"303f3634-966f-4452-993c-adffd3bd8a57\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 1.033}, \"11403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-05-01 10:43:48.000000+00:00\", \"2022-08-24 05:44:41.000000+00:00\", \"2021-10-01 18:28:23.000000+00:00\"], \"session_ids\": [\"57a273fc-12ba-4675-8ce3-fdbb793317d2\", \"5b7f8ca1-f838-42a9-ae6e-5a9ef4ec8de9\", \"09fc3ec5-3703-4b63-8fdf-057f4f02f832\"], \"total_duration\": 87.0, \"total_sessions\": 3, \"mean_week_duration\": 0.503}, \"37430\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-01-31 10:57:38.000000+00:00\", \"2022-03-01 09:00:02.000000+00:00\"], \"session_ids\": [\"0b023f76-cd1b-4b13-8396-f3a7dbd8ff0a\", \"a1df44d9-ad0e-439c-b5d2-00f138a6b680\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.156}, \"19365\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-22 20:50:18.000000+00:00\", \"2020-06-23 09:23:47.000000+00:00\", \"2019-04-02 02:33:47.000000+00:00\", \"2019-07-01 22:36:13.000000+00:00\", \"2021-08-08 03:49:21.000000+00:00\", \"2020-04-02 12:25:41.000000+00:00\", \"2022-09-17 06:13:01.000000+00:00\", \"2020-12-29 08:21:47.000000+00:00\"], \"session_ids\": [\"812819ce-e6de-4a47-a9f7-e48677cd9ab9\", \"4121bfc3-5ed8-485c-b43c-f8c57d13437a\", \"877b2e3d-f2a0-4de2-b0e3-4a01faef5696\", \"a4ef2ede-6d95-4f99-844e-6b9a04809279\", \"b9df62e2-4600-41aa-9a67-9240c896c3d4\", \"bb2ff6ce-6d54-47d6-af30-f35c9fa386f3\", \"b14f0d60-6c97-406c-ab79-9708e0a42a73\", \"2c5d8a7d-cbe6-47d2-ae2d-8c5beb25d47f\"], \"total_duration\": 1347.0, \"total_sessions\": 8, \"mean_week_duration\": 7.442}, \"99861\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-04 04:55:52.000000+00:00\", \"2020-12-05 08:43:45.000000+00:00\"], \"session_ids\": [\"641909c4-2d2e-45d6-8b47-74f5914a1ea8\", \"0ffb1f26-6b18-4898-8196-f84bbc116ca3\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 1.963}, \"17146\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-29 01:34:05.000000+00:00\", \"2020-08-14 06:18:34.000000+00:00\"], \"session_ids\": [\"55a134e0-0bea-4a4e-bcc9-0afe6a32e983\", \"937d7906-daad-4682-ae18-e0ec0bb4868f\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 5.188}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the lowest 8 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 8}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"37430\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-01-31 10:57:38.000000+00:00\", \"2022-03-01 09:00:02.000000+00:00\"], \"session_ids\": [\"0b023f76-cd1b-4b13-8396-f3a7dbd8ff0a\", \"a1df44d9-ad0e-439c-b5d2-00f138a6b680\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.156}}, {\"16390\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-10 19:07:07.000000+00:00\", \"2019-01-08 00:48:09.000000+00:00\"], \"session_ids\": [\"842b97d6-e6ed-4836-8b3d-c331608fb11e\", \"461b359d-522c-4cd8-a9dc-afc40b16f8bf\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.191}}, {\"11403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-05-01 10:43:48.000000+00:00\", \"2022-08-24 05:44:41.000000+00:00\", \"2021-10-01 18:28:23.000000+00:00\"], \"session_ids\": [\"57a273fc-12ba-4675-8ce3-fdbb793317d2\", \"5b7f8ca1-f838-42a9-ae6e-5a9ef4ec8de9\", \"09fc3ec5-3703-4b63-8fdf-057f4f02f832\"], \"total_duration\": 87.0, \"total_sessions\": 3, \"mean_week_duration\": 0.503}}, {\"77793\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-22 10:21:15.000000+00:00\", \"2020-12-18 19:45:29.000000+00:00\", \"2022-05-26 10:37:42.000000+00:00\"], \"session_ids\": [\"dac13f7e-76f7-4155-98e3-29acd2f8cfd5\", \"429014c5-acc9-4244-a557-ce0744ea4467\", \"303f3634-966f-4452-993c-adffd3bd8a57\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 1.033}}, {\"99861\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-04 04:55:52.000000+00:00\", \"2020-12-05 08:43:45.000000+00:00\"], \"session_ids\": [\"641909c4-2d2e-45d6-8b47-74f5914a1ea8\", \"0ffb1f26-6b18-4898-8196-f84bbc116ca3\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 1.963}}, {\"17146\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-29 01:34:05.000000+00:00\", \"2020-08-14 06:18:34.000000+00:00\"], \"session_ids\": [\"55a134e0-0bea-4a4e-bcc9-0afe6a32e983\", \"937d7906-daad-4682-ae18-e0ec0bb4868f\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 5.188}}, {\"25996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-07 09:50:22.000000+00:00\", \"2022-06-24 10:11:16.000000+00:00\"], \"session_ids\": [\"cdcef376-62e3-4f3a-bab2-255c29cd719a\", \"0261d520-041d-4fa4-9f76-df9726347e67\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 6.138}}, {\"18458\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-06-06 13:39:42.000000+00:00\", \"2020-06-07 10:04:50.000000+00:00\", \"2021-01-14 07:30:49.000000+00:00\", \"2021-05-20 20:52:25.000000+00:00\", \"2022-09-01 12:06:20.000000+00:00\", \"2023-05-26 13:26:41.000000+00:00\", \"2023-06-18 17:00:28.000000+00:00\", \"2022-06-22 15:08:46.000000+00:00\", \"2019-11-23 05:47:04.000000+00:00\"], \"session_ids\": [\"55529eab-b2ee-4e7c-a65c-7a150962e3d2\", \"287512f0-3735-4fe3-9453-7458ddef4430\", \"f49cec2d-409a-4a9b-9e2f-8cc7fb571000\", \"37b933e6-46cc-43f1-9d39-8e504f6d7472\", \"0b5cbda8-755a-44e6-88db-4e241f4f91da\", \"acee96fc-69dc-41c9-b1cd-5ccd192b1b35\", \"a291ef2a-ecc3-4cf9-86ca-652fe318ca2f\", \"7b428c48-70c1-42ca-92bc-730a8f81eec4\", \"42eca2f5-3289-456a-98d1-b69719e3ce38\"], \"total_duration\": 1478.0, \"total_sessions\": 9, \"mean_week_duration\": 7.005}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"77793\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-22 10:21:15.000000+00:00\", \"2020-12-18 19:45:29.000000+00:00\", \"2022-05-26 10:37:42.000000+00:00\"], \"session_ids\": [\"dac13f7e-76f7-4155-98e3-29acd2f8cfd5\", \"429014c5-acc9-4244-a557-ce0744ea4467\", \"303f3634-966f-4452-993c-adffd3bd8a57\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 1.033}}, {\"25996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-07 09:50:22.000000+00:00\", \"2022-06-24 10:11:16.000000+00:00\"], \"session_ids\": [\"cdcef376-62e3-4f3a-bab2-255c29cd719a\", \"0261d520-041d-4fa4-9f76-df9726347e67\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 6.138}}, {\"16390\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-10 19:07:07.000000+00:00\", \"2019-01-08 00:48:09.000000+00:00\"], \"session_ids\": [\"842b97d6-e6ed-4836-8b3d-c331608fb11e\", \"461b359d-522c-4cd8-a9dc-afc40b16f8bf\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.191}}, {\"37430\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-01-31 10:57:38.000000+00:00\", \"2022-03-01 09:00:02.000000+00:00\"], \"session_ids\": [\"0b023f76-cd1b-4b13-8396-f3a7dbd8ff0a\", \"a1df44d9-ad0e-439c-b5d2-00f138a6b680\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.156}}, {\"17146\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-29 01:34:05.000000+00:00\", \"2020-08-14 06:18:34.000000+00:00\"], \"session_ids\": [\"55a134e0-0bea-4a4e-bcc9-0afe6a32e983\", \"937d7906-daad-4682-ae18-e0ec0bb4868f\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 5.188}}, {\"99861\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-04 04:55:52.000000+00:00\", \"2020-12-05 08:43:45.000000+00:00\"], \"session_ids\": [\"641909c4-2d2e-45d6-8b47-74f5914a1ea8\", \"0ffb1f26-6b18-4898-8196-f84bbc116ca3\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 1.963}}, {\"11403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-05-01 10:43:48.000000+00:00\", \"2022-08-24 05:44:41.000000+00:00\", \"2021-10-01 18:28:23.000000+00:00\"], \"session_ids\": [\"57a273fc-12ba-4675-8ce3-fdbb793317d2\", \"5b7f8ca1-f838-42a9-ae6e-5a9ef4ec8de9\", \"09fc3ec5-3703-4b63-8fdf-057f4f02f832\"], \"total_duration\": 87.0, \"total_sessions\": 3, \"mean_week_duration\": 0.503}}, {\"18458\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-06-06 13:39:42.000000+00:00\", \"2020-06-07 10:04:50.000000+00:00\", \"2021-01-14 07:30:49.000000+00:00\", \"2021-05-20 20:52:25.000000+00:00\", \"2022-09-01 12:06:20.000000+00:00\", \"2023-05-26 13:26:41.000000+00:00\", \"2023-06-18 17:00:28.000000+00:00\", \"2022-06-22 15:08:46.000000+00:00\", \"2019-11-23 05:47:04.000000+00:00\"], \"session_ids\": [\"55529eab-b2ee-4e7c-a65c-7a150962e3d2\", \"287512f0-3735-4fe3-9453-7458ddef4430\", \"f49cec2d-409a-4a9b-9e2f-8cc7fb571000\", \"37b933e6-46cc-43f1-9d39-8e504f6d7472\", \"0b5cbda8-755a-44e6-88db-4e241f4f91da\", \"acee96fc-69dc-41c9-b1cd-5ccd192b1b35\", \"a291ef2a-ecc3-4cf9-86ca-652fe318ca2f\", \"7b428c48-70c1-42ca-92bc-730a8f81eec4\", \"42eca2f5-3289-456a-98d1-b69719e3ce38\"], \"total_duration\": 1478.0, \"total_sessions\": 9, \"mean_week_duration\": 7.005}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 8 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"77793\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-22 10:21:15.000000+00:00\", \"2020-12-18 19:45:29.000000+00:00\", \"2022-05-26 10:37:42.000000+00:00\"], \"session_ids\": [\"dac13f7e-76f7-4155-98e3-29acd2f8cfd5\", \"429014c5-acc9-4244-a557-ce0744ea4467\", \"303f3634-966f-4452-993c-adffd3bd8a57\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 1.033}}, {\"25996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-07 09:50:22.000000+00:00\", \"2022-06-24 10:11:16.000000+00:00\"], \"session_ids\": [\"cdcef376-62e3-4f3a-bab2-255c29cd719a\", \"0261d520-041d-4fa4-9f76-df9726347e67\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 6.138}}, {\"16390\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-10 19:07:07.000000+00:00\", \"2019-01-08 00:48:09.000000+00:00\"], \"session_ids\": [\"842b97d6-e6ed-4836-8b3d-c331608fb11e\", \"461b359d-522c-4cd8-a9dc-afc40b16f8bf\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.191}}, {\"37430\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-01-31 10:57:38.000000+00:00\", \"2022-03-01 09:00:02.000000+00:00\"], \"session_ids\": [\"0b023f76-cd1b-4b13-8396-f3a7dbd8ff0a\", \"a1df44d9-ad0e-439c-b5d2-00f138a6b680\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.156}}, {\"17146\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-29 01:34:05.000000+00:00\", \"2020-08-14 06:18:34.000000+00:00\"], \"session_ids\": [\"55a134e0-0bea-4a4e-bcc9-0afe6a32e983\", \"937d7906-daad-4682-ae18-e0ec0bb4868f\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 5.188}}, {\"99861\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-04 04:55:52.000000+00:00\", \"2020-12-05 08:43:45.000000+00:00\"], \"session_ids\": [\"641909c4-2d2e-45d6-8b47-74f5914a1ea8\", \"0ffb1f26-6b18-4898-8196-f84bbc116ca3\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 1.963}}, {\"11403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-05-01 10:43:48.000000+00:00\", \"2022-08-24 05:44:41.000000+00:00\", \"2021-10-01 18:28:23.000000+00:00\"], \"session_ids\": [\"57a273fc-12ba-4675-8ce3-fdbb793317d2\", \"5b7f8ca1-f838-42a9-ae6e-5a9ef4ec8de9\", \"09fc3ec5-3703-4b63-8fdf-057f4f02f832\"], \"total_duration\": 87.0, \"total_sessions\": 3, \"mean_week_duration\": 0.503}}, {\"18458\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-06-06 13:39:42.000000+00:00\", \"2020-06-07 10:04:50.000000+00:00\", \"2021-01-14 07:30:49.000000+00:00\", \"2021-05-20 20:52:25.000000+00:00\", \"2022-09-01 12:06:20.000000+00:00\", \"2023-05-26 13:26:41.000000+00:00\", \"2023-06-18 17:00:28.000000+00:00\", \"2022-06-22 15:08:46.000000+00:00\", \"2019-11-23 05:47:04.000000+00:00\"], \"session_ids\": [\"55529eab-b2ee-4e7c-a65c-7a150962e3d2\", \"287512f0-3735-4fe3-9453-7458ddef4430\", \"f49cec2d-409a-4a9b-9e2f-8cc7fb571000\", \"37b933e6-46cc-43f1-9d39-8e504f6d7472\", \"0b5cbda8-755a-44e6-88db-4e241f4f91da\", \"acee96fc-69dc-41c9-b1cd-5ccd192b1b35\", \"a291ef2a-ecc3-4cf9-86ca-652fe318ca2f\", \"7b428c48-70c1-42ca-92bc-730a8f81eec4\", \"42eca2f5-3289-456a-98d1-b69719e3ce38\"], \"total_duration\": 1478.0, \"total_sessions\": 9, \"mean_week_duration\": 7.005}}]\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[{\"77793\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-22 10:21:15.000000+00:00\", \"2020-12-18 19:45:29.000000+00:00\", \"2022-05-26 10:37:42.000000+00:00\"], \"session_ids\": [\"dac13f7e-76f7-4155-98e3-29acd2f8cfd5\", \"429014c5-acc9-4244-a557-ce0744ea4467\", \"303f3634-966f-4452-993c-adffd3bd8a57\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 1.033}}, {\"25996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-07 09:50:22.000000+00:00\", \"2022-06-24 10:11:16.000000+00:00\"], \"session_ids\": [\"cdcef376-62e3-4f3a-bab2-255c29cd719a\", \"0261d520-041d-4fa4-9f76-df9726347e67\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 6.138}}, {\"16390\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-10 19:07:07.000000+00:00\", \"2019-01-08 00:48:09.000000+00:00\"], \"session_ids\": [\"842b97d6-e6ed-4836-8b3d-c331608fb11e\", \"461b359d-522c-4cd8-a9dc-afc40b16f8bf\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.191}}, {\"37430\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-01-31 10:57:38.000000+00:00\", \"2022-03-01 09:00:02.000000+00:00\"], \"session_ids\": [\"0b023f76-cd1b-4b13-8396-f3a7dbd8ff0a\", \"a1df44d9-ad0e-439c-b5d2-00f138a6b680\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.156}}, {\"17146\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-29 01:34:05.000000+00:00\", \"2020-08-14 06:18:34.000000+00:00\"], \"session_ids\": [\"55a134e0-0bea-4a4e-bcc9-0afe6a32e983\", \"937d7906-daad-4682-ae18-e0ec0bb4868f\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 5.188}}, {\"99861\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-04 04:55:52.000000+00:00\", \"2020-12-05 08:43:45.000000+00:00\"], \"session_ids\": [\"641909c4-2d2e-45d6-8b47-74f5914a1ea8\", \"0ffb1f26-6b18-4898-8196-f84bbc116ca3\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 1.963}}, {\"11403\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-05-01 10:43:48.000000+00:00\", \"2022-08-24 05:44:41.000000+00:00\", \"2021-10-01 18:28:23.000000+00:00\"], \"session_ids\": [\"57a273fc-12ba-4675-8ce3-fdbb793317d2\", \"5b7f8ca1-f838-42a9-ae6e-5a9ef4ec8de9\", \"09fc3ec5-3703-4b63-8fdf-057f4f02f832\"], \"total_duration\": 87.0, \"total_sessions\": 3, \"mean_week_duration\": 0.503}}, {\"18458\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-06-06 13:39:42.000000+00:00\", \"2020-06-07 10:04:50.000000+00:00\", \"2021-01-14 07:30:49.000000+00:00\", \"2021-05-20 20:52:25.000000+00:00\", \"2022-09-01 12:06:20.000000+00:00\", \"2023-05-26 13:26:41.000000+00:00\", \"2023-06-18 17:00:28.000000+00:00\", \"2022-06-22 15:08:46.000000+00:00\", \"2019-11-23 05:47:04.000000+00:00\"], \"session_ids\": [\"55529eab-b2ee-4e7c-a65c-7a150962e3d2\", \"287512f0-3735-4fe3-9453-7458ddef4430\", \"f49cec2d-409a-4a9b-9e2f-8cc7fb571000\", \"37b933e6-46cc-43f1-9d39-8e504f6d7472\", \"0b5cbda8-755a-44e6-88db-4e241f4f91da\", \"acee96fc-69dc-41c9-b1cd-5ccd192b1b35\", \"a291ef2a-ecc3-4cf9-86ca-652fe318ca2f\", \"7b428c48-70c1-42ca-92bc-730a8f81eec4\", \"42eca2f5-3289-456a-98d1-b69719e3ce38\"], \"total_duration\": 1478.0, \"total_sessions\": 9, \"mean_week_duration\": 7.005}}]\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": "Provide me an information about 2 users with a total_sessions that is below 3 additionaly execute sorting by time using the app per week in asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"54584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-31 18:50:08.000000+00:00\", \"2019-08-27 07:50:46.000000+00:00\", \"2021-03-11 08:44:24.000000+00:00\", \"2019-12-22 15:42:57.000000+00:00\", \"2022-06-10 23:02:15.000000+00:00\", \"2019-09-16 09:16:50.000000+00:00\"], \"session_ids\": [\"f35e5015-36d8-4110-8cb8-4a4a71caa26a\", \"7d4d6fc2-015a-4225-b2b0-e808bc3589f7\", \"069421af-2507-416d-8501-cbc4b12eebfa\", \"adae1e94-2e61-415a-8c8b-1acad8d26cf7\", \"c61412c0-2714-4f7a-b668-e3144abd5971\", \"8a8d340d-9f6c-41a3-b128-1ee24736e4e7\"], \"total_duration\": 2180.0, \"total_sessions\": 6, \"mean_week_duration\": 14.932}, \"85920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-21 08:13:47.000000+00:00\", \"2020-07-28 00:43:30.000000+00:00\", \"2021-08-19 07:21:08.000000+00:00\"], \"session_ids\": [\"4547c4b2-05b1-489c-b005-f0a4673f3a70\", \"36247418-ef21-48c5-9b1c-56f114260f75\", \"fd288626-d8cf-45ac-8e39-f296968263f1\"], \"total_duration\": 869.0, \"total_sessions\": 3, \"mean_week_duration\": 15.246}, \"95111\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-07 08:33:09.000000+00:00\", \"2022-11-05 17:52:10.000000+00:00\"], \"session_ids\": [\"8a4aac82-76ef-4e50-bc46-bd68428e230a\", \"aa4e47c4-453e-4c97-b753-eaa86c9de2f2\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 14.885}, \"24388\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-11 15:46:06.000000+00:00\", \"2020-08-08 00:41:35.000000+00:00\"], \"session_ids\": [\"95f73005-f3e3-4d83-887e-b40be7ec1ffe\", \"a3b1c30d-b532-496a-8b76-31cd2f61210a\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.281}, \"68712\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-25 10:21:43.000000+00:00\", \"2021-02-19 23:31:01.000000+00:00\", \"2020-09-15 08:42:59.000000+00:00\"], \"session_ids\": [\"bb968187-cc7e-49c1-beda-2a8bd4a0cc77\", \"86ac7ccd-aeed-4c3f-a565-86d600528278\", \"1a6185d4-997e-47ba-ae8c-107cd968b111\"], \"total_duration\": 1044.0, \"total_sessions\": 3, \"mean_week_duration\": 25.463}, \"15735\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-07-22 11:02:26.000000+00:00\", \"2021-01-23 08:44:21.000000+00:00\", \"2021-09-29 13:10:33.000000+00:00\"], \"session_ids\": [\"7c7459e5-a62f-4c86-999b-24fdb9350fec\", \"6c9bab58-4185-4089-af25-b527b71ba00c\", \"c2982fd1-a6ba-4076-8f39-21a1c0ca20d2\"], \"total_duration\": 108.0, \"total_sessions\": 3, \"mean_week_duration\": 1.742}, \"52581\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-08-24 09:24:11.000000+00:00\", \"2021-08-02 10:50:23.000000+00:00\"], \"session_ids\": [\"249fbfeb-d5a5-40f1-810c-763ef2d7224d\", \"1fae5d24-e62f-4b93-b04e-dbd856b673b1\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 9.667}, \"62366\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 5}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-17 20:43:39.000000+00:00\", \"2019-08-01 17:09:26.000000+00:00\", \"2021-04-11 10:13:33.000000+00:00\"], \"session_ids\": [\"0d5d11ae-3d5b-48f4-981d-495600786961\", \"446209fc-87b1-4d22-9fe3-9b61236ee541\", \"8f6108dd-ecec-4942-a32b-5718fbcfb3f4\"], \"total_duration\": 478.0, \"total_sessions\": 3, \"mean_week_duration\": 4.268}, \"48315\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-09 02:25:02.000000+00:00\", \"2019-05-09 17:52:27.000000+00:00\", \"2022-11-26 04:31:30.000000+00:00\"], \"session_ids\": [\"10067471-60a0-41d8-8310-275af3bb83d5\", \"9154848b-7372-4dfb-b387-220a795be8ad\", \"7e207ad2-7070-4497-8fe8-6ad523b79a03\"], \"total_duration\": 88.0, \"total_sessions\": 3, \"mean_week_duration\": 0.473}, \"93371\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-15 23:25:40.000000+00:00\", \"2019-05-08 05:59:45.000000+00:00\"], \"session_ids\": [\"2606fc4e-00bc-4d11-b003-1dc0b5559e81\", \"04371d1e-3501-40b0-9c0e-7784c6b2a348\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 1.179}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[3, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"85920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-21 08:13:47.000000+00:00\", \"2020-07-28 00:43:30.000000+00:00\", \"2021-08-19 07:21:08.000000+00:00\"], \"session_ids\": [\"4547c4b2-05b1-489c-b005-f0a4673f3a70\", \"36247418-ef21-48c5-9b1c-56f114260f75\", \"fd288626-d8cf-45ac-8e39-f296968263f1\"], \"total_duration\": 869.0, \"total_sessions\": 3, \"mean_week_duration\": 15.246}, \"95111\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-07 08:33:09.000000+00:00\", \"2022-11-05 17:52:10.000000+00:00\"], \"session_ids\": [\"8a4aac82-76ef-4e50-bc46-bd68428e230a\", \"aa4e47c4-453e-4c97-b753-eaa86c9de2f2\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 14.885}, \"24388\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-11 15:46:06.000000+00:00\", \"2020-08-08 00:41:35.000000+00:00\"], \"session_ids\": [\"95f73005-f3e3-4d83-887e-b40be7ec1ffe\", \"a3b1c30d-b532-496a-8b76-31cd2f61210a\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.281}, \"68712\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-25 10:21:43.000000+00:00\", \"2021-02-19 23:31:01.000000+00:00\", \"2020-09-15 08:42:59.000000+00:00\"], \"session_ids\": [\"bb968187-cc7e-49c1-beda-2a8bd4a0cc77\", \"86ac7ccd-aeed-4c3f-a565-86d600528278\", \"1a6185d4-997e-47ba-ae8c-107cd968b111\"], \"total_duration\": 1044.0, \"total_sessions\": 3, \"mean_week_duration\": 25.463}, \"15735\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-07-22 11:02:26.000000+00:00\", \"2021-01-23 08:44:21.000000+00:00\", \"2021-09-29 13:10:33.000000+00:00\"], \"session_ids\": [\"7c7459e5-a62f-4c86-999b-24fdb9350fec\", \"6c9bab58-4185-4089-af25-b527b71ba00c\", \"c2982fd1-a6ba-4076-8f39-21a1c0ca20d2\"], \"total_duration\": 108.0, \"total_sessions\": 3, \"mean_week_duration\": 1.742}, \"52581\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-08-24 09:24:11.000000+00:00\", \"2021-08-02 10:50:23.000000+00:00\"], \"session_ids\": [\"249fbfeb-d5a5-40f1-810c-763ef2d7224d\", \"1fae5d24-e62f-4b93-b04e-dbd856b673b1\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 9.667}, \"62366\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 5}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-17 20:43:39.000000+00:00\", \"2019-08-01 17:09:26.000000+00:00\", \"2021-04-11 10:13:33.000000+00:00\"], \"session_ids\": [\"0d5d11ae-3d5b-48f4-981d-495600786961\", \"446209fc-87b1-4d22-9fe3-9b61236ee541\", \"8f6108dd-ecec-4942-a32b-5718fbcfb3f4\"], \"total_duration\": 478.0, \"total_sessions\": 3, \"mean_week_duration\": 4.268}, \"48315\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-09 02:25:02.000000+00:00\", \"2019-05-09 17:52:27.000000+00:00\", \"2022-11-26 04:31:30.000000+00:00\"], \"session_ids\": [\"10067471-60a0-41d8-8310-275af3bb83d5\", \"9154848b-7372-4dfb-b387-220a795be8ad\", \"7e207ad2-7070-4497-8fe8-6ad523b79a03\"], \"total_duration\": 88.0, \"total_sessions\": 3, \"mean_week_duration\": 0.473}, \"93371\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-15 23:25:40.000000+00:00\", \"2019-05-08 05:59:45.000000+00:00\"], \"session_ids\": [\"2606fc4e-00bc-4d11-b003-1dc0b5559e81\", \"04371d1e-3501-40b0-9c0e-7784c6b2a348\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 1.179}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"24388\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-11 15:46:06.000000+00:00\", \"2020-08-08 00:41:35.000000+00:00\"], \"session_ids\": [\"95f73005-f3e3-4d83-887e-b40be7ec1ffe\", \"a3b1c30d-b532-496a-8b76-31cd2f61210a\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.281}}, {\"48315\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-09 02:25:02.000000+00:00\", \"2019-05-09 17:52:27.000000+00:00\", \"2022-11-26 04:31:30.000000+00:00\"], \"session_ids\": [\"10067471-60a0-41d8-8310-275af3bb83d5\", \"9154848b-7372-4dfb-b387-220a795be8ad\", \"7e207ad2-7070-4497-8fe8-6ad523b79a03\"], \"total_duration\": 88.0, \"total_sessions\": 3, \"mean_week_duration\": 0.473}}, {\"93371\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-15 23:25:40.000000+00:00\", \"2019-05-08 05:59:45.000000+00:00\"], \"session_ids\": [\"2606fc4e-00bc-4d11-b003-1dc0b5559e81\", \"04371d1e-3501-40b0-9c0e-7784c6b2a348\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 1.179}}, {\"15735\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-07-22 11:02:26.000000+00:00\", \"2021-01-23 08:44:21.000000+00:00\", \"2021-09-29 13:10:33.000000+00:00\"], \"session_ids\": [\"7c7459e5-a62f-4c86-999b-24fdb9350fec\", \"6c9bab58-4185-4089-af25-b527b71ba00c\", \"c2982fd1-a6ba-4076-8f39-21a1c0ca20d2\"], \"total_duration\": 108.0, \"total_sessions\": 3, \"mean_week_duration\": 1.742}}, {\"62366\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 5}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-17 20:43:39.000000+00:00\", \"2019-08-01 17:09:26.000000+00:00\", \"2021-04-11 10:13:33.000000+00:00\"], \"session_ids\": [\"0d5d11ae-3d5b-48f4-981d-495600786961\", \"446209fc-87b1-4d22-9fe3-9b61236ee541\", \"8f6108dd-ecec-4942-a32b-5718fbcfb3f4\"], \"total_duration\": 478.0, \"total_sessions\": 3, \"mean_week_duration\": 4.268}}, {\"52581\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-08-24 09:24:11.000000+00:00\", \"2021-08-02 10:50:23.000000+00:00\"], \"session_ids\": [\"249fbfeb-d5a5-40f1-810c-763ef2d7224d\", \"1fae5d24-e62f-4b93-b04e-dbd856b673b1\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 9.667}}, {\"95111\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-07 08:33:09.000000+00:00\", \"2022-11-05 17:52:10.000000+00:00\"], \"session_ids\": [\"8a4aac82-76ef-4e50-bc46-bd68428e230a\", \"aa4e47c4-453e-4c97-b753-eaa86c9de2f2\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 14.885}}, {\"85920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-21 08:13:47.000000+00:00\", \"2020-07-28 00:43:30.000000+00:00\", \"2021-08-19 07:21:08.000000+00:00\"], \"session_ids\": [\"4547c4b2-05b1-489c-b005-f0a4673f3a70\", \"36247418-ef21-48c5-9b1c-56f114260f75\", \"fd288626-d8cf-45ac-8e39-f296968263f1\"], \"total_duration\": 869.0, \"total_sessions\": 3, \"mean_week_duration\": 15.246}}, {\"68712\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-25 10:21:43.000000+00:00\", \"2021-02-19 23:31:01.000000+00:00\", \"2020-09-15 08:42:59.000000+00:00\"], \"session_ids\": [\"bb968187-cc7e-49c1-beda-2a8bd4a0cc77\", \"86ac7ccd-aeed-4c3f-a565-86d600528278\", \"1a6185d4-997e-47ba-ae8c-107cd968b111\"], \"total_duration\": 1044.0, \"total_sessions\": 3, \"mean_week_duration\": 25.463}}]\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[{\"24388\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-11 15:46:06.000000+00:00\", \"2020-08-08 00:41:35.000000+00:00\"], \"session_ids\": [\"95f73005-f3e3-4d83-887e-b40be7ec1ffe\", \"a3b1c30d-b532-496a-8b76-31cd2f61210a\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.281}}, {\"48315\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-09 02:25:02.000000+00:00\", \"2019-05-09 17:52:27.000000+00:00\", \"2022-11-26 04:31:30.000000+00:00\"], \"session_ids\": [\"10067471-60a0-41d8-8310-275af3bb83d5\", \"9154848b-7372-4dfb-b387-220a795be8ad\", \"7e207ad2-7070-4497-8fe8-6ad523b79a03\"], \"total_duration\": 88.0, \"total_sessions\": 3, \"mean_week_duration\": 0.473}}]\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[{\"24388\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-11 15:46:06.000000+00:00\", \"2020-08-08 00:41:35.000000+00:00\"], \"session_ids\": [\"95f73005-f3e3-4d83-887e-b40be7ec1ffe\", \"a3b1c30d-b532-496a-8b76-31cd2f61210a\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.281}}, {\"48315\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-09 02:25:02.000000+00:00\", \"2019-05-09 17:52:27.000000+00:00\", \"2022-11-26 04:31:30.000000+00:00\"], \"session_ids\": [\"10067471-60a0-41d8-8310-275af3bb83d5\", \"9154848b-7372-4dfb-b387-220a795be8ad\", \"7e207ad2-7070-4497-8fe8-6ad523b79a03\"], \"total_duration\": 88.0, \"total_sessions\": 3, \"mean_week_duration\": 0.473}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about 8 users who have mean of duration of sessions per week less than 13 ( not including) plus implement sorting by number of sessions form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"7307\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-28 13:04:15.000000+00:00\", \"2022-09-07 14:04:14.000000+00:00\", \"2020-10-24 10:43:00.000000+00:00\", \"2020-01-04 06:23:12.000000+00:00\"], \"session_ids\": [\"3e4174f4-e0d2-4054-aaaa-b26ec9b2ae18\", \"5edfe427-1d1a-42d6-82c5-ad6a7e93f677\", \"5639a5e8-ff93-4ecf-9120-eb8bfae9b144\", \"0aa37c53-9f60-407d-ba78-8a1f526cd03e\"], \"total_duration\": 1931.0, \"total_sessions\": 4, \"mean_week_duration\": 13.793}, \"5191\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-30 06:30:14.000000+00:00\", \"2022-08-18 18:13:38.000000+00:00\"], \"session_ids\": [\"dad14ce2-e8ea-4d17-9a3a-e734f670edb0\", \"c316c561-88cc-4767-89f9-89c311cbd872\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 2.414}, \"32306\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-10-13 14:18:24.000000+00:00\", \"2020-08-12 04:52:07.000000+00:00\"], \"session_ids\": [\"0c5e6d5f-0ab3-4236-8c48-4ea0aa0d88a2\", \"4a39e8c1-96b6-4f38-b954-8258361208da\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 3.934}, \"32471\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-05 17:09:57.000000+00:00\", \"2020-03-21 19:17:15.000000+00:00\", \"2019-05-04 05:50:53.000000+00:00\", \"2021-08-06 11:02:02.000000+00:00\", \"2020-05-01 10:56:06.000000+00:00\"], \"session_ids\": [\"8efca266-3363-4118-8ace-de9494d6e0f0\", \"91d68e31-075c-4b9b-a4d5-900b24d71c51\", \"3863c767-02d8-4276-988b-928e4c487c4a\", \"2ed94e11-4b1c-40d5-a424-b8930e8ace8a\", \"b5ad2026-e2da-41c6-9dc9-2b3fc6870678\"], \"total_duration\": 1954.0, \"total_sessions\": 5, \"mean_week_duration\": 13.203}, \"18567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-10 08:07:12.000000+00:00\", \"2019-04-17 18:01:59.000000+00:00\"], \"session_ids\": [\"8b6c768a-3263-45f2-a83d-bdfca1d1f8d6\", \"c229298c-193a-488f-a777-288580fc94b8\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}, \"31046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-21 17:45:18.000000+00:00\", \"2019-08-09 19:12:07.000000+00:00\"], \"session_ids\": [\"0edb19e6-ea42-4ac4-890c-454751b06204\", \"157dfd88-89a7-4cc8-bab2-06f576a8d116\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 3.341}, \"46288\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-21 17:11:24.000000+00:00\", \"2023-05-06 20:48:49.000000+00:00\"], \"session_ids\": [\"9f19dafd-f8d1-4c86-9ba1-030415fcb941\", \"12a40b84-7548-4997-824f-a90becd7c853\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 4.153}, \"29188\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-06-18 12:36:10.000000+00:00\", \"2021-07-17 19:15:44.000000+00:00\"], \"session_ids\": [\"d4d56320-b881-4080-97e8-bc600e0a4af6\", \"d5c8fc01-0480-4a38-96f5-b2c48558cc8d\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.05}, \"26823\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-12-31 11:22:48.000000+00:00\", \"2019-05-18 22:14:21.000000+00:00\", \"2022-03-11 23:44:00.000000+00:00\", \"2020-10-05 08:36:55.000000+00:00\"], \"session_ids\": [\"6308cec3-a9ef-4949-a8ae-c92d82c9ffd4\", \"bdb2c8c2-a9e9-4f4f-83e2-8d0c8c5058ef\", \"97a5827b-8e96-4cd9-8de7-ede86c14da75\", \"b6a0e3e4-5fd0-4583-bae5-d08d68033980\"], \"total_duration\": 484.0, \"total_sessions\": 4, \"mean_week_duration\": 2.561}, \"15630\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-18 03:59:14.000000+00:00\", \"2021-07-18 04:17:47.000000+00:00\", \"2023-01-16 06:50:55.000000+00:00\", \"2021-01-24 23:44:08.000000+00:00\"], \"session_ids\": [\"1020a046-947d-4f3a-880b-331901229bdb\", \"48691b81-7fc2-4a77-83c3-56611424c82a\", \"ba6bbcfc-59ae-4a56-85a9-aff8d466d477\", \"1ecffb7a-f86e-4e06-8137-2cc1ac82ebc4\"], \"total_duration\": 674.0, \"total_sessions\": 4, \"mean_week_duration\": 6.481}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are less than 13" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[13, 46]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"5191\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-30 06:30:14.000000+00:00\", \"2022-08-18 18:13:38.000000+00:00\"], \"session_ids\": [\"dad14ce2-e8ea-4d17-9a3a-e734f670edb0\", \"c316c561-88cc-4767-89f9-89c311cbd872\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 2.414}, \"32306\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-10-13 14:18:24.000000+00:00\", \"2020-08-12 04:52:07.000000+00:00\"], \"session_ids\": [\"0c5e6d5f-0ab3-4236-8c48-4ea0aa0d88a2\", \"4a39e8c1-96b6-4f38-b954-8258361208da\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 3.934}, \"18567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-10 08:07:12.000000+00:00\", \"2019-04-17 18:01:59.000000+00:00\"], \"session_ids\": [\"8b6c768a-3263-45f2-a83d-bdfca1d1f8d6\", \"c229298c-193a-488f-a777-288580fc94b8\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}, \"31046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-21 17:45:18.000000+00:00\", \"2019-08-09 19:12:07.000000+00:00\"], \"session_ids\": [\"0edb19e6-ea42-4ac4-890c-454751b06204\", \"157dfd88-89a7-4cc8-bab2-06f576a8d116\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 3.341}, \"46288\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-21 17:11:24.000000+00:00\", \"2023-05-06 20:48:49.000000+00:00\"], \"session_ids\": [\"9f19dafd-f8d1-4c86-9ba1-030415fcb941\", \"12a40b84-7548-4997-824f-a90becd7c853\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 4.153}, \"29188\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-06-18 12:36:10.000000+00:00\", \"2021-07-17 19:15:44.000000+00:00\"], \"session_ids\": [\"d4d56320-b881-4080-97e8-bc600e0a4af6\", \"d5c8fc01-0480-4a38-96f5-b2c48558cc8d\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.05}, \"26823\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-12-31 11:22:48.000000+00:00\", \"2019-05-18 22:14:21.000000+00:00\", \"2022-03-11 23:44:00.000000+00:00\", \"2020-10-05 08:36:55.000000+00:00\"], \"session_ids\": [\"6308cec3-a9ef-4949-a8ae-c92d82c9ffd4\", \"bdb2c8c2-a9e9-4f4f-83e2-8d0c8c5058ef\", \"97a5827b-8e96-4cd9-8de7-ede86c14da75\", \"b6a0e3e4-5fd0-4583-bae5-d08d68033980\"], \"total_duration\": 484.0, \"total_sessions\": 4, \"mean_week_duration\": 2.561}, \"15630\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-18 03:59:14.000000+00:00\", \"2021-07-18 04:17:47.000000+00:00\", \"2023-01-16 06:50:55.000000+00:00\", \"2021-01-24 23:44:08.000000+00:00\"], \"session_ids\": [\"1020a046-947d-4f3a-880b-331901229bdb\", \"48691b81-7fc2-4a77-83c3-56611424c82a\", \"ba6bbcfc-59ae-4a56-85a9-aff8d466d477\", \"1ecffb7a-f86e-4e06-8137-2cc1ac82ebc4\"], \"total_duration\": 674.0, \"total_sessions\": 4, \"mean_week_duration\": 6.481}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"5191\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-30 06:30:14.000000+00:00\", \"2022-08-18 18:13:38.000000+00:00\"], \"session_ids\": [\"dad14ce2-e8ea-4d17-9a3a-e734f670edb0\", \"c316c561-88cc-4767-89f9-89c311cbd872\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 2.414}}, {\"32306\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-10-13 14:18:24.000000+00:00\", \"2020-08-12 04:52:07.000000+00:00\"], \"session_ids\": [\"0c5e6d5f-0ab3-4236-8c48-4ea0aa0d88a2\", \"4a39e8c1-96b6-4f38-b954-8258361208da\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 3.934}}, {\"18567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-10 08:07:12.000000+00:00\", \"2019-04-17 18:01:59.000000+00:00\"], \"session_ids\": [\"8b6c768a-3263-45f2-a83d-bdfca1d1f8d6\", \"c229298c-193a-488f-a777-288580fc94b8\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}}, {\"31046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-21 17:45:18.000000+00:00\", \"2019-08-09 19:12:07.000000+00:00\"], \"session_ids\": [\"0edb19e6-ea42-4ac4-890c-454751b06204\", \"157dfd88-89a7-4cc8-bab2-06f576a8d116\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 3.341}}, {\"46288\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-21 17:11:24.000000+00:00\", \"2023-05-06 20:48:49.000000+00:00\"], \"session_ids\": [\"9f19dafd-f8d1-4c86-9ba1-030415fcb941\", \"12a40b84-7548-4997-824f-a90becd7c853\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 4.153}}, {\"29188\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-06-18 12:36:10.000000+00:00\", \"2021-07-17 19:15:44.000000+00:00\"], \"session_ids\": [\"d4d56320-b881-4080-97e8-bc600e0a4af6\", \"d5c8fc01-0480-4a38-96f5-b2c48558cc8d\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.05}}, {\"26823\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-12-31 11:22:48.000000+00:00\", \"2019-05-18 22:14:21.000000+00:00\", \"2022-03-11 23:44:00.000000+00:00\", \"2020-10-05 08:36:55.000000+00:00\"], \"session_ids\": [\"6308cec3-a9ef-4949-a8ae-c92d82c9ffd4\", \"bdb2c8c2-a9e9-4f4f-83e2-8d0c8c5058ef\", \"97a5827b-8e96-4cd9-8de7-ede86c14da75\", \"b6a0e3e4-5fd0-4583-bae5-d08d68033980\"], \"total_duration\": 484.0, \"total_sessions\": 4, \"mean_week_duration\": 2.561}}, {\"15630\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-18 03:59:14.000000+00:00\", \"2021-07-18 04:17:47.000000+00:00\", \"2023-01-16 06:50:55.000000+00:00\", \"2021-01-24 23:44:08.000000+00:00\"], \"session_ids\": [\"1020a046-947d-4f3a-880b-331901229bdb\", \"48691b81-7fc2-4a77-83c3-56611424c82a\", \"ba6bbcfc-59ae-4a56-85a9-aff8d466d477\", \"1ecffb7a-f86e-4e06-8137-2cc1ac82ebc4\"], \"total_duration\": 674.0, \"total_sessions\": 4, \"mean_week_duration\": 6.481}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 8 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"5191\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-30 06:30:14.000000+00:00\", \"2022-08-18 18:13:38.000000+00:00\"], \"session_ids\": [\"dad14ce2-e8ea-4d17-9a3a-e734f670edb0\", \"c316c561-88cc-4767-89f9-89c311cbd872\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 2.414}}, {\"32306\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-10-13 14:18:24.000000+00:00\", \"2020-08-12 04:52:07.000000+00:00\"], \"session_ids\": [\"0c5e6d5f-0ab3-4236-8c48-4ea0aa0d88a2\", \"4a39e8c1-96b6-4f38-b954-8258361208da\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 3.934}}, {\"18567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-10 08:07:12.000000+00:00\", \"2019-04-17 18:01:59.000000+00:00\"], \"session_ids\": [\"8b6c768a-3263-45f2-a83d-bdfca1d1f8d6\", \"c229298c-193a-488f-a777-288580fc94b8\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}}, {\"31046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-21 17:45:18.000000+00:00\", \"2019-08-09 19:12:07.000000+00:00\"], \"session_ids\": [\"0edb19e6-ea42-4ac4-890c-454751b06204\", \"157dfd88-89a7-4cc8-bab2-06f576a8d116\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 3.341}}, {\"46288\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-21 17:11:24.000000+00:00\", \"2023-05-06 20:48:49.000000+00:00\"], \"session_ids\": [\"9f19dafd-f8d1-4c86-9ba1-030415fcb941\", \"12a40b84-7548-4997-824f-a90becd7c853\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 4.153}}, {\"29188\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-06-18 12:36:10.000000+00:00\", \"2021-07-17 19:15:44.000000+00:00\"], \"session_ids\": [\"d4d56320-b881-4080-97e8-bc600e0a4af6\", \"d5c8fc01-0480-4a38-96f5-b2c48558cc8d\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.05}}, {\"26823\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-12-31 11:22:48.000000+00:00\", \"2019-05-18 22:14:21.000000+00:00\", \"2022-03-11 23:44:00.000000+00:00\", \"2020-10-05 08:36:55.000000+00:00\"], \"session_ids\": [\"6308cec3-a9ef-4949-a8ae-c92d82c9ffd4\", \"bdb2c8c2-a9e9-4f4f-83e2-8d0c8c5058ef\", \"97a5827b-8e96-4cd9-8de7-ede86c14da75\", \"b6a0e3e4-5fd0-4583-bae5-d08d68033980\"], \"total_duration\": 484.0, \"total_sessions\": 4, \"mean_week_duration\": 2.561}}, {\"15630\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-18 03:59:14.000000+00:00\", \"2021-07-18 04:17:47.000000+00:00\", \"2023-01-16 06:50:55.000000+00:00\", \"2021-01-24 23:44:08.000000+00:00\"], \"session_ids\": [\"1020a046-947d-4f3a-880b-331901229bdb\", \"48691b81-7fc2-4a77-83c3-56611424c82a\", \"ba6bbcfc-59ae-4a56-85a9-aff8d466d477\", \"1ecffb7a-f86e-4e06-8137-2cc1ac82ebc4\"], \"total_duration\": 674.0, \"total_sessions\": 4, \"mean_week_duration\": 6.481}}]\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[{\"5191\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-30 06:30:14.000000+00:00\", \"2022-08-18 18:13:38.000000+00:00\"], \"session_ids\": [\"dad14ce2-e8ea-4d17-9a3a-e734f670edb0\", \"c316c561-88cc-4767-89f9-89c311cbd872\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 2.414}}, {\"32306\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-10-13 14:18:24.000000+00:00\", \"2020-08-12 04:52:07.000000+00:00\"], \"session_ids\": [\"0c5e6d5f-0ab3-4236-8c48-4ea0aa0d88a2\", \"4a39e8c1-96b6-4f38-b954-8258361208da\"], \"total_duration\": 240.0, \"total_sessions\": 2, \"mean_week_duration\": 3.934}}, {\"18567\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-10 08:07:12.000000+00:00\", \"2019-04-17 18:01:59.000000+00:00\"], \"session_ids\": [\"8b6c768a-3263-45f2-a83d-bdfca1d1f8d6\", \"c229298c-193a-488f-a777-288580fc94b8\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}}, {\"31046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-21 17:45:18.000000+00:00\", \"2019-08-09 19:12:07.000000+00:00\"], \"session_ids\": [\"0edb19e6-ea42-4ac4-890c-454751b06204\", \"157dfd88-89a7-4cc8-bab2-06f576a8d116\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 3.341}}, {\"46288\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-03-21 17:11:24.000000+00:00\", \"2023-05-06 20:48:49.000000+00:00\"], \"session_ids\": [\"9f19dafd-f8d1-4c86-9ba1-030415fcb941\", \"12a40b84-7548-4997-824f-a90becd7c853\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 4.153}}, {\"29188\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-06-18 12:36:10.000000+00:00\", \"2021-07-17 19:15:44.000000+00:00\"], \"session_ids\": [\"d4d56320-b881-4080-97e8-bc600e0a4af6\", \"d5c8fc01-0480-4a38-96f5-b2c48558cc8d\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.05}}, {\"26823\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-12-31 11:22:48.000000+00:00\", \"2019-05-18 22:14:21.000000+00:00\", \"2022-03-11 23:44:00.000000+00:00\", \"2020-10-05 08:36:55.000000+00:00\"], \"session_ids\": [\"6308cec3-a9ef-4949-a8ae-c92d82c9ffd4\", \"bdb2c8c2-a9e9-4f4f-83e2-8d0c8c5058ef\", \"97a5827b-8e96-4cd9-8de7-ede86c14da75\", \"b6a0e3e4-5fd0-4583-bae5-d08d68033980\"], \"total_duration\": 484.0, \"total_sessions\": 4, \"mean_week_duration\": 2.561}}, {\"15630\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-18 03:59:14.000000+00:00\", \"2021-07-18 04:17:47.000000+00:00\", \"2023-01-16 06:50:55.000000+00:00\", \"2021-01-24 23:44:08.000000+00:00\"], \"session_ids\": [\"1020a046-947d-4f3a-880b-331901229bdb\", \"48691b81-7fc2-4a77-83c3-56611424c82a\", \"ba6bbcfc-59ae-4a56-85a9-aff8d466d477\", \"1ecffb7a-f86e-4e06-8137-2cc1ac82ebc4\"], \"total_duration\": 674.0, \"total_sessions\": 4, \"mean_week_duration\": 6.481}}]\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 6 users who aren't folks of cities Havana, Manila, Mexico City also implement sorting by app usage time from the largest to the smallest." } ]
[ { "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{\"37072\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-31 21:56:53.000000+00:00\", \"2019-08-01 21:09:30.000000+00:00\"], \"session_ids\": [\"004496cb-fe6d-45e1-a37b-dcc8d33f7784\", \"7a287088-c214-457f-bf53-e8f931b3afc3\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 284.0}, \"98957\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-04-14 20:37:52.000000+00:00\", \"2022-12-08 21:44:11.000000+00:00\"], \"session_ids\": [\"ca9cd6ac-4e9d-45db-af38-4ebbf1ca1821\", \"6f7cf8c7-8a4d-4188-8643-bdb8c908a7bf\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 5.253}, \"85055\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-01 20:05:48.000000+00:00\", \"2019-06-14 14:21:09.000000+00:00\"], \"session_ids\": [\"b950fc70-2691-41e2-b00b-5645734b524a\", \"01f9c90f-9fe5-4143-8703-9f153c7dac8d\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.85}, \"99734\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-16 07:37:21.000000+00:00\", \"2023-04-03 20:53:27.000000+00:00\", \"2022-11-15 12:33:08.000000+00:00\", \"2021-06-22 10:34:26.000000+00:00\"], \"session_ids\": [\"4d54fd6a-d41c-4e52-b8c5-ac5a371158b5\", \"c05aa35b-dfd1-44db-99f2-b6b21e5af281\", \"1479306c-50b5-4a73-a5cf-2059e58d9e17\", \"973cfce2-20bf-41cc-94f9-5378d6b092ff\"], \"total_duration\": 1267.0, \"total_sessions\": 4, \"mean_week_duration\": 11.841}, \"34143\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-22 22:16:24.000000+00:00\", \"2019-04-15 00:44:56.000000+00:00\", \"2021-08-12 20:42:53.000000+00:00\", \"2021-06-09 16:45:38.000000+00:00\", \"2021-06-07 18:38:18.000000+00:00\", \"2020-09-16 05:57:41.000000+00:00\", \"2023-06-27 16:48:23.000000+00:00\", \"2019-11-08 06:04:19.000000+00:00\"], \"session_ids\": [\"5fdf6800-41fd-4e01-ba93-4ae31b903cd0\", \"68fb099e-a41b-41de-aa62-9cb60e6184aa\", \"b1fbeabc-811e-4d58-aa75-29b6839a71ad\", \"b8c5b3cd-516b-48c8-98a7-acec095fccb1\", \"ac8f3fa7-6abc-42a4-9440-880a8e078d43\", \"8be824c3-65f1-4293-8adc-e122e7331f9e\", \"e1671c58-de09-45f0-9caa-28acd4450a06\", \"b4a5b49a-dced-4b8a-aa99-c51519bc59dd\"], \"total_duration\": 198.0, \"total_sessions\": 8, \"mean_week_duration\": 0.9}, \"85820\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-02-05 04:58:44.000000+00:00\", \"2019-09-25 20:49:36.000000+00:00\", \"2020-09-03 15:51:25.000000+00:00\", \"2022-04-08 11:01:47.000000+00:00\"], \"session_ids\": [\"f98b0b50-064e-4d2b-b8a3-65f4cdd3b93e\", \"1da4f173-0cd0-42fa-8d58-ba66c2d20e49\", \"b203b424-b52d-4592-a935-89663343b153\", \"ca92fd7a-bc42-4c7e-b26f-689875a5d634\"], \"total_duration\": 1034.0, \"total_sessions\": 4, \"mean_week_duration\": 5.875}, \"20262\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-16 15:35:30.000000+00:00\", \"2022-12-09 21:32:42.000000+00:00\", \"2023-05-27 13:55:55.000000+00:00\"], \"session_ids\": [\"52690f72-c412-49f5-ba60-6b51dea1d120\", \"796dd0d0-ea70-4a94-aaeb-d767c8c86492\", \"7073e121-ec7e-43a9-a154-2ae3f6bc4904\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 0.47}, \"78993\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-12-20 13:27:41.000000+00:00\", \"2022-04-18 23:55:48.000000+00:00\"], \"session_ids\": [\"2c1fae52-8b0a-4274-ad93-c672bbd9805f\", \"36f781cb-2087-4bc7-9942-c6b63ba0954b\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 3.525}, \"97282\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-10-17 18:15:24.000000+00:00\", \"2020-07-26 13:09:18.000000+00:00\"], \"session_ids\": [\"d5c18397-e9a8-4617-84a9-f1acd1ef8a3d\", \"81c855ac-d005-420f-81d4-da60f3da06a3\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.231}, \"28660\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-21 11:23:36.000000+00:00\", \"2023-06-07 02:31:58.000000+00:00\", \"2022-04-23 13:46:03.000000+00:00\", \"2020-09-01 22:37:28.000000+00:00\", \"2020-08-02 05:37:04.000000+00:00\", \"2019-06-06 09:02:26.000000+00:00\", \"2021-08-12 14:59:21.000000+00:00\", \"2021-06-02 13:38:13.000000+00:00\"], \"session_ids\": [\"60b8be76-d64b-4dc3-ae34-43b572db886b\", \"e74d6415-5f66-4c14-830f-be7ca5150de8\", \"0ea0962a-6311-4647-8821-b94ad34f6898\", \"4d98b5ae-a9a3-4f30-ab0c-e3995729689f\", \"18e7931e-d595-4ef9-baa9-75e75cb20c32\", \"162f32d4-4ddb-488d-b4c9-b726e4ad5340\", \"943f8eeb-2fa2-4a2a-b96e-cf44c8cb1dd0\", \"71aec946-8170-44e3-9b15-edbde45f1b83\"], \"total_duration\": 2320.0, \"total_sessions\": 8, \"mean_week_duration\": 11.1}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Havana, Manila, Mexico City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Havana\", \"Manila\", \"Mexico City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"37072\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-31 21:56:53.000000+00:00\", \"2019-08-01 21:09:30.000000+00:00\"], \"session_ids\": [\"004496cb-fe6d-45e1-a37b-dcc8d33f7784\", \"7a287088-c214-457f-bf53-e8f931b3afc3\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 284.0}, \"98957\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-04-14 20:37:52.000000+00:00\", \"2022-12-08 21:44:11.000000+00:00\"], \"session_ids\": [\"ca9cd6ac-4e9d-45db-af38-4ebbf1ca1821\", \"6f7cf8c7-8a4d-4188-8643-bdb8c908a7bf\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 5.253}, \"85055\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-01 20:05:48.000000+00:00\", \"2019-06-14 14:21:09.000000+00:00\"], \"session_ids\": [\"b950fc70-2691-41e2-b00b-5645734b524a\", \"01f9c90f-9fe5-4143-8703-9f153c7dac8d\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.85}, \"99734\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-16 07:37:21.000000+00:00\", \"2023-04-03 20:53:27.000000+00:00\", \"2022-11-15 12:33:08.000000+00:00\", \"2021-06-22 10:34:26.000000+00:00\"], \"session_ids\": [\"4d54fd6a-d41c-4e52-b8c5-ac5a371158b5\", \"c05aa35b-dfd1-44db-99f2-b6b21e5af281\", \"1479306c-50b5-4a73-a5cf-2059e58d9e17\", \"973cfce2-20bf-41cc-94f9-5378d6b092ff\"], \"total_duration\": 1267.0, \"total_sessions\": 4, \"mean_week_duration\": 11.841}, \"34143\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-22 22:16:24.000000+00:00\", \"2019-04-15 00:44:56.000000+00:00\", \"2021-08-12 20:42:53.000000+00:00\", \"2021-06-09 16:45:38.000000+00:00\", \"2021-06-07 18:38:18.000000+00:00\", \"2020-09-16 05:57:41.000000+00:00\", \"2023-06-27 16:48:23.000000+00:00\", \"2019-11-08 06:04:19.000000+00:00\"], \"session_ids\": [\"5fdf6800-41fd-4e01-ba93-4ae31b903cd0\", \"68fb099e-a41b-41de-aa62-9cb60e6184aa\", \"b1fbeabc-811e-4d58-aa75-29b6839a71ad\", \"b8c5b3cd-516b-48c8-98a7-acec095fccb1\", \"ac8f3fa7-6abc-42a4-9440-880a8e078d43\", \"8be824c3-65f1-4293-8adc-e122e7331f9e\", \"e1671c58-de09-45f0-9caa-28acd4450a06\", \"b4a5b49a-dced-4b8a-aa99-c51519bc59dd\"], \"total_duration\": 198.0, \"total_sessions\": 8, \"mean_week_duration\": 0.9}, \"85820\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-02-05 04:58:44.000000+00:00\", \"2019-09-25 20:49:36.000000+00:00\", \"2020-09-03 15:51:25.000000+00:00\", \"2022-04-08 11:01:47.000000+00:00\"], \"session_ids\": [\"f98b0b50-064e-4d2b-b8a3-65f4cdd3b93e\", \"1da4f173-0cd0-42fa-8d58-ba66c2d20e49\", \"b203b424-b52d-4592-a935-89663343b153\", \"ca92fd7a-bc42-4c7e-b26f-689875a5d634\"], \"total_duration\": 1034.0, \"total_sessions\": 4, \"mean_week_duration\": 5.875}, \"20262\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-16 15:35:30.000000+00:00\", \"2022-12-09 21:32:42.000000+00:00\", \"2023-05-27 13:55:55.000000+00:00\"], \"session_ids\": [\"52690f72-c412-49f5-ba60-6b51dea1d120\", \"796dd0d0-ea70-4a94-aaeb-d767c8c86492\", \"7073e121-ec7e-43a9-a154-2ae3f6bc4904\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 0.47}, \"78993\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-12-20 13:27:41.000000+00:00\", \"2022-04-18 23:55:48.000000+00:00\"], \"session_ids\": [\"2c1fae52-8b0a-4274-ad93-c672bbd9805f\", \"36f781cb-2087-4bc7-9942-c6b63ba0954b\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 3.525}, \"97282\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-10-17 18:15:24.000000+00:00\", \"2020-07-26 13:09:18.000000+00:00\"], \"session_ids\": [\"d5c18397-e9a8-4617-84a9-f1acd1ef8a3d\", \"81c855ac-d005-420f-81d4-da60f3da06a3\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.231}, \"28660\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-21 11:23:36.000000+00:00\", \"2023-06-07 02:31:58.000000+00:00\", \"2022-04-23 13:46:03.000000+00:00\", \"2020-09-01 22:37:28.000000+00:00\", \"2020-08-02 05:37:04.000000+00:00\", \"2019-06-06 09:02:26.000000+00:00\", \"2021-08-12 14:59:21.000000+00:00\", \"2021-06-02 13:38:13.000000+00:00\"], \"session_ids\": [\"60b8be76-d64b-4dc3-ae34-43b572db886b\", \"e74d6415-5f66-4c14-830f-be7ca5150de8\", \"0ea0962a-6311-4647-8821-b94ad34f6898\", \"4d98b5ae-a9a3-4f30-ab0c-e3995729689f\", \"18e7931e-d595-4ef9-baa9-75e75cb20c32\", \"162f32d4-4ddb-488d-b4c9-b726e4ad5340\", \"943f8eeb-2fa2-4a2a-b96e-cf44c8cb1dd0\", \"71aec946-8170-44e3-9b15-edbde45f1b83\"], \"total_duration\": 2320.0, \"total_sessions\": 8, \"mean_week_duration\": 11.1}}\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[{\"28660\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-21 11:23:36.000000+00:00\", \"2023-06-07 02:31:58.000000+00:00\", \"2022-04-23 13:46:03.000000+00:00\", \"2020-09-01 22:37:28.000000+00:00\", \"2020-08-02 05:37:04.000000+00:00\", \"2019-06-06 09:02:26.000000+00:00\", \"2021-08-12 14:59:21.000000+00:00\", \"2021-06-02 13:38:13.000000+00:00\"], \"session_ids\": [\"60b8be76-d64b-4dc3-ae34-43b572db886b\", \"e74d6415-5f66-4c14-830f-be7ca5150de8\", \"0ea0962a-6311-4647-8821-b94ad34f6898\", \"4d98b5ae-a9a3-4f30-ab0c-e3995729689f\", \"18e7931e-d595-4ef9-baa9-75e75cb20c32\", \"162f32d4-4ddb-488d-b4c9-b726e4ad5340\", \"943f8eeb-2fa2-4a2a-b96e-cf44c8cb1dd0\", \"71aec946-8170-44e3-9b15-edbde45f1b83\"], \"total_duration\": 2320.0, \"total_sessions\": 8, \"mean_week_duration\": 11.1}}, {\"99734\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-16 07:37:21.000000+00:00\", \"2023-04-03 20:53:27.000000+00:00\", \"2022-11-15 12:33:08.000000+00:00\", \"2021-06-22 10:34:26.000000+00:00\"], \"session_ids\": [\"4d54fd6a-d41c-4e52-b8c5-ac5a371158b5\", \"c05aa35b-dfd1-44db-99f2-b6b21e5af281\", \"1479306c-50b5-4a73-a5cf-2059e58d9e17\", \"973cfce2-20bf-41cc-94f9-5378d6b092ff\"], \"total_duration\": 1267.0, \"total_sessions\": 4, \"mean_week_duration\": 11.841}}, {\"85820\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-02-05 04:58:44.000000+00:00\", \"2019-09-25 20:49:36.000000+00:00\", \"2020-09-03 15:51:25.000000+00:00\", \"2022-04-08 11:01:47.000000+00:00\"], \"session_ids\": [\"f98b0b50-064e-4d2b-b8a3-65f4cdd3b93e\", \"1da4f173-0cd0-42fa-8d58-ba66c2d20e49\", \"b203b424-b52d-4592-a935-89663343b153\", \"ca92fd7a-bc42-4c7e-b26f-689875a5d634\"], \"total_duration\": 1034.0, \"total_sessions\": 4, \"mean_week_duration\": 5.875}}, {\"98957\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-04-14 20:37:52.000000+00:00\", \"2022-12-08 21:44:11.000000+00:00\"], \"session_ids\": [\"ca9cd6ac-4e9d-45db-af38-4ebbf1ca1821\", \"6f7cf8c7-8a4d-4188-8643-bdb8c908a7bf\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 5.253}}, {\"78993\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-12-20 13:27:41.000000+00:00\", \"2022-04-18 23:55:48.000000+00:00\"], \"session_ids\": [\"2c1fae52-8b0a-4274-ad93-c672bbd9805f\", \"36f781cb-2087-4bc7-9942-c6b63ba0954b\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 3.525}}, {\"37072\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-31 21:56:53.000000+00:00\", \"2019-08-01 21:09:30.000000+00:00\"], \"session_ids\": [\"004496cb-fe6d-45e1-a37b-dcc8d33f7784\", \"7a287088-c214-457f-bf53-e8f931b3afc3\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 284.0}}, {\"34143\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-22 22:16:24.000000+00:00\", \"2019-04-15 00:44:56.000000+00:00\", \"2021-08-12 20:42:53.000000+00:00\", \"2021-06-09 16:45:38.000000+00:00\", \"2021-06-07 18:38:18.000000+00:00\", \"2020-09-16 05:57:41.000000+00:00\", \"2023-06-27 16:48:23.000000+00:00\", \"2019-11-08 06:04:19.000000+00:00\"], \"session_ids\": [\"5fdf6800-41fd-4e01-ba93-4ae31b903cd0\", \"68fb099e-a41b-41de-aa62-9cb60e6184aa\", \"b1fbeabc-811e-4d58-aa75-29b6839a71ad\", \"b8c5b3cd-516b-48c8-98a7-acec095fccb1\", \"ac8f3fa7-6abc-42a4-9440-880a8e078d43\", \"8be824c3-65f1-4293-8adc-e122e7331f9e\", \"e1671c58-de09-45f0-9caa-28acd4450a06\", \"b4a5b49a-dced-4b8a-aa99-c51519bc59dd\"], \"total_duration\": 198.0, \"total_sessions\": 8, \"mean_week_duration\": 0.9}}, {\"20262\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-16 15:35:30.000000+00:00\", \"2022-12-09 21:32:42.000000+00:00\", \"2023-05-27 13:55:55.000000+00:00\"], \"session_ids\": [\"52690f72-c412-49f5-ba60-6b51dea1d120\", \"796dd0d0-ea70-4a94-aaeb-d767c8c86492\", \"7073e121-ec7e-43a9-a154-2ae3f6bc4904\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 0.47}}, {\"97282\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-10-17 18:15:24.000000+00:00\", \"2020-07-26 13:09:18.000000+00:00\"], \"session_ids\": [\"d5c18397-e9a8-4617-84a9-f1acd1ef8a3d\", \"81c855ac-d005-420f-81d4-da60f3da06a3\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.231}}, {\"85055\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-01 20:05:48.000000+00:00\", \"2019-06-14 14:21:09.000000+00:00\"], \"session_ids\": [\"b950fc70-2691-41e2-b00b-5645734b524a\", \"01f9c90f-9fe5-4143-8703-9f153c7dac8d\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.85}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 6 entries and remove 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[{\"28660\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-21 11:23:36.000000+00:00\", \"2023-06-07 02:31:58.000000+00:00\", \"2022-04-23 13:46:03.000000+00:00\", \"2020-09-01 22:37:28.000000+00:00\", \"2020-08-02 05:37:04.000000+00:00\", \"2019-06-06 09:02:26.000000+00:00\", \"2021-08-12 14:59:21.000000+00:00\", \"2021-06-02 13:38:13.000000+00:00\"], \"session_ids\": [\"60b8be76-d64b-4dc3-ae34-43b572db886b\", \"e74d6415-5f66-4c14-830f-be7ca5150de8\", \"0ea0962a-6311-4647-8821-b94ad34f6898\", \"4d98b5ae-a9a3-4f30-ab0c-e3995729689f\", \"18e7931e-d595-4ef9-baa9-75e75cb20c32\", \"162f32d4-4ddb-488d-b4c9-b726e4ad5340\", \"943f8eeb-2fa2-4a2a-b96e-cf44c8cb1dd0\", \"71aec946-8170-44e3-9b15-edbde45f1b83\"], \"total_duration\": 2320.0, \"total_sessions\": 8, \"mean_week_duration\": 11.1}}, {\"99734\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-16 07:37:21.000000+00:00\", \"2023-04-03 20:53:27.000000+00:00\", \"2022-11-15 12:33:08.000000+00:00\", \"2021-06-22 10:34:26.000000+00:00\"], \"session_ids\": [\"4d54fd6a-d41c-4e52-b8c5-ac5a371158b5\", \"c05aa35b-dfd1-44db-99f2-b6b21e5af281\", \"1479306c-50b5-4a73-a5cf-2059e58d9e17\", \"973cfce2-20bf-41cc-94f9-5378d6b092ff\"], \"total_duration\": 1267.0, \"total_sessions\": 4, \"mean_week_duration\": 11.841}}, {\"85820\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-02-05 04:58:44.000000+00:00\", \"2019-09-25 20:49:36.000000+00:00\", \"2020-09-03 15:51:25.000000+00:00\", \"2022-04-08 11:01:47.000000+00:00\"], \"session_ids\": [\"f98b0b50-064e-4d2b-b8a3-65f4cdd3b93e\", \"1da4f173-0cd0-42fa-8d58-ba66c2d20e49\", \"b203b424-b52d-4592-a935-89663343b153\", \"ca92fd7a-bc42-4c7e-b26f-689875a5d634\"], \"total_duration\": 1034.0, \"total_sessions\": 4, \"mean_week_duration\": 5.875}}, {\"98957\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-04-14 20:37:52.000000+00:00\", \"2022-12-08 21:44:11.000000+00:00\"], \"session_ids\": [\"ca9cd6ac-4e9d-45db-af38-4ebbf1ca1821\", \"6f7cf8c7-8a4d-4188-8643-bdb8c908a7bf\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 5.253}}, {\"78993\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-12-20 13:27:41.000000+00:00\", \"2022-04-18 23:55:48.000000+00:00\"], \"session_ids\": [\"2c1fae52-8b0a-4274-ad93-c672bbd9805f\", \"36f781cb-2087-4bc7-9942-c6b63ba0954b\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 3.525}}, {\"37072\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-31 21:56:53.000000+00:00\", \"2019-08-01 21:09:30.000000+00:00\"], \"session_ids\": [\"004496cb-fe6d-45e1-a37b-dcc8d33f7784\", \"7a287088-c214-457f-bf53-e8f931b3afc3\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 284.0}}]\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[{\"28660\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-21 11:23:36.000000+00:00\", \"2023-06-07 02:31:58.000000+00:00\", \"2022-04-23 13:46:03.000000+00:00\", \"2020-09-01 22:37:28.000000+00:00\", \"2020-08-02 05:37:04.000000+00:00\", \"2019-06-06 09:02:26.000000+00:00\", \"2021-08-12 14:59:21.000000+00:00\", \"2021-06-02 13:38:13.000000+00:00\"], \"session_ids\": [\"60b8be76-d64b-4dc3-ae34-43b572db886b\", \"e74d6415-5f66-4c14-830f-be7ca5150de8\", \"0ea0962a-6311-4647-8821-b94ad34f6898\", \"4d98b5ae-a9a3-4f30-ab0c-e3995729689f\", \"18e7931e-d595-4ef9-baa9-75e75cb20c32\", \"162f32d4-4ddb-488d-b4c9-b726e4ad5340\", \"943f8eeb-2fa2-4a2a-b96e-cf44c8cb1dd0\", \"71aec946-8170-44e3-9b15-edbde45f1b83\"], \"total_duration\": 2320.0, \"total_sessions\": 8, \"mean_week_duration\": 11.1}}, {\"99734\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-16 07:37:21.000000+00:00\", \"2023-04-03 20:53:27.000000+00:00\", \"2022-11-15 12:33:08.000000+00:00\", \"2021-06-22 10:34:26.000000+00:00\"], \"session_ids\": [\"4d54fd6a-d41c-4e52-b8c5-ac5a371158b5\", \"c05aa35b-dfd1-44db-99f2-b6b21e5af281\", \"1479306c-50b5-4a73-a5cf-2059e58d9e17\", \"973cfce2-20bf-41cc-94f9-5378d6b092ff\"], \"total_duration\": 1267.0, \"total_sessions\": 4, \"mean_week_duration\": 11.841}}, {\"85820\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-02-05 04:58:44.000000+00:00\", \"2019-09-25 20:49:36.000000+00:00\", \"2020-09-03 15:51:25.000000+00:00\", \"2022-04-08 11:01:47.000000+00:00\"], \"session_ids\": [\"f98b0b50-064e-4d2b-b8a3-65f4cdd3b93e\", \"1da4f173-0cd0-42fa-8d58-ba66c2d20e49\", \"b203b424-b52d-4592-a935-89663343b153\", \"ca92fd7a-bc42-4c7e-b26f-689875a5d634\"], \"total_duration\": 1034.0, \"total_sessions\": 4, \"mean_week_duration\": 5.875}}, {\"98957\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-04-14 20:37:52.000000+00:00\", \"2022-12-08 21:44:11.000000+00:00\"], \"session_ids\": [\"ca9cd6ac-4e9d-45db-af38-4ebbf1ca1821\", \"6f7cf8c7-8a4d-4188-8643-bdb8c908a7bf\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 5.253}}, {\"78993\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-12-20 13:27:41.000000+00:00\", \"2022-04-18 23:55:48.000000+00:00\"], \"session_ids\": [\"2c1fae52-8b0a-4274-ad93-c672bbd9805f\", \"36f781cb-2087-4bc7-9942-c6b63ba0954b\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 3.525}}, {\"37072\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-31 21:56:53.000000+00:00\", \"2019-08-01 21:09:30.000000+00:00\"], \"session_ids\": [\"004496cb-fe6d-45e1-a37b-dcc8d33f7784\", \"7a287088-c214-457f-bf53-e8f931b3afc3\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 284.0}}]\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 4 users whose total_sessions is smaller than 3 and bigger than 9 (not including) and in addition apply sorting by sum of sessions descendingly." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"27646\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-02-12 07:29:33.000000+00:00\", \"2020-05-14 03:22:53.000000+00:00\", \"2021-10-30 19:46:03.000000+00:00\", \"2022-09-15 00:20:20.000000+00:00\"], \"session_ids\": [\"06e76bf4-1194-416d-a852-3b327f8eb688\", \"7eece047-abef-4900-b77e-6976a3b9cb88\", \"5a1f5835-63ee-4974-9d3a-430dd6f4c41a\", \"edc99793-a93d-4a63-bd06-01ed72a3b2a1\"], \"total_duration\": 193.0, \"total_sessions\": 4, \"mean_week_duration\": 1.582}, \"26632\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-12 11:56:24.000000+00:00\", \"2020-10-14 09:57:12.000000+00:00\", \"2020-04-15 09:30:30.000000+00:00\", \"2020-03-27 16:10:40.000000+00:00\", \"2021-11-09 16:13:03.000000+00:00\", \"2023-03-28 22:34:37.000000+00:00\", \"2022-03-16 09:44:48.000000+00:00\", \"2022-08-22 04:06:50.000000+00:00\", \"2019-03-22 00:19:44.000000+00:00\"], \"session_ids\": [\"ba3206bb-f912-421f-81a0-f0ce11126d4d\", \"67b44208-c13d-43ea-b7af-f17a79667175\", \"55650cdb-75ee-4bae-9fbf-be3a0dd5828d\", \"4d0b9a17-adea-4ae1-8b76-f862f0de4773\", \"7ea42106-6f7a-427d-b8f0-9da1fe05bc8c\", \"65a63d9d-9645-4f97-9c7c-68730f5cc24a\", \"f2be9461-c858-4dec-a448-84ace4d3d400\", \"e65f8064-5fd0-4608-bc6e-d3ecf268297f\", \"19e988c6-eeab-4208-a645-65d6179d9927\"], \"total_duration\": 2692.0, \"total_sessions\": 9, \"mean_week_duration\": 12.819}, \"20089\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-04-02 01:26:02.000000+00:00\", \"2019-04-15 00:39:28.000000+00:00\"], \"session_ids\": [\"d4382ada-0f9c-4a23-bdb1-d4919736f5ae\", \"ae176b12-198f-4ebf-9b1b-2ef9a862d59a\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 2.476}, \"96475\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-09-20 21:59:01.000000+00:00\", \"2023-01-22 07:13:38.000000+00:00\", \"2021-04-08 03:43:04.000000+00:00\", \"2021-09-16 22:58:58.000000+00:00\"], \"session_ids\": [\"8c3e6908-f4c9-4853-8554-11989d4ae69e\", \"7e02317a-99f2-4024-80e4-8376b50ee2bd\", \"92075b15-a9fc-4582-9876-8f00ab1d018d\", \"0a5a3935-3592-4a2f-a8ab-e7745b7a81c1\"], \"total_duration\": 1097.0, \"total_sessions\": 4, \"mean_week_duration\": 11.67}, \"93379\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-29 16:06:11.000000+00:00\", \"2021-02-07 07:54:12.000000+00:00\"], \"session_ids\": [\"6305f1ba-688a-4b2e-ad92-3ffeba7e5316\", \"6cbad279-ab26-4fdd-b439-9f26c2e89b74\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.143}, \"30461\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-01 17:19:06.000000+00:00\", \"2019-08-07 05:06:51.000000+00:00\", \"2022-05-18 10:37:19.000000+00:00\", \"2020-04-24 07:04:00.000000+00:00\"], \"session_ids\": [\"3bf213b5-1abe-483f-bea8-0c394cadce03\", \"d728c3f9-7a53-4332-9152-e66cf85f6434\", \"f971ff69-19d6-4435-93cd-be6f628431aa\", \"0e73d570-31ae-4ee7-955d-d7d8a6449d4f\"], \"total_duration\": 1333.0, \"total_sessions\": 4, \"mean_week_duration\": 9.193}, \"17101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-12 08:42:21.000000+00:00\", \"2021-08-19 11:30:57.000000+00:00\", \"2022-12-28 18:51:05.000000+00:00\", \"2020-08-14 15:30:41.000000+00:00\"], \"session_ids\": [\"21184ca9-4153-44f7-a978-ea02872b2eda\", \"e7ebe367-2de6-4a25-8d11-d8414002152a\", \"33966e3a-0380-420f-b088-f393052c96f6\", \"28997699-31e4-4d7b-aee7-601288b82f95\"], \"total_duration\": 1973.0, \"total_sessions\": 4, \"mean_week_duration\": 15.295}, \"90543\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-13 03:08:44.000000+00:00\", \"2020-02-20 00:50:29.000000+00:00\", \"2019-12-25 19:10:46.000000+00:00\", \"2021-06-14 20:15:53.000000+00:00\", \"2022-07-03 16:49:30.000000+00:00\", \"2022-02-11 13:12:05.000000+00:00\"], \"session_ids\": [\"7aba16bb-cb36-46e6-8c31-964bfbf598e2\", \"31424095-b234-42d1-9151-16db5a128e1b\", \"93866310-4e75-4fcb-bad1-a4b871623d69\", \"192c69a6-c1a5-4bf3-a7ed-72b28c8a0ccf\", \"c4bb81af-8272-4b35-9a61-72fafee629a6\", \"450e0085-3095-4705-9a72-09a6c993694d\"], \"total_duration\": 3675.0, \"total_sessions\": 6, \"mean_week_duration\": 20.304}, \"43963\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2019-12-30 01:14:41.000000+00:00\", \"2023-01-01 04:04:52.000000+00:00\"], \"session_ids\": [\"0e52d638-33e8-402c-a406-7c4895b80f83\", \"ba32f7cf-6b28-404a-9df4-1d5e504a7dc6\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.153}, \"8626\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-10-17 06:05:08.000000+00:00\", \"2019-08-02 12:27:23.000000+00:00\", \"2021-06-01 00:57:02.000000+00:00\", \"2019-02-22 23:50:41.000000+00:00\", \"2023-06-03 02:42:38.000000+00:00\", \"2022-12-16 06:24:02.000000+00:00\", \"2019-06-11 05:52:42.000000+00:00\"], \"session_ids\": [\"5e65a803-2335-4e05-8861-7f46684c3500\", \"a90c8e44-6a87-4346-8956-a76104572231\", \"44ecb684-2dd6-4629-bbeb-b7f8a6d5fca5\", \"421a463c-825b-48e9-8a9b-7a5ab8e961e7\", \"7a3f61e3-5f1f-40b7-b217-086ed7333b99\", \"c0cc44bc-3517-4962-9709-762552a97881\", \"15ceea27-3e2c-40b0-b288-b43950a2d27b\"], \"total_duration\": 6626.0, \"total_sessions\": 7, \"mean_week_duration\": 29.713}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 3 and are greater than 9" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[3, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"20089\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-04-02 01:26:02.000000+00:00\", \"2019-04-15 00:39:28.000000+00:00\"], \"session_ids\": [\"d4382ada-0f9c-4a23-bdb1-d4919736f5ae\", \"ae176b12-198f-4ebf-9b1b-2ef9a862d59a\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 2.476}, \"93379\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-29 16:06:11.000000+00:00\", \"2021-02-07 07:54:12.000000+00:00\"], \"session_ids\": [\"6305f1ba-688a-4b2e-ad92-3ffeba7e5316\", \"6cbad279-ab26-4fdd-b439-9f26c2e89b74\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.143}, \"43963\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2019-12-30 01:14:41.000000+00:00\", \"2023-01-01 04:04:52.000000+00:00\"], \"session_ids\": [\"0e52d638-33e8-402c-a406-7c4895b80f83\", \"ba32f7cf-6b28-404a-9df4-1d5e504a7dc6\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.153}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"20089\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-04-02 01:26:02.000000+00:00\", \"2019-04-15 00:39:28.000000+00:00\"], \"session_ids\": [\"d4382ada-0f9c-4a23-bdb1-d4919736f5ae\", \"ae176b12-198f-4ebf-9b1b-2ef9a862d59a\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 2.476}}, {\"93379\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-29 16:06:11.000000+00:00\", \"2021-02-07 07:54:12.000000+00:00\"], \"session_ids\": [\"6305f1ba-688a-4b2e-ad92-3ffeba7e5316\", \"6cbad279-ab26-4fdd-b439-9f26c2e89b74\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.143}}, {\"43963\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2019-12-30 01:14:41.000000+00:00\", \"2023-01-01 04:04:52.000000+00:00\"], \"session_ids\": [\"0e52d638-33e8-402c-a406-7c4895b80f83\", \"ba32f7cf-6b28-404a-9df4-1d5e504a7dc6\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.153}}]\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[{\"20089\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-04-02 01:26:02.000000+00:00\", \"2019-04-15 00:39:28.000000+00:00\"], \"session_ids\": [\"d4382ada-0f9c-4a23-bdb1-d4919736f5ae\", \"ae176b12-198f-4ebf-9b1b-2ef9a862d59a\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 2.476}}, {\"93379\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-29 16:06:11.000000+00:00\", \"2021-02-07 07:54:12.000000+00:00\"], \"session_ids\": [\"6305f1ba-688a-4b2e-ad92-3ffeba7e5316\", \"6cbad279-ab26-4fdd-b439-9f26c2e89b74\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.143}}, {\"43963\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2019-12-30 01:14:41.000000+00:00\", \"2023-01-01 04:04:52.000000+00:00\"], \"session_ids\": [\"0e52d638-33e8-402c-a406-7c4895b80f83\", \"ba32f7cf-6b28-404a-9df4-1d5e504a7dc6\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.153}}]\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[{\"20089\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-04-02 01:26:02.000000+00:00\", \"2019-04-15 00:39:28.000000+00:00\"], \"session_ids\": [\"d4382ada-0f9c-4a23-bdb1-d4919736f5ae\", \"ae176b12-198f-4ebf-9b1b-2ef9a862d59a\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 2.476}}, {\"93379\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-29 16:06:11.000000+00:00\", \"2021-02-07 07:54:12.000000+00:00\"], \"session_ids\": [\"6305f1ba-688a-4b2e-ad92-3ffeba7e5316\", \"6cbad279-ab26-4fdd-b439-9f26c2e89b74\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.143}}, {\"43963\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2019-12-30 01:14:41.000000+00:00\", \"2023-01-01 04:04:52.000000+00:00\"], \"session_ids\": [\"0e52d638-33e8-402c-a406-7c4895b80f83\", \"ba32f7cf-6b28-404a-9df4-1d5e504a7dc6\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.153}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about 6 users whose sum of duration of sessions per week exceed 22, exclusively 22 + perform sorting by duration summation of sessions per week ascendingly , provide me only with 3 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{\"80474\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-12-12 19:58:50.000000+00:00\", \"2021-02-26 20:05:18.000000+00:00\"], \"session_ids\": [\"547ad1cf-f536-4b3f-9bee-8579f395ba4b\", \"2dc25c67-f336-48b0-9b52-51c83ead2481\"], \"total_duration\": 326.0, \"total_sessions\": 2, \"mean_week_duration\": 7.762}, \"96279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-02-24 23:59:31.000000+00:00\", \"2019-08-16 02:29:59.000000+00:00\", \"2022-12-26 12:01:26.000000+00:00\"], \"session_ids\": [\"c95895dd-769c-416a-9911-d9ea9adcdbfb\", \"399a8e32-d428-4010-a774-13e6c71be95d\", \"622d4f26-7be5-4558-87f3-bff2455ac541\"], \"total_duration\": 975.0, \"total_sessions\": 3, \"mean_week_duration\": 5.54}, \"66464\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-01 12:11:40.000000+00:00\", \"2019-12-26 16:51:21.000000+00:00\", \"2021-11-07 23:21:26.000000+00:00\", \"2021-05-04 16:29:53.000000+00:00\", \"2021-07-11 20:21:18.000000+00:00\"], \"session_ids\": [\"01412f21-6144-43a5-8df3-45b68958121b\", \"7755004b-72f2-44ac-868c-0ffc13beab21\", \"a8bf18a9-482a-4024-a334-41a6ac23ed23\", \"ff7aea9b-08e1-496e-abe6-c5559513f0ba\", \"549ecfdc-0638-4227-887b-fbd388fcf9b1\"], \"total_duration\": 3616.0, \"total_sessions\": 5, \"mean_week_duration\": 31.719}, \"99496\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-21 14:13:10.000000+00:00\", \"2021-01-04 03:03:34.000000+00:00\"], \"session_ids\": [\"dc85de72-7777-40cf-8407-c688c855f35a\", \"65442ff8-6dd1-403c-bfe2-cab0311739ed\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 5.75}, \"63976\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-08 12:06:38.000000+00:00\", \"2022-12-21 09:33:27.000000+00:00\", \"2021-04-02 04:56:01.000000+00:00\", \"2020-02-05 22:28:36.000000+00:00\", \"2019-08-26 07:08:13.000000+00:00\"], \"session_ids\": [\"5d9d01aa-c0ae-420b-b587-fe15f833d846\", \"5b107787-dfba-4a7c-9832-d740613fc040\", \"8878e814-97f3-4cd6-85e7-854b6d4e76c9\", \"c94e31fc-2490-44ea-8667-710dc2acfe27\", \"4531c16d-1c0e-47ee-abc9-90b080c2ea35\"], \"total_duration\": 354.0, \"total_sessions\": 5, \"mean_week_duration\": 1.873}, \"68708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-09-23 20:27:47.000000+00:00\", \"2022-06-18 21:37:44.000000+00:00\"], \"session_ids\": [\"82f71934-c005-420a-89e1-d1784678539a\", \"f5545a2c-4cec-4e5d-957d-bccd2413f549\"], \"total_duration\": 474.0, \"total_sessions\": 2, \"mean_week_duration\": 12.154}, \"23736\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-21 00:34:22.000000+00:00\", \"2019-08-04 18:37:28.000000+00:00\"], \"session_ids\": [\"1f84691f-aa3a-49d6-995a-22c390444374\", \"78c8d921-d667-409c-aa3c-f7ea774eb6d3\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 1.036}, \"80929\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-15 06:40:57.000000+00:00\", \"2021-02-19 19:36:24.000000+00:00\"], \"session_ids\": [\"469866a8-759a-4388-9a3d-1845dea5bc55\", \"1b92d105-22a4-4996-9c16-53b251ce7c05\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 59.5}, \"96934\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-30 20:10:58.000000+00:00\", \"2019-11-18 02:22:16.000000+00:00\"], \"session_ids\": [\"a6b23f6b-ef8f-4e24-8f1c-44014934348c\", \"9986344f-2f33-4d29-bfd4-9a84856ce00c\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.583}, \"3764\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-25 04:53:56.000000+00:00\", \"2022-06-03 10:29:35.000000+00:00\", \"2019-05-01 22:34:36.000000+00:00\", \"2021-04-04 02:07:42.000000+00:00\"], \"session_ids\": [\"b8cddbc8-947c-4370-9090-b0a4494af474\", \"14f3ff91-66dc-42b2-b431-1bbaf2fc6112\", \"d8b420c2-df7c-4be8-9578-c396531f4c3c\", \"aa76aa77-ecba-4625-bb1c-2692f4e4a382\"], \"total_duration\": 610.0, \"total_sessions\": 4, \"mean_week_duration\": 3.567}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 22" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[22, 44]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"66464\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-01 12:11:40.000000+00:00\", \"2019-12-26 16:51:21.000000+00:00\", \"2021-11-07 23:21:26.000000+00:00\", \"2021-05-04 16:29:53.000000+00:00\", \"2021-07-11 20:21:18.000000+00:00\"], \"session_ids\": [\"01412f21-6144-43a5-8df3-45b68958121b\", \"7755004b-72f2-44ac-868c-0ffc13beab21\", \"a8bf18a9-482a-4024-a334-41a6ac23ed23\", \"ff7aea9b-08e1-496e-abe6-c5559513f0ba\", \"549ecfdc-0638-4227-887b-fbd388fcf9b1\"], \"total_duration\": 3616.0, \"total_sessions\": 5, \"mean_week_duration\": 31.719}, \"80929\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-15 06:40:57.000000+00:00\", \"2021-02-19 19:36:24.000000+00:00\"], \"session_ids\": [\"469866a8-759a-4388-9a3d-1845dea5bc55\", \"1b92d105-22a4-4996-9c16-53b251ce7c05\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 59.5}}\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[{\"66464\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-01 12:11:40.000000+00:00\", \"2019-12-26 16:51:21.000000+00:00\", \"2021-11-07 23:21:26.000000+00:00\", \"2021-05-04 16:29:53.000000+00:00\", \"2021-07-11 20:21:18.000000+00:00\"], \"session_ids\": [\"01412f21-6144-43a5-8df3-45b68958121b\", \"7755004b-72f2-44ac-868c-0ffc13beab21\", \"a8bf18a9-482a-4024-a334-41a6ac23ed23\", \"ff7aea9b-08e1-496e-abe6-c5559513f0ba\", \"549ecfdc-0638-4227-887b-fbd388fcf9b1\"], \"total_duration\": 3616.0, \"total_sessions\": 5, \"mean_week_duration\": 31.719}}, {\"80929\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-15 06:40:57.000000+00:00\", \"2021-02-19 19:36:24.000000+00:00\"], \"session_ids\": [\"469866a8-759a-4388-9a3d-1845dea5bc55\", \"1b92d105-22a4-4996-9c16-53b251ce7c05\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 59.5}}]\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[{\"66464\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-01 12:11:40.000000+00:00\", \"2019-12-26 16:51:21.000000+00:00\", \"2021-11-07 23:21:26.000000+00:00\", \"2021-05-04 16:29:53.000000+00:00\", \"2021-07-11 20:21:18.000000+00:00\"], \"session_ids\": [\"01412f21-6144-43a5-8df3-45b68958121b\", \"7755004b-72f2-44ac-868c-0ffc13beab21\", \"a8bf18a9-482a-4024-a334-41a6ac23ed23\", \"ff7aea9b-08e1-496e-abe6-c5559513f0ba\", \"549ecfdc-0638-4227-887b-fbd388fcf9b1\"], \"total_duration\": 3616.0, \"total_sessions\": 5, \"mean_week_duration\": 31.719}}, {\"80929\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-15 06:40:57.000000+00:00\", \"2021-02-19 19:36:24.000000+00:00\"], \"session_ids\": [\"469866a8-759a-4388-9a3d-1845dea5bc55\", \"1b92d105-22a4-4996-9c16-53b251ce7c05\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 59.5}}]\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[{\"66464\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-01 12:11:40.000000+00:00\", \"2019-12-26 16:51:21.000000+00:00\", \"2021-11-07 23:21:26.000000+00:00\", \"2021-05-04 16:29:53.000000+00:00\", \"2021-07-11 20:21:18.000000+00:00\"], \"session_ids\": [\"01412f21-6144-43a5-8df3-45b68958121b\", \"7755004b-72f2-44ac-868c-0ffc13beab21\", \"a8bf18a9-482a-4024-a334-41a6ac23ed23\", \"ff7aea9b-08e1-496e-abe6-c5559513f0ba\", \"549ecfdc-0638-4227-887b-fbd388fcf9b1\"], \"total_duration\": 3616.0, \"total_sessions\": 5, \"mean_week_duration\": 31.719}}, {\"80929\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-03-15 06:40:57.000000+00:00\", \"2021-02-19 19:36:24.000000+00:00\"], \"session_ids\": [\"469866a8-759a-4388-9a3d-1845dea5bc55\", \"1b92d105-22a4-4996-9c16-53b251ce7c05\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 59.5}}]\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 4 users who aren't folks of cities Karachi, Bridgetown, Madrid, Beijing, Edinburgh , and do sorting by city name from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"45901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-03-13 23:14:05.000000+00:00\", \"2022-05-16 23:01:38.000000+00:00\"], \"session_ids\": [\"5b5654c5-ad1b-4454-9d80-68f25874fff8\", \"cc9bbd51-53b5-4b2d-b63e-d83237cc9c9f\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.175}, \"33261\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-03-16 16:05:46.000000+00:00\", \"2023-04-09 05:09:27.000000+00:00\"], \"session_ids\": [\"b79c61d1-8658-4fad-9e54-b514a701be9a\", \"f3ab855e-ba58-46dc-a316-7eeed9091933\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 0.566}, \"33478\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-10-01 08:34:52.000000+00:00\", \"2023-02-22 21:43:42.000000+00:00\"], \"session_ids\": [\"1005bd89-c828-4abd-b52a-4cb429e788cd\", \"dc2e1390-b901-45f6-bba9-73f460e4d27c\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 3.616}, \"53214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-05-09 15:09:44.000000+00:00\", \"2019-12-05 10:20:08.000000+00:00\", \"2020-01-22 17:50:27.000000+00:00\"], \"session_ids\": [\"2260b31e-63bc-4229-b8af-e244f76eb3bf\", \"1c269e61-12e2-4f26-a827-81dd6356d314\", \"ac3cbdc0-e950-492a-8611-248d5c54e413\"], \"total_duration\": 398.0, \"total_sessions\": 3, \"mean_week_duration\": 10.757}, \"25781\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-11-15 06:15:41.000000+00:00\", \"2023-06-15 13:54:32.000000+00:00\", \"2021-08-04 02:42:56.000000+00:00\", \"2022-05-07 23:50:40.000000+00:00\", \"2022-08-17 05:19:05.000000+00:00\", \"2022-01-19 07:29:23.000000+00:00\", \"2020-04-13 03:30:24.000000+00:00\"], \"session_ids\": [\"ec5353c3-0dc9-4299-9400-f1594890dd13\", \"ff231a7b-93bb-4c2f-9824-c3f36d43c92d\", \"2694bf08-b82e-4a1f-b2e1-363acd7de235\", \"954fc447-9ab9-44ac-be28-aef7c46fbe8d\", \"d46012ad-745e-4617-b8cf-8019eb95c846\", \"a56ada48-e213-4009-93a3-19dbfcee3d66\", \"7fc0d64b-e6f0-4185-ae49-8f91fe6a764c\"], \"total_duration\": 7789.0, \"total_sessions\": 7, \"mean_week_duration\": 46.922}, \"21662\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-03 17:05:12.000000+00:00\", \"2020-04-19 04:39:06.000000+00:00\"], \"session_ids\": [\"193d5e4b-a441-4ea3-a132-e77ff738aa9e\", \"8b06ba5b-2dfc-4b79-bf3a-e4c4581fb022\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 1.547}, \"17909\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-09-15 07:25:48.000000+00:00\", \"2022-07-13 22:41:42.000000+00:00\", \"2022-09-09 08:58:43.000000+00:00\"], \"session_ids\": [\"1de8e339-f6fc-4ed5-962d-5d93a96db3c0\", \"2a930121-c2a6-4395-9f09-f70eb3520162\", \"faa639ff-4894-48ab-978f-8482726f4646\"], \"total_duration\": 244.0, \"total_sessions\": 3, \"mean_week_duration\": 1.564}, \"30573\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-31 08:30:30.000000+00:00\", \"2021-08-19 23:01:31.000000+00:00\"], \"session_ids\": [\"cb43372c-75e7-487e-bf77-6a0d851b673a\", \"e10cee1c-959e-46a2-96fa-d863ed822ffb\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 0.664}, \"22201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-20 22:45:42.000000+00:00\", \"2022-06-28 17:49:28.000000+00:00\"], \"session_ids\": [\"f0a0b76a-231f-476a-9d3a-63f3b2a0ed4a\", \"b1222086-cc55-4065-8ed0-f7e5512f040f\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"7967\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-17 19:29:27.000000+00:00\", \"2021-11-27 01:01:24.000000+00:00\", \"2020-04-24 02:55:19.000000+00:00\"], \"session_ids\": [\"d124e4aa-3c51-4fd4-9090-9b1cbb625555\", \"bb983068-cde6-4b07-a205-9cbb5911fb47\", \"269250df-34a6-4ca1-a24e-fe59c19ade6c\"], \"total_duration\": 300.0, \"total_sessions\": 3, \"mean_week_duration\": 3.093}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Karachi, Bridgetown, Madrid, Beijing, Edinburgh" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Karachi\", \"Bridgetown\", \"Madrid\", \"Beijing\", \"Edinburgh\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"45901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-03-13 23:14:05.000000+00:00\", \"2022-05-16 23:01:38.000000+00:00\"], \"session_ids\": [\"5b5654c5-ad1b-4454-9d80-68f25874fff8\", \"cc9bbd51-53b5-4b2d-b63e-d83237cc9c9f\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.175}, \"33261\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-03-16 16:05:46.000000+00:00\", \"2023-04-09 05:09:27.000000+00:00\"], \"session_ids\": [\"b79c61d1-8658-4fad-9e54-b514a701be9a\", \"f3ab855e-ba58-46dc-a316-7eeed9091933\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 0.566}, \"33478\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-10-01 08:34:52.000000+00:00\", \"2023-02-22 21:43:42.000000+00:00\"], \"session_ids\": [\"1005bd89-c828-4abd-b52a-4cb429e788cd\", \"dc2e1390-b901-45f6-bba9-73f460e4d27c\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 3.616}, \"53214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-05-09 15:09:44.000000+00:00\", \"2019-12-05 10:20:08.000000+00:00\", \"2020-01-22 17:50:27.000000+00:00\"], \"session_ids\": [\"2260b31e-63bc-4229-b8af-e244f76eb3bf\", \"1c269e61-12e2-4f26-a827-81dd6356d314\", \"ac3cbdc0-e950-492a-8611-248d5c54e413\"], \"total_duration\": 398.0, \"total_sessions\": 3, \"mean_week_duration\": 10.757}, \"25781\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-11-15 06:15:41.000000+00:00\", \"2023-06-15 13:54:32.000000+00:00\", \"2021-08-04 02:42:56.000000+00:00\", \"2022-05-07 23:50:40.000000+00:00\", \"2022-08-17 05:19:05.000000+00:00\", \"2022-01-19 07:29:23.000000+00:00\", \"2020-04-13 03:30:24.000000+00:00\"], \"session_ids\": [\"ec5353c3-0dc9-4299-9400-f1594890dd13\", \"ff231a7b-93bb-4c2f-9824-c3f36d43c92d\", \"2694bf08-b82e-4a1f-b2e1-363acd7de235\", \"954fc447-9ab9-44ac-be28-aef7c46fbe8d\", \"d46012ad-745e-4617-b8cf-8019eb95c846\", \"a56ada48-e213-4009-93a3-19dbfcee3d66\", \"7fc0d64b-e6f0-4185-ae49-8f91fe6a764c\"], \"total_duration\": 7789.0, \"total_sessions\": 7, \"mean_week_duration\": 46.922}, \"21662\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-03 17:05:12.000000+00:00\", \"2020-04-19 04:39:06.000000+00:00\"], \"session_ids\": [\"193d5e4b-a441-4ea3-a132-e77ff738aa9e\", \"8b06ba5b-2dfc-4b79-bf3a-e4c4581fb022\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 1.547}, \"17909\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-09-15 07:25:48.000000+00:00\", \"2022-07-13 22:41:42.000000+00:00\", \"2022-09-09 08:58:43.000000+00:00\"], \"session_ids\": [\"1de8e339-f6fc-4ed5-962d-5d93a96db3c0\", \"2a930121-c2a6-4395-9f09-f70eb3520162\", \"faa639ff-4894-48ab-978f-8482726f4646\"], \"total_duration\": 244.0, \"total_sessions\": 3, \"mean_week_duration\": 1.564}, \"30573\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-31 08:30:30.000000+00:00\", \"2021-08-19 23:01:31.000000+00:00\"], \"session_ids\": [\"cb43372c-75e7-487e-bf77-6a0d851b673a\", \"e10cee1c-959e-46a2-96fa-d863ed822ffb\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 0.664}, \"22201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-20 22:45:42.000000+00:00\", \"2022-06-28 17:49:28.000000+00:00\"], \"session_ids\": [\"f0a0b76a-231f-476a-9d3a-63f3b2a0ed4a\", \"b1222086-cc55-4065-8ed0-f7e5512f040f\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"7967\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-17 19:29:27.000000+00:00\", \"2021-11-27 01:01:24.000000+00:00\", \"2020-04-24 02:55:19.000000+00:00\"], \"session_ids\": [\"d124e4aa-3c51-4fd4-9090-9b1cbb625555\", \"bb983068-cde6-4b07-a205-9cbb5911fb47\", \"269250df-34a6-4ca1-a24e-fe59c19ade6c\"], \"total_duration\": 300.0, \"total_sessions\": 3, \"mean_week_duration\": 3.093}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"53214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-05-09 15:09:44.000000+00:00\", \"2019-12-05 10:20:08.000000+00:00\", \"2020-01-22 17:50:27.000000+00:00\"], \"session_ids\": [\"2260b31e-63bc-4229-b8af-e244f76eb3bf\", \"1c269e61-12e2-4f26-a827-81dd6356d314\", \"ac3cbdc0-e950-492a-8611-248d5c54e413\"], \"total_duration\": 398.0, \"total_sessions\": 3, \"mean_week_duration\": 10.757}}, {\"33261\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-03-16 16:05:46.000000+00:00\", \"2023-04-09 05:09:27.000000+00:00\"], \"session_ids\": [\"b79c61d1-8658-4fad-9e54-b514a701be9a\", \"f3ab855e-ba58-46dc-a316-7eeed9091933\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 0.566}}, {\"33478\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-10-01 08:34:52.000000+00:00\", \"2023-02-22 21:43:42.000000+00:00\"], \"session_ids\": [\"1005bd89-c828-4abd-b52a-4cb429e788cd\", \"dc2e1390-b901-45f6-bba9-73f460e4d27c\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 3.616}}, {\"17909\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-09-15 07:25:48.000000+00:00\", \"2022-07-13 22:41:42.000000+00:00\", \"2022-09-09 08:58:43.000000+00:00\"], \"session_ids\": [\"1de8e339-f6fc-4ed5-962d-5d93a96db3c0\", \"2a930121-c2a6-4395-9f09-f70eb3520162\", \"faa639ff-4894-48ab-978f-8482726f4646\"], \"total_duration\": 244.0, \"total_sessions\": 3, \"mean_week_duration\": 1.564}}, {\"21662\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-03 17:05:12.000000+00:00\", \"2020-04-19 04:39:06.000000+00:00\"], \"session_ids\": [\"193d5e4b-a441-4ea3-a132-e77ff738aa9e\", \"8b06ba5b-2dfc-4b79-bf3a-e4c4581fb022\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 1.547}}, {\"7967\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-17 19:29:27.000000+00:00\", \"2021-11-27 01:01:24.000000+00:00\", \"2020-04-24 02:55:19.000000+00:00\"], \"session_ids\": [\"d124e4aa-3c51-4fd4-9090-9b1cbb625555\", \"bb983068-cde6-4b07-a205-9cbb5911fb47\", \"269250df-34a6-4ca1-a24e-fe59c19ade6c\"], \"total_duration\": 300.0, \"total_sessions\": 3, \"mean_week_duration\": 3.093}}, {\"25781\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-11-15 06:15:41.000000+00:00\", \"2023-06-15 13:54:32.000000+00:00\", \"2021-08-04 02:42:56.000000+00:00\", \"2022-05-07 23:50:40.000000+00:00\", \"2022-08-17 05:19:05.000000+00:00\", \"2022-01-19 07:29:23.000000+00:00\", \"2020-04-13 03:30:24.000000+00:00\"], \"session_ids\": [\"ec5353c3-0dc9-4299-9400-f1594890dd13\", \"ff231a7b-93bb-4c2f-9824-c3f36d43c92d\", \"2694bf08-b82e-4a1f-b2e1-363acd7de235\", \"954fc447-9ab9-44ac-be28-aef7c46fbe8d\", \"d46012ad-745e-4617-b8cf-8019eb95c846\", \"a56ada48-e213-4009-93a3-19dbfcee3d66\", \"7fc0d64b-e6f0-4185-ae49-8f91fe6a764c\"], \"total_duration\": 7789.0, \"total_sessions\": 7, \"mean_week_duration\": 46.922}}, {\"30573\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-31 08:30:30.000000+00:00\", \"2021-08-19 23:01:31.000000+00:00\"], \"session_ids\": [\"cb43372c-75e7-487e-bf77-6a0d851b673a\", \"e10cee1c-959e-46a2-96fa-d863ed822ffb\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 0.664}}, {\"22201\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-20 22:45:42.000000+00:00\", \"2022-06-28 17:49:28.000000+00:00\"], \"session_ids\": [\"f0a0b76a-231f-476a-9d3a-63f3b2a0ed4a\", \"b1222086-cc55-4065-8ed0-f7e5512f040f\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}, {\"45901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-03-13 23:14:05.000000+00:00\", \"2022-05-16 23:01:38.000000+00:00\"], \"session_ids\": [\"5b5654c5-ad1b-4454-9d80-68f25874fff8\", \"cc9bbd51-53b5-4b2d-b63e-d83237cc9c9f\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 1.175}}]\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[{\"53214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-05-09 15:09:44.000000+00:00\", \"2019-12-05 10:20:08.000000+00:00\", \"2020-01-22 17:50:27.000000+00:00\"], \"session_ids\": [\"2260b31e-63bc-4229-b8af-e244f76eb3bf\", \"1c269e61-12e2-4f26-a827-81dd6356d314\", \"ac3cbdc0-e950-492a-8611-248d5c54e413\"], \"total_duration\": 398.0, \"total_sessions\": 3, \"mean_week_duration\": 10.757}}, {\"33261\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-03-16 16:05:46.000000+00:00\", \"2023-04-09 05:09:27.000000+00:00\"], \"session_ids\": [\"b79c61d1-8658-4fad-9e54-b514a701be9a\", \"f3ab855e-ba58-46dc-a316-7eeed9091933\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 0.566}}, {\"33478\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-10-01 08:34:52.000000+00:00\", \"2023-02-22 21:43:42.000000+00:00\"], \"session_ids\": [\"1005bd89-c828-4abd-b52a-4cb429e788cd\", \"dc2e1390-b901-45f6-bba9-73f460e4d27c\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 3.616}}, {\"17909\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-09-15 07:25:48.000000+00:00\", \"2022-07-13 22:41:42.000000+00:00\", \"2022-09-09 08:58:43.000000+00:00\"], \"session_ids\": [\"1de8e339-f6fc-4ed5-962d-5d93a96db3c0\", \"2a930121-c2a6-4395-9f09-f70eb3520162\", \"faa639ff-4894-48ab-978f-8482726f4646\"], \"total_duration\": 244.0, \"total_sessions\": 3, \"mean_week_duration\": 1.564}}]\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[{\"53214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-05-09 15:09:44.000000+00:00\", \"2019-12-05 10:20:08.000000+00:00\", \"2020-01-22 17:50:27.000000+00:00\"], \"session_ids\": [\"2260b31e-63bc-4229-b8af-e244f76eb3bf\", \"1c269e61-12e2-4f26-a827-81dd6356d314\", \"ac3cbdc0-e950-492a-8611-248d5c54e413\"], \"total_duration\": 398.0, \"total_sessions\": 3, \"mean_week_duration\": 10.757}}, {\"33261\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-03-16 16:05:46.000000+00:00\", \"2023-04-09 05:09:27.000000+00:00\"], \"session_ids\": [\"b79c61d1-8658-4fad-9e54-b514a701be9a\", \"f3ab855e-ba58-46dc-a316-7eeed9091933\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 0.566}}, {\"33478\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-10-01 08:34:52.000000+00:00\", \"2023-02-22 21:43:42.000000+00:00\"], \"session_ids\": [\"1005bd89-c828-4abd-b52a-4cb429e788cd\", \"dc2e1390-b901-45f6-bba9-73f460e4d27c\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 3.616}}, {\"17909\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-09-15 07:25:48.000000+00:00\", \"2022-07-13 22:41:42.000000+00:00\", \"2022-09-09 08:58:43.000000+00:00\"], \"session_ids\": [\"1de8e339-f6fc-4ed5-962d-5d93a96db3c0\", \"2a930121-c2a6-4395-9f09-f70eb3520162\", \"faa639ff-4894-48ab-978f-8482726f4646\"], \"total_duration\": 244.0, \"total_sessions\": 3, \"mean_week_duration\": 1.564}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding 2 users whose total duration is strictly smaller than 2228 and strictly bigger than 2513 (both not including) , apply sorting by overall sessions count form the lowest to the highest , moreover save only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"56465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-08-07 00:42:28.000000+00:00\", \"2021-11-15 17:54:27.000000+00:00\"], \"session_ids\": [\"9553a359-2e3f-48e9-9aed-39d09726039e\", \"59364bb3-91e0-4371-bbe8-578c123b6266\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 4.034}, \"41557\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-01-18 01:19:08.000000+00:00\", \"2019-11-02 00:49:48.000000+00:00\"], \"session_ids\": [\"2c335fb4-fa14-4941-9e63-b87ff4c93970\", \"69df73ce-640c-47e9-aed2-c0add0c1f783\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.829}, \"13788\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-11-26 22:56:13.000000+00:00\", \"2022-07-03 01:49:30.000000+00:00\"], \"session_ids\": [\"3b906580-7fe2-40b4-b1a0-5bd4596eb338\", \"89b73c6e-9116-4053-ac2c-9ec9a6bcb011\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 2.531}, \"84671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-15 10:19:31.000000+00:00\", \"2023-02-18 15:54:07.000000+00:00\"], \"session_ids\": [\"afa4788b-31a9-4089-a088-7a3bc64a7537\", \"730b358c-f8f9-4fa7-86aa-e64fab84bf5f\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 12.417}, \"93106\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-26 23:31:10.000000+00:00\", \"2022-06-30 07:23:41.000000+00:00\"], \"session_ids\": [\"97217136-a258-42ab-af62-30f22289beff\", \"e66f4bc3-86f7-47e4-a47f-d06e09d5fe15\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.162}, \"38262\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-09-20 04:43:21.000000+00:00\", \"2022-01-08 11:21:18.000000+00:00\"], \"session_ids\": [\"60e69eac-c378-40cb-80e3-8bafe03022bb\", \"0436dec5-fba2-430f-bbc4-6a8adef72ee3\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.455}, \"83176\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-27 14:30:33.000000+00:00\", \"2023-01-21 01:20:00.000000+00:00\"], \"session_ids\": [\"8bec795b-7888-4f32-9142-a00da07ca722\", \"962751eb-6a5e-4fdd-a8d1-764016863ba4\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 1.617}, \"84563\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-11-22 22:04:08.000000+00:00\", \"2020-02-07 22:33:20.000000+00:00\", \"2019-07-07 01:43:24.000000+00:00\"], \"session_ids\": [\"68b0f1a0-ea29-412b-acea-e1ca281505c3\", \"19792f33-03e2-49ce-a78d-392fca74cabb\", \"4d619865-90be-4576-9fad-9e8904a54ca8\"], \"total_duration\": 1071.0, \"total_sessions\": 3, \"mean_week_duration\": 6.051}, \"70292\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-11 06:30:44.000000+00:00\", \"2019-01-25 08:09:39.000000+00:00\", \"2022-07-19 16:22:30.000000+00:00\", \"2022-01-07 02:53:16.000000+00:00\", \"2021-07-13 19:54:50.000000+00:00\", \"2019-04-14 06:32:56.000000+00:00\", \"2021-05-31 08:26:02.000000+00:00\"], \"session_ids\": [\"62c2b335-0a78-4071-9a0f-ed6a67b13687\", \"20cd0d97-2618-46fd-af92-4255e45f7ff4\", \"ec543e1b-72d8-410b-990e-f3aaf2d15ff8\", \"cbfcada8-852a-42d5-979f-d22a05b447d2\", \"646baf8b-dc22-4d63-812d-08140dfc62eb\", \"e7daab58-dd2c-47f7-8464-1ab0f976fb05\", \"b341dc91-49e9-465e-bc57-f1e6b2203d18\"], \"total_duration\": 4574.0, \"total_sessions\": 7, \"mean_week_duration\": 25.132}, \"35534\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-26 07:14:13.000000+00:00\", \"2020-09-16 00:32:33.000000+00:00\"], \"session_ids\": [\"84388424-1a4f-45ee-aaae-b43b01a6afa1\", \"3cf1e652-658b-4adb-8e50-dbe8cb1f6e77\"], \"total_duration\": 356.0, \"total_sessions\": 2, \"mean_week_duration\": 2.525}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are less than 2228 and are greater than 2513" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[2228, 2513]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"56465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-08-07 00:42:28.000000+00:00\", \"2021-11-15 17:54:27.000000+00:00\"], \"session_ids\": [\"9553a359-2e3f-48e9-9aed-39d09726039e\", \"59364bb3-91e0-4371-bbe8-578c123b6266\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 4.034}, \"41557\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-01-18 01:19:08.000000+00:00\", \"2019-11-02 00:49:48.000000+00:00\"], \"session_ids\": [\"2c335fb4-fa14-4941-9e63-b87ff4c93970\", \"69df73ce-640c-47e9-aed2-c0add0c1f783\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.829}, \"13788\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-11-26 22:56:13.000000+00:00\", \"2022-07-03 01:49:30.000000+00:00\"], \"session_ids\": [\"3b906580-7fe2-40b4-b1a0-5bd4596eb338\", \"89b73c6e-9116-4053-ac2c-9ec9a6bcb011\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 2.531}, \"84671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-15 10:19:31.000000+00:00\", \"2023-02-18 15:54:07.000000+00:00\"], \"session_ids\": [\"afa4788b-31a9-4089-a088-7a3bc64a7537\", \"730b358c-f8f9-4fa7-86aa-e64fab84bf5f\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 12.417}, \"93106\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-26 23:31:10.000000+00:00\", \"2022-06-30 07:23:41.000000+00:00\"], \"session_ids\": [\"97217136-a258-42ab-af62-30f22289beff\", \"e66f4bc3-86f7-47e4-a47f-d06e09d5fe15\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.162}, \"38262\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-09-20 04:43:21.000000+00:00\", \"2022-01-08 11:21:18.000000+00:00\"], \"session_ids\": [\"60e69eac-c378-40cb-80e3-8bafe03022bb\", \"0436dec5-fba2-430f-bbc4-6a8adef72ee3\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.455}, \"83176\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-27 14:30:33.000000+00:00\", \"2023-01-21 01:20:00.000000+00:00\"], \"session_ids\": [\"8bec795b-7888-4f32-9142-a00da07ca722\", \"962751eb-6a5e-4fdd-a8d1-764016863ba4\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 1.617}, \"84563\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-11-22 22:04:08.000000+00:00\", \"2020-02-07 22:33:20.000000+00:00\", \"2019-07-07 01:43:24.000000+00:00\"], \"session_ids\": [\"68b0f1a0-ea29-412b-acea-e1ca281505c3\", \"19792f33-03e2-49ce-a78d-392fca74cabb\", \"4d619865-90be-4576-9fad-9e8904a54ca8\"], \"total_duration\": 1071.0, \"total_sessions\": 3, \"mean_week_duration\": 6.051}, \"35534\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-26 07:14:13.000000+00:00\", \"2020-09-16 00:32:33.000000+00:00\"], \"session_ids\": [\"84388424-1a4f-45ee-aaae-b43b01a6afa1\", \"3cf1e652-658b-4adb-8e50-dbe8cb1f6e77\"], \"total_duration\": 356.0, \"total_sessions\": 2, \"mean_week_duration\": 2.525}, \"70292\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-11 06:30:44.000000+00:00\", \"2019-01-25 08:09:39.000000+00:00\", \"2022-07-19 16:22:30.000000+00:00\", \"2022-01-07 02:53:16.000000+00:00\", \"2021-07-13 19:54:50.000000+00:00\", \"2019-04-14 06:32:56.000000+00:00\", \"2021-05-31 08:26:02.000000+00:00\"], \"session_ids\": [\"62c2b335-0a78-4071-9a0f-ed6a67b13687\", \"20cd0d97-2618-46fd-af92-4255e45f7ff4\", \"ec543e1b-72d8-410b-990e-f3aaf2d15ff8\", \"cbfcada8-852a-42d5-979f-d22a05b447d2\", \"646baf8b-dc22-4d63-812d-08140dfc62eb\", \"e7daab58-dd2c-47f7-8464-1ab0f976fb05\", \"b341dc91-49e9-465e-bc57-f1e6b2203d18\"], \"total_duration\": 4574.0, \"total_sessions\": 7, \"mean_week_duration\": 25.132}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"56465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-08-07 00:42:28.000000+00:00\", \"2021-11-15 17:54:27.000000+00:00\"], \"session_ids\": [\"9553a359-2e3f-48e9-9aed-39d09726039e\", \"59364bb3-91e0-4371-bbe8-578c123b6266\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 4.034}}, {\"41557\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-01-18 01:19:08.000000+00:00\", \"2019-11-02 00:49:48.000000+00:00\"], \"session_ids\": [\"2c335fb4-fa14-4941-9e63-b87ff4c93970\", \"69df73ce-640c-47e9-aed2-c0add0c1f783\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.829}}, {\"13788\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-11-26 22:56:13.000000+00:00\", \"2022-07-03 01:49:30.000000+00:00\"], \"session_ids\": [\"3b906580-7fe2-40b4-b1a0-5bd4596eb338\", \"89b73c6e-9116-4053-ac2c-9ec9a6bcb011\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 2.531}}, {\"84671\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-15 10:19:31.000000+00:00\", \"2023-02-18 15:54:07.000000+00:00\"], \"session_ids\": [\"afa4788b-31a9-4089-a088-7a3bc64a7537\", \"730b358c-f8f9-4fa7-86aa-e64fab84bf5f\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 12.417}}, {\"93106\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-26 23:31:10.000000+00:00\", \"2022-06-30 07:23:41.000000+00:00\"], \"session_ids\": [\"97217136-a258-42ab-af62-30f22289beff\", \"e66f4bc3-86f7-47e4-a47f-d06e09d5fe15\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.162}}, {\"38262\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-09-20 04:43:21.000000+00:00\", \"2022-01-08 11:21:18.000000+00:00\"], \"session_ids\": [\"60e69eac-c378-40cb-80e3-8bafe03022bb\", \"0436dec5-fba2-430f-bbc4-6a8adef72ee3\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 0.455}}, {\"83176\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-27 14:30:33.000000+00:00\", \"2023-01-21 01:20:00.000000+00:00\"], \"session_ids\": [\"8bec795b-7888-4f32-9142-a00da07ca722\", \"962751eb-6a5e-4fdd-a8d1-764016863ba4\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 1.617}}, {\"35534\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-26 07:14:13.000000+00:00\", \"2020-09-16 00:32:33.000000+00:00\"], \"session_ids\": [\"84388424-1a4f-45ee-aaae-b43b01a6afa1\", \"3cf1e652-658b-4adb-8e50-dbe8cb1f6e77\"], \"total_duration\": 356.0, \"total_sessions\": 2, \"mean_week_duration\": 2.525}}, {\"84563\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-11-22 22:04:08.000000+00:00\", \"2020-02-07 22:33:20.000000+00:00\", \"2019-07-07 01:43:24.000000+00:00\"], \"session_ids\": [\"68b0f1a0-ea29-412b-acea-e1ca281505c3\", \"19792f33-03e2-49ce-a78d-392fca74cabb\", \"4d619865-90be-4576-9fad-9e8904a54ca8\"], \"total_duration\": 1071.0, \"total_sessions\": 3, \"mean_week_duration\": 6.051}}, {\"70292\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-11 06:30:44.000000+00:00\", \"2019-01-25 08:09:39.000000+00:00\", \"2022-07-19 16:22:30.000000+00:00\", \"2022-01-07 02:53:16.000000+00:00\", \"2021-07-13 19:54:50.000000+00:00\", \"2019-04-14 06:32:56.000000+00:00\", \"2021-05-31 08:26:02.000000+00:00\"], \"session_ids\": [\"62c2b335-0a78-4071-9a0f-ed6a67b13687\", \"20cd0d97-2618-46fd-af92-4255e45f7ff4\", \"ec543e1b-72d8-410b-990e-f3aaf2d15ff8\", \"cbfcada8-852a-42d5-979f-d22a05b447d2\", \"646baf8b-dc22-4d63-812d-08140dfc62eb\", \"e7daab58-dd2c-47f7-8464-1ab0f976fb05\", \"b341dc91-49e9-465e-bc57-f1e6b2203d18\"], \"total_duration\": 4574.0, \"total_sessions\": 7, \"mean_week_duration\": 25.132}}]\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[{\"56465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-08-07 00:42:28.000000+00:00\", \"2021-11-15 17:54:27.000000+00:00\"], \"session_ids\": [\"9553a359-2e3f-48e9-9aed-39d09726039e\", \"59364bb3-91e0-4371-bbe8-578c123b6266\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 4.034}}, {\"41557\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-01-18 01:19:08.000000+00:00\", \"2019-11-02 00:49:48.000000+00:00\"], \"session_ids\": [\"2c335fb4-fa14-4941-9e63-b87ff4c93970\", \"69df73ce-640c-47e9-aed2-c0add0c1f783\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.829}}, {\"13788\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-11-26 22:56:13.000000+00:00\", \"2022-07-03 01:49:30.000000+00:00\"], \"session_ids\": [\"3b906580-7fe2-40b4-b1a0-5bd4596eb338\", \"89b73c6e-9116-4053-ac2c-9ec9a6bcb011\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 2.531}}]\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[{\"56465\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-08-07 00:42:28.000000+00:00\", \"2021-11-15 17:54:27.000000+00:00\"], \"session_ids\": [\"9553a359-2e3f-48e9-9aed-39d09726039e\", \"59364bb3-91e0-4371-bbe8-578c123b6266\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 4.034}}, {\"41557\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-01-18 01:19:08.000000+00:00\", \"2019-11-02 00:49:48.000000+00:00\"], \"session_ids\": [\"2c335fb4-fa14-4941-9e63-b87ff4c93970\", \"69df73ce-640c-47e9-aed2-c0add0c1f783\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.829}}, {\"13788\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-11-26 22:56:13.000000+00:00\", \"2022-07-03 01:49:30.000000+00:00\"], \"session_ids\": [\"3b906580-7fe2-40b4-b1a0-5bd4596eb338\", \"89b73c6e-9116-4053-ac2c-9ec9a6bcb011\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 2.531}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 4 users pieces of information with a duration total that is higher than 2104 and lower than 2522, exclusive 2104 inclusive 2522 and implement sorting by name of the town from the smallest value to the largest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"23738\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-07 05:46:06.000000+00:00\", \"2019-02-11 09:32:14.000000+00:00\"], \"session_ids\": [\"e565c933-d895-4144-96d2-b0e5a386b78a\", \"0cd01e02-d6fd-48fe-a414-01ee6160d4b5\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 10.567}, \"50392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-03 22:53:31.000000+00:00\", \"2021-02-04 16:20:48.000000+00:00\", \"2023-05-06 17:10:30.000000+00:00\", \"2021-10-14 05:37:04.000000+00:00\", \"2020-12-23 12:40:11.000000+00:00\"], \"session_ids\": [\"144deec0-625a-4502-a57d-c1baffe73c77\", \"58562925-fdf7-44fc-9852-ef6d3d74b62f\", \"9f06e8fe-055e-4463-8fd1-f80186badf49\", \"77c57fb1-c335-4d6c-8546-3b1aa998b83e\", \"0aa98e36-173c-46b8-9b42-06648dae1dcc\"], \"total_duration\": 2232.0, \"total_sessions\": 5, \"mean_week_duration\": 17.575}, \"77201\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-08-11 01:43:34.000000+00:00\", \"2023-02-12 04:57:40.000000+00:00\", \"2022-10-18 18:23:46.000000+00:00\", \"2023-06-16 09:58:14.000000+00:00\"], \"session_ids\": [\"de178707-6b9c-482f-aa3a-f3cfe9ba67e6\", \"3a217d34-5f62-4380-bbd8-4162b26fcc97\", \"1673820a-fc3f-40cd-ae7a-008eaa7fd97f\", \"9d085f62-1664-4a52-89c3-53c3907d8d81\"], \"total_duration\": 293.0, \"total_sessions\": 4, \"mean_week_duration\": 3.021}, \"37007\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-03-08 19:08:13.000000+00:00\", \"2023-02-22 23:14:52.000000+00:00\", \"2022-06-28 18:42:31.000000+00:00\"], \"session_ids\": [\"8bd1bbfb-2919-443f-9b32-780b8aeee529\", \"caab235b-632b-4957-89df-4a7691733f40\", \"1d6e4243-9125-4d6a-941f-bf178a9e2ef4\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.121}, \"3868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-02-08 04:14:00.000000+00:00\", \"2023-01-18 00:05:28.000000+00:00\", \"2021-12-31 10:38:01.000000+00:00\", \"2022-07-04 14:49:13.000000+00:00\", \"2021-06-27 02:58:16.000000+00:00\", \"2020-02-22 13:50:35.000000+00:00\"], \"session_ids\": [\"7614c1c2-5a3a-4285-be89-5e31459cfaf9\", \"89634027-6b35-4e89-9c87-d5b013810384\", \"aa48e166-1897-4b8d-9b15-051d8474afcc\", \"b5d3c905-c4d4-44e9-8d5f-aaaeffe64f82\", \"a0b3bd4e-0051-4cf2-9419-f6047ace3bd7\", \"829904b1-591a-4de3-9c51-817b26cf69e3\"], \"total_duration\": 2162.0, \"total_sessions\": 6, \"mean_week_duration\": 14.224}, \"26196\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-26 00:03:26.000000+00:00\", \"2022-10-20 23:06:56.000000+00:00\"], \"session_ids\": [\"67d36cc2-91fc-4c1b-9820-4612f55a3f28\", \"f6cf9c4d-7537-446c-9c2d-81a92134e2dc\"], \"total_duration\": 313.0, \"total_sessions\": 2, \"mean_week_duration\": 313.0}, \"56473\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-06-30 05:23:07.000000+00:00\", \"2022-04-14 04:27:52.000000+00:00\", \"2019-11-13 02:51:50.000000+00:00\", \"2022-01-20 11:29:50.000000+00:00\", \"2021-02-24 06:18:37.000000+00:00\", \"2021-04-02 12:51:36.000000+00:00\", \"2020-08-12 03:18:26.000000+00:00\", \"2020-02-04 13:33:47.000000+00:00\", \"2019-05-14 12:06:51.000000+00:00\", \"2020-07-02 03:48:10.000000+00:00\"], \"session_ids\": [\"e4e22484-2dd6-4b96-93dd-105174ab3030\", \"fbca7c25-600d-4e2d-ac2b-d81a2c7311bf\", \"24c72a0e-cc94-4b95-8948-1eaa409c4c72\", \"db01dccc-427c-48e0-b554-f5474e6f4c34\", \"38e8d751-30ef-4de1-aebf-cd2cb7ed8725\", \"34900caf-57fc-4963-a088-d946eed36312\", \"7846dc31-5004-44c6-b7ff-ab2ef98e1ec1\", \"3ed669e6-63f0-4baf-90f0-a5ac5b154a56\", \"1ed0e426-4a6e-45cb-977e-4eb7a18bb432\", \"bbb8bee3-1d28-41f5-90d3-9602911e2ee5\"], \"total_duration\": 14613.0, \"total_sessions\": 10, \"mean_week_duration\": 95.51}, \"84684\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-11-30 09:28:40.000000+00:00\", \"2022-12-02 02:28:02.000000+00:00\"], \"session_ids\": [\"7fbd5173-fcde-48b9-b40e-e764bde7a638\", \"a6900301-d962-44f4-b178-607ccd106ee3\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 2.267}, \"50723\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-09-13 02:59:40.000000+00:00\", \"2020-06-27 06:39:38.000000+00:00\"], \"session_ids\": [\"3ef166fa-4313-414b-8a06-a64b76fdb255\", \"ad439c2d-c174-4826-8afd-564092243624\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.812}, \"91507\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-12-09 23:25:45.000000+00:00\", \"2022-01-27 07:57:48.000000+00:00\", \"2022-05-31 16:46:07.000000+00:00\", \"2020-05-14 08:05:22.000000+00:00\", \"2021-01-14 16:28:54.000000+00:00\", \"2021-02-09 01:13:42.000000+00:00\", \"2022-01-03 22:58:22.000000+00:00\", \"2021-10-27 00:26:19.000000+00:00\", \"2020-03-20 20:45:20.000000+00:00\", \"2021-04-19 00:31:58.000000+00:00\"], \"session_ids\": [\"441a3f61-425b-4e03-ba7b-29155328a3d5\", \"e09af164-7734-4fb7-9249-c42d00fbb961\", \"f3b9adda-9a17-4588-b25f-4a0367d4f9ee\", \"8a6e79d7-36f2-42e3-a7ee-94e99f7996cf\", \"0be960f9-e40d-4db4-b1b4-4938c4c153f8\", \"5c40b55a-e8e7-4488-ba3e-e6cbd20c78d5\", \"d2d58df4-4364-49d5-b4b4-2701a6a05f4d\", \"5cc90ef7-6b8b-429e-8fb3-d28568f31506\", \"44242bba-934c-43d8-8b6a-dfa12e2fb942\", \"0ca96ebe-0cd9-45d9-8121-ed05e871dd25\"], \"total_duration\": 920.0, \"total_sessions\": 10, \"mean_week_duration\": 8.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 2104 and are equal or less than 2522" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[2104, 2522]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"50392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-03 22:53:31.000000+00:00\", \"2021-02-04 16:20:48.000000+00:00\", \"2023-05-06 17:10:30.000000+00:00\", \"2021-10-14 05:37:04.000000+00:00\", \"2020-12-23 12:40:11.000000+00:00\"], \"session_ids\": [\"144deec0-625a-4502-a57d-c1baffe73c77\", \"58562925-fdf7-44fc-9852-ef6d3d74b62f\", \"9f06e8fe-055e-4463-8fd1-f80186badf49\", \"77c57fb1-c335-4d6c-8546-3b1aa998b83e\", \"0aa98e36-173c-46b8-9b42-06648dae1dcc\"], \"total_duration\": 2232.0, \"total_sessions\": 5, \"mean_week_duration\": 17.575}, \"3868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-02-08 04:14:00.000000+00:00\", \"2023-01-18 00:05:28.000000+00:00\", \"2021-12-31 10:38:01.000000+00:00\", \"2022-07-04 14:49:13.000000+00:00\", \"2021-06-27 02:58:16.000000+00:00\", \"2020-02-22 13:50:35.000000+00:00\"], \"session_ids\": [\"7614c1c2-5a3a-4285-be89-5e31459cfaf9\", \"89634027-6b35-4e89-9c87-d5b013810384\", \"aa48e166-1897-4b8d-9b15-051d8474afcc\", \"b5d3c905-c4d4-44e9-8d5f-aaaeffe64f82\", \"a0b3bd4e-0051-4cf2-9419-f6047ace3bd7\", \"829904b1-591a-4de3-9c51-817b26cf69e3\"], \"total_duration\": 2162.0, \"total_sessions\": 6, \"mean_week_duration\": 14.224}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by 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[{\"50392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-03 22:53:31.000000+00:00\", \"2021-02-04 16:20:48.000000+00:00\", \"2023-05-06 17:10:30.000000+00:00\", \"2021-10-14 05:37:04.000000+00:00\", \"2020-12-23 12:40:11.000000+00:00\"], \"session_ids\": [\"144deec0-625a-4502-a57d-c1baffe73c77\", \"58562925-fdf7-44fc-9852-ef6d3d74b62f\", \"9f06e8fe-055e-4463-8fd1-f80186badf49\", \"77c57fb1-c335-4d6c-8546-3b1aa998b83e\", \"0aa98e36-173c-46b8-9b42-06648dae1dcc\"], \"total_duration\": 2232.0, \"total_sessions\": 5, \"mean_week_duration\": 17.575}}, {\"3868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-02-08 04:14:00.000000+00:00\", \"2023-01-18 00:05:28.000000+00:00\", \"2021-12-31 10:38:01.000000+00:00\", \"2022-07-04 14:49:13.000000+00:00\", \"2021-06-27 02:58:16.000000+00:00\", \"2020-02-22 13:50:35.000000+00:00\"], \"session_ids\": [\"7614c1c2-5a3a-4285-be89-5e31459cfaf9\", \"89634027-6b35-4e89-9c87-d5b013810384\", \"aa48e166-1897-4b8d-9b15-051d8474afcc\", \"b5d3c905-c4d4-44e9-8d5f-aaaeffe64f82\", \"a0b3bd4e-0051-4cf2-9419-f6047ace3bd7\", \"829904b1-591a-4de3-9c51-817b26cf69e3\"], \"total_duration\": 2162.0, \"total_sessions\": 6, \"mean_week_duration\": 14.224}}]\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[{\"50392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-03 22:53:31.000000+00:00\", \"2021-02-04 16:20:48.000000+00:00\", \"2023-05-06 17:10:30.000000+00:00\", \"2021-10-14 05:37:04.000000+00:00\", \"2020-12-23 12:40:11.000000+00:00\"], \"session_ids\": [\"144deec0-625a-4502-a57d-c1baffe73c77\", \"58562925-fdf7-44fc-9852-ef6d3d74b62f\", \"9f06e8fe-055e-4463-8fd1-f80186badf49\", \"77c57fb1-c335-4d6c-8546-3b1aa998b83e\", \"0aa98e36-173c-46b8-9b42-06648dae1dcc\"], \"total_duration\": 2232.0, \"total_sessions\": 5, \"mean_week_duration\": 17.575}}, {\"3868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-02-08 04:14:00.000000+00:00\", \"2023-01-18 00:05:28.000000+00:00\", \"2021-12-31 10:38:01.000000+00:00\", \"2022-07-04 14:49:13.000000+00:00\", \"2021-06-27 02:58:16.000000+00:00\", \"2020-02-22 13:50:35.000000+00:00\"], \"session_ids\": [\"7614c1c2-5a3a-4285-be89-5e31459cfaf9\", \"89634027-6b35-4e89-9c87-d5b013810384\", \"aa48e166-1897-4b8d-9b15-051d8474afcc\", \"b5d3c905-c4d4-44e9-8d5f-aaaeffe64f82\", \"a0b3bd4e-0051-4cf2-9419-f6047ace3bd7\", \"829904b1-591a-4de3-9c51-817b26cf69e3\"], \"total_duration\": 2162.0, \"total_sessions\": 6, \"mean_week_duration\": 14.224}}]\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[{\"50392\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-03 22:53:31.000000+00:00\", \"2021-02-04 16:20:48.000000+00:00\", \"2023-05-06 17:10:30.000000+00:00\", \"2021-10-14 05:37:04.000000+00:00\", \"2020-12-23 12:40:11.000000+00:00\"], \"session_ids\": [\"144deec0-625a-4502-a57d-c1baffe73c77\", \"58562925-fdf7-44fc-9852-ef6d3d74b62f\", \"9f06e8fe-055e-4463-8fd1-f80186badf49\", \"77c57fb1-c335-4d6c-8546-3b1aa998b83e\", \"0aa98e36-173c-46b8-9b42-06648dae1dcc\"], \"total_duration\": 2232.0, \"total_sessions\": 5, \"mean_week_duration\": 17.575}}, {\"3868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-02-08 04:14:00.000000+00:00\", \"2023-01-18 00:05:28.000000+00:00\", \"2021-12-31 10:38:01.000000+00:00\", \"2022-07-04 14:49:13.000000+00:00\", \"2021-06-27 02:58:16.000000+00:00\", \"2020-02-22 13:50:35.000000+00:00\"], \"session_ids\": [\"7614c1c2-5a3a-4285-be89-5e31459cfaf9\", \"89634027-6b35-4e89-9c87-d5b013810384\", \"aa48e166-1897-4b8d-9b15-051d8474afcc\", \"b5d3c905-c4d4-44e9-8d5f-aaaeffe64f82\", \"a0b3bd4e-0051-4cf2-9419-f6047ace3bd7\", \"829904b1-591a-4de3-9c51-817b26cf69e3\"], \"total_duration\": 2162.0, \"total_sessions\": 6, \"mean_week_duration\": 14.224}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about users with a sessions count that is above 5 and below 10, exclusive 10 inclusive 5 , do sorting by city naming in desc 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{\"92339\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-04-26 20:48:38.000000+00:00\", \"2019-12-15 15:55:08.000000+00:00\", \"2019-10-03 11:45:32.000000+00:00\"], \"session_ids\": [\"48250a36-a494-4497-9e0c-af9b7ce5ecd8\", \"8382f4b7-9964-475d-a16c-4b2cda1dc1b0\", \"6b55b46d-e90e-47f5-a2aa-1d0052fdcafc\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 2.0}, \"1231\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-26 14:10:37.000000+00:00\", \"2022-03-03 23:56:27.000000+00:00\"], \"session_ids\": [\"282a116b-486e-4c22-8101-c400d9363718\", \"5245c21f-7385-4c6e-886e-62599d458c32\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 1.362}, \"34410\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-06-09 18:55:34.000000+00:00\", \"2020-02-27 12:43:31.000000+00:00\"], \"session_ids\": [\"95e4a07a-c4c4-4e12-8254-d20cfdcfcca3\", \"0c8a3c5e-075b-4d8b-989c-08b32284cef4\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 1.244}, \"17848\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-12-24 20:11:25.000000+00:00\", \"2023-02-18 04:32:26.000000+00:00\"], \"session_ids\": [\"8c85112f-8acd-4707-8204-f37ec202c4ba\", \"b5f63851-7302-478d-8bd9-fdcc00aea789\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 2.048}, \"44482\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-05 07:43:30.000000+00:00\", \"2020-03-23 12:26:03.000000+00:00\", \"2020-01-31 15:59:13.000000+00:00\", \"2022-10-13 00:08:59.000000+00:00\", \"2019-01-22 10:54:49.000000+00:00\", \"2023-02-02 08:34:07.000000+00:00\", \"2019-04-08 22:52:24.000000+00:00\", \"2019-05-28 14:21:55.000000+00:00\"], \"session_ids\": [\"2bd0902d-768d-471f-a2ad-34bb133de0d3\", \"3a7088d9-3549-4c67-8fb3-69ff612adf61\", \"1ec6b736-3d98-4fdf-aecf-66fd9b731d9f\", \"a40fb24f-5099-4227-a796-4300b70792d6\", \"85729e47-afbc-413f-925a-13d5da530eb8\", \"24510c28-fb18-42e3-8039-1353719b4b7e\", \"cbf632b7-65e7-4568-ac12-163bfbd7dc1c\", \"a5bca402-917b-4c38-a986-4175a5a574b0\"], \"total_duration\": 2029.0, \"total_sessions\": 8, \"mean_week_duration\": 9.616}, \"8783\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-25 05:11:53.000000+00:00\", \"2023-05-23 21:47:30.000000+00:00\", \"2021-07-12 19:59:31.000000+00:00\"], \"session_ids\": [\"260c4385-54d7-4bbd-992d-232bdffbbfc1\", \"9bf7a53e-f675-4865-958d-db22396817a8\", \"549d6ce4-2164-4d4e-8e7d-04417db051bd\"], \"total_duration\": 919.0, \"total_sessions\": 3, \"mean_week_duration\": 4.595}, \"81332\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2023-05-04 15:27:31.000000+00:00\", \"2022-07-20 07:16:40.000000+00:00\", \"2020-10-19 09:15:20.000000+00:00\", \"2021-03-15 06:39:27.000000+00:00\", \"2021-08-01 09:11:09.000000+00:00\", \"2019-04-05 02:34:23.000000+00:00\", \"2020-11-13 19:30:57.000000+00:00\", \"2022-09-08 04:34:40.000000+00:00\", \"2021-02-02 17:21:31.000000+00:00\", \"2023-01-14 16:33:03.000000+00:00\", \"2021-08-04 11:21:32.000000+00:00\"], \"session_ids\": [\"5a5aff41-4919-4358-a36c-4817f1380d56\", \"ffa4dde2-6179-4e1c-badd-ab3e9d78f8d5\", \"c172797c-eb21-4998-b1a5-e59297e71453\", \"2986990f-462b-409c-916f-3da501fce620\", \"bb82081f-9096-434a-bacb-64af022302f6\", \"672c5b93-708c-488b-9508-79836771c5b7\", \"7586432a-0c32-4958-92f9-9e137e566ab6\", \"ed9a23ae-fad1-4549-8df2-670e626909b3\", \"05679ed5-4733-4a3b-96c2-140edaa1128b\", \"f5a318a5-e06e-4938-98e0-260e5955b72e\", \"eb168f7b-354a-4578-a9f1-9fb8b99e7818\"], \"total_duration\": 31324.0, \"total_sessions\": 11, \"mean_week_duration\": 147.061}, \"6152\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-14 02:25:05.000000+00:00\", \"2021-05-30 17:23:23.000000+00:00\"], \"session_ids\": [\"25e34643-cc98-4bfc-9e12-b14da943f194\", \"75d132c7-695e-4e8b-9170-79e2c48b8cff\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 1.062}, \"7472\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-11-20 18:21:17.000000+00:00\", \"2020-07-01 18:07:09.000000+00:00\"], \"session_ids\": [\"54684f68-1eac-4170-85b4-5be6f0193a1e\", \"9117fea1-91e3-40b1-aab5-e00e960b9333\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 14.333}, \"66221\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-11-28 09:23:29.000000+00:00\", \"2019-08-02 09:31:48.000000+00:00\"], \"session_ids\": [\"eac7d3d7-8c78-4053-ae4c-a691dd5a57b0\", \"c354a807-312a-48aa-952a-d19b97b84ec0\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 1.656}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or greater than 5 and are less than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[5, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"44482\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-05 07:43:30.000000+00:00\", \"2020-03-23 12:26:03.000000+00:00\", \"2020-01-31 15:59:13.000000+00:00\", \"2022-10-13 00:08:59.000000+00:00\", \"2019-01-22 10:54:49.000000+00:00\", \"2023-02-02 08:34:07.000000+00:00\", \"2019-04-08 22:52:24.000000+00:00\", \"2019-05-28 14:21:55.000000+00:00\"], \"session_ids\": [\"2bd0902d-768d-471f-a2ad-34bb133de0d3\", \"3a7088d9-3549-4c67-8fb3-69ff612adf61\", \"1ec6b736-3d98-4fdf-aecf-66fd9b731d9f\", \"a40fb24f-5099-4227-a796-4300b70792d6\", \"85729e47-afbc-413f-925a-13d5da530eb8\", \"24510c28-fb18-42e3-8039-1353719b4b7e\", \"cbf632b7-65e7-4568-ac12-163bfbd7dc1c\", \"a5bca402-917b-4c38-a986-4175a5a574b0\"], \"total_duration\": 2029.0, \"total_sessions\": 8, \"mean_week_duration\": 9.616}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"44482\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-05 07:43:30.000000+00:00\", \"2020-03-23 12:26:03.000000+00:00\", \"2020-01-31 15:59:13.000000+00:00\", \"2022-10-13 00:08:59.000000+00:00\", \"2019-01-22 10:54:49.000000+00:00\", \"2023-02-02 08:34:07.000000+00:00\", \"2019-04-08 22:52:24.000000+00:00\", \"2019-05-28 14:21:55.000000+00:00\"], \"session_ids\": [\"2bd0902d-768d-471f-a2ad-34bb133de0d3\", \"3a7088d9-3549-4c67-8fb3-69ff612adf61\", \"1ec6b736-3d98-4fdf-aecf-66fd9b731d9f\", \"a40fb24f-5099-4227-a796-4300b70792d6\", \"85729e47-afbc-413f-925a-13d5da530eb8\", \"24510c28-fb18-42e3-8039-1353719b4b7e\", \"cbf632b7-65e7-4568-ac12-163bfbd7dc1c\", \"a5bca402-917b-4c38-a986-4175a5a574b0\"], \"total_duration\": 2029.0, \"total_sessions\": 8, \"mean_week_duration\": 9.616}}]\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[{\"44482\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-10-05 07:43:30.000000+00:00\", \"2020-03-23 12:26:03.000000+00:00\", \"2020-01-31 15:59:13.000000+00:00\", \"2022-10-13 00:08:59.000000+00:00\", \"2019-01-22 10:54:49.000000+00:00\", \"2023-02-02 08:34:07.000000+00:00\", \"2019-04-08 22:52:24.000000+00:00\", \"2019-05-28 14:21:55.000000+00:00\"], \"session_ids\": [\"2bd0902d-768d-471f-a2ad-34bb133de0d3\", \"3a7088d9-3549-4c67-8fb3-69ff612adf61\", \"1ec6b736-3d98-4fdf-aecf-66fd9b731d9f\", \"a40fb24f-5099-4227-a796-4300b70792d6\", \"85729e47-afbc-413f-925a-13d5da530eb8\", \"24510c28-fb18-42e3-8039-1353719b4b7e\", \"cbf632b7-65e7-4568-ac12-163bfbd7dc1c\", \"a5bca402-917b-4c38-a986-4175a5a574b0\"], \"total_duration\": 2029.0, \"total_sessions\": 8, \"mean_week_duration\": 9.616}}]\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 I can't find living in cities Zurich, Paris, Budapest, Singapore City, Bogota, Helsinki, Mexico City and apply sorting by urban title from the largest value to the smallest value and keep 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{\"28860\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-08-21 23:47:05.000000+00:00\", \"2022-03-13 01:32:04.000000+00:00\", \"2019-07-01 00:15:58.000000+00:00\", \"2021-07-11 17:04:14.000000+00:00\", \"2022-03-05 17:56:51.000000+00:00\", \"2020-08-12 20:41:30.000000+00:00\", \"2019-07-28 20:36:08.000000+00:00\", \"2022-03-20 01:27:18.000000+00:00\", \"2021-02-06 05:38:42.000000+00:00\", \"2019-10-15 22:10:57.000000+00:00\", \"2020-07-22 12:20:24.000000+00:00\"], \"session_ids\": [\"88f3da95-455d-46c6-881f-6bf9b3c45871\", \"d9e6b695-4e80-4e7a-9e74-8ce00a92e14a\", \"2f32281a-cdb2-410c-a94a-4567b371598e\", \"2e44752f-ac10-4cc0-be9d-af600ef0a93f\", \"c685f1ec-2801-4aaa-8168-9cc7ba76fd45\", \"7ec814da-bbdb-44bd-a0bd-d8998d13a0a3\", \"698ccfa2-9be2-40fa-b5ba-8dea2913ce55\", \"1b02007a-f5d9-48c2-8a1e-9338541e6451\", \"c288a82a-e505-42a1-826d-e4faedaae836\", \"ebade7ba-d29f-4bec-ac80-13bd2bbcf214\", \"1e6c74b9-d0a0-4aab-af2d-7da845aed62a\"], \"total_duration\": 25940.0, \"total_sessions\": 11, \"mean_week_duration\": 182.676}, \"86122\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-30 10:34:49.000000+00:00\", \"2019-12-06 23:42:22.000000+00:00\", \"2023-05-21 12:42:42.000000+00:00\", \"2020-02-07 21:46:51.000000+00:00\", \"2020-08-19 21:26:31.000000+00:00\", \"2019-04-25 17:49:10.000000+00:00\", \"2020-01-22 12:45:32.000000+00:00\", \"2022-08-07 16:13:41.000000+00:00\", \"2019-08-09 04:50:45.000000+00:00\"], \"session_ids\": [\"8e8bd6b6-5748-4d90-bbc5-884875821b35\", \"598d8a27-d0a5-4987-9324-6aa868fa368d\", \"286305cc-7a01-4b52-9b30-13f893f82509\", \"9754f779-3c76-403e-829b-7f7e9a539fde\", \"a1e6db4d-5db1-4935-b45d-c105e4d26988\", \"0299bd10-86fa-43b1-a860-3fa57987ea1c\", \"4dc89d75-ed39-4453-97c8-23884d601bcf\", \"62f95300-f6a8-4642-a0b9-758303ddc457\", \"5472f03a-a55f-4735-8869-a331a10d6e6a\"], \"total_duration\": 365.0, \"total_sessions\": 9, \"mean_week_duration\": 1.622}, \"48465\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-20 22:28:04.000000+00:00\", \"2021-10-03 04:23:54.000000+00:00\", \"2022-11-08 11:16:48.000000+00:00\", \"2023-04-13 10:21:40.000000+00:00\"], \"session_ids\": [\"27c72b03-3fda-442f-8733-5a8b775b40f0\", \"b57388da-afc6-40b9-8fa5-6488a7d775df\", \"2366c0f8-f9ad-44db-a89d-9b9e5029c076\", \"8442fd6d-8ae6-409a-bd72-7c99b7395e54\"], \"total_duration\": 48.0, \"total_sessions\": 4, \"mean_week_duration\": 0.397}, \"95379\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-30 02:35:10.000000+00:00\", \"2023-03-23 23:37:41.000000+00:00\"], \"session_ids\": [\"82767d47-cd16-49e3-a485-3624dfd78f53\", \"ca144ca3-df72-445c-b59d-fbc6be7db7f6\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 2.837}, \"23287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-05-23 16:33:41.000000+00:00\", \"2020-03-26 18:11:36.000000+00:00\"], \"session_ids\": [\"21840761-874f-4879-9551-c15ecaf1c030\", \"bc749fa8-296f-47bb-bce3-196ee5a55603\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 3.475}, \"23640\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-27 23:55:30.000000+00:00\", \"2023-01-26 23:28:10.000000+00:00\", \"2020-12-01 06:39:15.000000+00:00\"], \"session_ids\": [\"d4e1a401-bbc0-4352-8865-7673d1e952c5\", \"da1b0523-5e35-45cc-9f8c-4b9d94168972\", \"40446666-db59-49dd-bcac-beab92303d71\"], \"total_duration\": 481.0, \"total_sessions\": 3, \"mean_week_duration\": 4.111}, \"51073\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-25 09:19:10.000000+00:00\", \"2020-09-20 22:40:43.000000+00:00\", \"2022-06-19 08:11:04.000000+00:00\", \"2019-01-13 04:26:39.000000+00:00\"], \"session_ids\": [\"7760c15b-3507-49a2-aaa3-1081da8b7ab6\", \"69946d4d-5258-45b7-b802-b4ed92310810\", \"ee8b86d0-517c-4269-b7b6-69827348d122\", \"ea358959-0b71-4a34-aae9-18c025a69d07\"], \"total_duration\": 686.0, \"total_sessions\": 4, \"mean_week_duration\": 3.832}, \"75166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-05-27 05:38:55.000000+00:00\", \"2020-10-22 21:13:31.000000+00:00\"], \"session_ids\": [\"23868cfd-0688-4c35-a5ca-b1b9f1eb61d6\", \"699c2840-73b3-4bba-8add-e935696423ac\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 1.831}, \"12749\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-24 14:38:05.000000+00:00\", \"2020-03-23 22:14:01.000000+00:00\", \"2022-11-01 00:46:43.000000+00:00\", \"2021-03-14 12:16:51.000000+00:00\", \"2022-06-08 23:38:16.000000+00:00\", \"2019-03-03 08:22:55.000000+00:00\", \"2019-07-15 16:51:27.000000+00:00\"], \"session_ids\": [\"66346ab3-717a-4b58-858f-0ff6d2dd0687\", \"0b27ac19-e38c-4234-867e-996781ad42af\", \"868909ca-cee9-4f7f-acb2-48e43c318621\", \"bb8c00f0-42b1-4694-8411-5df7f29ba4ce\", \"f085352e-9268-43e1-af1b-8d5a8b338d2c\", \"f2ad0760-7367-4285-b0a4-eea70c75adf1\", \"61e495eb-2033-422a-9e72-747c425d1d92\"], \"total_duration\": 6361.0, \"total_sessions\": 7, \"mean_week_duration\": 32.289}, \"5467\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-29 13:01:53.000000+00:00\", \"2019-10-01 11:19:09.000000+00:00\", \"2022-08-07 18:10:35.000000+00:00\", \"2020-05-09 13:13:30.000000+00:00\", \"2021-08-26 00:55:05.000000+00:00\", \"2022-06-20 00:07:31.000000+00:00\", \"2023-06-13 22:03:06.000000+00:00\", \"2020-01-13 22:29:49.000000+00:00\"], \"session_ids\": [\"27eac0d9-a168-4c3c-bdcb-197a4e826ae7\", \"1988a737-56c9-4bf4-a6ce-b3479eabd3df\", \"5ebb38ae-0ada-41ec-9949-50d14c7c104e\", \"31e5cbc9-dd96-43a4-8221-ff48649d9f08\", \"77c9ab4c-32d6-4c53-8e13-d80615901d0d\", \"75f09205-8984-4b39-bd63-388d6116234e\", \"646d2201-f89d-4705-baa8-ea9f7f03748b\", \"98f288ea-d73f-4855-aa5a-04d21b5ab969\"], \"total_duration\": 3051.0, \"total_sessions\": 8, \"mean_week_duration\": 15.808}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Zurich, Parare, Budapest, Singapore City, Bogota, Helsinki, Mexico City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Zurich\", \"Paris\", \"Budapest\", \"Singapore City\", \"Bogota\", \"Helsinki\", \"Mexico City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"28860\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-08-21 23:47:05.000000+00:00\", \"2022-03-13 01:32:04.000000+00:00\", \"2019-07-01 00:15:58.000000+00:00\", \"2021-07-11 17:04:14.000000+00:00\", \"2022-03-05 17:56:51.000000+00:00\", \"2020-08-12 20:41:30.000000+00:00\", \"2019-07-28 20:36:08.000000+00:00\", \"2022-03-20 01:27:18.000000+00:00\", \"2021-02-06 05:38:42.000000+00:00\", \"2019-10-15 22:10:57.000000+00:00\", \"2020-07-22 12:20:24.000000+00:00\"], \"session_ids\": [\"88f3da95-455d-46c6-881f-6bf9b3c45871\", \"d9e6b695-4e80-4e7a-9e74-8ce00a92e14a\", \"2f32281a-cdb2-410c-a94a-4567b371598e\", \"2e44752f-ac10-4cc0-be9d-af600ef0a93f\", \"c685f1ec-2801-4aaa-8168-9cc7ba76fd45\", \"7ec814da-bbdb-44bd-a0bd-d8998d13a0a3\", \"698ccfa2-9be2-40fa-b5ba-8dea2913ce55\", \"1b02007a-f5d9-48c2-8a1e-9338541e6451\", \"c288a82a-e505-42a1-826d-e4faedaae836\", \"ebade7ba-d29f-4bec-ac80-13bd2bbcf214\", \"1e6c74b9-d0a0-4aab-af2d-7da845aed62a\"], \"total_duration\": 25940.0, \"total_sessions\": 11, \"mean_week_duration\": 182.676}, \"86122\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-30 10:34:49.000000+00:00\", \"2019-12-06 23:42:22.000000+00:00\", \"2023-05-21 12:42:42.000000+00:00\", \"2020-02-07 21:46:51.000000+00:00\", \"2020-08-19 21:26:31.000000+00:00\", \"2019-04-25 17:49:10.000000+00:00\", \"2020-01-22 12:45:32.000000+00:00\", \"2022-08-07 16:13:41.000000+00:00\", \"2019-08-09 04:50:45.000000+00:00\"], \"session_ids\": [\"8e8bd6b6-5748-4d90-bbc5-884875821b35\", \"598d8a27-d0a5-4987-9324-6aa868fa368d\", \"286305cc-7a01-4b52-9b30-13f893f82509\", \"9754f779-3c76-403e-829b-7f7e9a539fde\", \"a1e6db4d-5db1-4935-b45d-c105e4d26988\", \"0299bd10-86fa-43b1-a860-3fa57987ea1c\", \"4dc89d75-ed39-4453-97c8-23884d601bcf\", \"62f95300-f6a8-4642-a0b9-758303ddc457\", \"5472f03a-a55f-4735-8869-a331a10d6e6a\"], \"total_duration\": 365.0, \"total_sessions\": 9, \"mean_week_duration\": 1.622}, \"48465\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-20 22:28:04.000000+00:00\", \"2021-10-03 04:23:54.000000+00:00\", \"2022-11-08 11:16:48.000000+00:00\", \"2023-04-13 10:21:40.000000+00:00\"], \"session_ids\": [\"27c72b03-3fda-442f-8733-5a8b775b40f0\", \"b57388da-afc6-40b9-8fa5-6488a7d775df\", \"2366c0f8-f9ad-44db-a89d-9b9e5029c076\", \"8442fd6d-8ae6-409a-bd72-7c99b7395e54\"], \"total_duration\": 48.0, \"total_sessions\": 4, \"mean_week_duration\": 0.397}, \"95379\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-30 02:35:10.000000+00:00\", \"2023-03-23 23:37:41.000000+00:00\"], \"session_ids\": [\"82767d47-cd16-49e3-a485-3624dfd78f53\", \"ca144ca3-df72-445c-b59d-fbc6be7db7f6\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 2.837}, \"23640\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-27 23:55:30.000000+00:00\", \"2023-01-26 23:28:10.000000+00:00\", \"2020-12-01 06:39:15.000000+00:00\"], \"session_ids\": [\"d4e1a401-bbc0-4352-8865-7673d1e952c5\", \"da1b0523-5e35-45cc-9f8c-4b9d94168972\", \"40446666-db59-49dd-bcac-beab92303d71\"], \"total_duration\": 481.0, \"total_sessions\": 3, \"mean_week_duration\": 4.111}, \"51073\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-25 09:19:10.000000+00:00\", \"2020-09-20 22:40:43.000000+00:00\", \"2022-06-19 08:11:04.000000+00:00\", \"2019-01-13 04:26:39.000000+00:00\"], \"session_ids\": [\"7760c15b-3507-49a2-aaa3-1081da8b7ab6\", \"69946d4d-5258-45b7-b802-b4ed92310810\", \"ee8b86d0-517c-4269-b7b6-69827348d122\", \"ea358959-0b71-4a34-aae9-18c025a69d07\"], \"total_duration\": 686.0, \"total_sessions\": 4, \"mean_week_duration\": 3.832}, \"12749\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-24 14:38:05.000000+00:00\", \"2020-03-23 22:14:01.000000+00:00\", \"2022-11-01 00:46:43.000000+00:00\", \"2021-03-14 12:16:51.000000+00:00\", \"2022-06-08 23:38:16.000000+00:00\", \"2019-03-03 08:22:55.000000+00:00\", \"2019-07-15 16:51:27.000000+00:00\"], \"session_ids\": [\"66346ab3-717a-4b58-858f-0ff6d2dd0687\", \"0b27ac19-e38c-4234-867e-996781ad42af\", \"868909ca-cee9-4f7f-acb2-48e43c318621\", \"bb8c00f0-42b1-4694-8411-5df7f29ba4ce\", \"f085352e-9268-43e1-af1b-8d5a8b338d2c\", \"f2ad0760-7367-4285-b0a4-eea70c75adf1\", \"61e495eb-2033-422a-9e72-747c425d1d92\"], \"total_duration\": 6361.0, \"total_sessions\": 7, \"mean_week_duration\": 32.289}, \"5467\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-29 13:01:53.000000+00:00\", \"2019-10-01 11:19:09.000000+00:00\", \"2022-08-07 18:10:35.000000+00:00\", \"2020-05-09 13:13:30.000000+00:00\", \"2021-08-26 00:55:05.000000+00:00\", \"2022-06-20 00:07:31.000000+00:00\", \"2023-06-13 22:03:06.000000+00:00\", \"2020-01-13 22:29:49.000000+00:00\"], \"session_ids\": [\"27eac0d9-a168-4c3c-bdcb-197a4e826ae7\", \"1988a737-56c9-4bf4-a6ce-b3479eabd3df\", \"5ebb38ae-0ada-41ec-9949-50d14c7c104e\", \"31e5cbc9-dd96-43a4-8221-ff48649d9f08\", \"77c9ab4c-32d6-4c53-8e13-d80615901d0d\", \"75f09205-8984-4b39-bd63-388d6116234e\", \"646d2201-f89d-4705-baa8-ea9f7f03748b\", \"98f288ea-d73f-4855-aa5a-04d21b5ab969\"], \"total_duration\": 3051.0, \"total_sessions\": 8, \"mean_week_duration\": 15.808}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"86122\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-30 10:34:49.000000+00:00\", \"2019-12-06 23:42:22.000000+00:00\", \"2023-05-21 12:42:42.000000+00:00\", \"2020-02-07 21:46:51.000000+00:00\", \"2020-08-19 21:26:31.000000+00:00\", \"2019-04-25 17:49:10.000000+00:00\", \"2020-01-22 12:45:32.000000+00:00\", \"2022-08-07 16:13:41.000000+00:00\", \"2019-08-09 04:50:45.000000+00:00\"], \"session_ids\": [\"8e8bd6b6-5748-4d90-bbc5-884875821b35\", \"598d8a27-d0a5-4987-9324-6aa868fa368d\", \"286305cc-7a01-4b52-9b30-13f893f82509\", \"9754f779-3c76-403e-829b-7f7e9a539fde\", \"a1e6db4d-5db1-4935-b45d-c105e4d26988\", \"0299bd10-86fa-43b1-a860-3fa57987ea1c\", \"4dc89d75-ed39-4453-97c8-23884d601bcf\", \"62f95300-f6a8-4642-a0b9-758303ddc457\", \"5472f03a-a55f-4735-8869-a331a10d6e6a\"], \"total_duration\": 365.0, \"total_sessions\": 9, \"mean_week_duration\": 1.622}}, {\"95379\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-30 02:35:10.000000+00:00\", \"2023-03-23 23:37:41.000000+00:00\"], \"session_ids\": [\"82767d47-cd16-49e3-a485-3624dfd78f53\", \"ca144ca3-df72-445c-b59d-fbc6be7db7f6\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 2.837}}, {\"5467\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-29 13:01:53.000000+00:00\", \"2019-10-01 11:19:09.000000+00:00\", \"2022-08-07 18:10:35.000000+00:00\", \"2020-05-09 13:13:30.000000+00:00\", \"2021-08-26 00:55:05.000000+00:00\", \"2022-06-20 00:07:31.000000+00:00\", \"2023-06-13 22:03:06.000000+00:00\", \"2020-01-13 22:29:49.000000+00:00\"], \"session_ids\": [\"27eac0d9-a168-4c3c-bdcb-197a4e826ae7\", \"1988a737-56c9-4bf4-a6ce-b3479eabd3df\", \"5ebb38ae-0ada-41ec-9949-50d14c7c104e\", \"31e5cbc9-dd96-43a4-8221-ff48649d9f08\", \"77c9ab4c-32d6-4c53-8e13-d80615901d0d\", \"75f09205-8984-4b39-bd63-388d6116234e\", \"646d2201-f89d-4705-baa8-ea9f7f03748b\", \"98f288ea-d73f-4855-aa5a-04d21b5ab969\"], \"total_duration\": 3051.0, \"total_sessions\": 8, \"mean_week_duration\": 15.808}}, {\"51073\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-25 09:19:10.000000+00:00\", \"2020-09-20 22:40:43.000000+00:00\", \"2022-06-19 08:11:04.000000+00:00\", \"2019-01-13 04:26:39.000000+00:00\"], \"session_ids\": [\"7760c15b-3507-49a2-aaa3-1081da8b7ab6\", \"69946d4d-5258-45b7-b802-b4ed92310810\", \"ee8b86d0-517c-4269-b7b6-69827348d122\", \"ea358959-0b71-4a34-aae9-18c025a69d07\"], \"total_duration\": 686.0, \"total_sessions\": 4, \"mean_week_duration\": 3.832}}, {\"12749\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-24 14:38:05.000000+00:00\", \"2020-03-23 22:14:01.000000+00:00\", \"2022-11-01 00:46:43.000000+00:00\", \"2021-03-14 12:16:51.000000+00:00\", \"2022-06-08 23:38:16.000000+00:00\", \"2019-03-03 08:22:55.000000+00:00\", \"2019-07-15 16:51:27.000000+00:00\"], \"session_ids\": [\"66346ab3-717a-4b58-858f-0ff6d2dd0687\", \"0b27ac19-e38c-4234-867e-996781ad42af\", \"868909ca-cee9-4f7f-acb2-48e43c318621\", \"bb8c00f0-42b1-4694-8411-5df7f29ba4ce\", \"f085352e-9268-43e1-af1b-8d5a8b338d2c\", \"f2ad0760-7367-4285-b0a4-eea70c75adf1\", \"61e495eb-2033-422a-9e72-747c425d1d92\"], \"total_duration\": 6361.0, \"total_sessions\": 7, \"mean_week_duration\": 32.289}}, {\"28860\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-08-21 23:47:05.000000+00:00\", \"2022-03-13 01:32:04.000000+00:00\", \"2019-07-01 00:15:58.000000+00:00\", \"2021-07-11 17:04:14.000000+00:00\", \"2022-03-05 17:56:51.000000+00:00\", \"2020-08-12 20:41:30.000000+00:00\", \"2019-07-28 20:36:08.000000+00:00\", \"2022-03-20 01:27:18.000000+00:00\", \"2021-02-06 05:38:42.000000+00:00\", \"2019-10-15 22:10:57.000000+00:00\", \"2020-07-22 12:20:24.000000+00:00\"], \"session_ids\": [\"88f3da95-455d-46c6-881f-6bf9b3c45871\", \"d9e6b695-4e80-4e7a-9e74-8ce00a92e14a\", \"2f32281a-cdb2-410c-a94a-4567b371598e\", \"2e44752f-ac10-4cc0-be9d-af600ef0a93f\", \"c685f1ec-2801-4aaa-8168-9cc7ba76fd45\", \"7ec814da-bbdb-44bd-a0bd-d8998d13a0a3\", \"698ccfa2-9be2-40fa-b5ba-8dea2913ce55\", \"1b02007a-f5d9-48c2-8a1e-9338541e6451\", \"c288a82a-e505-42a1-826d-e4faedaae836\", \"ebade7ba-d29f-4bec-ac80-13bd2bbcf214\", \"1e6c74b9-d0a0-4aab-af2d-7da845aed62a\"], \"total_duration\": 25940.0, \"total_sessions\": 11, \"mean_week_duration\": 182.676}}, {\"23640\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-27 23:55:30.000000+00:00\", \"2023-01-26 23:28:10.000000+00:00\", \"2020-12-01 06:39:15.000000+00:00\"], \"session_ids\": [\"d4e1a401-bbc0-4352-8865-7673d1e952c5\", \"da1b0523-5e35-45cc-9f8c-4b9d94168972\", \"40446666-db59-49dd-bcac-beab92303d71\"], \"total_duration\": 481.0, \"total_sessions\": 3, \"mean_week_duration\": 4.111}}, {\"48465\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-20 22:28:04.000000+00:00\", \"2021-10-03 04:23:54.000000+00:00\", \"2022-11-08 11:16:48.000000+00:00\", \"2023-04-13 10:21:40.000000+00:00\"], \"session_ids\": [\"27c72b03-3fda-442f-8733-5a8b775b40f0\", \"b57388da-afc6-40b9-8fa5-6488a7d775df\", \"2366c0f8-f9ad-44db-a89d-9b9e5029c076\", \"8442fd6d-8ae6-409a-bd72-7c99b7395e54\"], \"total_duration\": 48.0, \"total_sessions\": 4, \"mean_week_duration\": 0.397}}]\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[{\"86122\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-30 10:34:49.000000+00:00\", \"2019-12-06 23:42:22.000000+00:00\", \"2023-05-21 12:42:42.000000+00:00\", \"2020-02-07 21:46:51.000000+00:00\", \"2020-08-19 21:26:31.000000+00:00\", \"2019-04-25 17:49:10.000000+00:00\", \"2020-01-22 12:45:32.000000+00:00\", \"2022-08-07 16:13:41.000000+00:00\", \"2019-08-09 04:50:45.000000+00:00\"], \"session_ids\": [\"8e8bd6b6-5748-4d90-bbc5-884875821b35\", \"598d8a27-d0a5-4987-9324-6aa868fa368d\", \"286305cc-7a01-4b52-9b30-13f893f82509\", \"9754f779-3c76-403e-829b-7f7e9a539fde\", \"a1e6db4d-5db1-4935-b45d-c105e4d26988\", \"0299bd10-86fa-43b1-a860-3fa57987ea1c\", \"4dc89d75-ed39-4453-97c8-23884d601bcf\", \"62f95300-f6a8-4642-a0b9-758303ddc457\", \"5472f03a-a55f-4735-8869-a331a10d6e6a\"], \"total_duration\": 365.0, \"total_sessions\": 9, \"mean_week_duration\": 1.622}}, {\"95379\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-30 02:35:10.000000+00:00\", \"2023-03-23 23:37:41.000000+00:00\"], \"session_ids\": [\"82767d47-cd16-49e3-a485-3624dfd78f53\", \"ca144ca3-df72-445c-b59d-fbc6be7db7f6\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 2.837}}, {\"5467\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-29 13:01:53.000000+00:00\", \"2019-10-01 11:19:09.000000+00:00\", \"2022-08-07 18:10:35.000000+00:00\", \"2020-05-09 13:13:30.000000+00:00\", \"2021-08-26 00:55:05.000000+00:00\", \"2022-06-20 00:07:31.000000+00:00\", \"2023-06-13 22:03:06.000000+00:00\", \"2020-01-13 22:29:49.000000+00:00\"], \"session_ids\": [\"27eac0d9-a168-4c3c-bdcb-197a4e826ae7\", \"1988a737-56c9-4bf4-a6ce-b3479eabd3df\", \"5ebb38ae-0ada-41ec-9949-50d14c7c104e\", \"31e5cbc9-dd96-43a4-8221-ff48649d9f08\", \"77c9ab4c-32d6-4c53-8e13-d80615901d0d\", \"75f09205-8984-4b39-bd63-388d6116234e\", \"646d2201-f89d-4705-baa8-ea9f7f03748b\", \"98f288ea-d73f-4855-aa5a-04d21b5ab969\"], \"total_duration\": 3051.0, \"total_sessions\": 8, \"mean_week_duration\": 15.808}}]\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[{\"86122\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-01-30 10:34:49.000000+00:00\", \"2019-12-06 23:42:22.000000+00:00\", \"2023-05-21 12:42:42.000000+00:00\", \"2020-02-07 21:46:51.000000+00:00\", \"2020-08-19 21:26:31.000000+00:00\", \"2019-04-25 17:49:10.000000+00:00\", \"2020-01-22 12:45:32.000000+00:00\", \"2022-08-07 16:13:41.000000+00:00\", \"2019-08-09 04:50:45.000000+00:00\"], \"session_ids\": [\"8e8bd6b6-5748-4d90-bbc5-884875821b35\", \"598d8a27-d0a5-4987-9324-6aa868fa368d\", \"286305cc-7a01-4b52-9b30-13f893f82509\", \"9754f779-3c76-403e-829b-7f7e9a539fde\", \"a1e6db4d-5db1-4935-b45d-c105e4d26988\", \"0299bd10-86fa-43b1-a860-3fa57987ea1c\", \"4dc89d75-ed39-4453-97c8-23884d601bcf\", \"62f95300-f6a8-4642-a0b9-758303ddc457\", \"5472f03a-a55f-4735-8869-a331a10d6e6a\"], \"total_duration\": 365.0, \"total_sessions\": 9, \"mean_week_duration\": 1.622}}, {\"95379\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-30 02:35:10.000000+00:00\", \"2023-03-23 23:37:41.000000+00:00\"], \"session_ids\": [\"82767d47-cd16-49e3-a485-3624dfd78f53\", \"ca144ca3-df72-445c-b59d-fbc6be7db7f6\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 2.837}}, {\"5467\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-29 13:01:53.000000+00:00\", \"2019-10-01 11:19:09.000000+00:00\", \"2022-08-07 18:10:35.000000+00:00\", \"2020-05-09 13:13:30.000000+00:00\", \"2021-08-26 00:55:05.000000+00:00\", \"2022-06-20 00:07:31.000000+00:00\", \"2023-06-13 22:03:06.000000+00:00\", \"2020-01-13 22:29:49.000000+00:00\"], \"session_ids\": [\"27eac0d9-a168-4c3c-bdcb-197a4e826ae7\", \"1988a737-56c9-4bf4-a6ce-b3479eabd3df\", \"5ebb38ae-0ada-41ec-9949-50d14c7c104e\", \"31e5cbc9-dd96-43a4-8221-ff48649d9f08\", \"77c9ab4c-32d6-4c53-8e13-d80615901d0d\", \"75f09205-8984-4b39-bd63-388d6116234e\", \"646d2201-f89d-4705-baa8-ea9f7f03748b\", \"98f288ea-d73f-4855-aa5a-04d21b5ab969\"], \"total_duration\": 3051.0, \"total_sessions\": 8, \"mean_week_duration\": 15.808}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display 2 users pieces of information with a duration of sessions per week that is above 24 and below 47, exclusive 47 inclusive 24 in addition sort by overall duration of sessions per week in desc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35953\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-01-01 13:38:53.000000+00:00\", \"2023-02-26 11:05:23.000000+00:00\", \"2019-12-19 20:13:58.000000+00:00\", \"2019-01-21 15:56:53.000000+00:00\", \"2022-02-07 21:28:53.000000+00:00\", \"2021-05-20 02:47:52.000000+00:00\"], \"session_ids\": [\"bbd1beb0-84d1-4d64-a248-10c6a6e8c2ee\", \"2b1510ea-5b04-470b-964a-ace3fd9ebb16\", \"a61dc8ec-1d99-4c5f-96d2-a703b937bb56\", \"e683ceeb-7472-4c43-95e1-40f4c5cd6439\", \"7f7d5d2d-d46f-429f-8c51-b1d916d5e52e\", \"6c957718-dda9-4eac-9ab8-9ede3a23cbbe\"], \"total_duration\": 2300.0, \"total_sessions\": 6, \"mean_week_duration\": 10.599}, \"49227\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-18 13:22:37.000000+00:00\", \"2020-05-05 20:36:50.000000+00:00\"], \"session_ids\": [\"facbc251-d632-4abe-884a-7a4e2e86f856\", \"57489f4c-f9e8-4568-ac42-0dcc6c261fd4\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 10.143}, \"64197\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-15 10:13:23.000000+00:00\", \"2020-05-05 05:44:14.000000+00:00\", \"2021-07-09 09:34:26.000000+00:00\", \"2022-05-09 16:10:24.000000+00:00\", \"2019-12-12 02:18:15.000000+00:00\", \"2020-08-02 10:46:24.000000+00:00\"], \"session_ids\": [\"fbad3349-bf32-4c40-878d-7fa6b2aa17e7\", \"47c4f30a-feab-497d-a49f-b8cda0bca5c5\", \"6585b3d8-27a0-459d-9cd1-45d2352cf419\", \"b1bc2dc8-e601-41a3-b213-2c8272f430cf\", \"000ba859-497d-4f4e-9979-1da08d8c5c69\", \"87bf33db-0297-4484-b4da-fd169e602ee9\"], \"total_duration\": 5613.0, \"total_sessions\": 6, \"mean_week_duration\": 40.381}, \"78648\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-03-07 17:59:38.000000+00:00\", \"2021-03-21 04:23:52.000000+00:00\"], \"session_ids\": [\"66137002-876e-4866-810a-9361054698c1\", \"773c5214-b01b-4020-a6ce-19d4b9970611\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.168}, \"47684\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-06-10 03:29:50.000000+00:00\", \"2022-04-27 01:30:39.000000+00:00\"], \"session_ids\": [\"f2a1394c-5384-43a5-bcd9-781bcec86c4f\", \"6b7f5ff0-da31-47df-a4a4-97c9017b831f\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 7.661}, \"98823\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-16 07:58:36.000000+00:00\", \"2019-04-11 15:21:02.000000+00:00\"], \"session_ids\": [\"9b1b879e-525e-4bbe-869d-4381afbab2fa\", \"b96d5090-2c51-46ea-866c-8052677ed6e2\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.386}, \"35377\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-11-29 03:46:49.000000+00:00\", \"2023-02-26 19:06:10.000000+00:00\", \"2019-11-11 00:11:12.000000+00:00\", \"2021-04-11 18:05:56.000000+00:00\"], \"session_ids\": [\"d247fff1-5653-43c7-80b0-ea7d8b2ce99d\", \"6662a101-8075-4851-a87b-8666aa1fbc08\", \"5ccfb58e-20ec-43a9-97fb-2a9ece14c342\", \"3e5df2ac-51b5-40f9-835a-21cec750cf6e\"], \"total_duration\": 372.0, \"total_sessions\": 4, \"mean_week_duration\": 2.163}, \"76263\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-05-15 01:10:49.000000+00:00\", \"2022-03-13 11:15:05.000000+00:00\", \"2022-02-07 17:54:19.000000+00:00\", \"2020-09-06 12:36:33.000000+00:00\", \"2020-06-13 02:31:41.000000+00:00\", \"2021-07-28 17:02:48.000000+00:00\"], \"session_ids\": [\"2a7278c1-fdd6-4804-96d0-28a1cee0d2c6\", \"b3e98e00-44aa-486c-97a8-0de91842df8a\", \"22e74593-d926-4c30-b816-e2527e767861\", \"ebd3e616-3f11-4e8a-9eba-b4155a3e32b6\", \"f22723f8-44a6-4975-a11c-72e54aef730b\", \"63e177fa-3082-462b-b04e-3ef9966955c5\"], \"total_duration\": 1329.0, \"total_sessions\": 6, \"mean_week_duration\": 13.29}, \"98916\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-10-24 11:41:50.000000+00:00\", \"2021-12-29 10:13:44.000000+00:00\", \"2022-12-24 16:28:12.000000+00:00\", \"2022-07-11 20:02:10.000000+00:00\", \"2020-04-21 23:26:59.000000+00:00\"], \"session_ids\": [\"23ecb0f3-9027-44fa-a2eb-8bcb922cd039\", \"2ca68cf1-506d-486c-bd3b-267483e3c427\", \"2acccd17-6894-49a9-b470-a0ae8a6d3d89\", \"9495b4cc-9231-4333-a451-db423fe0a4f1\", \"b5325ee0-cdf9-46f0-bd57-ecd0103375a8\"], \"total_duration\": 2016.0, \"total_sessions\": 5, \"mean_week_duration\": 12.145}, \"60679\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-02 11:17:42.000000+00:00\", \"2022-12-06 23:06:08.000000+00:00\"], \"session_ids\": [\"4818b8d5-76b3-42a0-aa14-e95205c57699\", \"2e069861-e020-4817-a984-892fb42decae\"], \"total_duration\": 440.0, \"total_sessions\": 2, \"mean_week_duration\": 2.458}}\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 24 and are less than 47" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[24, 47]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"64197\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-15 10:13:23.000000+00:00\", \"2020-05-05 05:44:14.000000+00:00\", \"2021-07-09 09:34:26.000000+00:00\", \"2022-05-09 16:10:24.000000+00:00\", \"2019-12-12 02:18:15.000000+00:00\", \"2020-08-02 10:46:24.000000+00:00\"], \"session_ids\": [\"fbad3349-bf32-4c40-878d-7fa6b2aa17e7\", \"47c4f30a-feab-497d-a49f-b8cda0bca5c5\", \"6585b3d8-27a0-459d-9cd1-45d2352cf419\", \"b1bc2dc8-e601-41a3-b213-2c8272f430cf\", \"000ba859-497d-4f4e-9979-1da08d8c5c69\", \"87bf33db-0297-4484-b4da-fd169e602ee9\"], \"total_duration\": 5613.0, \"total_sessions\": 6, \"mean_week_duration\": 40.381}}\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[{\"64197\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-15 10:13:23.000000+00:00\", \"2020-05-05 05:44:14.000000+00:00\", \"2021-07-09 09:34:26.000000+00:00\", \"2022-05-09 16:10:24.000000+00:00\", \"2019-12-12 02:18:15.000000+00:00\", \"2020-08-02 10:46:24.000000+00:00\"], \"session_ids\": [\"fbad3349-bf32-4c40-878d-7fa6b2aa17e7\", \"47c4f30a-feab-497d-a49f-b8cda0bca5c5\", \"6585b3d8-27a0-459d-9cd1-45d2352cf419\", \"b1bc2dc8-e601-41a3-b213-2c8272f430cf\", \"000ba859-497d-4f4e-9979-1da08d8c5c69\", \"87bf33db-0297-4484-b4da-fd169e602ee9\"], \"total_duration\": 5613.0, \"total_sessions\": 6, \"mean_week_duration\": 40.381}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove 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[{\"64197\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-15 10:13:23.000000+00:00\", \"2020-05-05 05:44:14.000000+00:00\", \"2021-07-09 09:34:26.000000+00:00\", \"2022-05-09 16:10:24.000000+00:00\", \"2019-12-12 02:18:15.000000+00:00\", \"2020-08-02 10:46:24.000000+00:00\"], \"session_ids\": [\"fbad3349-bf32-4c40-878d-7fa6b2aa17e7\", \"47c4f30a-feab-497d-a49f-b8cda0bca5c5\", \"6585b3d8-27a0-459d-9cd1-45d2352cf419\", \"b1bc2dc8-e601-41a3-b213-2c8272f430cf\", \"000ba859-497d-4f4e-9979-1da08d8c5c69\", \"87bf33db-0297-4484-b4da-fd169e602ee9\"], \"total_duration\": 5613.0, \"total_sessions\": 6, \"mean_week_duration\": 40.381}}]\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[{\"64197\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-15 10:13:23.000000+00:00\", \"2020-05-05 05:44:14.000000+00:00\", \"2021-07-09 09:34:26.000000+00:00\", \"2022-05-09 16:10:24.000000+00:00\", \"2019-12-12 02:18:15.000000+00:00\", \"2020-08-02 10:46:24.000000+00:00\"], \"session_ids\": [\"fbad3349-bf32-4c40-878d-7fa6b2aa17e7\", \"47c4f30a-feab-497d-a49f-b8cda0bca5c5\", \"6585b3d8-27a0-459d-9cd1-45d2352cf419\", \"b1bc2dc8-e601-41a3-b213-2c8272f430cf\", \"000ba859-497d-4f4e-9979-1da08d8c5c69\", \"87bf33db-0297-4484-b4da-fd169e602ee9\"], \"total_duration\": 5613.0, \"total_sessions\": 6, \"mean_week_duration\": 40.381}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding users whose time in app per week is smaller than 11 ( not including) also perform sorting by town title asc also 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{\"81641\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-01-13 09:09:14.000000+00:00\", \"2020-07-18 15:36:54.000000+00:00\", \"2023-06-09 06:41:49.000000+00:00\"], \"session_ids\": [\"426e87a7-a641-4feb-a8c8-f8bf15f8244b\", \"2de504ff-79e9-41bf-8e98-2c6f1d9efa29\", \"1279198e-4aea-4c3e-8252-059f14f181e7\"], \"total_duration\": 646.0, \"total_sessions\": 3, \"mean_week_duration\": 4.278}, \"87124\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-09-27 09:06:56.000000+00:00\", \"2022-08-13 18:24:59.000000+00:00\", \"2023-03-28 06:16:19.000000+00:00\"], \"session_ids\": [\"30caf496-4c6a-41e7-bb4e-03ebf6618566\", \"6602f35e-c7e5-41db-b0cc-e7573d360840\", \"04d3f4cd-5cc1-4d87-984e-1b8cda7aa6c4\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.206}, \"86543\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-23 01:32:12.000000+00:00\", \"2021-05-28 17:35:37.000000+00:00\", \"2021-06-07 17:05:41.000000+00:00\", \"2023-04-30 03:22:05.000000+00:00\", \"2021-02-13 13:26:49.000000+00:00\"], \"session_ids\": [\"0bd7439f-fb4c-42c0-83f9-09983c0d1c60\", \"8015e4c6-2889-46c7-a2a4-89323c2e7e35\", \"9cd8d5bf-712c-406b-b749-1349bfaab4bb\", \"1894eabe-16df-4707-8e5d-3dbc6700eeb4\", \"9cb757a4-f58b-4d22-be7a-9e42df9e7bb9\"], \"total_duration\": 73.0, \"total_sessions\": 5, \"mean_week_duration\": 0.635}, \"92123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-09 03:29:43.000000+00:00\", \"2019-02-18 12:32:04.000000+00:00\"], \"session_ids\": [\"1f645fce-bca0-4e75-87f8-68c9405dcee6\", \"d20bb4d4-0828-4fbb-a08c-476768709e2c\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 0.923}, \"19029\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-09 02:29:35.000000+00:00\", \"2019-03-27 19:55:21.000000+00:00\"], \"session_ids\": [\"5a59709f-e912-4e6b-ab6c-77ab8c17310f\", \"2cebd3c6-59f9-48df-ac3c-75cba9e1aeed\"], \"total_duration\": 232.0, \"total_sessions\": 2, \"mean_week_duration\": 1.389}, \"15316\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-03-31 20:21:27.000000+00:00\", \"2023-04-13 11:24:54.000000+00:00\"], \"session_ids\": [\"0a9167c6-9a04-4022-905a-aa0d3f1d8d17\", \"f33b4b73-cc48-4b5d-ae19-e9691e5c3b1a\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 1.503}, \"37264\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-07 11:48:53.000000+00:00\", \"2019-06-24 21:59:04.000000+00:00\", \"2021-10-30 19:42:23.000000+00:00\", \"2022-04-28 11:37:36.000000+00:00\", \"2019-04-27 18:04:28.000000+00:00\", \"2019-01-02 22:56:34.000000+00:00\", \"2022-12-25 19:15:39.000000+00:00\", \"2021-09-23 19:14:37.000000+00:00\", \"2021-09-07 10:44:08.000000+00:00\", \"2021-04-18 12:03:42.000000+00:00\"], \"session_ids\": [\"92b8af52-f2b3-465f-ab3a-851a7d8ba88c\", \"a5541ade-ec91-498b-81d3-4592951045fb\", \"7866e8c4-02f4-41b2-837b-0a8439caa169\", \"9fd413a1-fb71-4f92-9fd4-3c27b16996d2\", \"4de145d9-bfad-424d-beab-1382fa5dd412\", \"fc6a8922-b45d-481e-a366-afa0a3940b7e\", \"b910394b-3265-46d6-bfaf-b44ff788ef02\", \"746f2c2a-cf32-410b-b6b2-cb1f6850944a\", \"ad3ebf1d-0507-4a97-872c-832190791beb\", \"1951c845-a01e-4310-82e2-1d79854c27f2\"], \"total_duration\": 2308.0, \"total_sessions\": 10, \"mean_week_duration\": 11.096}, \"71932\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-15 06:13:14.000000+00:00\", \"2023-01-01 11:46:43.000000+00:00\"], \"session_ids\": [\"4b2323e4-26d9-4b48-b2a0-b35175ebc33d\", \"9e18dd1c-82c2-4e67-ae40-e1de67fcf1b8\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 1.345}, \"25879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-04 08:24:15.000000+00:00\", \"2021-06-02 21:09:07.000000+00:00\", \"2019-10-06 04:25:47.000000+00:00\", \"2020-09-06 06:12:05.000000+00:00\"], \"session_ids\": [\"1cf4530a-f1d0-4f26-962a-6e817aae987b\", \"2ddcf6f6-0d39-46b1-be7e-e4a2acb4abcb\", \"a4309aec-1273-4d4f-afe5-f04d79c06808\", \"c085feed-cb71-4dc0-bede-6948fb107aab\"], \"total_duration\": 322.0, \"total_sessions\": 4, \"mean_week_duration\": 3.538}, \"48875\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-04-05 05:34:31.000000+00:00\", \"2022-11-06 14:18:22.000000+00:00\", \"2020-05-03 12:29:00.000000+00:00\", \"2019-06-22 15:55:58.000000+00:00\", \"2020-11-26 10:36:32.000000+00:00\"], \"session_ids\": [\"fc558d69-06a4-4500-9a2d-62705c1a4060\", \"7c8ae957-5949-4878-9a5e-38b85deb4d47\", \"15270a64-6d79-459c-a38e-9b1c35ade59f\", \"241f1f99-b171-47ae-b738-208c83737e15\", \"22c49884-9c3a-43eb-a8dd-7330f7a1ac32\"], \"total_duration\": 978.0, \"total_sessions\": 5, \"mean_week_duration\": 5.557}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 11" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[11, 28]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"81641\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-01-13 09:09:14.000000+00:00\", \"2020-07-18 15:36:54.000000+00:00\", \"2023-06-09 06:41:49.000000+00:00\"], \"session_ids\": [\"426e87a7-a641-4feb-a8c8-f8bf15f8244b\", \"2de504ff-79e9-41bf-8e98-2c6f1d9efa29\", \"1279198e-4aea-4c3e-8252-059f14f181e7\"], \"total_duration\": 646.0, \"total_sessions\": 3, \"mean_week_duration\": 4.278}, \"87124\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-09-27 09:06:56.000000+00:00\", \"2022-08-13 18:24:59.000000+00:00\", \"2023-03-28 06:16:19.000000+00:00\"], \"session_ids\": [\"30caf496-4c6a-41e7-bb4e-03ebf6618566\", \"6602f35e-c7e5-41db-b0cc-e7573d360840\", \"04d3f4cd-5cc1-4d87-984e-1b8cda7aa6c4\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.206}, \"86543\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-23 01:32:12.000000+00:00\", \"2021-05-28 17:35:37.000000+00:00\", \"2021-06-07 17:05:41.000000+00:00\", \"2023-04-30 03:22:05.000000+00:00\", \"2021-02-13 13:26:49.000000+00:00\"], \"session_ids\": [\"0bd7439f-fb4c-42c0-83f9-09983c0d1c60\", \"8015e4c6-2889-46c7-a2a4-89323c2e7e35\", \"9cd8d5bf-712c-406b-b749-1349bfaab4bb\", \"1894eabe-16df-4707-8e5d-3dbc6700eeb4\", \"9cb757a4-f58b-4d22-be7a-9e42df9e7bb9\"], \"total_duration\": 73.0, \"total_sessions\": 5, \"mean_week_duration\": 0.635}, \"92123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-09 03:29:43.000000+00:00\", \"2019-02-18 12:32:04.000000+00:00\"], \"session_ids\": [\"1f645fce-bca0-4e75-87f8-68c9405dcee6\", \"d20bb4d4-0828-4fbb-a08c-476768709e2c\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 0.923}, \"19029\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-09 02:29:35.000000+00:00\", \"2019-03-27 19:55:21.000000+00:00\"], \"session_ids\": [\"5a59709f-e912-4e6b-ab6c-77ab8c17310f\", \"2cebd3c6-59f9-48df-ac3c-75cba9e1aeed\"], \"total_duration\": 232.0, \"total_sessions\": 2, \"mean_week_duration\": 1.389}, \"15316\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-03-31 20:21:27.000000+00:00\", \"2023-04-13 11:24:54.000000+00:00\"], \"session_ids\": [\"0a9167c6-9a04-4022-905a-aa0d3f1d8d17\", \"f33b4b73-cc48-4b5d-ae19-e9691e5c3b1a\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 1.503}, \"71932\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-15 06:13:14.000000+00:00\", \"2023-01-01 11:46:43.000000+00:00\"], \"session_ids\": [\"4b2323e4-26d9-4b48-b2a0-b35175ebc33d\", \"9e18dd1c-82c2-4e67-ae40-e1de67fcf1b8\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 1.345}, \"25879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-04 08:24:15.000000+00:00\", \"2021-06-02 21:09:07.000000+00:00\", \"2019-10-06 04:25:47.000000+00:00\", \"2020-09-06 06:12:05.000000+00:00\"], \"session_ids\": [\"1cf4530a-f1d0-4f26-962a-6e817aae987b\", \"2ddcf6f6-0d39-46b1-be7e-e4a2acb4abcb\", \"a4309aec-1273-4d4f-afe5-f04d79c06808\", \"c085feed-cb71-4dc0-bede-6948fb107aab\"], \"total_duration\": 322.0, \"total_sessions\": 4, \"mean_week_duration\": 3.538}, \"48875\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-04-05 05:34:31.000000+00:00\", \"2022-11-06 14:18:22.000000+00:00\", \"2020-05-03 12:29:00.000000+00:00\", \"2019-06-22 15:55:58.000000+00:00\", \"2020-11-26 10:36:32.000000+00:00\"], \"session_ids\": [\"fc558d69-06a4-4500-9a2d-62705c1a4060\", \"7c8ae957-5949-4878-9a5e-38b85deb4d47\", \"15270a64-6d79-459c-a38e-9b1c35ade59f\", \"241f1f99-b171-47ae-b738-208c83737e15\", \"22c49884-9c3a-43eb-a8dd-7330f7a1ac32\"], \"total_duration\": 978.0, \"total_sessions\": 5, \"mean_week_duration\": 5.557}}\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[{\"48875\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-04-05 05:34:31.000000+00:00\", \"2022-11-06 14:18:22.000000+00:00\", \"2020-05-03 12:29:00.000000+00:00\", \"2019-06-22 15:55:58.000000+00:00\", \"2020-11-26 10:36:32.000000+00:00\"], \"session_ids\": [\"fc558d69-06a4-4500-9a2d-62705c1a4060\", \"7c8ae957-5949-4878-9a5e-38b85deb4d47\", \"15270a64-6d79-459c-a38e-9b1c35ade59f\", \"241f1f99-b171-47ae-b738-208c83737e15\", \"22c49884-9c3a-43eb-a8dd-7330f7a1ac32\"], \"total_duration\": 978.0, \"total_sessions\": 5, \"mean_week_duration\": 5.557}}, {\"86543\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-23 01:32:12.000000+00:00\", \"2021-05-28 17:35:37.000000+00:00\", \"2021-06-07 17:05:41.000000+00:00\", \"2023-04-30 03:22:05.000000+00:00\", \"2021-02-13 13:26:49.000000+00:00\"], \"session_ids\": [\"0bd7439f-fb4c-42c0-83f9-09983c0d1c60\", \"8015e4c6-2889-46c7-a2a4-89323c2e7e35\", \"9cd8d5bf-712c-406b-b749-1349bfaab4bb\", \"1894eabe-16df-4707-8e5d-3dbc6700eeb4\", \"9cb757a4-f58b-4d22-be7a-9e42df9e7bb9\"], \"total_duration\": 73.0, \"total_sessions\": 5, \"mean_week_duration\": 0.635}}, {\"25879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-04 08:24:15.000000+00:00\", \"2021-06-02 21:09:07.000000+00:00\", \"2019-10-06 04:25:47.000000+00:00\", \"2020-09-06 06:12:05.000000+00:00\"], \"session_ids\": [\"1cf4530a-f1d0-4f26-962a-6e817aae987b\", \"2ddcf6f6-0d39-46b1-be7e-e4a2acb4abcb\", \"a4309aec-1273-4d4f-afe5-f04d79c06808\", \"c085feed-cb71-4dc0-bede-6948fb107aab\"], \"total_duration\": 322.0, \"total_sessions\": 4, \"mean_week_duration\": 3.538}}, {\"71932\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-15 06:13:14.000000+00:00\", \"2023-01-01 11:46:43.000000+00:00\"], \"session_ids\": [\"4b2323e4-26d9-4b48-b2a0-b35175ebc33d\", \"9e18dd1c-82c2-4e67-ae40-e1de67fcf1b8\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 1.345}}, {\"81641\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-01-13 09:09:14.000000+00:00\", \"2020-07-18 15:36:54.000000+00:00\", \"2023-06-09 06:41:49.000000+00:00\"], \"session_ids\": [\"426e87a7-a641-4feb-a8c8-f8bf15f8244b\", \"2de504ff-79e9-41bf-8e98-2c6f1d9efa29\", \"1279198e-4aea-4c3e-8252-059f14f181e7\"], \"total_duration\": 646.0, \"total_sessions\": 3, \"mean_week_duration\": 4.278}}, {\"92123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-09 03:29:43.000000+00:00\", \"2019-02-18 12:32:04.000000+00:00\"], \"session_ids\": [\"1f645fce-bca0-4e75-87f8-68c9405dcee6\", \"d20bb4d4-0828-4fbb-a08c-476768709e2c\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 0.923}}, {\"15316\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-03-31 20:21:27.000000+00:00\", \"2023-04-13 11:24:54.000000+00:00\"], \"session_ids\": [\"0a9167c6-9a04-4022-905a-aa0d3f1d8d17\", \"f33b4b73-cc48-4b5d-ae19-e9691e5c3b1a\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 1.503}}, {\"87124\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-09-27 09:06:56.000000+00:00\", \"2022-08-13 18:24:59.000000+00:00\", \"2023-03-28 06:16:19.000000+00:00\"], \"session_ids\": [\"30caf496-4c6a-41e7-bb4e-03ebf6618566\", \"6602f35e-c7e5-41db-b0cc-e7573d360840\", \"04d3f4cd-5cc1-4d87-984e-1b8cda7aa6c4\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.206}}, {\"19029\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-09 02:29:35.000000+00:00\", \"2019-03-27 19:55:21.000000+00:00\"], \"session_ids\": [\"5a59709f-e912-4e6b-ab6c-77ab8c17310f\", \"2cebd3c6-59f9-48df-ac3c-75cba9e1aeed\"], \"total_duration\": 232.0, \"total_sessions\": 2, \"mean_week_duration\": 1.389}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove 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[{\"48875\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-04-05 05:34:31.000000+00:00\", \"2022-11-06 14:18:22.000000+00:00\", \"2020-05-03 12:29:00.000000+00:00\", \"2019-06-22 15:55:58.000000+00:00\", \"2020-11-26 10:36:32.000000+00:00\"], \"session_ids\": [\"fc558d69-06a4-4500-9a2d-62705c1a4060\", \"7c8ae957-5949-4878-9a5e-38b85deb4d47\", \"15270a64-6d79-459c-a38e-9b1c35ade59f\", \"241f1f99-b171-47ae-b738-208c83737e15\", \"22c49884-9c3a-43eb-a8dd-7330f7a1ac32\"], \"total_duration\": 978.0, \"total_sessions\": 5, \"mean_week_duration\": 5.557}}, {\"86543\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-23 01:32:12.000000+00:00\", \"2021-05-28 17:35:37.000000+00:00\", \"2021-06-07 17:05:41.000000+00:00\", \"2023-04-30 03:22:05.000000+00:00\", \"2021-02-13 13:26:49.000000+00:00\"], \"session_ids\": [\"0bd7439f-fb4c-42c0-83f9-09983c0d1c60\", \"8015e4c6-2889-46c7-a2a4-89323c2e7e35\", \"9cd8d5bf-712c-406b-b749-1349bfaab4bb\", \"1894eabe-16df-4707-8e5d-3dbc6700eeb4\", \"9cb757a4-f58b-4d22-be7a-9e42df9e7bb9\"], \"total_duration\": 73.0, \"total_sessions\": 5, \"mean_week_duration\": 0.635}}]\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[{\"48875\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-04-05 05:34:31.000000+00:00\", \"2022-11-06 14:18:22.000000+00:00\", \"2020-05-03 12:29:00.000000+00:00\", \"2019-06-22 15:55:58.000000+00:00\", \"2020-11-26 10:36:32.000000+00:00\"], \"session_ids\": [\"fc558d69-06a4-4500-9a2d-62705c1a4060\", \"7c8ae957-5949-4878-9a5e-38b85deb4d47\", \"15270a64-6d79-459c-a38e-9b1c35ade59f\", \"241f1f99-b171-47ae-b738-208c83737e15\", \"22c49884-9c3a-43eb-a8dd-7330f7a1ac32\"], \"total_duration\": 978.0, \"total_sessions\": 5, \"mean_week_duration\": 5.557}}, {\"86543\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-23 01:32:12.000000+00:00\", \"2021-05-28 17:35:37.000000+00:00\", \"2021-06-07 17:05:41.000000+00:00\", \"2023-04-30 03:22:05.000000+00:00\", \"2021-02-13 13:26:49.000000+00:00\"], \"session_ids\": [\"0bd7439f-fb4c-42c0-83f9-09983c0d1c60\", \"8015e4c6-2889-46c7-a2a4-89323c2e7e35\", \"9cd8d5bf-712c-406b-b749-1349bfaab4bb\", \"1894eabe-16df-4707-8e5d-3dbc6700eeb4\", \"9cb757a4-f58b-4d22-be7a-9e42df9e7bb9\"], \"total_duration\": 73.0, \"total_sessions\": 5, \"mean_week_duration\": 0.635}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about 2 users with a total sessions that is above 7 and below 3, exclusive 7 additionaly implement sorting by total_sessions form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"57563\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-18 06:55:38.000000+00:00\", \"2020-11-14 07:33:42.000000+00:00\", \"2023-04-19 22:38:55.000000+00:00\", \"2019-12-19 18:50:17.000000+00:00\", \"2019-08-19 17:22:46.000000+00:00\", \"2021-10-03 02:55:52.000000+00:00\", \"2021-07-22 18:51:05.000000+00:00\", \"2020-02-17 14:42:56.000000+00:00\", \"2020-03-17 13:11:58.000000+00:00\"], \"session_ids\": [\"72307ad5-fd72-4ad9-9d0d-03605f796ea3\", \"0ec50b8c-1247-4eee-85c4-4f9debc54cb9\", \"77e99aa4-7d22-43f8-abfa-1089b51e2f7d\", \"a5e35c42-2ecc-48c9-8426-673672d7882e\", \"44b2ef4f-f058-4698-8ff6-5dcde484fe98\", \"afee4fdd-f330-4704-a105-e3ba4a486cb4\", \"552d2893-c2aa-4934-84b8-85722a9871ee\", \"11f8e58e-84e8-40cb-8d4b-7a523bdd0177\", \"a7fc636e-2459-4d77-b3f0-eb4411e492ae\"], \"total_duration\": 152.0, \"total_sessions\": 9, \"mean_week_duration\": 0.792}, \"37677\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 5, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-06 04:01:30.000000+00:00\", \"2019-03-13 06:03:10.000000+00:00\"], \"session_ids\": [\"cfab04f9-4c80-4b31-b4a2-87ed9806d79b\", \"32f1e4be-5cfe-416b-99ee-7f53e08010e7\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 1.314}, \"21977\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-06 21:30:54.000000+00:00\", \"2021-01-15 04:24:04.000000+00:00\", \"2020-01-19 17:32:09.000000+00:00\", \"2021-10-26 09:17:21.000000+00:00\", \"2020-06-12 17:26:55.000000+00:00\", \"2020-09-19 16:53:20.000000+00:00\", \"2022-04-13 09:43:03.000000+00:00\"], \"session_ids\": [\"27a541a9-12ec-493c-878c-9a13a7ea3ce3\", \"1cf49b79-bf38-4483-bd5e-31ab71b40aec\", \"7f0ac48c-8bd4-4308-b428-01f14ab00f95\", \"827a7d33-c1d9-4779-b73e-0daf90fee80e\", \"1d20433b-e8c7-4b87-8789-e57cf3e78332\", \"c86ddbc1-e195-40e4-9ca1-cac66da954a7\", \"2c9e6bcc-3d63-421e-95e6-06b621979b31\"], \"total_duration\": 5544.0, \"total_sessions\": 7, \"mean_week_duration\": 42.0}, \"35599\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-09-15 08:47:53.000000+00:00\", \"2021-09-20 16:30:38.000000+00:00\", \"2019-03-06 13:03:46.000000+00:00\"], \"session_ids\": [\"f20d1db1-9778-4647-a695-9f89b693719d\", \"1b9de066-9d81-4eef-9892-fe276fec74c6\", \"78fbe969-3873-413b-9379-e8a7d2abeaa7\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 0.288}, \"57025\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-08-10 08:19:55.000000+00:00\", \"2019-06-08 23:52:01.000000+00:00\", \"2020-03-23 03:27:30.000000+00:00\"], \"session_ids\": [\"c661d822-b519-47ec-a483-9b489ba2a007\", \"dd54ec15-d3dc-4734-85e4-5c149340a65a\", \"7bc01ce7-e236-421b-8934-9b8b6a22e34a\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.929}, \"79216\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-01-23 15:21:02.000000+00:00\", \"2020-03-13 10:35:17.000000+00:00\"], \"session_ids\": [\"7fdee194-897a-490b-bc09-7c163c616d1d\", \"af28ea8f-a9f6-46be-978e-897318c196b8\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 23.714}, \"15579\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-09-01 16:20:21.000000+00:00\", \"2023-04-12 21:52:14.000000+00:00\", \"2022-03-10 13:58:59.000000+00:00\", \"2021-02-26 03:00:03.000000+00:00\"], \"session_ids\": [\"0d359d04-5379-4236-b4e9-6f107a229ecd\", \"5fe5ab75-7471-4e59-b084-0204a79c1a99\", \"041a7f9c-065f-4d84-bd8e-41149e2889b6\", \"d9c57bba-11c0-4f75-9bfa-ec5708445e08\"], \"total_duration\": 518.0, \"total_sessions\": 4, \"mean_week_duration\": 4.667}, \"96203\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-26 09:57:32.000000+00:00\", \"2020-09-26 02:35:48.000000+00:00\", \"2019-02-18 20:29:46.000000+00:00\", \"2021-10-12 08:10:17.000000+00:00\", \"2019-11-22 05:04:11.000000+00:00\", \"2022-09-24 16:35:03.000000+00:00\", \"2020-11-28 10:20:17.000000+00:00\", \"2021-01-27 13:52:19.000000+00:00\", \"2020-05-11 05:46:54.000000+00:00\", \"2022-04-24 02:44:16.000000+00:00\"], \"session_ids\": [\"29d99349-d1c1-4d05-b509-fbedff04ba4d\", \"de79b4bb-c5fb-4aee-a02f-89dcbba29b0a\", \"74e35f45-4ca7-44f2-b5d0-a5b571c95189\", \"82efb673-3c0c-4714-b8ca-ada977842960\", \"994b17d8-a199-4b68-a827-2698629a0220\", \"ccdd6b20-516c-487e-bd6f-2cae5a5d65be\", \"aec44bc4-a590-4df6-84de-0bbbef96bb61\", \"dbf3cc2a-fae1-4e4d-8c6a-57703e63598c\", \"4d6cb511-c4f5-4d2c-8a30-b0e3b273a39a\", \"d2276fea-e782-4648-850c-003d5e35080c\"], \"total_duration\": 383.0, \"total_sessions\": 10, \"mean_week_duration\": 2.037}, \"50983\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-05-19 11:21:51.000000+00:00\", \"2022-12-29 07:11:26.000000+00:00\"], \"session_ids\": [\"db1783bb-c9c2-4c20-bc97-6db6cb6bc4ba\", \"631c48ee-5b78-4a46-aaa2-dd6df58199c7\"], \"total_duration\": 460.0, \"total_sessions\": 2, \"mean_week_duration\": 5.476}, \"24194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-10-29 09:18:31.000000+00:00\", \"2023-06-09 20:20:19.000000+00:00\"], \"session_ids\": [\"a5debbdd-a31f-4374-86bd-8f027c533382\", \"0da6f5c5-5491-4712-8ddf-68fc8439be6c\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 2.146}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 3 and are greater than 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[3, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"37677\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 5, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-06 04:01:30.000000+00:00\", \"2019-03-13 06:03:10.000000+00:00\"], \"session_ids\": [\"cfab04f9-4c80-4b31-b4a2-87ed9806d79b\", \"32f1e4be-5cfe-416b-99ee-7f53e08010e7\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 1.314}, \"35599\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-09-15 08:47:53.000000+00:00\", \"2021-09-20 16:30:38.000000+00:00\", \"2019-03-06 13:03:46.000000+00:00\"], \"session_ids\": [\"f20d1db1-9778-4647-a695-9f89b693719d\", \"1b9de066-9d81-4eef-9892-fe276fec74c6\", \"78fbe969-3873-413b-9379-e8a7d2abeaa7\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 0.288}, \"57025\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-08-10 08:19:55.000000+00:00\", \"2019-06-08 23:52:01.000000+00:00\", \"2020-03-23 03:27:30.000000+00:00\"], \"session_ids\": [\"c661d822-b519-47ec-a483-9b489ba2a007\", \"dd54ec15-d3dc-4734-85e4-5c149340a65a\", \"7bc01ce7-e236-421b-8934-9b8b6a22e34a\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.929}, \"79216\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-01-23 15:21:02.000000+00:00\", \"2020-03-13 10:35:17.000000+00:00\"], \"session_ids\": [\"7fdee194-897a-490b-bc09-7c163c616d1d\", \"af28ea8f-a9f6-46be-978e-897318c196b8\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 23.714}, \"50983\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-05-19 11:21:51.000000+00:00\", \"2022-12-29 07:11:26.000000+00:00\"], \"session_ids\": [\"db1783bb-c9c2-4c20-bc97-6db6cb6bc4ba\", \"631c48ee-5b78-4a46-aaa2-dd6df58199c7\"], \"total_duration\": 460.0, \"total_sessions\": 2, \"mean_week_duration\": 5.476}, \"24194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-10-29 09:18:31.000000+00:00\", \"2023-06-09 20:20:19.000000+00:00\"], \"session_ids\": [\"a5debbdd-a31f-4374-86bd-8f027c533382\", \"0da6f5c5-5491-4712-8ddf-68fc8439be6c\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 2.146}, \"57563\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-18 06:55:38.000000+00:00\", \"2020-11-14 07:33:42.000000+00:00\", \"2023-04-19 22:38:55.000000+00:00\", \"2019-12-19 18:50:17.000000+00:00\", \"2019-08-19 17:22:46.000000+00:00\", \"2021-10-03 02:55:52.000000+00:00\", \"2021-07-22 18:51:05.000000+00:00\", \"2020-02-17 14:42:56.000000+00:00\", \"2020-03-17 13:11:58.000000+00:00\"], \"session_ids\": [\"72307ad5-fd72-4ad9-9d0d-03605f796ea3\", \"0ec50b8c-1247-4eee-85c4-4f9debc54cb9\", \"77e99aa4-7d22-43f8-abfa-1089b51e2f7d\", \"a5e35c42-2ecc-48c9-8426-673672d7882e\", \"44b2ef4f-f058-4698-8ff6-5dcde484fe98\", \"afee4fdd-f330-4704-a105-e3ba4a486cb4\", \"552d2893-c2aa-4934-84b8-85722a9871ee\", \"11f8e58e-84e8-40cb-8d4b-7a523bdd0177\", \"a7fc636e-2459-4d77-b3f0-eb4411e492ae\"], \"total_duration\": 152.0, \"total_sessions\": 9, \"mean_week_duration\": 0.792}, \"96203\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-26 09:57:32.000000+00:00\", \"2020-09-26 02:35:48.000000+00:00\", \"2019-02-18 20:29:46.000000+00:00\", \"2021-10-12 08:10:17.000000+00:00\", \"2019-11-22 05:04:11.000000+00:00\", \"2022-09-24 16:35:03.000000+00:00\", \"2020-11-28 10:20:17.000000+00:00\", \"2021-01-27 13:52:19.000000+00:00\", \"2020-05-11 05:46:54.000000+00:00\", \"2022-04-24 02:44:16.000000+00:00\"], \"session_ids\": [\"29d99349-d1c1-4d05-b509-fbedff04ba4d\", \"de79b4bb-c5fb-4aee-a02f-89dcbba29b0a\", \"74e35f45-4ca7-44f2-b5d0-a5b571c95189\", \"82efb673-3c0c-4714-b8ca-ada977842960\", \"994b17d8-a199-4b68-a827-2698629a0220\", \"ccdd6b20-516c-487e-bd6f-2cae5a5d65be\", \"aec44bc4-a590-4df6-84de-0bbbef96bb61\", \"dbf3cc2a-fae1-4e4d-8c6a-57703e63598c\", \"4d6cb511-c4f5-4d2c-8a30-b0e3b273a39a\", \"d2276fea-e782-4648-850c-003d5e35080c\"], \"total_duration\": 383.0, \"total_sessions\": 10, \"mean_week_duration\": 2.037}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"37677\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 5, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-06 04:01:30.000000+00:00\", \"2019-03-13 06:03:10.000000+00:00\"], \"session_ids\": [\"cfab04f9-4c80-4b31-b4a2-87ed9806d79b\", \"32f1e4be-5cfe-416b-99ee-7f53e08010e7\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 1.314}}, {\"79216\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-01-23 15:21:02.000000+00:00\", \"2020-03-13 10:35:17.000000+00:00\"], \"session_ids\": [\"7fdee194-897a-490b-bc09-7c163c616d1d\", \"af28ea8f-a9f6-46be-978e-897318c196b8\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 23.714}}, {\"50983\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-05-19 11:21:51.000000+00:00\", \"2022-12-29 07:11:26.000000+00:00\"], \"session_ids\": [\"db1783bb-c9c2-4c20-bc97-6db6cb6bc4ba\", \"631c48ee-5b78-4a46-aaa2-dd6df58199c7\"], \"total_duration\": 460.0, \"total_sessions\": 2, \"mean_week_duration\": 5.476}}, {\"24194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-10-29 09:18:31.000000+00:00\", \"2023-06-09 20:20:19.000000+00:00\"], \"session_ids\": [\"a5debbdd-a31f-4374-86bd-8f027c533382\", \"0da6f5c5-5491-4712-8ddf-68fc8439be6c\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 2.146}}, {\"35599\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-09-15 08:47:53.000000+00:00\", \"2021-09-20 16:30:38.000000+00:00\", \"2019-03-06 13:03:46.000000+00:00\"], \"session_ids\": [\"f20d1db1-9778-4647-a695-9f89b693719d\", \"1b9de066-9d81-4eef-9892-fe276fec74c6\", \"78fbe969-3873-413b-9379-e8a7d2abeaa7\"], \"total_duration\": 53.0, \"total_sessions\": 3, \"mean_week_duration\": 0.288}}, {\"57025\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-08-10 08:19:55.000000+00:00\", \"2019-06-08 23:52:01.000000+00:00\", \"2020-03-23 03:27:30.000000+00:00\"], \"session_ids\": [\"c661d822-b519-47ec-a483-9b489ba2a007\", \"dd54ec15-d3dc-4734-85e4-5c149340a65a\", \"7bc01ce7-e236-421b-8934-9b8b6a22e34a\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.929}}, {\"57563\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-18 06:55:38.000000+00:00\", \"2020-11-14 07:33:42.000000+00:00\", \"2023-04-19 22:38:55.000000+00:00\", \"2019-12-19 18:50:17.000000+00:00\", \"2019-08-19 17:22:46.000000+00:00\", \"2021-10-03 02:55:52.000000+00:00\", \"2021-07-22 18:51:05.000000+00:00\", \"2020-02-17 14:42:56.000000+00:00\", \"2020-03-17 13:11:58.000000+00:00\"], \"session_ids\": [\"72307ad5-fd72-4ad9-9d0d-03605f796ea3\", \"0ec50b8c-1247-4eee-85c4-4f9debc54cb9\", \"77e99aa4-7d22-43f8-abfa-1089b51e2f7d\", \"a5e35c42-2ecc-48c9-8426-673672d7882e\", \"44b2ef4f-f058-4698-8ff6-5dcde484fe98\", \"afee4fdd-f330-4704-a105-e3ba4a486cb4\", \"552d2893-c2aa-4934-84b8-85722a9871ee\", \"11f8e58e-84e8-40cb-8d4b-7a523bdd0177\", \"a7fc636e-2459-4d77-b3f0-eb4411e492ae\"], \"total_duration\": 152.0, \"total_sessions\": 9, \"mean_week_duration\": 0.792}}, {\"96203\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-26 09:57:32.000000+00:00\", \"2020-09-26 02:35:48.000000+00:00\", \"2019-02-18 20:29:46.000000+00:00\", \"2021-10-12 08:10:17.000000+00:00\", \"2019-11-22 05:04:11.000000+00:00\", \"2022-09-24 16:35:03.000000+00:00\", \"2020-11-28 10:20:17.000000+00:00\", \"2021-01-27 13:52:19.000000+00:00\", \"2020-05-11 05:46:54.000000+00:00\", \"2022-04-24 02:44:16.000000+00:00\"], \"session_ids\": [\"29d99349-d1c1-4d05-b509-fbedff04ba4d\", \"de79b4bb-c5fb-4aee-a02f-89dcbba29b0a\", \"74e35f45-4ca7-44f2-b5d0-a5b571c95189\", \"82efb673-3c0c-4714-b8ca-ada977842960\", \"994b17d8-a199-4b68-a827-2698629a0220\", \"ccdd6b20-516c-487e-bd6f-2cae5a5d65be\", \"aec44bc4-a590-4df6-84de-0bbbef96bb61\", \"dbf3cc2a-fae1-4e4d-8c6a-57703e63598c\", \"4d6cb511-c4f5-4d2c-8a30-b0e3b273a39a\", \"d2276fea-e782-4648-850c-003d5e35080c\"], \"total_duration\": 383.0, \"total_sessions\": 10, \"mean_week_duration\": 2.037}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove 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[{\"37677\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 5, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-06 04:01:30.000000+00:00\", \"2019-03-13 06:03:10.000000+00:00\"], \"session_ids\": [\"cfab04f9-4c80-4b31-b4a2-87ed9806d79b\", \"32f1e4be-5cfe-416b-99ee-7f53e08010e7\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 1.314}}, {\"79216\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-01-23 15:21:02.000000+00:00\", \"2020-03-13 10:35:17.000000+00:00\"], \"session_ids\": [\"7fdee194-897a-490b-bc09-7c163c616d1d\", \"af28ea8f-a9f6-46be-978e-897318c196b8\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 23.714}}]\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[{\"37677\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 5, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-06 04:01:30.000000+00:00\", \"2019-03-13 06:03:10.000000+00:00\"], \"session_ids\": [\"cfab04f9-4c80-4b31-b4a2-87ed9806d79b\", \"32f1e4be-5cfe-416b-99ee-7f53e08010e7\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 1.314}}, {\"79216\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-01-23 15:21:02.000000+00:00\", \"2020-03-13 10:35:17.000000+00:00\"], \"session_ids\": [\"7fdee194-897a-490b-bc09-7c163c616d1d\", \"af28ea8f-a9f6-46be-978e-897318c196b8\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 23.714}}]\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 6 users who are top-tier based on value of sum of sessions + sort by count of sessions in asc 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{\"41843\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-03-03 14:15:50.000000+00:00\", \"2020-12-05 18:54:15.000000+00:00\"], \"session_ids\": [\"a1fda24c-1719-4f6c-944c-1b2cac4a73a6\", \"d9588c5f-aef8-46e6-b1fe-b070a3620f96\"], \"total_duration\": 372.0, \"total_sessions\": 2, \"mean_week_duration\": 28.615}, \"46608\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-17 02:29:14.000000+00:00\", \"2021-08-29 03:04:18.000000+00:00\"], \"session_ids\": [\"1e75a433-5f1d-46bb-94a7-2efdbd5b510b\", \"5d106479-999b-4b3d-be5a-b65237c9ef8b\"], \"total_duration\": 226.0, \"total_sessions\": 2, \"mean_week_duration\": 1.883}, \"17218\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-02-20 20:35:24.000000+00:00\", \"2022-09-10 01:09:50.000000+00:00\"], \"session_ids\": [\"9c6df0b4-84a9-4b6c-b402-666b63a6cf24\", \"ed93e3b6-5d3a-4377-8f4f-46def16890f2\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.852}, \"25801\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-19 22:47:35.000000+00:00\", \"2023-01-10 17:37:08.000000+00:00\"], \"session_ids\": [\"93afdeef-272e-41ff-9dbf-a03296189f35\", \"0a4e5487-a2d3-4fb7-90b7-c53dbaa532a6\"], \"total_duration\": 346.0, \"total_sessions\": 2, \"mean_week_duration\": 11.533}, \"99947\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-05-18 21:04:27.000000+00:00\", \"2019-11-28 07:50:01.000000+00:00\"], \"session_ids\": [\"e1c9e22d-68c6-4315-b93e-49e9766ee78d\", \"7c01870e-5612-4fd9-b19e-c08964f5affb\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 0.978}, \"9105\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-25 04:02:18.000000+00:00\", \"2022-04-12 21:58:13.000000+00:00\", \"2019-03-31 15:27:45.000000+00:00\", \"2022-07-12 13:55:29.000000+00:00\", \"2021-09-12 21:53:02.000000+00:00\"], \"session_ids\": [\"798c20a0-8bbf-43ae-8453-efef0f449248\", \"037ead48-a5fa-42d7-b5db-fb0e03ceed2c\", \"7e6d5c9d-18fb-4459-ae1e-60c720835ede\", \"0415d4c0-af18-42c5-a395-dbafdd3b32d9\", \"0aa2aabc-0a56-43e2-a40f-d05a337b957c\"], \"total_duration\": 433.0, \"total_sessions\": 5, \"mean_week_duration\": 2.517}, \"46424\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-04-04 11:22:10.000000+00:00\", \"2020-09-30 23:40:35.000000+00:00\"], \"session_ids\": [\"61cec331-5425-4a1b-ba57-6d171eda8474\", \"dfa5a7dd-b5eb-41cc-a205-2ddd0300bb2a\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 1.885}, \"47267\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-01-23 16:52:52.000000+00:00\", \"2021-09-27 05:46:44.000000+00:00\"], \"session_ids\": [\"0803bc16-21bc-41a3-94f3-28304d86bd50\", \"21640853-3806-479f-8318-2696a598ea11\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 1.833}, \"76120\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-05-24 16:45:09.000000+00:00\", \"2019-07-14 00:41:59.000000+00:00\"], \"session_ids\": [\"2141ebb3-de48-407a-905b-8b41fd520f1f\", \"596171b3-4dec-4731-addc-97cefa5282e9\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 6.222}, \"3979\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-03-31 16:16:33.000000+00:00\", \"2020-01-15 05:00:19.000000+00:00\", \"2019-11-22 06:54:32.000000+00:00\", \"2023-03-24 18:29:04.000000+00:00\"], \"session_ids\": [\"4df3c9f1-b5c5-49d5-bb19-a90cbb385aab\", \"a6989045-e16d-4f38-b65a-c92e1727ffb2\", \"34757472-3de1-45f2-a7a6-b75ec8b3a616\", \"f514bac6-32dd-4b04-9069-2068451d528b\"], \"total_duration\": 47.0, \"total_sessions\": 4, \"mean_week_duration\": 0.27}}\n```\n" } ]