conversations
list
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about user whose time spent on the site per week is smaller than 22 (not including) as well as put to use sorting by count of sessions in ascending order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"45601\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-13 08:51:16.000000+00:00\", \"2022-11-16 21:35:04.000000+00:00\", \"2022-05-19 22:26:16.000000+00:00\", \"2022-10-11 15:00:27.000000+00:00\", \"2022-10-04 04:10:05.000000+00:00\", \"2022-12-27 09:40:18.000000+00:00\"], \"session_ids\": [\"033114c9-5ada-46f6-8d85-b5971a2f4c29\", \"3a352d36-7039-4e1c-8bfa-849db342918b\", \"50311346-04ed-4ed7-a9a5-136d89822d3e\", \"9d7c5465-2c97-4a8c-bd7f-ca9fba47f65e\", \"b732e745-7384-414f-878c-84f3caa4f7aa\", \"539611ed-8049-48b8-bf44-76f7c90e2110\"], \"total_duration\": 3674.0, \"total_sessions\": 6, \"mean_week_duration\": 20.875}, \"49072\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-11 14:00:49.000000+00:00\", \"2020-02-18 23:14:15.000000+00:00\", \"2022-03-29 12:28:47.000000+00:00\", \"2022-11-30 03:02:21.000000+00:00\", \"2022-09-04 21:15:56.000000+00:00\"], \"session_ids\": [\"1028a2b1-86dd-4c3b-8612-686eb36af175\", \"585a0038-1b57-4548-97df-a0e1a17f4031\", \"5bd4524d-d3ca-47b5-b9f7-ab54aa5d0c95\", \"f323e2e3-d6f0-4d16-bf03-f9f1798ad4c0\", \"04b56abd-7f60-47d8-89fd-7bcf0739bf97\"], \"total_duration\": 959.0, \"total_sessions\": 5, \"mean_week_duration\": 6.614}, \"95558\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-07-09 07:18:35.000000+00:00\", \"2020-03-10 23:39:53.000000+00:00\", \"2021-05-27 17:04:34.000000+00:00\"], \"session_ids\": [\"67657327-73c9-4acb-90ee-fb82140d5d22\", \"41f79000-5657-4224-b22b-c83e661bda66\", \"43347c03-f7cb-4a8e-909e-906d7a7426f0\"], \"total_duration\": 640.0, \"total_sessions\": 3, \"mean_week_duration\": 10.0}, \"69053\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-11-19 16:59:27.000000+00:00\", \"2022-02-25 01:37:12.000000+00:00\", \"2023-04-18 17:35:20.000000+00:00\"], \"session_ids\": [\"b31cf5d2-3481-4c6f-8679-74a85075ed85\", \"5bd3a7aa-fa25-4a2c-8c8f-27565bf3052e\", \"fed64e2d-7379-483e-b55a-cb457102e6c7\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 1.14}, \"47817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-06-20 07:08:12.000000+00:00\", \"2023-01-24 12:49:35.000000+00:00\"], \"session_ids\": [\"218428fc-ac7b-4ec2-88d4-e0a1d1a3e046\", \"3802e552-0398-4d27-b347-d1fe5fc86c03\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.255}, \"60115\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-09-21 17:53:49.000000+00:00\", \"2020-10-07 05:30:08.000000+00:00\", \"2022-10-17 09:42:02.000000+00:00\", \"2023-05-13 07:06:20.000000+00:00\"], \"session_ids\": [\"261f4600-8df1-490a-b5e1-5bdb613a70de\", \"468ed0a8-d4fb-4a29-a821-bbf5dca749f1\", \"3cec1f67-6a63-4950-930b-006c7b66c8e5\", \"d0fdef22-f6dd-4752-8214-7b08344ffd2e\"], \"total_duration\": 303.0, \"total_sessions\": 4, \"mean_week_duration\": 2.228}, \"6583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2020-11-25 14:26:49.000000+00:00\", \"2023-06-27 08:09:18.000000+00:00\"], \"session_ids\": [\"1ea4a4cf-d3f8-4e8a-ba02-d851badb946e\", \"bbb8fd40-6d4e-413e-87dc-699a877659a5\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 1.178}, \"47013\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-09-26 06:15:03.000000+00:00\", \"2022-10-12 13:15:43.000000+00:00\"], \"session_ids\": [\"53ebe6e3-7841-4d23-8a86-9ff7aeec1c70\", \"71e17b54-ebf1-4209-9519-713a5ec202d1\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.145}, \"74693\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-06 02:33:27.000000+00:00\", \"2021-02-09 20:51:45.000000+00:00\", \"2019-06-03 12:37:23.000000+00:00\", \"2022-08-26 10:15:09.000000+00:00\", \"2022-09-12 17:01:55.000000+00:00\", \"2022-11-02 15:11:24.000000+00:00\", \"2022-08-23 18:35:39.000000+00:00\"], \"session_ids\": [\"c58957d2-404b-444a-8136-45c33fd0cf07\", \"90f97ed3-46ac-4453-b1df-df5ba128345a\", \"4aba472f-641d-46d6-a577-7fe132f0956c\", \"0a5b59ba-e041-4b26-b2fe-041dc2f6360f\", \"e3a8538a-c33c-4cac-a8c9-80ad2f474d0e\", \"21b41f42-5df7-4057-86ab-39af921e5031\", \"a59b67fb-e1b1-4b8a-84ec-ddeb1a87d194\"], \"total_duration\": 131.0, \"total_sessions\": 7, \"mean_week_duration\": 0.732}, \"28562\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-09 07:13:27.000000+00:00\", \"2023-04-14 22:18:07.000000+00:00\", \"2021-10-27 09:13:03.000000+00:00\", \"2020-09-11 19:08:34.000000+00:00\"], \"session_ids\": [\"f183462f-991f-441c-9ce5-cb4bddcafebd\", \"a81e3afd-9d43-4fc8-a62f-a5b5525f9c03\", \"9083d7a1-4800-4017-92d5-15067741f0d6\", \"eeb5d2f2-42db-4ec5-8adc-bb838d0ddaa4\"], \"total_duration\": 56.0, \"total_sessions\": 4, \"mean_week_duration\": 0.298}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are less than 22" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[22, 35]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"45601\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-13 08:51:16.000000+00:00\", \"2022-11-16 21:35:04.000000+00:00\", \"2022-05-19 22:26:16.000000+00:00\", \"2022-10-11 15:00:27.000000+00:00\", \"2022-10-04 04:10:05.000000+00:00\", \"2022-12-27 09:40:18.000000+00:00\"], \"session_ids\": [\"033114c9-5ada-46f6-8d85-b5971a2f4c29\", \"3a352d36-7039-4e1c-8bfa-849db342918b\", \"50311346-04ed-4ed7-a9a5-136d89822d3e\", \"9d7c5465-2c97-4a8c-bd7f-ca9fba47f65e\", \"b732e745-7384-414f-878c-84f3caa4f7aa\", \"539611ed-8049-48b8-bf44-76f7c90e2110\"], \"total_duration\": 3674.0, \"total_sessions\": 6, \"mean_week_duration\": 20.875}, \"49072\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-11 14:00:49.000000+00:00\", \"2020-02-18 23:14:15.000000+00:00\", \"2022-03-29 12:28:47.000000+00:00\", \"2022-11-30 03:02:21.000000+00:00\", \"2022-09-04 21:15:56.000000+00:00\"], \"session_ids\": [\"1028a2b1-86dd-4c3b-8612-686eb36af175\", \"585a0038-1b57-4548-97df-a0e1a17f4031\", \"5bd4524d-d3ca-47b5-b9f7-ab54aa5d0c95\", \"f323e2e3-d6f0-4d16-bf03-f9f1798ad4c0\", \"04b56abd-7f60-47d8-89fd-7bcf0739bf97\"], \"total_duration\": 959.0, \"total_sessions\": 5, \"mean_week_duration\": 6.614}, \"95558\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-07-09 07:18:35.000000+00:00\", \"2020-03-10 23:39:53.000000+00:00\", \"2021-05-27 17:04:34.000000+00:00\"], \"session_ids\": [\"67657327-73c9-4acb-90ee-fb82140d5d22\", \"41f79000-5657-4224-b22b-c83e661bda66\", \"43347c03-f7cb-4a8e-909e-906d7a7426f0\"], \"total_duration\": 640.0, \"total_sessions\": 3, \"mean_week_duration\": 10.0}, \"69053\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-11-19 16:59:27.000000+00:00\", \"2022-02-25 01:37:12.000000+00:00\", \"2023-04-18 17:35:20.000000+00:00\"], \"session_ids\": [\"b31cf5d2-3481-4c6f-8679-74a85075ed85\", \"5bd3a7aa-fa25-4a2c-8c8f-27565bf3052e\", \"fed64e2d-7379-483e-b55a-cb457102e6c7\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 1.14}, \"47817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-06-20 07:08:12.000000+00:00\", \"2023-01-24 12:49:35.000000+00:00\"], \"session_ids\": [\"218428fc-ac7b-4ec2-88d4-e0a1d1a3e046\", \"3802e552-0398-4d27-b347-d1fe5fc86c03\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.255}, \"60115\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-09-21 17:53:49.000000+00:00\", \"2020-10-07 05:30:08.000000+00:00\", \"2022-10-17 09:42:02.000000+00:00\", \"2023-05-13 07:06:20.000000+00:00\"], \"session_ids\": [\"261f4600-8df1-490a-b5e1-5bdb613a70de\", \"468ed0a8-d4fb-4a29-a821-bbf5dca749f1\", \"3cec1f67-6a63-4950-930b-006c7b66c8e5\", \"d0fdef22-f6dd-4752-8214-7b08344ffd2e\"], \"total_duration\": 303.0, \"total_sessions\": 4, \"mean_week_duration\": 2.228}, \"6583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2020-11-25 14:26:49.000000+00:00\", \"2023-06-27 08:09:18.000000+00:00\"], \"session_ids\": [\"1ea4a4cf-d3f8-4e8a-ba02-d851badb946e\", \"bbb8fd40-6d4e-413e-87dc-699a877659a5\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 1.178}, \"47013\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-09-26 06:15:03.000000+00:00\", \"2022-10-12 13:15:43.000000+00:00\"], \"session_ids\": [\"53ebe6e3-7841-4d23-8a86-9ff7aeec1c70\", \"71e17b54-ebf1-4209-9519-713a5ec202d1\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.145}, \"74693\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-06 02:33:27.000000+00:00\", \"2021-02-09 20:51:45.000000+00:00\", \"2019-06-03 12:37:23.000000+00:00\", \"2022-08-26 10:15:09.000000+00:00\", \"2022-09-12 17:01:55.000000+00:00\", \"2022-11-02 15:11:24.000000+00:00\", \"2022-08-23 18:35:39.000000+00:00\"], \"session_ids\": [\"c58957d2-404b-444a-8136-45c33fd0cf07\", \"90f97ed3-46ac-4453-b1df-df5ba128345a\", \"4aba472f-641d-46d6-a577-7fe132f0956c\", \"0a5b59ba-e041-4b26-b2fe-041dc2f6360f\", \"e3a8538a-c33c-4cac-a8c9-80ad2f474d0e\", \"21b41f42-5df7-4057-86ab-39af921e5031\", \"a59b67fb-e1b1-4b8a-84ec-ddeb1a87d194\"], \"total_duration\": 131.0, \"total_sessions\": 7, \"mean_week_duration\": 0.732}, \"28562\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-09 07:13:27.000000+00:00\", \"2023-04-14 22:18:07.000000+00:00\", \"2021-10-27 09:13:03.000000+00:00\", \"2020-09-11 19:08:34.000000+00:00\"], \"session_ids\": [\"f183462f-991f-441c-9ce5-cb4bddcafebd\", \"a81e3afd-9d43-4fc8-a62f-a5b5525f9c03\", \"9083d7a1-4800-4017-92d5-15067741f0d6\", \"eeb5d2f2-42db-4ec5-8adc-bb838d0ddaa4\"], \"total_duration\": 56.0, \"total_sessions\": 4, \"mean_week_duration\": 0.298}}\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[{\"47817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-06-20 07:08:12.000000+00:00\", \"2023-01-24 12:49:35.000000+00:00\"], \"session_ids\": [\"218428fc-ac7b-4ec2-88d4-e0a1d1a3e046\", \"3802e552-0398-4d27-b347-d1fe5fc86c03\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.255}}, {\"6583\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2020-11-25 14:26:49.000000+00:00\", \"2023-06-27 08:09:18.000000+00:00\"], \"session_ids\": [\"1ea4a4cf-d3f8-4e8a-ba02-d851badb946e\", \"bbb8fd40-6d4e-413e-87dc-699a877659a5\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 1.178}}, {\"47013\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-09-26 06:15:03.000000+00:00\", \"2022-10-12 13:15:43.000000+00:00\"], \"session_ids\": [\"53ebe6e3-7841-4d23-8a86-9ff7aeec1c70\", \"71e17b54-ebf1-4209-9519-713a5ec202d1\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.145}}, {\"95558\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-07-09 07:18:35.000000+00:00\", \"2020-03-10 23:39:53.000000+00:00\", \"2021-05-27 17:04:34.000000+00:00\"], \"session_ids\": [\"67657327-73c9-4acb-90ee-fb82140d5d22\", \"41f79000-5657-4224-b22b-c83e661bda66\", \"43347c03-f7cb-4a8e-909e-906d7a7426f0\"], \"total_duration\": 640.0, \"total_sessions\": 3, \"mean_week_duration\": 10.0}}, {\"69053\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-11-19 16:59:27.000000+00:00\", \"2022-02-25 01:37:12.000000+00:00\", \"2023-04-18 17:35:20.000000+00:00\"], \"session_ids\": [\"b31cf5d2-3481-4c6f-8679-74a85075ed85\", \"5bd3a7aa-fa25-4a2c-8c8f-27565bf3052e\", \"fed64e2d-7379-483e-b55a-cb457102e6c7\"], \"total_duration\": 203.0, \"total_sessions\": 3, \"mean_week_duration\": 1.14}}, {\"60115\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-09-21 17:53:49.000000+00:00\", \"2020-10-07 05:30:08.000000+00:00\", \"2022-10-17 09:42:02.000000+00:00\", \"2023-05-13 07:06:20.000000+00:00\"], \"session_ids\": [\"261f4600-8df1-490a-b5e1-5bdb613a70de\", \"468ed0a8-d4fb-4a29-a821-bbf5dca749f1\", \"3cec1f67-6a63-4950-930b-006c7b66c8e5\", \"d0fdef22-f6dd-4752-8214-7b08344ffd2e\"], \"total_duration\": 303.0, \"total_sessions\": 4, \"mean_week_duration\": 2.228}}, {\"28562\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-09 07:13:27.000000+00:00\", \"2023-04-14 22:18:07.000000+00:00\", \"2021-10-27 09:13:03.000000+00:00\", \"2020-09-11 19:08:34.000000+00:00\"], \"session_ids\": [\"f183462f-991f-441c-9ce5-cb4bddcafebd\", \"a81e3afd-9d43-4fc8-a62f-a5b5525f9c03\", \"9083d7a1-4800-4017-92d5-15067741f0d6\", \"eeb5d2f2-42db-4ec5-8adc-bb838d0ddaa4\"], \"total_duration\": 56.0, \"total_sessions\": 4, \"mean_week_duration\": 0.298}}, {\"49072\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-03-11 14:00:49.000000+00:00\", \"2020-02-18 23:14:15.000000+00:00\", \"2022-03-29 12:28:47.000000+00:00\", \"2022-11-30 03:02:21.000000+00:00\", \"2022-09-04 21:15:56.000000+00:00\"], \"session_ids\": [\"1028a2b1-86dd-4c3b-8612-686eb36af175\", \"585a0038-1b57-4548-97df-a0e1a17f4031\", \"5bd4524d-d3ca-47b5-b9f7-ab54aa5d0c95\", \"f323e2e3-d6f0-4d16-bf03-f9f1798ad4c0\", \"04b56abd-7f60-47d8-89fd-7bcf0739bf97\"], \"total_duration\": 959.0, \"total_sessions\": 5, \"mean_week_duration\": 6.614}}, {\"45601\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-13 08:51:16.000000+00:00\", \"2022-11-16 21:35:04.000000+00:00\", \"2022-05-19 22:26:16.000000+00:00\", \"2022-10-11 15:00:27.000000+00:00\", \"2022-10-04 04:10:05.000000+00:00\", \"2022-12-27 09:40:18.000000+00:00\"], \"session_ids\": [\"033114c9-5ada-46f6-8d85-b5971a2f4c29\", \"3a352d36-7039-4e1c-8bfa-849db342918b\", \"50311346-04ed-4ed7-a9a5-136d89822d3e\", \"9d7c5465-2c97-4a8c-bd7f-ca9fba47f65e\", \"b732e745-7384-414f-878c-84f3caa4f7aa\", \"539611ed-8049-48b8-bf44-76f7c90e2110\"], \"total_duration\": 3674.0, \"total_sessions\": 6, \"mean_week_duration\": 20.875}}, {\"74693\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-06 02:33:27.000000+00:00\", \"2021-02-09 20:51:45.000000+00:00\", \"2019-06-03 12:37:23.000000+00:00\", \"2022-08-26 10:15:09.000000+00:00\", \"2022-09-12 17:01:55.000000+00:00\", \"2022-11-02 15:11:24.000000+00:00\", \"2022-08-23 18:35:39.000000+00:00\"], \"session_ids\": [\"c58957d2-404b-444a-8136-45c33fd0cf07\", \"90f97ed3-46ac-4453-b1df-df5ba128345a\", \"4aba472f-641d-46d6-a577-7fe132f0956c\", \"0a5b59ba-e041-4b26-b2fe-041dc2f6360f\", \"e3a8538a-c33c-4cac-a8c9-80ad2f474d0e\", \"21b41f42-5df7-4057-86ab-39af921e5031\", \"a59b67fb-e1b1-4b8a-84ec-ddeb1a87d194\"], \"total_duration\": 131.0, \"total_sessions\": 7, \"mean_week_duration\": 0.732}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 1 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"47817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-06-20 07:08:12.000000+00:00\", \"2023-01-24 12:49:35.000000+00:00\"], \"session_ids\": [\"218428fc-ac7b-4ec2-88d4-e0a1d1a3e046\", \"3802e552-0398-4d27-b347-d1fe5fc86c03\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.255}}]\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[{\"47817\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-06-20 07:08:12.000000+00:00\", \"2023-01-24 12:49:35.000000+00:00\"], \"session_ids\": [\"218428fc-ac7b-4ec2-88d4-e0a1d1a3e046\", \"3802e552-0398-4d27-b347-d1fe5fc86c03\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.255}}]\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 average of total time spent in the app per week that is above 2 in addition perform sorting by town center name in descending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"17124\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-08-10 05:54:16.000000+00:00\", \"2022-11-23 12:42:20.000000+00:00\", \"2023-04-18 07:58:17.000000+00:00\", \"2023-03-04 13:42:14.000000+00:00\"], \"session_ids\": [\"c389a0eb-f593-42b0-b5c4-a9e0ac71edfb\", \"346fbf10-0a65-4c6c-9df7-ec7583143851\", \"65675e27-231a-40fe-b579-402ff9325fb8\", \"353be7ff-7eb3-4b62-bc26-48559d497add\"], \"total_duration\": 1443.0, \"total_sessions\": 4, \"mean_week_duration\": 40.083}, \"66857\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-13 03:54:58.000000+00:00\", \"2021-02-12 13:42:48.000000+00:00\", \"2021-05-21 04:00:13.000000+00:00\"], \"session_ids\": [\"8440eacb-3eaa-44f3-b321-b5502cc34d9f\", \"391eb352-4d49-4c6c-a124-21cd260a5ca0\", \"73eaea18-239a-49d7-bb4b-78379645148b\"], \"total_duration\": 562.0, \"total_sessions\": 3, \"mean_week_duration\": 6.386}, \"10517\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-08-02 17:42:35.000000+00:00\", \"2021-09-21 06:36:48.000000+00:00\", \"2020-05-04 17:56:35.000000+00:00\", \"2023-06-08 03:57:50.000000+00:00\"], \"session_ids\": [\"25ade084-7003-4d38-9aa8-a90b417028f0\", \"b74d4612-e080-4c8f-aa90-098adcee7039\", \"9c0de92c-5bb0-4bfd-bc67-e675a59d65a5\", \"abb9f3e9-0351-478d-8883-c6cffec1e716\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.272}, \"69953\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-03-23 17:46:00.000000+00:00\", \"2020-05-02 04:40:05.000000+00:00\", \"2021-03-19 15:47:02.000000+00:00\", \"2020-11-29 02:17:32.000000+00:00\", \"2019-05-28 19:37:17.000000+00:00\", \"2020-01-20 23:53:11.000000+00:00\"], \"session_ids\": [\"70721253-e2a1-40fa-9e90-45b0a6c02e1b\", \"b7e16cf9-63d1-48c5-b15f-e6ca82c09d5a\", \"a5f29f7b-080a-42ba-a001-f66454658e42\", \"ed5a6c5f-5138-4060-9540-0720a8c44d9e\", \"23cfbb29-592c-451f-8a26-5b12c2751d56\", \"f923f669-09e0-4912-bed3-1d3e3cfd81d9\"], \"total_duration\": 986.0, \"total_sessions\": 6, \"mean_week_duration\": 6.707}, \"36215\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-17 20:54:53.000000+00:00\", \"2023-01-19 12:56:45.000000+00:00\"], \"session_ids\": [\"5dab1d5d-34b7-48f5-8416-c514667a96bc\", \"61f25875-68b5-447f-b4ad-ea5bc38aa391\"], \"total_duration\": 55.0, \"total_sessions\": 2, \"mean_week_duration\": 1.146}, \"77096\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-27 03:35:36.000000+00:00\", \"2021-09-09 21:49:51.000000+00:00\"], \"session_ids\": [\"aef05c2c-2913-4b47-84f7-a8639c203984\", \"6bbd27a2-c31b-4e2c-b826-dc644dde146e\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 5.939}, \"59527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-02 23:28:09.000000+00:00\", \"2022-10-22 06:43:39.000000+00:00\", \"2022-03-30 03:47:51.000000+00:00\"], \"session_ids\": [\"28f5bb37-bfba-481b-a0cc-997faefb0ace\", \"5ddabc90-f19f-4b07-b992-bcead6994f6f\", \"6716a741-e34b-4cf5-b9c4-e78f66808347\"], \"total_duration\": 107.0, \"total_sessions\": 3, \"mean_week_duration\": 2.972}, \"17890\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-01 00:48:23.000000+00:00\", \"2020-05-27 06:37:27.000000+00:00\", \"2022-02-18 03:50:25.000000+00:00\"], \"session_ids\": [\"385c5b81-c0cc-43d4-95ca-d1709cbc1a76\", \"f94b6ce4-f7e6-4487-b9ae-07902644ed72\", \"58787e7b-2d9f-4007-b654-f954673371b7\"], \"total_duration\": 126.0, \"total_sessions\": 3, \"mean_week_duration\": 1.2}, \"45362\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-02-11 20:53:21.000000+00:00\", \"2020-06-13 23:52:10.000000+00:00\"], \"session_ids\": [\"3c977dad-8b7f-4bcf-a71c-de6f8367a231\", \"c5072abf-dd88-43e1-a622-fa887cec1fc4\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 24.889}, \"38508\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-06-16 06:03:14.000000+00:00\", \"2020-04-28 07:27:03.000000+00:00\"], \"session_ids\": [\"5e755956-3d8a-4617-8ec0-27339c055e34\", \"78715cf7-9bf0-4f82-9cd5-444eee558b15\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 2.63}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or greater than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\"]]}, \"all_values\": {\"mean_week_duration\": [[2, 33]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"17124\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-08-10 05:54:16.000000+00:00\", \"2022-11-23 12:42:20.000000+00:00\", \"2023-04-18 07:58:17.000000+00:00\", \"2023-03-04 13:42:14.000000+00:00\"], \"session_ids\": [\"c389a0eb-f593-42b0-b5c4-a9e0ac71edfb\", \"346fbf10-0a65-4c6c-9df7-ec7583143851\", \"65675e27-231a-40fe-b579-402ff9325fb8\", \"353be7ff-7eb3-4b62-bc26-48559d497add\"], \"total_duration\": 1443.0, \"total_sessions\": 4, \"mean_week_duration\": 40.083}, \"66857\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-13 03:54:58.000000+00:00\", \"2021-02-12 13:42:48.000000+00:00\", \"2021-05-21 04:00:13.000000+00:00\"], \"session_ids\": [\"8440eacb-3eaa-44f3-b321-b5502cc34d9f\", \"391eb352-4d49-4c6c-a124-21cd260a5ca0\", \"73eaea18-239a-49d7-bb4b-78379645148b\"], \"total_duration\": 562.0, \"total_sessions\": 3, \"mean_week_duration\": 6.386}, \"69953\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-03-23 17:46:00.000000+00:00\", \"2020-05-02 04:40:05.000000+00:00\", \"2021-03-19 15:47:02.000000+00:00\", \"2020-11-29 02:17:32.000000+00:00\", \"2019-05-28 19:37:17.000000+00:00\", \"2020-01-20 23:53:11.000000+00:00\"], \"session_ids\": [\"70721253-e2a1-40fa-9e90-45b0a6c02e1b\", \"b7e16cf9-63d1-48c5-b15f-e6ca82c09d5a\", \"a5f29f7b-080a-42ba-a001-f66454658e42\", \"ed5a6c5f-5138-4060-9540-0720a8c44d9e\", \"23cfbb29-592c-451f-8a26-5b12c2751d56\", \"f923f669-09e0-4912-bed3-1d3e3cfd81d9\"], \"total_duration\": 986.0, \"total_sessions\": 6, \"mean_week_duration\": 6.707}, \"77096\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-27 03:35:36.000000+00:00\", \"2021-09-09 21:49:51.000000+00:00\"], \"session_ids\": [\"aef05c2c-2913-4b47-84f7-a8639c203984\", \"6bbd27a2-c31b-4e2c-b826-dc644dde146e\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 5.939}, \"59527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-02 23:28:09.000000+00:00\", \"2022-10-22 06:43:39.000000+00:00\", \"2022-03-30 03:47:51.000000+00:00\"], \"session_ids\": [\"28f5bb37-bfba-481b-a0cc-997faefb0ace\", \"5ddabc90-f19f-4b07-b992-bcead6994f6f\", \"6716a741-e34b-4cf5-b9c4-e78f66808347\"], \"total_duration\": 107.0, \"total_sessions\": 3, \"mean_week_duration\": 2.972}, \"45362\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-02-11 20:53:21.000000+00:00\", \"2020-06-13 23:52:10.000000+00:00\"], \"session_ids\": [\"3c977dad-8b7f-4bcf-a71c-de6f8367a231\", \"c5072abf-dd88-43e1-a622-fa887cec1fc4\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 24.889}, \"38508\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-06-16 06:03:14.000000+00:00\", \"2020-04-28 07:27:03.000000+00:00\"], \"session_ids\": [\"5e755956-3d8a-4617-8ec0-27339c055e34\", \"78715cf7-9bf0-4f82-9cd5-444eee558b15\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 2.63}}\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[{\"59527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-02 23:28:09.000000+00:00\", \"2022-10-22 06:43:39.000000+00:00\", \"2022-03-30 03:47:51.000000+00:00\"], \"session_ids\": [\"28f5bb37-bfba-481b-a0cc-997faefb0ace\", \"5ddabc90-f19f-4b07-b992-bcead6994f6f\", \"6716a741-e34b-4cf5-b9c4-e78f66808347\"], \"total_duration\": 107.0, \"total_sessions\": 3, \"mean_week_duration\": 2.972}}, {\"66857\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-13 03:54:58.000000+00:00\", \"2021-02-12 13:42:48.000000+00:00\", \"2021-05-21 04:00:13.000000+00:00\"], \"session_ids\": [\"8440eacb-3eaa-44f3-b321-b5502cc34d9f\", \"391eb352-4d49-4c6c-a124-21cd260a5ca0\", \"73eaea18-239a-49d7-bb4b-78379645148b\"], \"total_duration\": 562.0, \"total_sessions\": 3, \"mean_week_duration\": 6.386}}, {\"45362\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-02-11 20:53:21.000000+00:00\", \"2020-06-13 23:52:10.000000+00:00\"], \"session_ids\": [\"3c977dad-8b7f-4bcf-a71c-de6f8367a231\", \"c5072abf-dd88-43e1-a622-fa887cec1fc4\"], \"total_duration\": 448.0, \"total_sessions\": 2, \"mean_week_duration\": 24.889}}, {\"17124\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-08-10 05:54:16.000000+00:00\", \"2022-11-23 12:42:20.000000+00:00\", \"2023-04-18 07:58:17.000000+00:00\", \"2023-03-04 13:42:14.000000+00:00\"], \"session_ids\": [\"c389a0eb-f593-42b0-b5c4-a9e0ac71edfb\", \"346fbf10-0a65-4c6c-9df7-ec7583143851\", \"65675e27-231a-40fe-b579-402ff9325fb8\", \"353be7ff-7eb3-4b62-bc26-48559d497add\"], \"total_duration\": 1443.0, \"total_sessions\": 4, \"mean_week_duration\": 40.083}}, {\"38508\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-06-16 06:03:14.000000+00:00\", \"2020-04-28 07:27:03.000000+00:00\"], \"session_ids\": [\"5e755956-3d8a-4617-8ec0-27339c055e34\", \"78715cf7-9bf0-4f82-9cd5-444eee558b15\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 2.63}}, {\"77096\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-27 03:35:36.000000+00:00\", \"2021-09-09 21:49:51.000000+00:00\"], \"session_ids\": [\"aef05c2c-2913-4b47-84f7-a8639c203984\", \"6bbd27a2-c31b-4e2c-b826-dc644dde146e\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 5.939}}, {\"69953\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-03-23 17:46:00.000000+00:00\", \"2020-05-02 04:40:05.000000+00:00\", \"2021-03-19 15:47:02.000000+00:00\", \"2020-11-29 02:17:32.000000+00:00\", \"2019-05-28 19:37:17.000000+00:00\", \"2020-01-20 23:53:11.000000+00:00\"], \"session_ids\": [\"70721253-e2a1-40fa-9e90-45b0a6c02e1b\", \"b7e16cf9-63d1-48c5-b15f-e6ca82c09d5a\", \"a5f29f7b-080a-42ba-a001-f66454658e42\", \"ed5a6c5f-5138-4060-9540-0720a8c44d9e\", \"23cfbb29-592c-451f-8a26-5b12c2751d56\", \"f923f669-09e0-4912-bed3-1d3e3cfd81d9\"], \"total_duration\": 986.0, \"total_sessions\": 6, \"mean_week_duration\": 6.707}}]\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[{\"59527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-02 23:28:09.000000+00:00\", \"2022-10-22 06:43:39.000000+00:00\", \"2022-03-30 03:47:51.000000+00:00\"], \"session_ids\": [\"28f5bb37-bfba-481b-a0cc-997faefb0ace\", \"5ddabc90-f19f-4b07-b992-bcead6994f6f\", \"6716a741-e34b-4cf5-b9c4-e78f66808347\"], \"total_duration\": 107.0, \"total_sessions\": 3, \"mean_week_duration\": 2.972}}, {\"66857\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-13 03:54:58.000000+00:00\", \"2021-02-12 13:42:48.000000+00:00\", \"2021-05-21 04:00:13.000000+00:00\"], \"session_ids\": [\"8440eacb-3eaa-44f3-b321-b5502cc34d9f\", \"391eb352-4d49-4c6c-a124-21cd260a5ca0\", \"73eaea18-239a-49d7-bb4b-78379645148b\"], \"total_duration\": 562.0, \"total_sessions\": 3, \"mean_week_duration\": 6.386}}]\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[{\"59527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-12-02 23:28:09.000000+00:00\", \"2022-10-22 06:43:39.000000+00:00\", \"2022-03-30 03:47:51.000000+00:00\"], \"session_ids\": [\"28f5bb37-bfba-481b-a0cc-997faefb0ace\", \"5ddabc90-f19f-4b07-b992-bcead6994f6f\", \"6716a741-e34b-4cf5-b9c4-e78f66808347\"], \"total_duration\": 107.0, \"total_sessions\": 3, \"mean_week_duration\": 2.972}}, {\"66857\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-13 03:54:58.000000+00:00\", \"2021-02-12 13:42:48.000000+00:00\", \"2021-05-21 04:00:13.000000+00:00\"], \"session_ids\": [\"8440eacb-3eaa-44f3-b321-b5502cc34d9f\", \"391eb352-4d49-4c6c-a124-21cd260a5ca0\", \"73eaea18-239a-49d7-bb4b-78379645148b\"], \"total_duration\": 562.0, \"total_sessions\": 3, \"mean_week_duration\": 6.386}}]\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 6 users with a overall quantity of sessions that is below 5 and in addition carry out sorting by count of sessions from the smallest value to the largest value in addition keep 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{\"7808\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-24 19:53:23.000000+00:00\", \"2021-02-01 13:58:45.000000+00:00\"], \"session_ids\": [\"685cbd13-db78-46ba-9c26-f6b8b6c18a72\", \"0ae1a14c-d2e4-4b25-9f83-62f74bd90299\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.754}, \"27255\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-04-08 03:44:54.000000+00:00\", \"2021-05-07 00:44:39.000000+00:00\"], \"session_ids\": [\"bff6b24f-d42f-449e-9dd2-7d0304e3c64a\", \"30845fbd-7446-4660-9094-bbe18864772f\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 1.105}, \"50100\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-10-05 15:06:36.000000+00:00\", \"2019-03-13 22:45:17.000000+00:00\", \"2020-03-28 04:50:09.000000+00:00\"], \"session_ids\": [\"3c2cd883-6414-4de5-b0ac-aa8cc71b9e20\", \"7646c3e4-9b31-45a7-abc0-79a1342d4b7f\", \"2bfc9c5a-4586-4141-8adf-85be9677167c\"], \"total_duration\": 813.0, \"total_sessions\": 3, \"mean_week_duration\": 9.915}, \"9392\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-10 18:44:50.000000+00:00\", \"2022-03-03 13:01:38.000000+00:00\"], \"session_ids\": [\"c6582a5d-e938-41f6-913a-98d8075555ca\", \"672519c4-a7a0-4c55-88a1-13c15f546bc9\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}, \"97900\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-08-10 00:47:02.000000+00:00\", \"2021-05-23 13:00:51.000000+00:00\", \"2019-11-09 12:24:03.000000+00:00\"], \"session_ids\": [\"1b5c4306-b810-4b72-be2a-46deb699560e\", \"2fa7987e-41bd-4f9c-ac48-cc199c7d6fd3\", \"6e9b6ad4-cbd8-4400-bafe-e1d798fbaa17\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 1.259}, \"44452\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-23 07:26:49.000000+00:00\", \"2020-05-18 05:47:46.000000+00:00\", \"2019-08-10 09:02:12.000000+00:00\", \"2023-04-06 04:48:38.000000+00:00\", \"2020-09-19 23:11:52.000000+00:00\", \"2022-05-22 00:58:40.000000+00:00\", \"2019-11-25 03:30:17.000000+00:00\", \"2021-09-30 21:57:01.000000+00:00\"], \"session_ids\": [\"2b6cd5ba-d7d0-48cf-b525-802628d9b27f\", \"92f30c4c-c449-4fc1-bc29-02ba1db2eec2\", \"8cebd657-49a1-47cc-b120-7d87f582983b\", \"cbf693ad-8192-4758-8dfe-b0c2f8aae5f8\", \"9681dfe1-a810-47c2-885f-a61608e75839\", \"38dfa120-8d23-4d33-8e22-8bec07d3d782\", \"6e8aad39-65f6-41fa-846c-ac6bc5fdb3d1\", \"fb9d5e47-c953-48c6-9ba6-1682584ec67c\"], \"total_duration\": 1137.0, \"total_sessions\": 8, \"mean_week_duration\": 5.953}, \"84520\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-19 06:54:25.000000+00:00\", \"2019-12-04 01:18:08.000000+00:00\"], \"session_ids\": [\"42ae20a4-5d45-4266-8d5e-34578c69e7e3\", \"e42a9667-2c3b-4715-91db-646756470fa0\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.22}, \"15680\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-10-15 10:49:58.000000+00:00\", \"2019-02-03 00:29:30.000000+00:00\", \"2022-02-05 11:41:21.000000+00:00\", \"2022-09-13 00:26:11.000000+00:00\", \"2021-05-18 18:21:32.000000+00:00\", \"2023-06-20 11:55:47.000000+00:00\", \"2022-06-18 01:12:30.000000+00:00\"], \"session_ids\": [\"dc14f60e-3da3-4339-ac3a-710c5a642108\", \"4dea0283-8efc-4617-a515-15138f3766f9\", \"2ef242c8-f1c2-49be-a693-ce62170e9ae7\", \"188fa372-8d4e-44b2-9ebb-80994e36b342\", \"494a27f4-de60-4ad1-a0f0-46d60a4d6d3a\", \"d2a45e00-c8fd-4450-879b-d7837fb352a5\", \"93d61a5f-535f-4622-b314-76de6a788819\"], \"total_duration\": 789.0, \"total_sessions\": 7, \"mean_week_duration\": 3.445}, \"62445\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2020-07-30 20:44:15.000000+00:00\", \"2021-11-08 09:57:46.000000+00:00\", \"2019-01-23 23:46:55.000000+00:00\", \"2019-01-26 08:36:16.000000+00:00\", \"2019-03-16 09:21:31.000000+00:00\", \"2022-11-19 21:14:49.000000+00:00\", \"2019-05-10 22:58:05.000000+00:00\", \"2023-01-06 03:09:33.000000+00:00\", \"2022-06-26 23:42:03.000000+00:00\", \"2020-09-28 07:24:37.000000+00:00\"], \"session_ids\": [\"f5113520-b202-4855-b4b6-8f61ac87e166\", \"01d72ac4-25e9-46bc-a7ca-e6d5060c1999\", \"e84e74af-14a3-463d-bc0e-ab8482af5251\", \"a01dc583-10da-47f7-b6b0-1be256437484\", \"88869468-6ce4-4029-8c96-a45eeaca4c69\", \"613d60ed-fb79-406d-be50-ee7b26b85bc6\", \"ffdae20f-4f69-4967-a276-08713a91f896\", \"2bed0da7-d88f-40c7-8d28-2afc6dd40c6c\", \"48758074-6c9a-41b6-93b8-c9a160f09bbc\", \"14231b58-db53-4719-b217-c36de69f911e\"], \"total_duration\": 16476.0, \"total_sessions\": 10, \"mean_week_duration\": 79.594}, \"44577\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-29 16:39:07.000000+00:00\", \"2020-10-06 19:04:53.000000+00:00\", \"2023-05-30 19:40:41.000000+00:00\"], \"session_ids\": [\"9fe5f3da-6ace-4b60-a99b-d07b02e9a4e0\", \"a9681069-2c63-47eb-84d6-9acce75e41d3\", \"a0e205e1-000c-4e0c-ba89-00fefcb7a249\"], \"total_duration\": 839.0, \"total_sessions\": 3, \"mean_week_duration\": 3.921}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"7808\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-24 19:53:23.000000+00:00\", \"2021-02-01 13:58:45.000000+00:00\"], \"session_ids\": [\"685cbd13-db78-46ba-9c26-f6b8b6c18a72\", \"0ae1a14c-d2e4-4b25-9f83-62f74bd90299\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.754}, \"27255\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-04-08 03:44:54.000000+00:00\", \"2021-05-07 00:44:39.000000+00:00\"], \"session_ids\": [\"bff6b24f-d42f-449e-9dd2-7d0304e3c64a\", \"30845fbd-7446-4660-9094-bbe18864772f\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 1.105}, \"50100\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-10-05 15:06:36.000000+00:00\", \"2019-03-13 22:45:17.000000+00:00\", \"2020-03-28 04:50:09.000000+00:00\"], \"session_ids\": [\"3c2cd883-6414-4de5-b0ac-aa8cc71b9e20\", \"7646c3e4-9b31-45a7-abc0-79a1342d4b7f\", \"2bfc9c5a-4586-4141-8adf-85be9677167c\"], \"total_duration\": 813.0, \"total_sessions\": 3, \"mean_week_duration\": 9.915}, \"9392\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-10 18:44:50.000000+00:00\", \"2022-03-03 13:01:38.000000+00:00\"], \"session_ids\": [\"c6582a5d-e938-41f6-913a-98d8075555ca\", \"672519c4-a7a0-4c55-88a1-13c15f546bc9\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}, \"97900\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-08-10 00:47:02.000000+00:00\", \"2021-05-23 13:00:51.000000+00:00\", \"2019-11-09 12:24:03.000000+00:00\"], \"session_ids\": [\"1b5c4306-b810-4b72-be2a-46deb699560e\", \"2fa7987e-41bd-4f9c-ac48-cc199c7d6fd3\", \"6e9b6ad4-cbd8-4400-bafe-e1d798fbaa17\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 1.259}, \"84520\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-19 06:54:25.000000+00:00\", \"2019-12-04 01:18:08.000000+00:00\"], \"session_ids\": [\"42ae20a4-5d45-4266-8d5e-34578c69e7e3\", \"e42a9667-2c3b-4715-91db-646756470fa0\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.22}, \"44577\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-29 16:39:07.000000+00:00\", \"2020-10-06 19:04:53.000000+00:00\", \"2023-05-30 19:40:41.000000+00:00\"], \"session_ids\": [\"9fe5f3da-6ace-4b60-a99b-d07b02e9a4e0\", \"a9681069-2c63-47eb-84d6-9acce75e41d3\", \"a0e205e1-000c-4e0c-ba89-00fefcb7a249\"], \"total_duration\": 839.0, \"total_sessions\": 3, \"mean_week_duration\": 3.921}}\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[{\"7808\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-24 19:53:23.000000+00:00\", \"2021-02-01 13:58:45.000000+00:00\"], \"session_ids\": [\"685cbd13-db78-46ba-9c26-f6b8b6c18a72\", \"0ae1a14c-d2e4-4b25-9f83-62f74bd90299\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.754}}, {\"27255\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-04-08 03:44:54.000000+00:00\", \"2021-05-07 00:44:39.000000+00:00\"], \"session_ids\": [\"bff6b24f-d42f-449e-9dd2-7d0304e3c64a\", \"30845fbd-7446-4660-9094-bbe18864772f\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 1.105}}, {\"9392\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-10 18:44:50.000000+00:00\", \"2022-03-03 13:01:38.000000+00:00\"], \"session_ids\": [\"c6582a5d-e938-41f6-913a-98d8075555ca\", \"672519c4-a7a0-4c55-88a1-13c15f546bc9\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}}, {\"84520\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-19 06:54:25.000000+00:00\", \"2019-12-04 01:18:08.000000+00:00\"], \"session_ids\": [\"42ae20a4-5d45-4266-8d5e-34578c69e7e3\", \"e42a9667-2c3b-4715-91db-646756470fa0\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.22}}, {\"50100\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-10-05 15:06:36.000000+00:00\", \"2019-03-13 22:45:17.000000+00:00\", \"2020-03-28 04:50:09.000000+00:00\"], \"session_ids\": [\"3c2cd883-6414-4de5-b0ac-aa8cc71b9e20\", \"7646c3e4-9b31-45a7-abc0-79a1342d4b7f\", \"2bfc9c5a-4586-4141-8adf-85be9677167c\"], \"total_duration\": 813.0, \"total_sessions\": 3, \"mean_week_duration\": 9.915}}, {\"97900\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-08-10 00:47:02.000000+00:00\", \"2021-05-23 13:00:51.000000+00:00\", \"2019-11-09 12:24:03.000000+00:00\"], \"session_ids\": [\"1b5c4306-b810-4b72-be2a-46deb699560e\", \"2fa7987e-41bd-4f9c-ac48-cc199c7d6fd3\", \"6e9b6ad4-cbd8-4400-bafe-e1d798fbaa17\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 1.259}}, {\"44577\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-29 16:39:07.000000+00:00\", \"2020-10-06 19:04:53.000000+00:00\", \"2023-05-30 19:40:41.000000+00:00\"], \"session_ids\": [\"9fe5f3da-6ace-4b60-a99b-d07b02e9a4e0\", \"a9681069-2c63-47eb-84d6-9acce75e41d3\", \"a0e205e1-000c-4e0c-ba89-00fefcb7a249\"], \"total_duration\": 839.0, \"total_sessions\": 3, \"mean_week_duration\": 3.921}}]\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[{\"7808\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-24 19:53:23.000000+00:00\", \"2021-02-01 13:58:45.000000+00:00\"], \"session_ids\": [\"685cbd13-db78-46ba-9c26-f6b8b6c18a72\", \"0ae1a14c-d2e4-4b25-9f83-62f74bd90299\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.754}}, {\"27255\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-04-08 03:44:54.000000+00:00\", \"2021-05-07 00:44:39.000000+00:00\"], \"session_ids\": [\"bff6b24f-d42f-449e-9dd2-7d0304e3c64a\", \"30845fbd-7446-4660-9094-bbe18864772f\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 1.105}}, {\"9392\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-10 18:44:50.000000+00:00\", \"2022-03-03 13:01:38.000000+00:00\"], \"session_ids\": [\"c6582a5d-e938-41f6-913a-98d8075555ca\", \"672519c4-a7a0-4c55-88a1-13c15f546bc9\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}}]\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[{\"7808\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-05-24 19:53:23.000000+00:00\", \"2021-02-01 13:58:45.000000+00:00\"], \"session_ids\": [\"685cbd13-db78-46ba-9c26-f6b8b6c18a72\", \"0ae1a14c-d2e4-4b25-9f83-62f74bd90299\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.754}}, {\"27255\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-04-08 03:44:54.000000+00:00\", \"2021-05-07 00:44:39.000000+00:00\"], \"session_ids\": [\"bff6b24f-d42f-449e-9dd2-7d0304e3c64a\", \"30845fbd-7446-4660-9094-bbe18864772f\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 1.105}}, {\"9392\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-10 18:44:50.000000+00:00\", \"2022-03-03 13:01:38.000000+00:00\"], \"session_ids\": [\"c6582a5d-e938-41f6-913a-98d8075555ca\", \"672519c4-a7a0-4c55-88a1-13c15f546bc9\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}}]\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 duration of sessions per week is smaller than 38 (not including) and bigger than 12 (not including) also carry out sorting by total sessoins count ascendingly , provide me only with 2 pieces of information." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"47356\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-12-08 21:34:03.000000+00:00\", \"2020-05-07 01:44:16.000000+00:00\", \"2021-12-26 12:18:15.000000+00:00\"], \"session_ids\": [\"290135f0-8f0d-461e-b7f9-273cf141cd28\", \"a7b966fd-325b-44a3-aec6-42283737b634\", \"7f73f6ec-1dea-4141-88f9-3d9fe5f2b9f9\"], \"total_duration\": 900.0, \"total_sessions\": 3, \"mean_week_duration\": 10.465}, \"71226\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-05-28 14:26:30.000000+00:00\", \"2023-02-22 21:33:22.000000+00:00\", \"2021-01-01 15:15:41.000000+00:00\"], \"session_ids\": [\"48200efa-25df-4841-9f62-a131259e1225\", \"f1bbfe30-9278-48d3-a9ae-cdb484ec931f\", \"7e9cc25f-ab95-4c54-8702-043c0c1fc2f0\"], \"total_duration\": 873.0, \"total_sessions\": 3, \"mean_week_duration\": 7.795}, \"83139\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-07-17 00:46:23.000000+00:00\", \"2022-12-17 02:23:56.000000+00:00\"], \"session_ids\": [\"53d61b9e-d896-4452-8e5d-2d575ac135cd\", \"bc775522-54da-4440-8a9c-1309566a5605\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.126}, \"27707\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-04-30 17:24:20.000000+00:00\", \"2023-02-27 00:51:23.000000+00:00\"], \"session_ids\": [\"db2873a2-0a75-4738-addb-0a5276feccdb\", \"4c016102-eb54-49e3-8d1f-b7a40937aaf9\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 2.081}, \"27105\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-08-13 21:56:13.000000+00:00\", \"2023-04-23 20:34:49.000000+00:00\", \"2021-12-13 16:48:38.000000+00:00\"], \"session_ids\": [\"38bf676e-9f3b-405e-aafc-eefa73ef1210\", \"a1689122-7660-42e2-9a4f-ad6915abc42a\", \"17647a3f-3738-4a73-96f1-c795726466a8\"], \"total_duration\": 182.0, \"total_sessions\": 3, \"mean_week_duration\": 0.943}, \"19401\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-07-05 09:28:05.000000+00:00\", \"2023-04-24 08:08:38.000000+00:00\", \"2021-06-07 13:45:09.000000+00:00\", \"2022-09-06 12:44:33.000000+00:00\"], \"session_ids\": [\"129a3b3d-96f8-4ead-9d2b-d6d22d1dbfad\", \"02a9cf4b-0dfb-4598-a087-1b4617ce92e2\", \"ed254f87-ecf4-45c5-a604-c59744a02413\", \"2dfba60a-fd17-40e9-b424-ce0b1fe47012\"], \"total_duration\": 337.0, \"total_sessions\": 4, \"mean_week_duration\": 3.439}, \"31709\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-02-27 07:42:51.000000+00:00\", \"2020-12-02 20:50:01.000000+00:00\"], \"session_ids\": [\"13a7e417-d49b-4a4b-a588-319dbbbd28e4\", \"531939aa-8147-4f9b-8ebc-6f4c34415ab6\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 2.369}, \"35188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-03-07 07:31:28.000000+00:00\", \"2023-06-19 05:01:49.000000+00:00\", \"2020-07-17 17:00:36.000000+00:00\"], \"session_ids\": [\"97a923ca-a64f-4caa-a1ef-559ec3a8f5cb\", \"ef9bc73c-1e28-420e-9298-9db110495e84\", \"f427702b-9163-400b-885e-4b65af23f0c7\"], \"total_duration\": 981.0, \"total_sessions\": 3, \"mean_week_duration\": 6.412}, \"73977\": {\"keyflows\": {\"Sign In Flow\": 11, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-21 17:38:42.000000+00:00\", \"2022-04-17 09:08:38.000000+00:00\"], \"session_ids\": [\"050bd322-044f-44cf-b965-ecbd53703d69\", \"0b8c768e-3127-43b6-ae70-caf945105769\"], \"total_duration\": 401.0, \"total_sessions\": 2, \"mean_week_duration\": 11.139}, \"32813\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-05-08 07:01:28.000000+00:00\", \"2019-11-09 16:55:03.000000+00:00\", \"2021-10-03 13:27:01.000000+00:00\"], \"session_ids\": [\"954813c2-d1bb-4438-9025-dddcd37959af\", \"16c65efa-9f0b-431d-8c07-091f9d00dafa\", \"011b58df-f135-4537-a099-9f5b78e85811\"], \"total_duration\": 202.0, \"total_sessions\": 3, \"mean_week_duration\": 2.04}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 12 and are less than 38" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[12, 38]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about 2 users whose aver of time using the app per week is greater than 1 (strictly) , put to use sorting by sum of duration ascendingly." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"30413\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-06 20:25:28.000000+00:00\", \"2021-10-24 09:03:39.000000+00:00\", \"2019-12-23 18:11:52.000000+00:00\"], \"session_ids\": [\"5998c55a-28ee-4d6d-b627-d06d9e2d7b0d\", \"9ae1127c-09e3-40c0-a72f-5338243559ac\", \"30709c45-41d7-4781-8f3e-aa4fdf854741\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 1.104}, \"26281\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-05-28 05:43:29.000000+00:00\", \"2021-05-11 12:22:13.000000+00:00\"], \"session_ids\": [\"74ae9a19-fc35-4ffa-b240-332b22db82e8\", \"420c71b8-9e5d-4b0b-b0ad-951c0415ce92\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.96}, \"99841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-04 08:27:02.000000+00:00\", \"2019-11-20 19:08:39.000000+00:00\"], \"session_ids\": [\"09ab3ac9-a3da-4312-8c84-30f7c214be38\", \"5b5c1e02-d9a9-4a65-b993-b47f53676cb4\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 8.9}, \"57677\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-03-08 09:02:54.000000+00:00\", \"2020-07-24 17:45:21.000000+00:00\", \"2019-09-01 12:21:03.000000+00:00\", \"2023-05-08 12:36:25.000000+00:00\"], \"session_ids\": [\"d2d61307-886d-4824-a24a-a666327ab7ba\", \"21391b65-1eef-48bd-9022-50bc1775393d\", \"03775fcd-fcaa-4ba4-a27f-1570adfb470f\", \"4c91edc5-c26c-4a6a-b86b-d2219ba2920b\"], \"total_duration\": 141.0, \"total_sessions\": 4, \"mean_week_duration\": 0.731}, \"24261\": {\"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\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-02 12:24:34.000000+00:00\", \"2020-01-30 17:18:19.000000+00:00\"], \"session_ids\": [\"f7163a6f-a91a-499d-94a9-713d454dad0a\", \"9e8f7aaf-9981-4664-9115-f9fff39f69ab\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 14.677}, \"2927\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-04-01 03:48:23.000000+00:00\", \"2022-04-13 01:37:59.000000+00:00\"], \"session_ids\": [\"87109af7-edff-4a19-9798-1ecabd22bb9d\", \"cdee04de-1185-4ffe-b5e9-88fbc3bd1e94\"], \"total_duration\": 296.0, \"total_sessions\": 2, \"mean_week_duration\": 2.792}, \"20340\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-09-04 17:06:06.000000+00:00\", \"2022-11-06 11:54:04.000000+00:00\"], \"session_ids\": [\"e2b9e435-6909-4bdd-a46c-aec6765f23ce\", \"fcee9ede-a21a-4c70-ba90-721d259a4c23\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 1.572}, \"49148\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-31 19:22:03.000000+00:00\", \"2019-05-28 12:59:43.000000+00:00\"], \"session_ids\": [\"af6f94c9-6589-4618-958b-a935a7059d42\", \"a875e608-2fcb-4f55-83c1-f686aae45f55\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 9.742}, \"19383\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-01 18:25:18.000000+00:00\", \"2020-04-27 15:27:25.000000+00:00\"], \"session_ids\": [\"504dfb7b-2b06-46c3-a396-239a2575cbf7\", \"e64f914b-2df3-4f62-81c0-030d1a8cffd1\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.303}, \"84506\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-01-13 05:26:59.000000+00:00\", \"2019-06-11 03:30:13.000000+00:00\"], \"session_ids\": [\"5541d807-15ac-4452-9097-05c7252ad5df\", \"c650167b-18a7-4128-8e62-2cdf8461af0f\"], \"total_duration\": 405.0, \"total_sessions\": 2, \"mean_week_duration\": 18.409}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 1" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[1, 38]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"30413\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-06 20:25:28.000000+00:00\", \"2021-10-24 09:03:39.000000+00:00\", \"2019-12-23 18:11:52.000000+00:00\"], \"session_ids\": [\"5998c55a-28ee-4d6d-b627-d06d9e2d7b0d\", \"9ae1127c-09e3-40c0-a72f-5338243559ac\", \"30709c45-41d7-4781-8f3e-aa4fdf854741\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 1.104}, \"99841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-04 08:27:02.000000+00:00\", \"2019-11-20 19:08:39.000000+00:00\"], \"session_ids\": [\"09ab3ac9-a3da-4312-8c84-30f7c214be38\", \"5b5c1e02-d9a9-4a65-b993-b47f53676cb4\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 8.9}, \"24261\": {\"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\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-02 12:24:34.000000+00:00\", \"2020-01-30 17:18:19.000000+00:00\"], \"session_ids\": [\"f7163a6f-a91a-499d-94a9-713d454dad0a\", \"9e8f7aaf-9981-4664-9115-f9fff39f69ab\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 14.677}, \"2927\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-04-01 03:48:23.000000+00:00\", \"2022-04-13 01:37:59.000000+00:00\"], \"session_ids\": [\"87109af7-edff-4a19-9798-1ecabd22bb9d\", \"cdee04de-1185-4ffe-b5e9-88fbc3bd1e94\"], \"total_duration\": 296.0, \"total_sessions\": 2, \"mean_week_duration\": 2.792}, \"20340\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-09-04 17:06:06.000000+00:00\", \"2022-11-06 11:54:04.000000+00:00\"], \"session_ids\": [\"e2b9e435-6909-4bdd-a46c-aec6765f23ce\", \"fcee9ede-a21a-4c70-ba90-721d259a4c23\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 1.572}, \"49148\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-31 19:22:03.000000+00:00\", \"2019-05-28 12:59:43.000000+00:00\"], \"session_ids\": [\"af6f94c9-6589-4618-958b-a935a7059d42\", \"a875e608-2fcb-4f55-83c1-f686aae45f55\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 9.742}, \"84506\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-01-13 05:26:59.000000+00:00\", \"2019-06-11 03:30:13.000000+00:00\"], \"session_ids\": [\"5541d807-15ac-4452-9097-05c7252ad5df\", \"c650167b-18a7-4128-8e62-2cdf8461af0f\"], \"total_duration\": 405.0, \"total_sessions\": 2, \"mean_week_duration\": 18.409}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"30413\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-06 20:25:28.000000+00:00\", \"2021-10-24 09:03:39.000000+00:00\", \"2019-12-23 18:11:52.000000+00:00\"], \"session_ids\": [\"5998c55a-28ee-4d6d-b627-d06d9e2d7b0d\", \"9ae1127c-09e3-40c0-a72f-5338243559ac\", \"30709c45-41d7-4781-8f3e-aa4fdf854741\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 1.104}}, {\"99841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-04 08:27:02.000000+00:00\", \"2019-11-20 19:08:39.000000+00:00\"], \"session_ids\": [\"09ab3ac9-a3da-4312-8c84-30f7c214be38\", \"5b5c1e02-d9a9-4a65-b993-b47f53676cb4\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 8.9}}, {\"20340\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-09-04 17:06:06.000000+00:00\", \"2022-11-06 11:54:04.000000+00:00\"], \"session_ids\": [\"e2b9e435-6909-4bdd-a46c-aec6765f23ce\", \"fcee9ede-a21a-4c70-ba90-721d259a4c23\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 1.572}}, {\"2927\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-04-01 03:48:23.000000+00:00\", \"2022-04-13 01:37:59.000000+00:00\"], \"session_ids\": [\"87109af7-edff-4a19-9798-1ecabd22bb9d\", \"cdee04de-1185-4ffe-b5e9-88fbc3bd1e94\"], \"total_duration\": 296.0, \"total_sessions\": 2, \"mean_week_duration\": 2.792}}, {\"49148\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-31 19:22:03.000000+00:00\", \"2019-05-28 12:59:43.000000+00:00\"], \"session_ids\": [\"af6f94c9-6589-4618-958b-a935a7059d42\", \"a875e608-2fcb-4f55-83c1-f686aae45f55\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 9.742}}, {\"84506\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-01-13 05:26:59.000000+00:00\", \"2019-06-11 03:30:13.000000+00:00\"], \"session_ids\": [\"5541d807-15ac-4452-9097-05c7252ad5df\", \"c650167b-18a7-4128-8e62-2cdf8461af0f\"], \"total_duration\": 405.0, \"total_sessions\": 2, \"mean_week_duration\": 18.409}}, {\"24261\": {\"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\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-02 12:24:34.000000+00:00\", \"2020-01-30 17:18:19.000000+00:00\"], \"session_ids\": [\"f7163a6f-a91a-499d-94a9-713d454dad0a\", \"9e8f7aaf-9981-4664-9115-f9fff39f69ab\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 14.677}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"30413\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-06 20:25:28.000000+00:00\", \"2021-10-24 09:03:39.000000+00:00\", \"2019-12-23 18:11:52.000000+00:00\"], \"session_ids\": [\"5998c55a-28ee-4d6d-b627-d06d9e2d7b0d\", \"9ae1127c-09e3-40c0-a72f-5338243559ac\", \"30709c45-41d7-4781-8f3e-aa4fdf854741\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 1.104}}, {\"99841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-04 08:27:02.000000+00:00\", \"2019-11-20 19:08:39.000000+00:00\"], \"session_ids\": [\"09ab3ac9-a3da-4312-8c84-30f7c214be38\", \"5b5c1e02-d9a9-4a65-b993-b47f53676cb4\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 8.9}}]\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[{\"30413\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-06 20:25:28.000000+00:00\", \"2021-10-24 09:03:39.000000+00:00\", \"2019-12-23 18:11:52.000000+00:00\"], \"session_ids\": [\"5998c55a-28ee-4d6d-b627-d06d9e2d7b0d\", \"9ae1127c-09e3-40c0-a72f-5338243559ac\", \"30709c45-41d7-4781-8f3e-aa4fdf854741\"], \"total_duration\": 106.0, \"total_sessions\": 3, \"mean_week_duration\": 1.104}}, {\"99841\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-04 08:27:02.000000+00:00\", \"2019-11-20 19:08:39.000000+00:00\"], \"session_ids\": [\"09ab3ac9-a3da-4312-8c84-30f7c214be38\", \"5b5c1e02-d9a9-4a65-b993-b47f53676cb4\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 8.9}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into user who isn't currently living in city Jakarta also apply sorting by duration of sessions per week from the largest value to the smallest 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{\"6549\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-22 13:27:07.000000+00:00\", \"2019-04-18 10:05:14.000000+00:00\"], \"session_ids\": [\"b8bddf45-491a-4f1e-b1ae-98a29727e684\", \"c9509fba-921e-4437-8771-72c72cfc4da2\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 21.2}, \"27491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-07 09:06:43.000000+00:00\", \"2023-01-14 21:16:15.000000+00:00\"], \"session_ids\": [\"aed3775c-d41d-4710-ae5b-146ed4b2ba41\", \"c286d7a5-30c2-4cea-a26e-00cf369bfcae\"], \"total_duration\": 322.0, \"total_sessions\": 2, \"mean_week_duration\": 20.125}, \"49509\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-08-16 04:08:34.000000+00:00\", \"2019-09-28 07:41:55.000000+00:00\"], \"session_ids\": [\"8eb35106-0a4a-47e6-9ef6-47d0683658a8\", \"891dfcb8-9275-4d0d-ac6a-fe39028fb839\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 13.571}, \"65556\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-05-06 15:58:38.000000+00:00\", \"2022-05-07 22:11:17.000000+00:00\"], \"session_ids\": [\"7064b01d-29d4-472b-bb60-c91b1c4f9707\", \"2750d8ed-0f2b-40ec-bfcd-ec4e269f0ef2\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}, \"69914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-04-25 19:27:04.000000+00:00\", \"2023-03-26 11:27:12.000000+00:00\"], \"session_ids\": [\"7b41a870-2480-404e-842f-9eb1897aedaf\", \"82243040-40dc-48dd-949f-6900e572c223\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 7.917}, \"22388\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-22 18:40:42.000000+00:00\", \"2021-08-14 08:02:31.000000+00:00\", \"2023-02-22 19:27:57.000000+00:00\"], \"session_ids\": [\"6b594233-9cfb-4ce2-a793-86017a9368b5\", \"792a4581-5ad3-4e7b-8b68-d6c2acbab2eb\", \"f95f481e-68bb-48e9-8fb1-ccc3ed6195c4\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.154}, \"22408\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-08 08:21:40.000000+00:00\", \"2020-07-18 21:52:56.000000+00:00\", \"2019-11-13 08:15:36.000000+00:00\", \"2019-03-04 04:03:11.000000+00:00\", \"2019-08-31 09:53:17.000000+00:00\", \"2020-12-28 03:31:33.000000+00:00\", \"2023-06-15 10:54:30.000000+00:00\", \"2021-03-23 02:05:00.000000+00:00\", \"2022-01-22 11:35:43.000000+00:00\", \"2021-12-27 09:07:49.000000+00:00\"], \"session_ids\": [\"ef967dec-3a8f-4e49-950a-ac4a6363b4d3\", \"04e0d3c0-26f1-45cd-894c-4ce4448dba1b\", \"cbcb7fbf-58d7-45b3-a5b2-03c52be3cb0e\", \"31b61a1d-3cc2-4b29-abe0-1b950fa56f0f\", \"c6af5b4a-98a0-43df-bb0a-20747b80119d\", \"197ad98a-6760-4276-8c5f-3d1fdc13c8dc\", \"915451c0-228d-4019-a688-6ef54a481322\", \"d2469d18-66c5-424a-9fcb-06cd9e5fc89c\", \"7567a6f7-1826-4bc2-8971-c44787ba2049\", \"a6751636-58c6-439b-b81c-1555be951b2a\"], \"total_duration\": 24164.0, \"total_sessions\": 10, \"mean_week_duration\": 107.875}, \"41614\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-02-24 01:55:47.000000+00:00\", \"2020-11-08 02:11:08.000000+00:00\"], \"session_ids\": [\"ab096b65-eab4-498a-a02d-c7f6d78fa88d\", \"1a4a929c-d320-4f97-b56d-59b75880b22d\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 2.975}, \"74072\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-09-14 13:37:55.000000+00:00\", \"2020-08-26 10:05:21.000000+00:00\"], \"session_ids\": [\"efa33a1a-20ab-426a-b679-fa4b02d019d1\", \"da0a19f0-1aae-431b-a926-19e90924e0f5\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 3.299}, \"13886\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-11 00:08:52.000000+00:00\", \"2020-09-21 03:08:37.000000+00:00\", \"2019-06-27 10:52:52.000000+00:00\", \"2022-02-05 15:10:30.000000+00:00\"], \"session_ids\": [\"ce4e4ea3-ce15-445e-89d5-2eff5b5ba997\", \"db508377-abdf-4f42-b086-c4c60a7670f8\", \"ea7edf87-e372-4fc6-85a6-3dec7522e655\", \"cdef502a-cd29-4dba-b95d-71eafcd2d7fe\"], \"total_duration\": 1968.0, \"total_sessions\": 4, \"mean_week_duration\": 13.479}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Jakarta" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Jakarta\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"6549\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-22 13:27:07.000000+00:00\", \"2019-04-18 10:05:14.000000+00:00\"], \"session_ids\": [\"b8bddf45-491a-4f1e-b1ae-98a29727e684\", \"c9509fba-921e-4437-8771-72c72cfc4da2\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 21.2}, \"27491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-07 09:06:43.000000+00:00\", \"2023-01-14 21:16:15.000000+00:00\"], \"session_ids\": [\"aed3775c-d41d-4710-ae5b-146ed4b2ba41\", \"c286d7a5-30c2-4cea-a26e-00cf369bfcae\"], \"total_duration\": 322.0, \"total_sessions\": 2, \"mean_week_duration\": 20.125}, \"49509\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-08-16 04:08:34.000000+00:00\", \"2019-09-28 07:41:55.000000+00:00\"], \"session_ids\": [\"8eb35106-0a4a-47e6-9ef6-47d0683658a8\", \"891dfcb8-9275-4d0d-ac6a-fe39028fb839\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 13.571}, \"65556\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-05-06 15:58:38.000000+00:00\", \"2022-05-07 22:11:17.000000+00:00\"], \"session_ids\": [\"7064b01d-29d4-472b-bb60-c91b1c4f9707\", \"2750d8ed-0f2b-40ec-bfcd-ec4e269f0ef2\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}, \"69914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-04-25 19:27:04.000000+00:00\", \"2023-03-26 11:27:12.000000+00:00\"], \"session_ids\": [\"7b41a870-2480-404e-842f-9eb1897aedaf\", \"82243040-40dc-48dd-949f-6900e572c223\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 7.917}, \"22388\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-22 18:40:42.000000+00:00\", \"2021-08-14 08:02:31.000000+00:00\", \"2023-02-22 19:27:57.000000+00:00\"], \"session_ids\": [\"6b594233-9cfb-4ce2-a793-86017a9368b5\", \"792a4581-5ad3-4e7b-8b68-d6c2acbab2eb\", \"f95f481e-68bb-48e9-8fb1-ccc3ed6195c4\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.154}, \"22408\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-08 08:21:40.000000+00:00\", \"2020-07-18 21:52:56.000000+00:00\", \"2019-11-13 08:15:36.000000+00:00\", \"2019-03-04 04:03:11.000000+00:00\", \"2019-08-31 09:53:17.000000+00:00\", \"2020-12-28 03:31:33.000000+00:00\", \"2023-06-15 10:54:30.000000+00:00\", \"2021-03-23 02:05:00.000000+00:00\", \"2022-01-22 11:35:43.000000+00:00\", \"2021-12-27 09:07:49.000000+00:00\"], \"session_ids\": [\"ef967dec-3a8f-4e49-950a-ac4a6363b4d3\", \"04e0d3c0-26f1-45cd-894c-4ce4448dba1b\", \"cbcb7fbf-58d7-45b3-a5b2-03c52be3cb0e\", \"31b61a1d-3cc2-4b29-abe0-1b950fa56f0f\", \"c6af5b4a-98a0-43df-bb0a-20747b80119d\", \"197ad98a-6760-4276-8c5f-3d1fdc13c8dc\", \"915451c0-228d-4019-a688-6ef54a481322\", \"d2469d18-66c5-424a-9fcb-06cd9e5fc89c\", \"7567a6f7-1826-4bc2-8971-c44787ba2049\", \"a6751636-58c6-439b-b81c-1555be951b2a\"], \"total_duration\": 24164.0, \"total_sessions\": 10, \"mean_week_duration\": 107.875}, \"41614\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-02-24 01:55:47.000000+00:00\", \"2020-11-08 02:11:08.000000+00:00\"], \"session_ids\": [\"ab096b65-eab4-498a-a02d-c7f6d78fa88d\", \"1a4a929c-d320-4f97-b56d-59b75880b22d\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 2.975}, \"74072\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-09-14 13:37:55.000000+00:00\", \"2020-08-26 10:05:21.000000+00:00\"], \"session_ids\": [\"efa33a1a-20ab-426a-b679-fa4b02d019d1\", \"da0a19f0-1aae-431b-a926-19e90924e0f5\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 3.299}, \"13886\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-11 00:08:52.000000+00:00\", \"2020-09-21 03:08:37.000000+00:00\", \"2019-06-27 10:52:52.000000+00:00\", \"2022-02-05 15:10:30.000000+00:00\"], \"session_ids\": [\"ce4e4ea3-ce15-445e-89d5-2eff5b5ba997\", \"db508377-abdf-4f42-b086-c4c60a7670f8\", \"ea7edf87-e372-4fc6-85a6-3dec7522e655\", \"cdef502a-cd29-4dba-b95d-71eafcd2d7fe\"], \"total_duration\": 1968.0, \"total_sessions\": 4, \"mean_week_duration\": 13.479}}\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[{\"22408\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-08 08:21:40.000000+00:00\", \"2020-07-18 21:52:56.000000+00:00\", \"2019-11-13 08:15:36.000000+00:00\", \"2019-03-04 04:03:11.000000+00:00\", \"2019-08-31 09:53:17.000000+00:00\", \"2020-12-28 03:31:33.000000+00:00\", \"2023-06-15 10:54:30.000000+00:00\", \"2021-03-23 02:05:00.000000+00:00\", \"2022-01-22 11:35:43.000000+00:00\", \"2021-12-27 09:07:49.000000+00:00\"], \"session_ids\": [\"ef967dec-3a8f-4e49-950a-ac4a6363b4d3\", \"04e0d3c0-26f1-45cd-894c-4ce4448dba1b\", \"cbcb7fbf-58d7-45b3-a5b2-03c52be3cb0e\", \"31b61a1d-3cc2-4b29-abe0-1b950fa56f0f\", \"c6af5b4a-98a0-43df-bb0a-20747b80119d\", \"197ad98a-6760-4276-8c5f-3d1fdc13c8dc\", \"915451c0-228d-4019-a688-6ef54a481322\", \"d2469d18-66c5-424a-9fcb-06cd9e5fc89c\", \"7567a6f7-1826-4bc2-8971-c44787ba2049\", \"a6751636-58c6-439b-b81c-1555be951b2a\"], \"total_duration\": 24164.0, \"total_sessions\": 10, \"mean_week_duration\": 107.875}}, {\"6549\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-22 13:27:07.000000+00:00\", \"2019-04-18 10:05:14.000000+00:00\"], \"session_ids\": [\"b8bddf45-491a-4f1e-b1ae-98a29727e684\", \"c9509fba-921e-4437-8771-72c72cfc4da2\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 21.2}}, {\"27491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-07 09:06:43.000000+00:00\", \"2023-01-14 21:16:15.000000+00:00\"], \"session_ids\": [\"aed3775c-d41d-4710-ae5b-146ed4b2ba41\", \"c286d7a5-30c2-4cea-a26e-00cf369bfcae\"], \"total_duration\": 322.0, \"total_sessions\": 2, \"mean_week_duration\": 20.125}}, {\"49509\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-08-16 04:08:34.000000+00:00\", \"2019-09-28 07:41:55.000000+00:00\"], \"session_ids\": [\"8eb35106-0a4a-47e6-9ef6-47d0683658a8\", \"891dfcb8-9275-4d0d-ac6a-fe39028fb839\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 13.571}}, {\"13886\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-11 00:08:52.000000+00:00\", \"2020-09-21 03:08:37.000000+00:00\", \"2019-06-27 10:52:52.000000+00:00\", \"2022-02-05 15:10:30.000000+00:00\"], \"session_ids\": [\"ce4e4ea3-ce15-445e-89d5-2eff5b5ba997\", \"db508377-abdf-4f42-b086-c4c60a7670f8\", \"ea7edf87-e372-4fc6-85a6-3dec7522e655\", \"cdef502a-cd29-4dba-b95d-71eafcd2d7fe\"], \"total_duration\": 1968.0, \"total_sessions\": 4, \"mean_week_duration\": 13.479}}, {\"69914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-04-25 19:27:04.000000+00:00\", \"2023-03-26 11:27:12.000000+00:00\"], \"session_ids\": [\"7b41a870-2480-404e-842f-9eb1897aedaf\", \"82243040-40dc-48dd-949f-6900e572c223\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 7.917}}, {\"74072\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-09-14 13:37:55.000000+00:00\", \"2020-08-26 10:05:21.000000+00:00\"], \"session_ids\": [\"efa33a1a-20ab-426a-b679-fa4b02d019d1\", \"da0a19f0-1aae-431b-a926-19e90924e0f5\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 3.299}}, {\"41614\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-02-24 01:55:47.000000+00:00\", \"2020-11-08 02:11:08.000000+00:00\"], \"session_ids\": [\"ab096b65-eab4-498a-a02d-c7f6d78fa88d\", \"1a4a929c-d320-4f97-b56d-59b75880b22d\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 2.975}}, {\"65556\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-05-06 15:58:38.000000+00:00\", \"2022-05-07 22:11:17.000000+00:00\"], \"session_ids\": [\"7064b01d-29d4-472b-bb60-c91b1c4f9707\", \"2750d8ed-0f2b-40ec-bfcd-ec4e269f0ef2\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}}, {\"22388\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-22 18:40:42.000000+00:00\", \"2021-08-14 08:02:31.000000+00:00\", \"2023-02-22 19:27:57.000000+00:00\"], \"session_ids\": [\"6b594233-9cfb-4ce2-a793-86017a9368b5\", \"792a4581-5ad3-4e7b-8b68-d6c2acbab2eb\", \"f95f481e-68bb-48e9-8fb1-ccc3ed6195c4\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.154}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 1 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"22408\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-08 08:21:40.000000+00:00\", \"2020-07-18 21:52:56.000000+00:00\", \"2019-11-13 08:15:36.000000+00:00\", \"2019-03-04 04:03:11.000000+00:00\", \"2019-08-31 09:53:17.000000+00:00\", \"2020-12-28 03:31:33.000000+00:00\", \"2023-06-15 10:54:30.000000+00:00\", \"2021-03-23 02:05:00.000000+00:00\", \"2022-01-22 11:35:43.000000+00:00\", \"2021-12-27 09:07:49.000000+00:00\"], \"session_ids\": [\"ef967dec-3a8f-4e49-950a-ac4a6363b4d3\", \"04e0d3c0-26f1-45cd-894c-4ce4448dba1b\", \"cbcb7fbf-58d7-45b3-a5b2-03c52be3cb0e\", \"31b61a1d-3cc2-4b29-abe0-1b950fa56f0f\", \"c6af5b4a-98a0-43df-bb0a-20747b80119d\", \"197ad98a-6760-4276-8c5f-3d1fdc13c8dc\", \"915451c0-228d-4019-a688-6ef54a481322\", \"d2469d18-66c5-424a-9fcb-06cd9e5fc89c\", \"7567a6f7-1826-4bc2-8971-c44787ba2049\", \"a6751636-58c6-439b-b81c-1555be951b2a\"], \"total_duration\": 24164.0, \"total_sessions\": 10, \"mean_week_duration\": 107.875}}]\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[{\"22408\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-08 08:21:40.000000+00:00\", \"2020-07-18 21:52:56.000000+00:00\", \"2019-11-13 08:15:36.000000+00:00\", \"2019-03-04 04:03:11.000000+00:00\", \"2019-08-31 09:53:17.000000+00:00\", \"2020-12-28 03:31:33.000000+00:00\", \"2023-06-15 10:54:30.000000+00:00\", \"2021-03-23 02:05:00.000000+00:00\", \"2022-01-22 11:35:43.000000+00:00\", \"2021-12-27 09:07:49.000000+00:00\"], \"session_ids\": [\"ef967dec-3a8f-4e49-950a-ac4a6363b4d3\", \"04e0d3c0-26f1-45cd-894c-4ce4448dba1b\", \"cbcb7fbf-58d7-45b3-a5b2-03c52be3cb0e\", \"31b61a1d-3cc2-4b29-abe0-1b950fa56f0f\", \"c6af5b4a-98a0-43df-bb0a-20747b80119d\", \"197ad98a-6760-4276-8c5f-3d1fdc13c8dc\", \"915451c0-228d-4019-a688-6ef54a481322\", \"d2469d18-66c5-424a-9fcb-06cd9e5fc89c\", \"7567a6f7-1826-4bc2-8971-c44787ba2049\", \"a6751636-58c6-439b-b81c-1555be951b2a\"], \"total_duration\": 24164.0, \"total_sessions\": 10, \"mean_week_duration\": 107.875}}]\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 5 users pieces of information whose overall total duration is strictly greater than 2331 and strictly less than 4421 also carry out sorting by count of sessions 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{\"62681\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-11-04 04:30:50.000000+00:00\", \"2020-01-17 10:18:35.000000+00:00\"], \"session_ids\": [\"155e3b03-7483-4dbd-bb65-251d8d07c346\", \"a22a7d8a-c43c-419b-b271-888adaf124d1\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 36.545}, \"45104\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-06 06:20:45.000000+00:00\", \"2022-02-27 15:34:03.000000+00:00\"], \"session_ids\": [\"1a6d2323-eccc-41fc-bce5-1d476f65c7fc\", \"88d2d563-397b-495c-a1c3-e5883ba57dce\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 1.294}, \"76681\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-14 11:31:38.000000+00:00\", \"2019-03-01 19:24:06.000000+00:00\", \"2022-06-25 03:40:10.000000+00:00\"], \"session_ids\": [\"f78a29c9-491f-4806-a165-22225dfa82ad\", \"1ec3440d-f851-445c-ba4c-3cbbfee053b7\", \"9a827298-73f9-45c0-873d-30a8edbc1eeb\"], \"total_duration\": 473.0, \"total_sessions\": 3, \"mean_week_duration\": 2.734}, \"82390\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-15 00:21:58.000000+00:00\", \"2022-12-06 09:41:19.000000+00:00\", \"2022-05-17 15:19:54.000000+00:00\", \"2021-10-11 11:32:11.000000+00:00\", \"2023-04-11 15:13:18.000000+00:00\", \"2023-04-07 22:37:57.000000+00:00\", \"2019-07-01 02:19:15.000000+00:00\"], \"session_ids\": [\"9c36900a-f89e-46bb-8588-f0864632f823\", \"1bfe6a57-c5d8-441e-9a9a-ff6c491de5f0\", \"6493f403-7be2-45c6-a3d7-771c643032ef\", \"51219a87-7887-4424-872f-7489eff1edcc\", \"9e144e10-ac69-46c9-83ff-25024b4c437c\", \"4e1e398e-b7ad-4d15-bf99-6a7195eb8b69\", \"fe8fa942-7a3b-4224-8d2c-3455feb86df4\"], \"total_duration\": 3502.0, \"total_sessions\": 7, \"mean_week_duration\": 16.138}, \"61723\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-01-24 19:54:08.000000+00:00\", \"2023-04-10 05:48:49.000000+00:00\", \"2020-04-25 14:19:13.000000+00:00\"], \"session_ids\": [\"c36e25dd-8de9-414c-9b35-afc885cd1767\", \"45234c71-4bda-487a-8d1b-c0b048e5a5c7\", \"06103dd8-f90e-484c-af38-1be3d4440165\"], \"total_duration\": 349.0, \"total_sessions\": 3, \"mean_week_duration\": 2.252}, \"6046\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-12-21 23:58:06.000000+00:00\", \"2021-05-05 00:25:25.000000+00:00\", \"2022-09-29 10:30:18.000000+00:00\"], \"session_ids\": [\"608325b7-ef00-45cc-b3dd-7e32eea88aec\", \"6c1dde1a-0e73-49e7-b18d-2a12a0da3628\", \"fc64f889-fef3-4823-87e4-543556046fdf\"], \"total_duration\": 710.0, \"total_sessions\": 3, \"mean_week_duration\": 8.353}, \"18214\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2020-10-12 23:28:07.000000+00:00\", \"2022-01-01 10:27:02.000000+00:00\", \"2022-09-24 00:17:31.000000+00:00\", \"2023-01-22 22:01:52.000000+00:00\", \"2022-11-17 05:07:08.000000+00:00\"], \"session_ids\": [\"b6da78bf-864f-4a1b-b9b1-b33d1f1b750b\", \"76125b94-fcf0-414c-b4d1-4592eb8087bb\", \"23be6b72-661b-4904-9c31-25ef683c743f\", \"4c158772-7ec8-4b50-afaa-bf94b839b103\", \"120b5647-d880-41e5-921a-74a56c60a02f\"], \"total_duration\": 280.0, \"total_sessions\": 5, \"mean_week_duration\": 2.353}, \"34632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-03-11 02:53:16.000000+00:00\", \"2022-03-31 15:52:05.000000+00:00\", \"2020-08-14 13:40:36.000000+00:00\", \"2021-03-18 11:57:30.000000+00:00\", \"2020-05-07 04:46:06.000000+00:00\", \"2021-09-12 04:00:11.000000+00:00\", \"2020-03-30 05:30:48.000000+00:00\"], \"session_ids\": [\"0075ad49-51ee-468f-a654-ff31f32af986\", \"ed8aa5be-fde6-47c4-84e6-92b7803fef26\", \"f071711c-c6ea-471f-9717-ae9c971aa381\", \"ae3dbf3b-13de-4330-9aec-ce24fd572c58\", \"3d0ccb2f-8d04-470a-966e-963043dbb72c\", \"1b4acff5-8948-4c46-81af-19df15a68d82\", \"bd39bc2f-01e2-44b2-8065-c62325b4dbb3\"], \"total_duration\": 244.0, \"total_sessions\": 7, \"mean_week_duration\": 2.259}, \"7221\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-07-27 01:49:02.000000+00:00\", \"2020-09-07 14:58:39.000000+00:00\", \"2020-03-01 10:45:22.000000+00:00\"], \"session_ids\": [\"2e451137-ff4b-471a-b672-f3b009f9922c\", \"38048210-54ef-4750-a8ad-a7b3102201b1\", \"4984eaf6-1710-48d8-977a-5c619c35369f\"], \"total_duration\": 73.0, \"total_sessions\": 3, \"mean_week_duration\": 0.579}, \"95727\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-06-26 23:20:34.000000+00:00\", \"2023-05-31 14:25:25.000000+00:00\", \"2019-04-05 12:20:47.000000+00:00\"], \"session_ids\": [\"f1193720-112c-4a69-90ec-f0776e8ee7f8\", \"df4ff137-2328-424d-bfca-2308c3b20a03\", \"c8a2f428-056f-420f-b5e8-76fc33bee419\"], \"total_duration\": 777.0, \"total_sessions\": 3, \"mean_week_duration\": 3.516}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 2331 and are less than 4421" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[2331, 4421]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"82390\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-15 00:21:58.000000+00:00\", \"2022-12-06 09:41:19.000000+00:00\", \"2022-05-17 15:19:54.000000+00:00\", \"2021-10-11 11:32:11.000000+00:00\", \"2023-04-11 15:13:18.000000+00:00\", \"2023-04-07 22:37:57.000000+00:00\", \"2019-07-01 02:19:15.000000+00:00\"], \"session_ids\": [\"9c36900a-f89e-46bb-8588-f0864632f823\", \"1bfe6a57-c5d8-441e-9a9a-ff6c491de5f0\", \"6493f403-7be2-45c6-a3d7-771c643032ef\", \"51219a87-7887-4424-872f-7489eff1edcc\", \"9e144e10-ac69-46c9-83ff-25024b4c437c\", \"4e1e398e-b7ad-4d15-bf99-6a7195eb8b69\", \"fe8fa942-7a3b-4224-8d2c-3455feb86df4\"], \"total_duration\": 3502.0, \"total_sessions\": 7, \"mean_week_duration\": 16.138}}\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[{\"82390\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-15 00:21:58.000000+00:00\", \"2022-12-06 09:41:19.000000+00:00\", \"2022-05-17 15:19:54.000000+00:00\", \"2021-10-11 11:32:11.000000+00:00\", \"2023-04-11 15:13:18.000000+00:00\", \"2023-04-07 22:37:57.000000+00:00\", \"2019-07-01 02:19:15.000000+00:00\"], \"session_ids\": [\"9c36900a-f89e-46bb-8588-f0864632f823\", \"1bfe6a57-c5d8-441e-9a9a-ff6c491de5f0\", \"6493f403-7be2-45c6-a3d7-771c643032ef\", \"51219a87-7887-4424-872f-7489eff1edcc\", \"9e144e10-ac69-46c9-83ff-25024b4c437c\", \"4e1e398e-b7ad-4d15-bf99-6a7195eb8b69\", \"fe8fa942-7a3b-4224-8d2c-3455feb86df4\"], \"total_duration\": 3502.0, \"total_sessions\": 7, \"mean_week_duration\": 16.138}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"82390\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-15 00:21:58.000000+00:00\", \"2022-12-06 09:41:19.000000+00:00\", \"2022-05-17 15:19:54.000000+00:00\", \"2021-10-11 11:32:11.000000+00:00\", \"2023-04-11 15:13:18.000000+00:00\", \"2023-04-07 22:37:57.000000+00:00\", \"2019-07-01 02:19:15.000000+00:00\"], \"session_ids\": [\"9c36900a-f89e-46bb-8588-f0864632f823\", \"1bfe6a57-c5d8-441e-9a9a-ff6c491de5f0\", \"6493f403-7be2-45c6-a3d7-771c643032ef\", \"51219a87-7887-4424-872f-7489eff1edcc\", \"9e144e10-ac69-46c9-83ff-25024b4c437c\", \"4e1e398e-b7ad-4d15-bf99-6a7195eb8b69\", \"fe8fa942-7a3b-4224-8d2c-3455feb86df4\"], \"total_duration\": 3502.0, \"total_sessions\": 7, \"mean_week_duration\": 16.138}}]\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[{\"82390\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-15 00:21:58.000000+00:00\", \"2022-12-06 09:41:19.000000+00:00\", \"2022-05-17 15:19:54.000000+00:00\", \"2021-10-11 11:32:11.000000+00:00\", \"2023-04-11 15:13:18.000000+00:00\", \"2023-04-07 22:37:57.000000+00:00\", \"2019-07-01 02:19:15.000000+00:00\"], \"session_ids\": [\"9c36900a-f89e-46bb-8588-f0864632f823\", \"1bfe6a57-c5d8-441e-9a9a-ff6c491de5f0\", \"6493f403-7be2-45c6-a3d7-771c643032ef\", \"51219a87-7887-4424-872f-7489eff1edcc\", \"9e144e10-ac69-46c9-83ff-25024b4c437c\", \"4e1e398e-b7ad-4d15-bf99-6a7195eb8b69\", \"fe8fa942-7a3b-4224-8d2c-3455feb86df4\"], \"total_duration\": 3502.0, \"total_sessions\": 7, \"mean_week_duration\": 16.138}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Share insights on 4 users who have time in app per week <= than 14 + put to use sorting by aver of time using the app per week in descending in addition display me only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"29684\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-12-30 16:31:40.000000+00:00\", \"2022-12-14 15:28:00.000000+00:00\"], \"session_ids\": [\"72e27ad2-3d5b-46af-92f4-36e342ff1c5e\", \"cbf5965c-bde8-4efe-9ec1-e6e403c197f9\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 2.258}, \"4635\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-11 23:29:59.000000+00:00\", \"2022-01-10 05:17:25.000000+00:00\", \"2020-06-13 06:54:31.000000+00:00\"], \"session_ids\": [\"22e23d8e-d83b-4041-b8e5-fa1c7d98d9a9\", \"456e0ffa-a603-40e9-a594-25167674ce88\", \"58736363-3192-4ebd-895e-4a1701e7565a\"], \"total_duration\": 614.0, \"total_sessions\": 3, \"mean_week_duration\": 7.398}, \"84706\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-10-25 19:46:35.000000+00:00\", \"2019-11-22 18:47:19.000000+00:00\", \"2021-02-21 12:35:17.000000+00:00\"], \"session_ids\": [\"e7487923-4c23-4657-a6b8-9ac1ac8a8799\", \"1babeaf9-72d6-42f3-be87-ddf00a45f72d\", \"16b4ea77-a0cb-4327-878c-77325c75185b\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 0.941}, \"33145\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-06 21:09:56.000000+00:00\", \"2022-03-07 13:24:55.000000+00:00\", \"2021-02-10 15:26:10.000000+00:00\", \"2021-09-21 10:50:29.000000+00:00\", \"2020-09-18 10:53:35.000000+00:00\"], \"session_ids\": [\"7f19e63f-3d17-48b9-9fd4-19125cbba566\", \"9b879756-40fc-4c19-bd36-666f1df2703d\", \"47d58dd9-c2dc-45c5-9dec-59f45e8d0b87\", \"da89c181-a697-4f9a-9457-3f30bf02be34\", \"4626d228-3c04-4e07-a7b6-cf85fb273991\"], \"total_duration\": 1315.0, \"total_sessions\": 5, \"mean_week_duration\": 8.168}, \"81101\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-14 11:08:25.000000+00:00\", \"2021-04-30 04:07:58.000000+00:00\", \"2021-09-10 13:24:33.000000+00:00\", \"2019-06-05 21:58:32.000000+00:00\"], \"session_ids\": [\"e59961d8-077a-4357-98a3-8d253dd359e6\", \"dba138f1-2e10-4c27-a234-5cdf2c2eb986\", \"e0d3710b-168d-4e26-a4fc-e755cb465b97\", \"5a3218f9-cd98-4fcd-adea-aa59674c461a\"], \"total_duration\": 519.0, \"total_sessions\": 4, \"mean_week_duration\": 3.734}, \"31044\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-01-30 08:02:33.000000+00:00\", \"2020-04-25 14:15:07.000000+00:00\"], \"session_ids\": [\"0a308384-05b9-4ad9-a1dd-615278fe78c8\", \"37c8f94c-fd72-4e75-a4ef-6d1b05b6e8c2\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 29.231}, \"33483\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-23 09:51:45.000000+00:00\", \"2023-02-04 09:38:17.000000+00:00\"], \"session_ids\": [\"97db0821-03e5-4600-8c7f-af4b4a2e5fb1\", \"1a206ede-8999-4b54-9ab7-54faccfd2b9b\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 3.547}, \"25232\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-10-05 23:27:23.000000+00:00\", \"2020-05-25 08:36:44.000000+00:00\", \"2020-02-21 06:12:06.000000+00:00\"], \"session_ids\": [\"da3b9f19-30b8-45b9-87b7-813a8234772c\", \"1fecb8dc-9645-4a38-9507-aaa8e180d1a7\", \"8f9f9f51-f4e8-4744-863a-7215be49c210\"], \"total_duration\": 658.0, \"total_sessions\": 3, \"mean_week_duration\": 19.939}, \"92941\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-11 17:55:35.000000+00:00\", \"2021-09-30 20:48:36.000000+00:00\", \"2023-06-18 19:04:43.000000+00:00\", \"2020-05-12 03:41:58.000000+00:00\", \"2021-03-27 01:17:41.000000+00:00\"], \"session_ids\": [\"27b4073a-33a2-4b99-936a-b3fdafb39ecd\", \"a3b17265-5d01-48a9-91c2-fc3401cab66a\", \"620cd8ed-ce0c-4b4d-a585-c9a5b5bd3d9f\", \"5b501669-c2dd-4066-b204-d89e29f488bf\", \"8bef9a46-3eb1-492a-89c9-33496bd00643\"], \"total_duration\": 346.0, \"total_sessions\": 5, \"mean_week_duration\": 2.136}, \"23711\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-14 18:05:58.000000+00:00\", \"2020-12-24 23:08:04.000000+00:00\", \"2022-12-16 20:39:05.000000+00:00\"], \"session_ids\": [\"c0ebbd73-064f-4840-93e5-ccf2802614b8\", \"44a8e916-c0df-45e2-b263-cb19bc488a5b\", \"821bbf04-a13b-48ca-834c-0bad5a5b00f8\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.223}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or less than 14" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[14, 49]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"29684\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-12-30 16:31:40.000000+00:00\", \"2022-12-14 15:28:00.000000+00:00\"], \"session_ids\": [\"72e27ad2-3d5b-46af-92f4-36e342ff1c5e\", \"cbf5965c-bde8-4efe-9ec1-e6e403c197f9\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 2.258}, \"4635\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-11 23:29:59.000000+00:00\", \"2022-01-10 05:17:25.000000+00:00\", \"2020-06-13 06:54:31.000000+00:00\"], \"session_ids\": [\"22e23d8e-d83b-4041-b8e5-fa1c7d98d9a9\", \"456e0ffa-a603-40e9-a594-25167674ce88\", \"58736363-3192-4ebd-895e-4a1701e7565a\"], \"total_duration\": 614.0, \"total_sessions\": 3, \"mean_week_duration\": 7.398}, \"84706\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-10-25 19:46:35.000000+00:00\", \"2019-11-22 18:47:19.000000+00:00\", \"2021-02-21 12:35:17.000000+00:00\"], \"session_ids\": [\"e7487923-4c23-4657-a6b8-9ac1ac8a8799\", \"1babeaf9-72d6-42f3-be87-ddf00a45f72d\", \"16b4ea77-a0cb-4327-878c-77325c75185b\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 0.941}, \"33145\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-06 21:09:56.000000+00:00\", \"2022-03-07 13:24:55.000000+00:00\", \"2021-02-10 15:26:10.000000+00:00\", \"2021-09-21 10:50:29.000000+00:00\", \"2020-09-18 10:53:35.000000+00:00\"], \"session_ids\": [\"7f19e63f-3d17-48b9-9fd4-19125cbba566\", \"9b879756-40fc-4c19-bd36-666f1df2703d\", \"47d58dd9-c2dc-45c5-9dec-59f45e8d0b87\", \"da89c181-a697-4f9a-9457-3f30bf02be34\", \"4626d228-3c04-4e07-a7b6-cf85fb273991\"], \"total_duration\": 1315.0, \"total_sessions\": 5, \"mean_week_duration\": 8.168}, \"81101\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-14 11:08:25.000000+00:00\", \"2021-04-30 04:07:58.000000+00:00\", \"2021-09-10 13:24:33.000000+00:00\", \"2019-06-05 21:58:32.000000+00:00\"], \"session_ids\": [\"e59961d8-077a-4357-98a3-8d253dd359e6\", \"dba138f1-2e10-4c27-a234-5cdf2c2eb986\", \"e0d3710b-168d-4e26-a4fc-e755cb465b97\", \"5a3218f9-cd98-4fcd-adea-aa59674c461a\"], \"total_duration\": 519.0, \"total_sessions\": 4, \"mean_week_duration\": 3.734}, \"33483\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-23 09:51:45.000000+00:00\", \"2023-02-04 09:38:17.000000+00:00\"], \"session_ids\": [\"97db0821-03e5-4600-8c7f-af4b4a2e5fb1\", \"1a206ede-8999-4b54-9ab7-54faccfd2b9b\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 3.547}, \"92941\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-11 17:55:35.000000+00:00\", \"2021-09-30 20:48:36.000000+00:00\", \"2023-06-18 19:04:43.000000+00:00\", \"2020-05-12 03:41:58.000000+00:00\", \"2021-03-27 01:17:41.000000+00:00\"], \"session_ids\": [\"27b4073a-33a2-4b99-936a-b3fdafb39ecd\", \"a3b17265-5d01-48a9-91c2-fc3401cab66a\", \"620cd8ed-ce0c-4b4d-a585-c9a5b5bd3d9f\", \"5b501669-c2dd-4066-b204-d89e29f488bf\", \"8bef9a46-3eb1-492a-89c9-33496bd00643\"], \"total_duration\": 346.0, \"total_sessions\": 5, \"mean_week_duration\": 2.136}, \"23711\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-14 18:05:58.000000+00:00\", \"2020-12-24 23:08:04.000000+00:00\", \"2022-12-16 20:39:05.000000+00:00\"], \"session_ids\": [\"c0ebbd73-064f-4840-93e5-ccf2802614b8\", \"44a8e916-c0df-45e2-b263-cb19bc488a5b\", \"821bbf04-a13b-48ca-834c-0bad5a5b00f8\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.223}}\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[{\"33145\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-06 21:09:56.000000+00:00\", \"2022-03-07 13:24:55.000000+00:00\", \"2021-02-10 15:26:10.000000+00:00\", \"2021-09-21 10:50:29.000000+00:00\", \"2020-09-18 10:53:35.000000+00:00\"], \"session_ids\": [\"7f19e63f-3d17-48b9-9fd4-19125cbba566\", \"9b879756-40fc-4c19-bd36-666f1df2703d\", \"47d58dd9-c2dc-45c5-9dec-59f45e8d0b87\", \"da89c181-a697-4f9a-9457-3f30bf02be34\", \"4626d228-3c04-4e07-a7b6-cf85fb273991\"], \"total_duration\": 1315.0, \"total_sessions\": 5, \"mean_week_duration\": 8.168}}, {\"4635\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-11 23:29:59.000000+00:00\", \"2022-01-10 05:17:25.000000+00:00\", \"2020-06-13 06:54:31.000000+00:00\"], \"session_ids\": [\"22e23d8e-d83b-4041-b8e5-fa1c7d98d9a9\", \"456e0ffa-a603-40e9-a594-25167674ce88\", \"58736363-3192-4ebd-895e-4a1701e7565a\"], \"total_duration\": 614.0, \"total_sessions\": 3, \"mean_week_duration\": 7.398}}, {\"81101\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-14 11:08:25.000000+00:00\", \"2021-04-30 04:07:58.000000+00:00\", \"2021-09-10 13:24:33.000000+00:00\", \"2019-06-05 21:58:32.000000+00:00\"], \"session_ids\": [\"e59961d8-077a-4357-98a3-8d253dd359e6\", \"dba138f1-2e10-4c27-a234-5cdf2c2eb986\", \"e0d3710b-168d-4e26-a4fc-e755cb465b97\", \"5a3218f9-cd98-4fcd-adea-aa59674c461a\"], \"total_duration\": 519.0, \"total_sessions\": 4, \"mean_week_duration\": 3.734}}, {\"33483\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-23 09:51:45.000000+00:00\", \"2023-02-04 09:38:17.000000+00:00\"], \"session_ids\": [\"97db0821-03e5-4600-8c7f-af4b4a2e5fb1\", \"1a206ede-8999-4b54-9ab7-54faccfd2b9b\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 3.547}}, {\"29684\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-12-30 16:31:40.000000+00:00\", \"2022-12-14 15:28:00.000000+00:00\"], \"session_ids\": [\"72e27ad2-3d5b-46af-92f4-36e342ff1c5e\", \"cbf5965c-bde8-4efe-9ec1-e6e403c197f9\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 2.258}}, {\"92941\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-11 17:55:35.000000+00:00\", \"2021-09-30 20:48:36.000000+00:00\", \"2023-06-18 19:04:43.000000+00:00\", \"2020-05-12 03:41:58.000000+00:00\", \"2021-03-27 01:17:41.000000+00:00\"], \"session_ids\": [\"27b4073a-33a2-4b99-936a-b3fdafb39ecd\", \"a3b17265-5d01-48a9-91c2-fc3401cab66a\", \"620cd8ed-ce0c-4b4d-a585-c9a5b5bd3d9f\", \"5b501669-c2dd-4066-b204-d89e29f488bf\", \"8bef9a46-3eb1-492a-89c9-33496bd00643\"], \"total_duration\": 346.0, \"total_sessions\": 5, \"mean_week_duration\": 2.136}}, {\"84706\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-10-25 19:46:35.000000+00:00\", \"2019-11-22 18:47:19.000000+00:00\", \"2021-02-21 12:35:17.000000+00:00\"], \"session_ids\": [\"e7487923-4c23-4657-a6b8-9ac1ac8a8799\", \"1babeaf9-72d6-42f3-be87-ddf00a45f72d\", \"16b4ea77-a0cb-4327-878c-77325c75185b\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 0.941}}, {\"23711\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-14 18:05:58.000000+00:00\", \"2020-12-24 23:08:04.000000+00:00\", \"2022-12-16 20:39:05.000000+00:00\"], \"session_ids\": [\"c0ebbd73-064f-4840-93e5-ccf2802614b8\", \"44a8e916-c0df-45e2-b263-cb19bc488a5b\", \"821bbf04-a13b-48ca-834c-0bad5a5b00f8\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.223}}]\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[{\"33145\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-06 21:09:56.000000+00:00\", \"2022-03-07 13:24:55.000000+00:00\", \"2021-02-10 15:26:10.000000+00:00\", \"2021-09-21 10:50:29.000000+00:00\", \"2020-09-18 10:53:35.000000+00:00\"], \"session_ids\": [\"7f19e63f-3d17-48b9-9fd4-19125cbba566\", \"9b879756-40fc-4c19-bd36-666f1df2703d\", \"47d58dd9-c2dc-45c5-9dec-59f45e8d0b87\", \"da89c181-a697-4f9a-9457-3f30bf02be34\", \"4626d228-3c04-4e07-a7b6-cf85fb273991\"], \"total_duration\": 1315.0, \"total_sessions\": 5, \"mean_week_duration\": 8.168}}, {\"4635\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-11 23:29:59.000000+00:00\", \"2022-01-10 05:17:25.000000+00:00\", \"2020-06-13 06:54:31.000000+00:00\"], \"session_ids\": [\"22e23d8e-d83b-4041-b8e5-fa1c7d98d9a9\", \"456e0ffa-a603-40e9-a594-25167674ce88\", \"58736363-3192-4ebd-895e-4a1701e7565a\"], \"total_duration\": 614.0, \"total_sessions\": 3, \"mean_week_duration\": 7.398}}, {\"81101\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-14 11:08:25.000000+00:00\", \"2021-04-30 04:07:58.000000+00:00\", \"2021-09-10 13:24:33.000000+00:00\", \"2019-06-05 21:58:32.000000+00:00\"], \"session_ids\": [\"e59961d8-077a-4357-98a3-8d253dd359e6\", \"dba138f1-2e10-4c27-a234-5cdf2c2eb986\", \"e0d3710b-168d-4e26-a4fc-e755cb465b97\", \"5a3218f9-cd98-4fcd-adea-aa59674c461a\"], \"total_duration\": 519.0, \"total_sessions\": 4, \"mean_week_duration\": 3.734}}]\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[{\"33145\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-06 21:09:56.000000+00:00\", \"2022-03-07 13:24:55.000000+00:00\", \"2021-02-10 15:26:10.000000+00:00\", \"2021-09-21 10:50:29.000000+00:00\", \"2020-09-18 10:53:35.000000+00:00\"], \"session_ids\": [\"7f19e63f-3d17-48b9-9fd4-19125cbba566\", \"9b879756-40fc-4c19-bd36-666f1df2703d\", \"47d58dd9-c2dc-45c5-9dec-59f45e8d0b87\", \"da89c181-a697-4f9a-9457-3f30bf02be34\", \"4626d228-3c04-4e07-a7b6-cf85fb273991\"], \"total_duration\": 1315.0, \"total_sessions\": 5, \"mean_week_duration\": 8.168}}, {\"4635\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-11 23:29:59.000000+00:00\", \"2022-01-10 05:17:25.000000+00:00\", \"2020-06-13 06:54:31.000000+00:00\"], \"session_ids\": [\"22e23d8e-d83b-4041-b8e5-fa1c7d98d9a9\", \"456e0ffa-a603-40e9-a594-25167674ce88\", \"58736363-3192-4ebd-895e-4a1701e7565a\"], \"total_duration\": 614.0, \"total_sessions\": 3, \"mean_week_duration\": 7.398}}, {\"81101\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-14 11:08:25.000000+00:00\", \"2021-04-30 04:07:58.000000+00:00\", \"2021-09-10 13:24:33.000000+00:00\", \"2019-06-05 21:58:32.000000+00:00\"], \"session_ids\": [\"e59961d8-077a-4357-98a3-8d253dd359e6\", \"dba138f1-2e10-4c27-a234-5cdf2c2eb986\", \"e0d3710b-168d-4e26-a4fc-e755cb465b97\", \"5a3218f9-cd98-4fcd-adea-aa59674c461a\"], \"total_duration\": 519.0, \"total_sessions\": 4, \"mean_week_duration\": 3.734}}]\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 user with a time using the app per week that is above 11 and below 46, exclusive both 11 and 46 , and sort by town center name risingly." } ]
[ { "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{\"86557\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-28 07:04:51.000000+00:00\", \"2019-08-30 17:58:45.000000+00:00\", \"2022-12-01 15:25:40.000000+00:00\", \"2019-10-26 23:29:06.000000+00:00\", \"2019-07-23 03:42:29.000000+00:00\"], \"session_ids\": [\"48626d44-7c89-4d40-8715-7720c22b42fa\", \"5f8bf2ea-96a7-4d4c-b815-22648d9de21a\", \"b6e375f0-96a9-430a-8b1c-81a00006c5b9\", \"481afe5f-9a9e-4831-b453-bdbead45269e\", \"29b7ed68-64ea-4c6b-9cd8-5e372a84f0e1\"], \"total_duration\": 2204.0, \"total_sessions\": 5, \"mean_week_duration\": 12.523}, \"53672\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-07-04 08:23:22.000000+00:00\", \"2019-05-02 23:36:44.000000+00:00\"], \"session_ids\": [\"37316087-a8fc-40d2-b7f5-22cd08e602e4\", \"c9d1c384-dbdc-4883-94de-9ffef2252ee5\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 5.355}, \"34672\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-03-06 19:43:51.000000+00:00\", \"2021-05-30 07:32:14.000000+00:00\", \"2022-04-22 05:33:44.000000+00:00\", \"2021-06-27 02:49:58.000000+00:00\", \"2020-06-24 01:49:11.000000+00:00\", \"2023-05-04 22:06:40.000000+00:00\", \"2020-02-27 12:52:00.000000+00:00\", \"2019-03-01 10:42:07.000000+00:00\", \"2019-06-20 07:54:43.000000+00:00\", \"2019-06-17 09:51:43.000000+00:00\"], \"session_ids\": [\"49f07a3a-044b-4d60-8c80-fb0f5e85865e\", \"3e6bfe1d-6621-49d3-bca9-71c34cc9c2df\", \"9c5d7a61-d1c4-4e53-b958-9d1d869c0707\", \"64f03767-b4b7-4c17-8778-400bf4369e6d\", \"622d1f1c-7015-40c0-a19f-8bf8e8a6b8fa\", \"106d10df-e8e2-4299-8d8f-8924fed84504\", \"f7534b32-687f-4e38-9a0f-65688c33e657\", \"814edd21-d7e1-4364-87c1-c75e6d6f61f6\", \"44264ee8-c120-4450-9931-56eaf42b141d\", \"20705a4b-6264-4ff5-8b41-88fa83e3e53d\"], \"total_duration\": 39447.0, \"total_sessions\": 10, \"mean_week_duration\": 180.95}, \"20701\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-12-26 16:09:34.000000+00:00\", \"2019-08-24 01:23:40.000000+00:00\", \"2021-05-29 14:09:00.000000+00:00\", \"2019-07-06 04:30:34.000000+00:00\", \"2021-02-24 00:13:19.000000+00:00\", \"2022-12-24 20:48:23.000000+00:00\"], \"session_ids\": [\"896d22da-4689-4880-9949-b882136c7f4a\", \"0be2a28c-d954-4399-b502-0e6d68ee415a\", \"f1d93194-30a2-4e48-833d-dfc38dea6b4e\", \"2fb8fcea-88e0-4c24-b438-cfd4771415b8\", \"b35bb810-f6ff-44f9-87fd-5be021f53bc4\", \"6a41f606-6b59-456b-86ed-e60708385b80\"], \"total_duration\": 363.0, \"total_sessions\": 6, \"mean_week_duration\": 2.006}, \"13469\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-01-11 03:35:06.000000+00:00\", \"2023-05-02 04:42:25.000000+00:00\"], \"session_ids\": [\"75e2d2c4-ae4d-4a9d-a8f2-98bba8b4118f\", \"e80d4766-9b4b-4335-a9f3-82322d1bee5b\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 0.793}, \"8764\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2021-07-16 06:22:20.000000+00:00\", \"2022-06-30 23:13:15.000000+00:00\", \"2022-04-05 02:21:03.000000+00:00\", \"2021-09-26 07:42:01.000000+00:00\"], \"session_ids\": [\"df486420-d2db-4acc-ae04-fbe5a7894ceb\", \"19ba369b-7b00-4886-a3d9-90c42af5b3a2\", \"3814b4c5-f482-4acd-91df-9cbd6683a0db\", \"8d8645e3-8832-4b67-88ea-252dfc01afe2\"], \"total_duration\": 210.0, \"total_sessions\": 4, \"mean_week_duration\": 4.2}, \"3735\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-12 10:19:25.000000+00:00\", \"2020-11-01 03:50:20.000000+00:00\"], \"session_ids\": [\"7e5e5028-6c9f-4686-8c12-91e78000fb07\", \"ae543614-644d-49a6-94cf-e7c5cda4409a\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 3.261}, \"94485\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-21 18:50:03.000000+00:00\", \"2021-10-24 21:32:14.000000+00:00\", \"2022-09-23 11:35:39.000000+00:00\", \"2020-04-30 06:35:17.000000+00:00\", \"2022-11-11 05:20:39.000000+00:00\", \"2022-04-30 23:32:49.000000+00:00\", \"2019-06-20 21:11:47.000000+00:00\", \"2023-06-30 11:13:53.000000+00:00\", \"2022-08-25 08:43:16.000000+00:00\"], \"session_ids\": [\"bf0f377e-0d3e-4b3c-8e50-86920ec1b9b7\", \"b835a8f9-0af8-4a5f-8e48-f04abf441efb\", \"0e38f263-55db-4cc2-9a77-9e99604bc19f\", \"78db774f-16ac-4d33-841d-33aeefa44a86\", \"a9d52e3d-4573-4c05-b7a9-67c68d3fd441\", \"db2f1269-a023-4035-9ce1-804c708ff3d4\", \"67ca431d-5850-4c46-bb02-2f77d42c529e\", \"0c8fa4cf-105e-4b7b-a1b9-03646486ba97\", \"6bddf049-1fec-4446-92c2-dc6c7182acd7\"], \"total_duration\": 2656.0, \"total_sessions\": 9, \"mean_week_duration\": 12.128}, \"89322\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-07 04:07:25.000000+00:00\", \"2023-06-17 13:29:09.000000+00:00\", \"2020-08-17 00:20:33.000000+00:00\"], \"session_ids\": [\"e68fd834-b28a-4900-b69a-893b7b277bc8\", \"3e3b0aff-a5e9-43c4-af19-78525b932d8e\", \"9614e56d-aaee-4be4-a78d-3a508dc80bee\"], \"total_duration\": 635.0, \"total_sessions\": 3, \"mean_week_duration\": 2.953}, \"91539\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-05-30 10:04:00.000000+00:00\", \"2021-08-09 22:47:55.000000+00:00\"], \"session_ids\": [\"6ed3533e-700e-4aae-9e06-c7723cca0ed9\", \"ec3aa13f-4401-4bb4-97a4-9fb825cb58b9\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 2.545}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 11 and are less than 46" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[11, 46]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"86557\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-28 07:04:51.000000+00:00\", \"2019-08-30 17:58:45.000000+00:00\", \"2022-12-01 15:25:40.000000+00:00\", \"2019-10-26 23:29:06.000000+00:00\", \"2019-07-23 03:42:29.000000+00:00\"], \"session_ids\": [\"48626d44-7c89-4d40-8715-7720c22b42fa\", \"5f8bf2ea-96a7-4d4c-b815-22648d9de21a\", \"b6e375f0-96a9-430a-8b1c-81a00006c5b9\", \"481afe5f-9a9e-4831-b453-bdbead45269e\", \"29b7ed68-64ea-4c6b-9cd8-5e372a84f0e1\"], \"total_duration\": 2204.0, \"total_sessions\": 5, \"mean_week_duration\": 12.523}, \"94485\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-21 18:50:03.000000+00:00\", \"2021-10-24 21:32:14.000000+00:00\", \"2022-09-23 11:35:39.000000+00:00\", \"2020-04-30 06:35:17.000000+00:00\", \"2022-11-11 05:20:39.000000+00:00\", \"2022-04-30 23:32:49.000000+00:00\", \"2019-06-20 21:11:47.000000+00:00\", \"2023-06-30 11:13:53.000000+00:00\", \"2022-08-25 08:43:16.000000+00:00\"], \"session_ids\": [\"bf0f377e-0d3e-4b3c-8e50-86920ec1b9b7\", \"b835a8f9-0af8-4a5f-8e48-f04abf441efb\", \"0e38f263-55db-4cc2-9a77-9e99604bc19f\", \"78db774f-16ac-4d33-841d-33aeefa44a86\", \"a9d52e3d-4573-4c05-b7a9-67c68d3fd441\", \"db2f1269-a023-4035-9ce1-804c708ff3d4\", \"67ca431d-5850-4c46-bb02-2f77d42c529e\", \"0c8fa4cf-105e-4b7b-a1b9-03646486ba97\", \"6bddf049-1fec-4446-92c2-dc6c7182acd7\"], \"total_duration\": 2656.0, \"total_sessions\": 9, \"mean_week_duration\": 12.128}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to city_name attribute." }, { "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[{\"86557\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-28 07:04:51.000000+00:00\", \"2019-08-30 17:58:45.000000+00:00\", \"2022-12-01 15:25:40.000000+00:00\", \"2019-10-26 23:29:06.000000+00:00\", \"2019-07-23 03:42:29.000000+00:00\"], \"session_ids\": [\"48626d44-7c89-4d40-8715-7720c22b42fa\", \"5f8bf2ea-96a7-4d4c-b815-22648d9de21a\", \"b6e375f0-96a9-430a-8b1c-81a00006c5b9\", \"481afe5f-9a9e-4831-b453-bdbead45269e\", \"29b7ed68-64ea-4c6b-9cd8-5e372a84f0e1\"], \"total_duration\": 2204.0, \"total_sessions\": 5, \"mean_week_duration\": 12.523}}, {\"94485\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-21 18:50:03.000000+00:00\", \"2021-10-24 21:32:14.000000+00:00\", \"2022-09-23 11:35:39.000000+00:00\", \"2020-04-30 06:35:17.000000+00:00\", \"2022-11-11 05:20:39.000000+00:00\", \"2022-04-30 23:32:49.000000+00:00\", \"2019-06-20 21:11:47.000000+00:00\", \"2023-06-30 11:13:53.000000+00:00\", \"2022-08-25 08:43:16.000000+00:00\"], \"session_ids\": [\"bf0f377e-0d3e-4b3c-8e50-86920ec1b9b7\", \"b835a8f9-0af8-4a5f-8e48-f04abf441efb\", \"0e38f263-55db-4cc2-9a77-9e99604bc19f\", \"78db774f-16ac-4d33-841d-33aeefa44a86\", \"a9d52e3d-4573-4c05-b7a9-67c68d3fd441\", \"db2f1269-a023-4035-9ce1-804c708ff3d4\", \"67ca431d-5850-4c46-bb02-2f77d42c529e\", \"0c8fa4cf-105e-4b7b-a1b9-03646486ba97\", \"6bddf049-1fec-4446-92c2-dc6c7182acd7\"], \"total_duration\": 2656.0, \"total_sessions\": 9, \"mean_week_duration\": 12.128}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"86557\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-28 07:04:51.000000+00:00\", \"2019-08-30 17:58:45.000000+00:00\", \"2022-12-01 15:25:40.000000+00:00\", \"2019-10-26 23:29:06.000000+00:00\", \"2019-07-23 03:42:29.000000+00:00\"], \"session_ids\": [\"48626d44-7c89-4d40-8715-7720c22b42fa\", \"5f8bf2ea-96a7-4d4c-b815-22648d9de21a\", \"b6e375f0-96a9-430a-8b1c-81a00006c5b9\", \"481afe5f-9a9e-4831-b453-bdbead45269e\", \"29b7ed68-64ea-4c6b-9cd8-5e372a84f0e1\"], \"total_duration\": 2204.0, \"total_sessions\": 5, \"mean_week_duration\": 12.523}}]\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[{\"86557\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-28 07:04:51.000000+00:00\", \"2019-08-30 17:58:45.000000+00:00\", \"2022-12-01 15:25:40.000000+00:00\", \"2019-10-26 23:29:06.000000+00:00\", \"2019-07-23 03:42:29.000000+00:00\"], \"session_ids\": [\"48626d44-7c89-4d40-8715-7720c22b42fa\", \"5f8bf2ea-96a7-4d4c-b815-22648d9de21a\", \"b6e375f0-96a9-430a-8b1c-81a00006c5b9\", \"481afe5f-9a9e-4831-b453-bdbead45269e\", \"29b7ed68-64ea-4c6b-9cd8-5e372a84f0e1\"], \"total_duration\": 2204.0, \"total_sessions\": 5, \"mean_week_duration\": 12.523}}]\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 7 users with a sessions summation that is higher than 3 and lower than 7, exclusive 7 also execute sorting by urban title form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"49617\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2020-02-18 06:36:05.000000+00:00\", \"2020-12-10 18:19:58.000000+00:00\", \"2023-06-05 02:34:01.000000+00:00\", \"2020-06-28 22:31:51.000000+00:00\"], \"session_ids\": [\"7be2f550-6942-401e-a384-14cf8be47094\", \"d161e590-a705-41b8-8b4d-24fa65ed4eb9\", \"f1dd6892-9d56-49e8-a684-d0c9530381ae\", \"d94d2591-ce00-42b3-b2c4-c39106a3d966\"], \"total_duration\": 621.0, \"total_sessions\": 4, \"mean_week_duration\": 3.61}, \"25591\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-15 07:37:32.000000+00:00\", \"2021-11-17 01:30:39.000000+00:00\"], \"session_ids\": [\"e263bad3-ee3c-47fd-813f-754bb9624f4c\", \"1fffa864-7b9c-409c-a07a-101398683bee\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 36.154}, \"24346\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-26 18:33:36.000000+00:00\", \"2021-12-26 23:21:06.000000+00:00\"], \"session_ids\": [\"9220734a-4c3d-42c9-aef4-0fabb4eebe0a\", \"19ad22dc-cdc7-4ced-b02a-5f4650fc77b8\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 2.904}, \"55183\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-07-19 22:43:07.000000+00:00\", \"2022-04-28 13:27:57.000000+00:00\", \"2020-04-11 02:25:19.000000+00:00\", \"2020-07-06 14:42:50.000000+00:00\"], \"session_ids\": [\"60ca0694-dff5-40e1-826e-57cdbc0a08c1\", \"ca68919c-d8ec-4d14-b9ed-7265bbd05d2e\", \"139cb372-409d-4097-b2a4-31ea1bab0bb8\", \"05f2256c-fee2-4170-9f71-2d37de2e0a6a\"], \"total_duration\": 729.0, \"total_sessions\": 4, \"mean_week_duration\": 6.813}, \"65623\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-12 02:09:57.000000+00:00\", \"2022-01-31 18:41:06.000000+00:00\", \"2020-03-04 13:19:15.000000+00:00\", \"2019-08-25 08:38:10.000000+00:00\"], \"session_ids\": [\"23e75e02-fb3a-4b5a-9451-862e3d1419a5\", \"e3b192b5-df82-44ea-a5c6-ea6c33851008\", \"c50ae22c-cbca-4cdf-8fc4-5a54a718d3db\", \"438a5be4-101f-4866-96ef-2310af41e9d1\"], \"total_duration\": 2159.0, \"total_sessions\": 4, \"mean_week_duration\": 16.867}, \"81664\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-03-07 01:04:33.000000+00:00\", \"2019-04-15 09:31:17.000000+00:00\"], \"session_ids\": [\"536c63f1-bb21-4702-b4be-75797d2560ec\", \"2bc87907-56e0-4a0e-9ba8-3e9df5331837\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.202}, \"51132\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-07-25 21:54:11.000000+00:00\", \"2023-01-09 09:31:01.000000+00:00\"], \"session_ids\": [\"eef46986-5c83-4e3f-beae-78ab9aed74b4\", \"e55cf6df-1e6d-4caf-8001-4c0c4923cd80\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.75}, \"84279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-11-18 21:56:50.000000+00:00\", \"2019-10-20 14:34:34.000000+00:00\", \"2022-03-02 18:31:23.000000+00:00\"], \"session_ids\": [\"f5e8f849-dceb-48ad-932a-3eec26842c99\", \"f45b414f-ec01-4718-a350-7d0e888034c8\", \"faf46823-418e-4f4f-a7ee-8506a19c9a29\"], \"total_duration\": 154.0, \"total_sessions\": 3, \"mean_week_duration\": 1.242}, \"20394\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-09 06:39:22.000000+00:00\", \"2019-05-26 13:57:13.000000+00:00\", \"2020-05-04 11:28:53.000000+00:00\"], \"session_ids\": [\"b10034eb-d414-4f2f-afad-6e4537a0999b\", \"43564a5e-4483-469e-bf60-81f276d0f860\", \"fe82fa31-0faa-4dc7-9e5f-91df5544913f\"], \"total_duration\": 984.0, \"total_sessions\": 3, \"mean_week_duration\": 6.56}, \"15051\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-02-11 16:43:01.000000+00:00\", \"2020-06-11 01:08:31.000000+00:00\", \"2019-01-14 06:55:42.000000+00:00\", \"2019-01-02 19:04:09.000000+00:00\", \"2022-07-10 11:04:01.000000+00:00\", \"2019-08-07 19:12:15.000000+00:00\", \"2019-08-14 12:59:46.000000+00:00\", \"2022-05-07 09:44:20.000000+00:00\", \"2022-12-26 05:23:04.000000+00:00\", \"2022-03-24 08:12:13.000000+00:00\", \"2022-12-08 17:33:04.000000+00:00\"], \"session_ids\": [\"798741d7-9437-43dd-a908-47bc29d3dc76\", \"63b8d3e2-3550-4249-b041-a16107bea099\", \"583ac1b8-5f8a-456b-a217-6cbce78abeb6\", \"7f0751e1-b7af-464e-a331-f873f1cfe689\", \"345da368-d774-48d5-81cb-5cec6ab5b236\", \"ecf206ee-bb03-474f-b450-b0fd485da16f\", \"e6b268bf-f594-4ad2-90c5-1f3c4ca256f2\", \"b3201563-3853-48e3-bab1-ce8d4cb869ce\", \"be8b30c4-a776-44c7-8cc3-266125f4bb62\", \"251a9d7f-7141-4273-9f7a-b71cb058ea62\", \"05a57a92-d3c1-480a-99af-2aa2c4f41497\"], \"total_duration\": 1634.0, \"total_sessions\": 11, \"mean_week_duration\": 7.6}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 3 and are less 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{\"49617\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2020-02-18 06:36:05.000000+00:00\", \"2020-12-10 18:19:58.000000+00:00\", \"2023-06-05 02:34:01.000000+00:00\", \"2020-06-28 22:31:51.000000+00:00\"], \"session_ids\": [\"7be2f550-6942-401e-a384-14cf8be47094\", \"d161e590-a705-41b8-8b4d-24fa65ed4eb9\", \"f1dd6892-9d56-49e8-a684-d0c9530381ae\", \"d94d2591-ce00-42b3-b2c4-c39106a3d966\"], \"total_duration\": 621.0, \"total_sessions\": 4, \"mean_week_duration\": 3.61}, \"55183\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-07-19 22:43:07.000000+00:00\", \"2022-04-28 13:27:57.000000+00:00\", \"2020-04-11 02:25:19.000000+00:00\", \"2020-07-06 14:42:50.000000+00:00\"], \"session_ids\": [\"60ca0694-dff5-40e1-826e-57cdbc0a08c1\", \"ca68919c-d8ec-4d14-b9ed-7265bbd05d2e\", \"139cb372-409d-4097-b2a4-31ea1bab0bb8\", \"05f2256c-fee2-4170-9f71-2d37de2e0a6a\"], \"total_duration\": 729.0, \"total_sessions\": 4, \"mean_week_duration\": 6.813}, \"65623\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-12 02:09:57.000000+00:00\", \"2022-01-31 18:41:06.000000+00:00\", \"2020-03-04 13:19:15.000000+00:00\", \"2019-08-25 08:38:10.000000+00:00\"], \"session_ids\": [\"23e75e02-fb3a-4b5a-9451-862e3d1419a5\", \"e3b192b5-df82-44ea-a5c6-ea6c33851008\", \"c50ae22c-cbca-4cdf-8fc4-5a54a718d3db\", \"438a5be4-101f-4866-96ef-2310af41e9d1\"], \"total_duration\": 2159.0, \"total_sessions\": 4, \"mean_week_duration\": 16.867}, \"84279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-11-18 21:56:50.000000+00:00\", \"2019-10-20 14:34:34.000000+00:00\", \"2022-03-02 18:31:23.000000+00:00\"], \"session_ids\": [\"f5e8f849-dceb-48ad-932a-3eec26842c99\", \"f45b414f-ec01-4718-a350-7d0e888034c8\", \"faf46823-418e-4f4f-a7ee-8506a19c9a29\"], \"total_duration\": 154.0, \"total_sessions\": 3, \"mean_week_duration\": 1.242}, \"20394\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-09 06:39:22.000000+00:00\", \"2019-05-26 13:57:13.000000+00:00\", \"2020-05-04 11:28:53.000000+00:00\"], \"session_ids\": [\"b10034eb-d414-4f2f-afad-6e4537a0999b\", \"43564a5e-4483-469e-bf60-81f276d0f860\", \"fe82fa31-0faa-4dc7-9e5f-91df5544913f\"], \"total_duration\": 984.0, \"total_sessions\": 3, \"mean_week_duration\": 6.56}}\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[{\"84279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-11-18 21:56:50.000000+00:00\", \"2019-10-20 14:34:34.000000+00:00\", \"2022-03-02 18:31:23.000000+00:00\"], \"session_ids\": [\"f5e8f849-dceb-48ad-932a-3eec26842c99\", \"f45b414f-ec01-4718-a350-7d0e888034c8\", \"faf46823-418e-4f4f-a7ee-8506a19c9a29\"], \"total_duration\": 154.0, \"total_sessions\": 3, \"mean_week_duration\": 1.242}}, {\"20394\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-09 06:39:22.000000+00:00\", \"2019-05-26 13:57:13.000000+00:00\", \"2020-05-04 11:28:53.000000+00:00\"], \"session_ids\": [\"b10034eb-d414-4f2f-afad-6e4537a0999b\", \"43564a5e-4483-469e-bf60-81f276d0f860\", \"fe82fa31-0faa-4dc7-9e5f-91df5544913f\"], \"total_duration\": 984.0, \"total_sessions\": 3, \"mean_week_duration\": 6.56}}, {\"49617\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2020-02-18 06:36:05.000000+00:00\", \"2020-12-10 18:19:58.000000+00:00\", \"2023-06-05 02:34:01.000000+00:00\", \"2020-06-28 22:31:51.000000+00:00\"], \"session_ids\": [\"7be2f550-6942-401e-a384-14cf8be47094\", \"d161e590-a705-41b8-8b4d-24fa65ed4eb9\", \"f1dd6892-9d56-49e8-a684-d0c9530381ae\", \"d94d2591-ce00-42b3-b2c4-c39106a3d966\"], \"total_duration\": 621.0, \"total_sessions\": 4, \"mean_week_duration\": 3.61}}, {\"65623\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-12 02:09:57.000000+00:00\", \"2022-01-31 18:41:06.000000+00:00\", \"2020-03-04 13:19:15.000000+00:00\", \"2019-08-25 08:38:10.000000+00:00\"], \"session_ids\": [\"23e75e02-fb3a-4b5a-9451-862e3d1419a5\", \"e3b192b5-df82-44ea-a5c6-ea6c33851008\", \"c50ae22c-cbca-4cdf-8fc4-5a54a718d3db\", \"438a5be4-101f-4866-96ef-2310af41e9d1\"], \"total_duration\": 2159.0, \"total_sessions\": 4, \"mean_week_duration\": 16.867}}, {\"55183\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-07-19 22:43:07.000000+00:00\", \"2022-04-28 13:27:57.000000+00:00\", \"2020-04-11 02:25:19.000000+00:00\", \"2020-07-06 14:42:50.000000+00:00\"], \"session_ids\": [\"60ca0694-dff5-40e1-826e-57cdbc0a08c1\", \"ca68919c-d8ec-4d14-b9ed-7265bbd05d2e\", \"139cb372-409d-4097-b2a4-31ea1bab0bb8\", \"05f2256c-fee2-4170-9f71-2d37de2e0a6a\"], \"total_duration\": 729.0, \"total_sessions\": 4, \"mean_week_duration\": 6.813}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 7 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"84279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-11-18 21:56:50.000000+00:00\", \"2019-10-20 14:34:34.000000+00:00\", \"2022-03-02 18:31:23.000000+00:00\"], \"session_ids\": [\"f5e8f849-dceb-48ad-932a-3eec26842c99\", \"f45b414f-ec01-4718-a350-7d0e888034c8\", \"faf46823-418e-4f4f-a7ee-8506a19c9a29\"], \"total_duration\": 154.0, \"total_sessions\": 3, \"mean_week_duration\": 1.242}}, {\"20394\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-09 06:39:22.000000+00:00\", \"2019-05-26 13:57:13.000000+00:00\", \"2020-05-04 11:28:53.000000+00:00\"], \"session_ids\": [\"b10034eb-d414-4f2f-afad-6e4537a0999b\", \"43564a5e-4483-469e-bf60-81f276d0f860\", \"fe82fa31-0faa-4dc7-9e5f-91df5544913f\"], \"total_duration\": 984.0, \"total_sessions\": 3, \"mean_week_duration\": 6.56}}, {\"49617\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2020-02-18 06:36:05.000000+00:00\", \"2020-12-10 18:19:58.000000+00:00\", \"2023-06-05 02:34:01.000000+00:00\", \"2020-06-28 22:31:51.000000+00:00\"], \"session_ids\": [\"7be2f550-6942-401e-a384-14cf8be47094\", \"d161e590-a705-41b8-8b4d-24fa65ed4eb9\", \"f1dd6892-9d56-49e8-a684-d0c9530381ae\", \"d94d2591-ce00-42b3-b2c4-c39106a3d966\"], \"total_duration\": 621.0, \"total_sessions\": 4, \"mean_week_duration\": 3.61}}, {\"65623\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-12 02:09:57.000000+00:00\", \"2022-01-31 18:41:06.000000+00:00\", \"2020-03-04 13:19:15.000000+00:00\", \"2019-08-25 08:38:10.000000+00:00\"], \"session_ids\": [\"23e75e02-fb3a-4b5a-9451-862e3d1419a5\", \"e3b192b5-df82-44ea-a5c6-ea6c33851008\", \"c50ae22c-cbca-4cdf-8fc4-5a54a718d3db\", \"438a5be4-101f-4866-96ef-2310af41e9d1\"], \"total_duration\": 2159.0, \"total_sessions\": 4, \"mean_week_duration\": 16.867}}, {\"55183\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-07-19 22:43:07.000000+00:00\", \"2022-04-28 13:27:57.000000+00:00\", \"2020-04-11 02:25:19.000000+00:00\", \"2020-07-06 14:42:50.000000+00:00\"], \"session_ids\": [\"60ca0694-dff5-40e1-826e-57cdbc0a08c1\", \"ca68919c-d8ec-4d14-b9ed-7265bbd05d2e\", \"139cb372-409d-4097-b2a4-31ea1bab0bb8\", \"05f2256c-fee2-4170-9f71-2d37de2e0a6a\"], \"total_duration\": 729.0, \"total_sessions\": 4, \"mean_week_duration\": 6.813}}]\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[{\"84279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-11-18 21:56:50.000000+00:00\", \"2019-10-20 14:34:34.000000+00:00\", \"2022-03-02 18:31:23.000000+00:00\"], \"session_ids\": [\"f5e8f849-dceb-48ad-932a-3eec26842c99\", \"f45b414f-ec01-4718-a350-7d0e888034c8\", \"faf46823-418e-4f4f-a7ee-8506a19c9a29\"], \"total_duration\": 154.0, \"total_sessions\": 3, \"mean_week_duration\": 1.242}}, {\"20394\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-09 06:39:22.000000+00:00\", \"2019-05-26 13:57:13.000000+00:00\", \"2020-05-04 11:28:53.000000+00:00\"], \"session_ids\": [\"b10034eb-d414-4f2f-afad-6e4537a0999b\", \"43564a5e-4483-469e-bf60-81f276d0f860\", \"fe82fa31-0faa-4dc7-9e5f-91df5544913f\"], \"total_duration\": 984.0, \"total_sessions\": 3, \"mean_week_duration\": 6.56}}, {\"49617\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2020-02-18 06:36:05.000000+00:00\", \"2020-12-10 18:19:58.000000+00:00\", \"2023-06-05 02:34:01.000000+00:00\", \"2020-06-28 22:31:51.000000+00:00\"], \"session_ids\": [\"7be2f550-6942-401e-a384-14cf8be47094\", \"d161e590-a705-41b8-8b4d-24fa65ed4eb9\", \"f1dd6892-9d56-49e8-a684-d0c9530381ae\", \"d94d2591-ce00-42b3-b2c4-c39106a3d966\"], \"total_duration\": 621.0, \"total_sessions\": 4, \"mean_week_duration\": 3.61}}, {\"65623\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-12 02:09:57.000000+00:00\", \"2022-01-31 18:41:06.000000+00:00\", \"2020-03-04 13:19:15.000000+00:00\", \"2019-08-25 08:38:10.000000+00:00\"], \"session_ids\": [\"23e75e02-fb3a-4b5a-9451-862e3d1419a5\", \"e3b192b5-df82-44ea-a5c6-ea6c33851008\", \"c50ae22c-cbca-4cdf-8fc4-5a54a718d3db\", \"438a5be4-101f-4866-96ef-2310af41e9d1\"], \"total_duration\": 2159.0, \"total_sessions\": 4, \"mean_week_duration\": 16.867}}, {\"55183\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-07-19 22:43:07.000000+00:00\", \"2022-04-28 13:27:57.000000+00:00\", \"2020-04-11 02:25:19.000000+00:00\", \"2020-07-06 14:42:50.000000+00:00\"], \"session_ids\": [\"60ca0694-dff5-40e1-826e-57cdbc0a08c1\", \"ca68919c-d8ec-4d14-b9ed-7265bbd05d2e\", \"139cb372-409d-4097-b2a4-31ea1bab0bb8\", \"05f2256c-fee2-4170-9f71-2d37de2e0a6a\"], \"total_duration\": 729.0, \"total_sessions\": 4, \"mean_week_duration\": 6.813}}]\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 8 users pieces of information with a sessions count that is above 10 and below 2, exclusive 10 also execute sorting by town center name in asc order." } ]
[ { "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{\"13944\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-20 19:28:59.000000+00:00\", \"2022-06-03 01:00:21.000000+00:00\"], \"session_ids\": [\"ad6933a0-4e0a-47e4-b7ca-522de8d770ea\", \"0a9e2c06-d5be-4c5b-b853-898023f179e8\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 1.059}, \"62684\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-10-23 03:06:54.000000+00:00\", \"2021-09-11 07:25:06.000000+00:00\", \"2022-03-31 20:19:43.000000+00:00\", \"2022-09-29 09:23:28.000000+00:00\", \"2021-05-25 03:00:10.000000+00:00\", \"2023-06-18 22:07:37.000000+00:00\", \"2020-03-12 00:25:29.000000+00:00\", \"2023-06-08 19:29:33.000000+00:00\", \"2020-06-30 19:27:36.000000+00:00\", \"2021-02-09 07:45:56.000000+00:00\", \"2020-06-18 04:53:17.000000+00:00\"], \"session_ids\": [\"891cb239-948d-4a10-a463-fe77a0f04d56\", \"927560c3-9697-4034-83b5-3d1cf838f44e\", \"aed8c49f-6723-4c0d-8a8c-c4bf805950a9\", \"dbb25166-875b-4e90-86ce-47e94f678469\", \"496a1a49-d15d-4e21-a119-78ac3be4803b\", \"4390a99c-86a7-49bf-aae9-8d6d9470322a\", \"9305df31-d1ca-4eb7-b0dc-854e1a9e7f8d\", \"5ef159df-e447-4900-bca4-62ac51b364f8\", \"721bbfee-1ee3-464e-8646-4fe4f8683bfc\", \"25468eb2-5c7c-4601-8d9a-cb1566a09ad7\", \"6538bca5-dfb0-4663-8a99-0e339117ca82\"], \"total_duration\": 16687.0, \"total_sessions\": 11, \"mean_week_duration\": 97.585}, \"76884\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-09 07:36:47.000000+00:00\", \"2020-02-03 17:50:38.000000+00:00\"], \"session_ids\": [\"ccb935e4-d0d6-4ff2-b63c-45237efb26d4\", \"326c9e1d-ca2b-4e2b-899c-921c644f5492\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 2.305}, \"77511\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-10-29 18:53:26.000000+00:00\", \"2021-07-08 03:01:12.000000+00:00\", \"2020-10-17 02:34:23.000000+00:00\"], \"session_ids\": [\"c0a4ce60-7daa-43f9-b1ac-7ddf7b2b3834\", \"ce51dc49-9985-4334-ba55-95535d763602\", \"18cdae9b-f52a-4496-b654-a8295350fad2\"], \"total_duration\": 609.0, \"total_sessions\": 3, \"mean_week_duration\": 16.026}, \"95868\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-02-22 15:29:57.000000+00:00\", \"2020-07-05 18:33:12.000000+00:00\", \"2020-10-14 06:05:57.000000+00:00\", \"2023-06-23 14:14:09.000000+00:00\", \"2019-07-27 23:54:50.000000+00:00\", \"2021-01-01 16:34:33.000000+00:00\", \"2023-06-22 04:05:17.000000+00:00\", \"2019-04-06 14:40:06.000000+00:00\"], \"session_ids\": [\"a68d01ba-1dce-47ea-8436-90ad346de9f4\", \"acf26f78-08f5-4b6d-acfa-32c08de4181b\", \"0b3bd1bb-46bc-43de-b67c-0964a5a6c59e\", \"af28b01a-6da8-4c2f-bf08-219856783478\", \"02fab22b-6740-4fd7-895e-8d93ede94755\", \"7947f3c2-e644-46a3-b643-9fa22621d3c0\", \"b4750717-51db-49ce-9707-2540b651b167\", \"efbb1965-4701-40f6-a49c-9978b1885a27\"], \"total_duration\": 12272.0, \"total_sessions\": 8, \"mean_week_duration\": 55.782}, \"46990\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-04-08 05:59:18.000000+00:00\", \"2020-02-20 19:46:14.000000+00:00\", \"2022-09-25 05:49:25.000000+00:00\", \"2023-04-04 23:30:20.000000+00:00\", \"2021-08-03 09:08:26.000000+00:00\"], \"session_ids\": [\"f2db00cc-be99-4221-b519-71053c88e588\", \"abbd2a02-07ea-4d92-b51e-ae430d7a6504\", \"26f8df0d-0344-46ea-b00a-37050305e601\", \"6503121e-ba6a-4d2c-819c-8588b082dc0b\", \"8495ea90-3d57-4ca7-8f11-096b32a47998\"], \"total_duration\": 826.0, \"total_sessions\": 5, \"mean_week_duration\": 5.067}, \"14901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2020-02-09 21:33:47.000000+00:00\", \"2020-04-24 02:32:59.000000+00:00\"], \"session_ids\": [\"17adc6d1-d6a3-41d2-b372-f708e75beb2e\", \"2cb44f9a-9476-4bd3-b18e-8ed3edb3bcf1\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 25.727}, \"28331\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-01-24 22:35:50.000000+00:00\", \"2023-05-12 18:17:06.000000+00:00\", \"2019-07-19 01:43:50.000000+00:00\", \"2021-12-19 21:56:53.000000+00:00\"], \"session_ids\": [\"81e7b39f-9a52-45c4-b658-58973d0b122a\", \"beebb86a-cdb9-4369-8b8f-259102cd4dca\", \"e3090416-4002-4c46-b86e-0a214f7e5fc4\", \"69ebb5aa-f5fe-4ad9-bda6-eff7086ae03b\"], \"total_duration\": 409.0, \"total_sessions\": 4, \"mean_week_duration\": 2.055}, \"74134\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-09 02:21:41.000000+00:00\", \"2022-08-17 09:45:47.000000+00:00\"], \"session_ids\": [\"bf545fcf-966f-4e56-a0c6-4cf6a0147b98\", \"a9b82b73-e2c0-4131-8f06-51b77e8c486b\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.397}, \"82252\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-28 14:43:49.000000+00:00\", \"2022-09-08 04:34:30.000000+00:00\"], \"session_ids\": [\"56982b86-3265-46bf-920d-ddc3c1c75877\", \"9669492f-aa1d-43de-af31-5f0806129d86\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.422}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 2 and are greater than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[2, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13944\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-20 19:28:59.000000+00:00\", \"2022-06-03 01:00:21.000000+00:00\"], \"session_ids\": [\"ad6933a0-4e0a-47e4-b7ca-522de8d770ea\", \"0a9e2c06-d5be-4c5b-b853-898023f179e8\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 1.059}, \"76884\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-09 07:36:47.000000+00:00\", \"2020-02-03 17:50:38.000000+00:00\"], \"session_ids\": [\"ccb935e4-d0d6-4ff2-b63c-45237efb26d4\", \"326c9e1d-ca2b-4e2b-899c-921c644f5492\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 2.305}, \"14901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2020-02-09 21:33:47.000000+00:00\", \"2020-04-24 02:32:59.000000+00:00\"], \"session_ids\": [\"17adc6d1-d6a3-41d2-b372-f708e75beb2e\", \"2cb44f9a-9476-4bd3-b18e-8ed3edb3bcf1\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 25.727}, \"74134\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-09 02:21:41.000000+00:00\", \"2022-08-17 09:45:47.000000+00:00\"], \"session_ids\": [\"bf545fcf-966f-4e56-a0c6-4cf6a0147b98\", \"a9b82b73-e2c0-4131-8f06-51b77e8c486b\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.397}, \"82252\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-28 14:43:49.000000+00:00\", \"2022-09-08 04:34:30.000000+00:00\"], \"session_ids\": [\"56982b86-3265-46bf-920d-ddc3c1c75877\", \"9669492f-aa1d-43de-af31-5f0806129d86\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.422}, \"62684\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-10-23 03:06:54.000000+00:00\", \"2021-09-11 07:25:06.000000+00:00\", \"2022-03-31 20:19:43.000000+00:00\", \"2022-09-29 09:23:28.000000+00:00\", \"2021-05-25 03:00:10.000000+00:00\", \"2023-06-18 22:07:37.000000+00:00\", \"2020-03-12 00:25:29.000000+00:00\", \"2023-06-08 19:29:33.000000+00:00\", \"2020-06-30 19:27:36.000000+00:00\", \"2021-02-09 07:45:56.000000+00:00\", \"2020-06-18 04:53:17.000000+00:00\"], \"session_ids\": [\"891cb239-948d-4a10-a463-fe77a0f04d56\", \"927560c3-9697-4034-83b5-3d1cf838f44e\", \"aed8c49f-6723-4c0d-8a8c-c4bf805950a9\", \"dbb25166-875b-4e90-86ce-47e94f678469\", \"496a1a49-d15d-4e21-a119-78ac3be4803b\", \"4390a99c-86a7-49bf-aae9-8d6d9470322a\", \"9305df31-d1ca-4eb7-b0dc-854e1a9e7f8d\", \"5ef159df-e447-4900-bca4-62ac51b364f8\", \"721bbfee-1ee3-464e-8646-4fe4f8683bfc\", \"25468eb2-5c7c-4601-8d9a-cb1566a09ad7\", \"6538bca5-dfb0-4663-8a99-0e339117ca82\"], \"total_duration\": 16687.0, \"total_sessions\": 11, \"mean_week_duration\": 97.585}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"13944\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-20 19:28:59.000000+00:00\", \"2022-06-03 01:00:21.000000+00:00\"], \"session_ids\": [\"ad6933a0-4e0a-47e4-b7ca-522de8d770ea\", \"0a9e2c06-d5be-4c5b-b853-898023f179e8\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 1.059}}, {\"62684\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-10-23 03:06:54.000000+00:00\", \"2021-09-11 07:25:06.000000+00:00\", \"2022-03-31 20:19:43.000000+00:00\", \"2022-09-29 09:23:28.000000+00:00\", \"2021-05-25 03:00:10.000000+00:00\", \"2023-06-18 22:07:37.000000+00:00\", \"2020-03-12 00:25:29.000000+00:00\", \"2023-06-08 19:29:33.000000+00:00\", \"2020-06-30 19:27:36.000000+00:00\", \"2021-02-09 07:45:56.000000+00:00\", \"2020-06-18 04:53:17.000000+00:00\"], \"session_ids\": [\"891cb239-948d-4a10-a463-fe77a0f04d56\", \"927560c3-9697-4034-83b5-3d1cf838f44e\", \"aed8c49f-6723-4c0d-8a8c-c4bf805950a9\", \"dbb25166-875b-4e90-86ce-47e94f678469\", \"496a1a49-d15d-4e21-a119-78ac3be4803b\", \"4390a99c-86a7-49bf-aae9-8d6d9470322a\", \"9305df31-d1ca-4eb7-b0dc-854e1a9e7f8d\", \"5ef159df-e447-4900-bca4-62ac51b364f8\", \"721bbfee-1ee3-464e-8646-4fe4f8683bfc\", \"25468eb2-5c7c-4601-8d9a-cb1566a09ad7\", \"6538bca5-dfb0-4663-8a99-0e339117ca82\"], \"total_duration\": 16687.0, \"total_sessions\": 11, \"mean_week_duration\": 97.585}}, {\"14901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2020-02-09 21:33:47.000000+00:00\", \"2020-04-24 02:32:59.000000+00:00\"], \"session_ids\": [\"17adc6d1-d6a3-41d2-b372-f708e75beb2e\", \"2cb44f9a-9476-4bd3-b18e-8ed3edb3bcf1\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 25.727}}, {\"82252\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-28 14:43:49.000000+00:00\", \"2022-09-08 04:34:30.000000+00:00\"], \"session_ids\": [\"56982b86-3265-46bf-920d-ddc3c1c75877\", \"9669492f-aa1d-43de-af31-5f0806129d86\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.422}}, {\"74134\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-09 02:21:41.000000+00:00\", \"2022-08-17 09:45:47.000000+00:00\"], \"session_ids\": [\"bf545fcf-966f-4e56-a0c6-4cf6a0147b98\", \"a9b82b73-e2c0-4131-8f06-51b77e8c486b\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.397}}, {\"76884\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-09 07:36:47.000000+00:00\", \"2020-02-03 17:50:38.000000+00:00\"], \"session_ids\": [\"ccb935e4-d0d6-4ff2-b63c-45237efb26d4\", \"326c9e1d-ca2b-4e2b-899c-921c644f5492\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 2.305}}]\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[{\"13944\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-20 19:28:59.000000+00:00\", \"2022-06-03 01:00:21.000000+00:00\"], \"session_ids\": [\"ad6933a0-4e0a-47e4-b7ca-522de8d770ea\", \"0a9e2c06-d5be-4c5b-b853-898023f179e8\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 1.059}}, {\"62684\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-10-23 03:06:54.000000+00:00\", \"2021-09-11 07:25:06.000000+00:00\", \"2022-03-31 20:19:43.000000+00:00\", \"2022-09-29 09:23:28.000000+00:00\", \"2021-05-25 03:00:10.000000+00:00\", \"2023-06-18 22:07:37.000000+00:00\", \"2020-03-12 00:25:29.000000+00:00\", \"2023-06-08 19:29:33.000000+00:00\", \"2020-06-30 19:27:36.000000+00:00\", \"2021-02-09 07:45:56.000000+00:00\", \"2020-06-18 04:53:17.000000+00:00\"], \"session_ids\": [\"891cb239-948d-4a10-a463-fe77a0f04d56\", \"927560c3-9697-4034-83b5-3d1cf838f44e\", \"aed8c49f-6723-4c0d-8a8c-c4bf805950a9\", \"dbb25166-875b-4e90-86ce-47e94f678469\", \"496a1a49-d15d-4e21-a119-78ac3be4803b\", \"4390a99c-86a7-49bf-aae9-8d6d9470322a\", \"9305df31-d1ca-4eb7-b0dc-854e1a9e7f8d\", \"5ef159df-e447-4900-bca4-62ac51b364f8\", \"721bbfee-1ee3-464e-8646-4fe4f8683bfc\", \"25468eb2-5c7c-4601-8d9a-cb1566a09ad7\", \"6538bca5-dfb0-4663-8a99-0e339117ca82\"], \"total_duration\": 16687.0, \"total_sessions\": 11, \"mean_week_duration\": 97.585}}, {\"14901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2020-02-09 21:33:47.000000+00:00\", \"2020-04-24 02:32:59.000000+00:00\"], \"session_ids\": [\"17adc6d1-d6a3-41d2-b372-f708e75beb2e\", \"2cb44f9a-9476-4bd3-b18e-8ed3edb3bcf1\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 25.727}}, {\"82252\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-28 14:43:49.000000+00:00\", \"2022-09-08 04:34:30.000000+00:00\"], \"session_ids\": [\"56982b86-3265-46bf-920d-ddc3c1c75877\", \"9669492f-aa1d-43de-af31-5f0806129d86\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.422}}, {\"74134\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-09 02:21:41.000000+00:00\", \"2022-08-17 09:45:47.000000+00:00\"], \"session_ids\": [\"bf545fcf-966f-4e56-a0c6-4cf6a0147b98\", \"a9b82b73-e2c0-4131-8f06-51b77e8c486b\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.397}}, {\"76884\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-09 07:36:47.000000+00:00\", \"2020-02-03 17:50:38.000000+00:00\"], \"session_ids\": [\"ccb935e4-d0d6-4ff2-b63c-45237efb26d4\", \"326c9e1d-ca2b-4e2b-899c-921c644f5492\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 2.305}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to finish my work on that task and send the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"13944\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-20 19:28:59.000000+00:00\", \"2022-06-03 01:00:21.000000+00:00\"], \"session_ids\": [\"ad6933a0-4e0a-47e4-b7ca-522de8d770ea\", \"0a9e2c06-d5be-4c5b-b853-898023f179e8\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 1.059}}, {\"62684\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-10-23 03:06:54.000000+00:00\", \"2021-09-11 07:25:06.000000+00:00\", \"2022-03-31 20:19:43.000000+00:00\", \"2022-09-29 09:23:28.000000+00:00\", \"2021-05-25 03:00:10.000000+00:00\", \"2023-06-18 22:07:37.000000+00:00\", \"2020-03-12 00:25:29.000000+00:00\", \"2023-06-08 19:29:33.000000+00:00\", \"2020-06-30 19:27:36.000000+00:00\", \"2021-02-09 07:45:56.000000+00:00\", \"2020-06-18 04:53:17.000000+00:00\"], \"session_ids\": [\"891cb239-948d-4a10-a463-fe77a0f04d56\", \"927560c3-9697-4034-83b5-3d1cf838f44e\", \"aed8c49f-6723-4c0d-8a8c-c4bf805950a9\", \"dbb25166-875b-4e90-86ce-47e94f678469\", \"496a1a49-d15d-4e21-a119-78ac3be4803b\", \"4390a99c-86a7-49bf-aae9-8d6d9470322a\", \"9305df31-d1ca-4eb7-b0dc-854e1a9e7f8d\", \"5ef159df-e447-4900-bca4-62ac51b364f8\", \"721bbfee-1ee3-464e-8646-4fe4f8683bfc\", \"25468eb2-5c7c-4601-8d9a-cb1566a09ad7\", \"6538bca5-dfb0-4663-8a99-0e339117ca82\"], \"total_duration\": 16687.0, \"total_sessions\": 11, \"mean_week_duration\": 97.585}}, {\"14901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2020-02-09 21:33:47.000000+00:00\", \"2020-04-24 02:32:59.000000+00:00\"], \"session_ids\": [\"17adc6d1-d6a3-41d2-b372-f708e75beb2e\", \"2cb44f9a-9476-4bd3-b18e-8ed3edb3bcf1\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 25.727}}, {\"82252\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-28 14:43:49.000000+00:00\", \"2022-09-08 04:34:30.000000+00:00\"], \"session_ids\": [\"56982b86-3265-46bf-920d-ddc3c1c75877\", \"9669492f-aa1d-43de-af31-5f0806129d86\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 1.422}}, {\"74134\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-09 02:21:41.000000+00:00\", \"2022-08-17 09:45:47.000000+00:00\"], \"session_ids\": [\"bf545fcf-966f-4e56-a0c6-4cf6a0147b98\", \"a9b82b73-e2c0-4131-8f06-51b77e8c486b\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.397}}, {\"76884\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-09 07:36:47.000000+00:00\", \"2020-02-03 17:50:38.000000+00:00\"], \"session_ids\": [\"ccb935e4-d0d6-4ff2-b63c-45237efb26d4\", \"326c9e1d-ca2b-4e2b-899c-921c644f5492\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 2.305}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on users who are top-tier based on value of time in app per week + do sorting by town naming in descending order." } ]
[ { "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{\"45291\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-03 15:43:30.000000+00:00\", \"2019-12-27 03:17:35.000000+00:00\", \"2021-12-23 00:19:01.000000+00:00\", \"2020-09-09 02:24:52.000000+00:00\", \"2020-07-09 22:30:07.000000+00:00\", \"2020-07-10 03:11:01.000000+00:00\", \"2022-04-04 00:26:47.000000+00:00\"], \"session_ids\": [\"0b70cf0b-91a0-400e-8573-3690231c4ac5\", \"107cae30-ff84-4dcb-92ed-82dda31c84ad\", \"ae12597d-bb6b-41cb-8d9e-256b11c35111\", \"0b762a64-3f47-4d26-a5ad-978ccfbf7595\", \"f7fd33f6-a8c0-4b30-8bb8-86ac86430dea\", \"2a71dc37-e946-4d29-a00f-ffc10bd5b3db\", \"9bd56183-f405-4bbe-9620-bc6479d1f8d6\"], \"total_duration\": 1003.0, \"total_sessions\": 7, \"mean_week_duration\": 8.429}, \"51756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2022-02-18 16:58:52.000000+00:00\", \"2019-08-13 13:53:59.000000+00:00\", \"2021-07-18 21:19:24.000000+00:00\", \"2019-10-22 08:17:42.000000+00:00\", \"2021-06-10 21:06:37.000000+00:00\", \"2023-05-25 20:51:42.000000+00:00\", \"2023-02-13 15:50:39.000000+00:00\", \"2020-05-02 05:33:17.000000+00:00\"], \"session_ids\": [\"80710967-2453-4690-a5ad-dd0ce8eab3aa\", \"6e2c81ed-e5e6-40a4-affe-3f1c085434f5\", \"a06888a2-fbe5-46b3-a66b-6e1b6ceb0a96\", \"0b08270c-96eb-488d-966e-c4026f112c4e\", \"7d151c80-1ec1-438f-9e23-7b060262532d\", \"f67e4a9f-ff3e-4417-a674-234ab5c357eb\", \"21c4fa87-e793-4c30-afd5-1d5e9ba042ef\", \"65775a40-5827-4ded-954e-1fae7b6e19ab\"], \"total_duration\": 2399.0, \"total_sessions\": 8, \"mean_week_duration\": 12.116}, \"22359\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-22 01:26:55.000000+00:00\", \"2020-01-22 08:11:59.000000+00:00\"], \"session_ids\": [\"96aa9aa1-9709-4106-982f-7756e5b15609\", \"7bd1f96b-9001-47b5-8842-1a575e50b12c\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.127}, \"98756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-06-15 22:21:52.000000+00:00\", \"2023-06-29 18:12:57.000000+00:00\"], \"session_ids\": [\"3cedeb00-3c69-4ce0-84a7-45068defe5e2\", \"27b4386f-04f6-4494-9df1-95d988881df2\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 1.075}, \"78059\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-10 03:26:09.000000+00:00\", \"2021-07-03 02:03:33.000000+00:00\", \"2019-08-30 03:00:13.000000+00:00\", \"2019-07-05 16:52:00.000000+00:00\", \"2020-04-20 18:53:39.000000+00:00\", \"2023-04-17 23:34:53.000000+00:00\"], \"session_ids\": [\"2c8d2412-7fd6-4bdc-84e4-b1461c9f1b4b\", \"0ae3284a-90e4-4d26-ac34-75db4f3b27cd\", \"9089de06-5a84-4f2d-a67d-b4ba5c87317e\", \"dcf1cd1d-b5e8-41c3-a7ff-10f83bc3c16b\", \"09886b6f-8890-4234-aa6c-32e7f92b9e23\", \"8b6441b7-d792-43f0-8a16-ee4e463eebd9\"], \"total_duration\": 1766.0, \"total_sessions\": 6, \"mean_week_duration\": 8.919}, \"21885\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-05-17 15:11:20.000000+00:00\", \"2021-11-09 21:33:08.000000+00:00\", \"2022-10-14 14:38:35.000000+00:00\", \"2019-09-23 08:46:22.000000+00:00\"], \"session_ids\": [\"ddfef496-12e8-4853-a612-7e96df90a6c4\", \"540036b8-e538-4958-be43-e9527dcc0e68\", \"887d8739-e1d2-4bf7-87d5-965a10d12209\", \"32308f33-58c4-4ba4-80a3-ecf5ee3d2d5d\"], \"total_duration\": 846.0, \"total_sessions\": 4, \"mean_week_duration\": 5.287}, \"18445\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-31 17:49:41.000000+00:00\", \"2022-01-23 10:59:08.000000+00:00\"], \"session_ids\": [\"1f61dac2-47be-4425-b2ab-ba7da409c0e2\", \"f3faa001-0099-4d1a-a4c6-6a56ba1ccb6e\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.25}, \"93419\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-08-21 12:15:17.000000+00:00\", \"2020-04-23 02:10:26.000000+00:00\"], \"session_ids\": [\"40d53e93-2ab5-405b-b3ee-d6ab5b8bec8b\", \"ba9c8684-1a22-4c8d-b9dd-83bee2794b1c\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 6.333}, \"67019\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-30 12:44:58.000000+00:00\", \"2019-08-15 00:47:07.000000+00:00\"], \"session_ids\": [\"818db70c-663b-4d08-8bc8-a5a8ad6e7f6f\", \"d430095d-cb5e-4657-a2bb-1f3337c1dfbf\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 1.597}, \"89795\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-03-16 20:44:55.000000+00:00\", \"2023-01-07 07:42:47.000000+00:00\", \"2019-11-15 01:07:31.000000+00:00\"], \"session_ids\": [\"e502a060-e2e6-4677-9ed3-303aefcaa5bf\", \"fcde21d3-9c8b-4f45-ae43-664a6c80c69d\", \"bdb63ff5-6a88-451a-840b-383365e048f4\"], \"total_duration\": 450.0, \"total_sessions\": 3, \"mean_week_duration\": 2.586}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the highest mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": -1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"51756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2022-02-18 16:58:52.000000+00:00\", \"2019-08-13 13:53:59.000000+00:00\", \"2021-07-18 21:19:24.000000+00:00\", \"2019-10-22 08:17:42.000000+00:00\", \"2021-06-10 21:06:37.000000+00:00\", \"2023-05-25 20:51:42.000000+00:00\", \"2023-02-13 15:50:39.000000+00:00\", \"2020-05-02 05:33:17.000000+00:00\"], \"session_ids\": [\"80710967-2453-4690-a5ad-dd0ce8eab3aa\", \"6e2c81ed-e5e6-40a4-affe-3f1c085434f5\", \"a06888a2-fbe5-46b3-a66b-6e1b6ceb0a96\", \"0b08270c-96eb-488d-966e-c4026f112c4e\", \"7d151c80-1ec1-438f-9e23-7b060262532d\", \"f67e4a9f-ff3e-4417-a674-234ab5c357eb\", \"21c4fa87-e793-4c30-afd5-1d5e9ba042ef\", \"65775a40-5827-4ded-954e-1fae7b6e19ab\"], \"total_duration\": 2399.0, \"total_sessions\": 8, \"mean_week_duration\": 12.116}}, {\"78059\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-10 03:26:09.000000+00:00\", \"2021-07-03 02:03:33.000000+00:00\", \"2019-08-30 03:00:13.000000+00:00\", \"2019-07-05 16:52:00.000000+00:00\", \"2020-04-20 18:53:39.000000+00:00\", \"2023-04-17 23:34:53.000000+00:00\"], \"session_ids\": [\"2c8d2412-7fd6-4bdc-84e4-b1461c9f1b4b\", \"0ae3284a-90e4-4d26-ac34-75db4f3b27cd\", \"9089de06-5a84-4f2d-a67d-b4ba5c87317e\", \"dcf1cd1d-b5e8-41c3-a7ff-10f83bc3c16b\", \"09886b6f-8890-4234-aa6c-32e7f92b9e23\", \"8b6441b7-d792-43f0-8a16-ee4e463eebd9\"], \"total_duration\": 1766.0, \"total_sessions\": 6, \"mean_week_duration\": 8.919}}, {\"45291\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-03 15:43:30.000000+00:00\", \"2019-12-27 03:17:35.000000+00:00\", \"2021-12-23 00:19:01.000000+00:00\", \"2020-09-09 02:24:52.000000+00:00\", \"2020-07-09 22:30:07.000000+00:00\", \"2020-07-10 03:11:01.000000+00:00\", \"2022-04-04 00:26:47.000000+00:00\"], \"session_ids\": [\"0b70cf0b-91a0-400e-8573-3690231c4ac5\", \"107cae30-ff84-4dcb-92ed-82dda31c84ad\", \"ae12597d-bb6b-41cb-8d9e-256b11c35111\", \"0b762a64-3f47-4d26-a5ad-978ccfbf7595\", \"f7fd33f6-a8c0-4b30-8bb8-86ac86430dea\", \"2a71dc37-e946-4d29-a00f-ffc10bd5b3db\", \"9bd56183-f405-4bbe-9620-bc6479d1f8d6\"], \"total_duration\": 1003.0, \"total_sessions\": 7, \"mean_week_duration\": 8.429}}]\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[{\"51756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2022-02-18 16:58:52.000000+00:00\", \"2019-08-13 13:53:59.000000+00:00\", \"2021-07-18 21:19:24.000000+00:00\", \"2019-10-22 08:17:42.000000+00:00\", \"2021-06-10 21:06:37.000000+00:00\", \"2023-05-25 20:51:42.000000+00:00\", \"2023-02-13 15:50:39.000000+00:00\", \"2020-05-02 05:33:17.000000+00:00\"], \"session_ids\": [\"80710967-2453-4690-a5ad-dd0ce8eab3aa\", \"6e2c81ed-e5e6-40a4-affe-3f1c085434f5\", \"a06888a2-fbe5-46b3-a66b-6e1b6ceb0a96\", \"0b08270c-96eb-488d-966e-c4026f112c4e\", \"7d151c80-1ec1-438f-9e23-7b060262532d\", \"f67e4a9f-ff3e-4417-a674-234ab5c357eb\", \"21c4fa87-e793-4c30-afd5-1d5e9ba042ef\", \"65775a40-5827-4ded-954e-1fae7b6e19ab\"], \"total_duration\": 2399.0, \"total_sessions\": 8, \"mean_week_duration\": 12.116}}, {\"45291\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-03 15:43:30.000000+00:00\", \"2019-12-27 03:17:35.000000+00:00\", \"2021-12-23 00:19:01.000000+00:00\", \"2020-09-09 02:24:52.000000+00:00\", \"2020-07-09 22:30:07.000000+00:00\", \"2020-07-10 03:11:01.000000+00:00\", \"2022-04-04 00:26:47.000000+00:00\"], \"session_ids\": [\"0b70cf0b-91a0-400e-8573-3690231c4ac5\", \"107cae30-ff84-4dcb-92ed-82dda31c84ad\", \"ae12597d-bb6b-41cb-8d9e-256b11c35111\", \"0b762a64-3f47-4d26-a5ad-978ccfbf7595\", \"f7fd33f6-a8c0-4b30-8bb8-86ac86430dea\", \"2a71dc37-e946-4d29-a00f-ffc10bd5b3db\", \"9bd56183-f405-4bbe-9620-bc6479d1f8d6\"], \"total_duration\": 1003.0, \"total_sessions\": 7, \"mean_week_duration\": 8.429}}, {\"78059\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-10 03:26:09.000000+00:00\", \"2021-07-03 02:03:33.000000+00:00\", \"2019-08-30 03:00:13.000000+00:00\", \"2019-07-05 16:52:00.000000+00:00\", \"2020-04-20 18:53:39.000000+00:00\", \"2023-04-17 23:34:53.000000+00:00\"], \"session_ids\": [\"2c8d2412-7fd6-4bdc-84e4-b1461c9f1b4b\", \"0ae3284a-90e4-4d26-ac34-75db4f3b27cd\", \"9089de06-5a84-4f2d-a67d-b4ba5c87317e\", \"dcf1cd1d-b5e8-41c3-a7ff-10f83bc3c16b\", \"09886b6f-8890-4234-aa6c-32e7f92b9e23\", \"8b6441b7-d792-43f0-8a16-ee4e463eebd9\"], \"total_duration\": 1766.0, \"total_sessions\": 6, \"mean_week_duration\": 8.919}}]\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[{\"51756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2022-02-18 16:58:52.000000+00:00\", \"2019-08-13 13:53:59.000000+00:00\", \"2021-07-18 21:19:24.000000+00:00\", \"2019-10-22 08:17:42.000000+00:00\", \"2021-06-10 21:06:37.000000+00:00\", \"2023-05-25 20:51:42.000000+00:00\", \"2023-02-13 15:50:39.000000+00:00\", \"2020-05-02 05:33:17.000000+00:00\"], \"session_ids\": [\"80710967-2453-4690-a5ad-dd0ce8eab3aa\", \"6e2c81ed-e5e6-40a4-affe-3f1c085434f5\", \"a06888a2-fbe5-46b3-a66b-6e1b6ceb0a96\", \"0b08270c-96eb-488d-966e-c4026f112c4e\", \"7d151c80-1ec1-438f-9e23-7b060262532d\", \"f67e4a9f-ff3e-4417-a674-234ab5c357eb\", \"21c4fa87-e793-4c30-afd5-1d5e9ba042ef\", \"65775a40-5827-4ded-954e-1fae7b6e19ab\"], \"total_duration\": 2399.0, \"total_sessions\": 8, \"mean_week_duration\": 12.116}}, {\"45291\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-03 15:43:30.000000+00:00\", \"2019-12-27 03:17:35.000000+00:00\", \"2021-12-23 00:19:01.000000+00:00\", \"2020-09-09 02:24:52.000000+00:00\", \"2020-07-09 22:30:07.000000+00:00\", \"2020-07-10 03:11:01.000000+00:00\", \"2022-04-04 00:26:47.000000+00:00\"], \"session_ids\": [\"0b70cf0b-91a0-400e-8573-3690231c4ac5\", \"107cae30-ff84-4dcb-92ed-82dda31c84ad\", \"ae12597d-bb6b-41cb-8d9e-256b11c35111\", \"0b762a64-3f47-4d26-a5ad-978ccfbf7595\", \"f7fd33f6-a8c0-4b30-8bb8-86ac86430dea\", \"2a71dc37-e946-4d29-a00f-ffc10bd5b3db\", \"9bd56183-f405-4bbe-9620-bc6479d1f8d6\"], \"total_duration\": 1003.0, \"total_sessions\": 7, \"mean_week_duration\": 8.429}}, {\"78059\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-10 03:26:09.000000+00:00\", \"2021-07-03 02:03:33.000000+00:00\", \"2019-08-30 03:00:13.000000+00:00\", \"2019-07-05 16:52:00.000000+00:00\", \"2020-04-20 18:53:39.000000+00:00\", \"2023-04-17 23:34:53.000000+00:00\"], \"session_ids\": [\"2c8d2412-7fd6-4bdc-84e4-b1461c9f1b4b\", \"0ae3284a-90e4-4d26-ac34-75db4f3b27cd\", \"9089de06-5a84-4f2d-a67d-b4ba5c87317e\", \"dcf1cd1d-b5e8-41c3-a7ff-10f83bc3c16b\", \"09886b6f-8890-4234-aa6c-32e7f92b9e23\", \"8b6441b7-d792-43f0-8a16-ee4e463eebd9\"], \"total_duration\": 1766.0, \"total_sessions\": 6, \"mean_week_duration\": 8.919}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display user information with a total_sessions that is above 8 and below 4 also put to use sorting by total duration descendingly also provide me only with 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13851\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-18 12:12:49.000000+00:00\", \"2022-04-20 11:12:31.000000+00:00\"], \"session_ids\": [\"ebe105aa-5b5d-4e96-95bd-46fd100bcf9f\", \"f2093d26-f07a-4c17-91a4-7377d755ddb1\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 1.072}, \"60556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-18 12:33:58.000000+00:00\", \"2019-12-10 12:38:53.000000+00:00\", \"2020-03-31 11:19:16.000000+00:00\", \"2020-10-23 23:40:50.000000+00:00\", \"2023-01-06 02:34:55.000000+00:00\", \"2019-07-07 02:21:37.000000+00:00\", \"2021-10-02 05:58:57.000000+00:00\", \"2019-12-21 17:48:05.000000+00:00\", \"2022-07-28 12:10:48.000000+00:00\", \"2022-12-04 11:59:04.000000+00:00\", \"2021-01-24 12:57:35.000000+00:00\"], \"session_ids\": [\"584e030b-a59d-4407-85e2-a59d3a09505c\", \"6d758676-935e-47e8-b369-d8c851cd9453\", \"57670c45-703d-45cd-b1b1-48661b2215ea\", \"f39042a7-77ab-4e94-8c5d-0e6b6170997b\", \"7912729d-af96-4927-8dbb-101b25af4eb5\", \"329a337a-5263-4526-b3b2-cc926a65953f\", \"45dfb7b4-c3a8-42a7-8c37-b792dce614fe\", \"d83823bc-1f7b-4570-a938-1b599560662f\", \"dcf52722-2e0b-461f-8289-6995b81b38f4\", \"f0b21638-a090-4639-9870-20884e18ce80\", \"8edf2dc0-e47b-43a5-9512-cd5f31bcf1c7\"], \"total_duration\": 8807.0, \"total_sessions\": 11, \"mean_week_duration\": 48.126}, \"24925\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-09 10:19:31.000000+00:00\", \"2022-10-04 04:02:04.000000+00:00\"], \"session_ids\": [\"fde8d1ad-1331-4b5e-8aa2-cce6f2fbd3e5\", \"9b8d9b64-c9ee-4356-b315-2eb686a33513\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 168.0}, \"25032\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-06-22 08:49:41.000000+00:00\", \"2022-06-23 19:58:50.000000+00:00\"], \"session_ids\": [\"ed79b120-caa6-46ef-ac79-84a33cbde08e\", \"db06488e-9c37-4356-bddd-7e66bf630607\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 6.34}, \"70139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-07-23 07:03:42.000000+00:00\", \"2022-07-07 16:22:03.000000+00:00\", \"2021-11-01 00:04:22.000000+00:00\"], \"session_ids\": [\"e51ee2e9-6745-4f45-a1d2-e40dd8b1617b\", \"763a7c64-2fc9-4ed6-bae5-48f3a6d92674\", \"f8c39b86-7d5c-445b-bcde-c5fce05aa66f\"], \"total_duration\": 221.0, \"total_sessions\": 3, \"mean_week_duration\": 4.42}, \"32311\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-06-05 03:26:44.000000+00:00\", \"2022-12-05 10:50:15.000000+00:00\"], \"session_ids\": [\"7a5929e4-b551-48de-9230-284890adfcf0\", \"d0881d1b-3ca2-4c58-aab2-1e756d068564\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 10.885}, \"40287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-12-24 21:32:49.000000+00:00\", \"2020-09-20 09:51:25.000000+00:00\", \"2023-06-20 10:13:26.000000+00:00\", \"2020-01-31 23:55:51.000000+00:00\"], \"session_ids\": [\"90b767eb-2c4e-471d-ab26-8b0f4b79d1af\", \"e6e6956a-260d-4546-9718-eb3bb9588179\", \"9c34368b-5090-4af7-bfb2-bee1c6106c02\", \"e22b8b1f-870b-4556-b234-b8e674df8a75\"], \"total_duration\": 1493.0, \"total_sessions\": 4, \"mean_week_duration\": 8.203}, \"42062\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-23 14:24:12.000000+00:00\", \"2020-03-21 08:58:04.000000+00:00\"], \"session_ids\": [\"9a32778e-e5c5-45cc-a7d9-8234cb0e8505\", \"a771e895-6272-4ca3-8505-59764ba3629c\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 12.286}, \"83698\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-20 22:44:55.000000+00:00\", \"2019-05-24 11:57:02.000000+00:00\", \"2020-10-01 06:18:06.000000+00:00\", \"2019-06-05 19:42:25.000000+00:00\", \"2022-11-11 02:05:57.000000+00:00\", \"2023-03-08 08:28:26.000000+00:00\", \"2019-03-14 02:27:54.000000+00:00\", \"2021-06-03 12:17:55.000000+00:00\", \"2019-01-26 12:20:10.000000+00:00\", \"2020-01-20 23:31:34.000000+00:00\", \"2020-02-10 12:19:34.000000+00:00\"], \"session_ids\": [\"75c7bb68-a4a9-4836-b1d9-29135c15f37d\", \"75d0847f-a19a-47ac-ad58-b8d94f9000e1\", \"95b911d4-0bd7-44dd-b464-1921a7f38789\", \"bc29b40e-faa8-4500-98ea-c3a1d1109ab4\", \"a95cce3b-8ae2-4b26-a7cc-1db543610857\", \"de454fa7-0bef-41cc-b1cc-c7d0ab275792\", \"c0563b1a-a131-4eae-a1bc-ec703e671168\", \"1db1a2dd-1709-4c68-938c-a16c7a7b2e68\", \"baedc1c4-12ec-4c07-b5a7-7bf548ab684b\", \"6a709f84-7b6f-46cd-952f-fd89d571e858\", \"0aa9312f-99af-44b1-b340-fd865a064b16\"], \"total_duration\": 124.0, \"total_sessions\": 11, \"mean_week_duration\": 0.577}, \"85971\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 5}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-04-10 21:15:00.000000+00:00\", \"2019-10-06 18:58:46.000000+00:00\", \"2021-02-22 19:17:43.000000+00:00\"], \"session_ids\": [\"b1125e6f-b468-4332-a595-1a2acbe88f44\", \"8b91df97-ddff-4ace-bb57-aa4c687a6ac4\", \"317010b0-9293-4841-98fa-ae6f44e903bb\"], \"total_duration\": 61.0, \"total_sessions\": 3, \"mean_week_duration\": 0.466}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 4 and are equal or greater than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13851\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-18 12:12:49.000000+00:00\", \"2022-04-20 11:12:31.000000+00:00\"], \"session_ids\": [\"ebe105aa-5b5d-4e96-95bd-46fd100bcf9f\", \"f2093d26-f07a-4c17-91a4-7377d755ddb1\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 1.072}, \"24925\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-09 10:19:31.000000+00:00\", \"2022-10-04 04:02:04.000000+00:00\"], \"session_ids\": [\"fde8d1ad-1331-4b5e-8aa2-cce6f2fbd3e5\", \"9b8d9b64-c9ee-4356-b315-2eb686a33513\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 168.0}, \"25032\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-06-22 08:49:41.000000+00:00\", \"2022-06-23 19:58:50.000000+00:00\"], \"session_ids\": [\"ed79b120-caa6-46ef-ac79-84a33cbde08e\", \"db06488e-9c37-4356-bddd-7e66bf630607\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 6.34}, \"70139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-07-23 07:03:42.000000+00:00\", \"2022-07-07 16:22:03.000000+00:00\", \"2021-11-01 00:04:22.000000+00:00\"], \"session_ids\": [\"e51ee2e9-6745-4f45-a1d2-e40dd8b1617b\", \"763a7c64-2fc9-4ed6-bae5-48f3a6d92674\", \"f8c39b86-7d5c-445b-bcde-c5fce05aa66f\"], \"total_duration\": 221.0, \"total_sessions\": 3, \"mean_week_duration\": 4.42}, \"32311\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-06-05 03:26:44.000000+00:00\", \"2022-12-05 10:50:15.000000+00:00\"], \"session_ids\": [\"7a5929e4-b551-48de-9230-284890adfcf0\", \"d0881d1b-3ca2-4c58-aab2-1e756d068564\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 10.885}, \"40287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-12-24 21:32:49.000000+00:00\", \"2020-09-20 09:51:25.000000+00:00\", \"2023-06-20 10:13:26.000000+00:00\", \"2020-01-31 23:55:51.000000+00:00\"], \"session_ids\": [\"90b767eb-2c4e-471d-ab26-8b0f4b79d1af\", \"e6e6956a-260d-4546-9718-eb3bb9588179\", \"9c34368b-5090-4af7-bfb2-bee1c6106c02\", \"e22b8b1f-870b-4556-b234-b8e674df8a75\"], \"total_duration\": 1493.0, \"total_sessions\": 4, \"mean_week_duration\": 8.203}, \"42062\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-23 14:24:12.000000+00:00\", \"2020-03-21 08:58:04.000000+00:00\"], \"session_ids\": [\"9a32778e-e5c5-45cc-a7d9-8234cb0e8505\", \"a771e895-6272-4ca3-8505-59764ba3629c\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 12.286}, \"85971\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 5}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-04-10 21:15:00.000000+00:00\", \"2019-10-06 18:58:46.000000+00:00\", \"2021-02-22 19:17:43.000000+00:00\"], \"session_ids\": [\"b1125e6f-b468-4332-a595-1a2acbe88f44\", \"8b91df97-ddff-4ace-bb57-aa4c687a6ac4\", \"317010b0-9293-4841-98fa-ae6f44e903bb\"], \"total_duration\": 61.0, \"total_sessions\": 3, \"mean_week_duration\": 0.466}, \"60556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-18 12:33:58.000000+00:00\", \"2019-12-10 12:38:53.000000+00:00\", \"2020-03-31 11:19:16.000000+00:00\", \"2020-10-23 23:40:50.000000+00:00\", \"2023-01-06 02:34:55.000000+00:00\", \"2019-07-07 02:21:37.000000+00:00\", \"2021-10-02 05:58:57.000000+00:00\", \"2019-12-21 17:48:05.000000+00:00\", \"2022-07-28 12:10:48.000000+00:00\", \"2022-12-04 11:59:04.000000+00:00\", \"2021-01-24 12:57:35.000000+00:00\"], \"session_ids\": [\"584e030b-a59d-4407-85e2-a59d3a09505c\", \"6d758676-935e-47e8-b369-d8c851cd9453\", \"57670c45-703d-45cd-b1b1-48661b2215ea\", \"f39042a7-77ab-4e94-8c5d-0e6b6170997b\", \"7912729d-af96-4927-8dbb-101b25af4eb5\", \"329a337a-5263-4526-b3b2-cc926a65953f\", \"45dfb7b4-c3a8-42a7-8c37-b792dce614fe\", \"d83823bc-1f7b-4570-a938-1b599560662f\", \"dcf52722-2e0b-461f-8289-6995b81b38f4\", \"f0b21638-a090-4639-9870-20884e18ce80\", \"8edf2dc0-e47b-43a5-9512-cd5f31bcf1c7\"], \"total_duration\": 8807.0, \"total_sessions\": 11, \"mean_week_duration\": 48.126}, \"83698\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-20 22:44:55.000000+00:00\", \"2019-05-24 11:57:02.000000+00:00\", \"2020-10-01 06:18:06.000000+00:00\", \"2019-06-05 19:42:25.000000+00:00\", \"2022-11-11 02:05:57.000000+00:00\", \"2023-03-08 08:28:26.000000+00:00\", \"2019-03-14 02:27:54.000000+00:00\", \"2021-06-03 12:17:55.000000+00:00\", \"2019-01-26 12:20:10.000000+00:00\", \"2020-01-20 23:31:34.000000+00:00\", \"2020-02-10 12:19:34.000000+00:00\"], \"session_ids\": [\"75c7bb68-a4a9-4836-b1d9-29135c15f37d\", \"75d0847f-a19a-47ac-ad58-b8d94f9000e1\", \"95b911d4-0bd7-44dd-b464-1921a7f38789\", \"bc29b40e-faa8-4500-98ea-c3a1d1109ab4\", \"a95cce3b-8ae2-4b26-a7cc-1db543610857\", \"de454fa7-0bef-41cc-b1cc-c7d0ab275792\", \"c0563b1a-a131-4eae-a1bc-ec703e671168\", \"1db1a2dd-1709-4c68-938c-a16c7a7b2e68\", \"baedc1c4-12ec-4c07-b5a7-7bf548ab684b\", \"6a709f84-7b6f-46cd-952f-fd89d571e858\", \"0aa9312f-99af-44b1-b340-fd865a064b16\"], \"total_duration\": 124.0, \"total_sessions\": 11, \"mean_week_duration\": 0.577}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"60556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-18 12:33:58.000000+00:00\", \"2019-12-10 12:38:53.000000+00:00\", \"2020-03-31 11:19:16.000000+00:00\", \"2020-10-23 23:40:50.000000+00:00\", \"2023-01-06 02:34:55.000000+00:00\", \"2019-07-07 02:21:37.000000+00:00\", \"2021-10-02 05:58:57.000000+00:00\", \"2019-12-21 17:48:05.000000+00:00\", \"2022-07-28 12:10:48.000000+00:00\", \"2022-12-04 11:59:04.000000+00:00\", \"2021-01-24 12:57:35.000000+00:00\"], \"session_ids\": [\"584e030b-a59d-4407-85e2-a59d3a09505c\", \"6d758676-935e-47e8-b369-d8c851cd9453\", \"57670c45-703d-45cd-b1b1-48661b2215ea\", \"f39042a7-77ab-4e94-8c5d-0e6b6170997b\", \"7912729d-af96-4927-8dbb-101b25af4eb5\", \"329a337a-5263-4526-b3b2-cc926a65953f\", \"45dfb7b4-c3a8-42a7-8c37-b792dce614fe\", \"d83823bc-1f7b-4570-a938-1b599560662f\", \"dcf52722-2e0b-461f-8289-6995b81b38f4\", \"f0b21638-a090-4639-9870-20884e18ce80\", \"8edf2dc0-e47b-43a5-9512-cd5f31bcf1c7\"], \"total_duration\": 8807.0, \"total_sessions\": 11, \"mean_week_duration\": 48.126}}, {\"40287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-12-24 21:32:49.000000+00:00\", \"2020-09-20 09:51:25.000000+00:00\", \"2023-06-20 10:13:26.000000+00:00\", \"2020-01-31 23:55:51.000000+00:00\"], \"session_ids\": [\"90b767eb-2c4e-471d-ab26-8b0f4b79d1af\", \"e6e6956a-260d-4546-9718-eb3bb9588179\", \"9c34368b-5090-4af7-bfb2-bee1c6106c02\", \"e22b8b1f-870b-4556-b234-b8e674df8a75\"], \"total_duration\": 1493.0, \"total_sessions\": 4, \"mean_week_duration\": 8.203}}, {\"42062\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-23 14:24:12.000000+00:00\", \"2020-03-21 08:58:04.000000+00:00\"], \"session_ids\": [\"9a32778e-e5c5-45cc-a7d9-8234cb0e8505\", \"a771e895-6272-4ca3-8505-59764ba3629c\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 12.286}}, {\"25032\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-06-22 08:49:41.000000+00:00\", \"2022-06-23 19:58:50.000000+00:00\"], \"session_ids\": [\"ed79b120-caa6-46ef-ac79-84a33cbde08e\", \"db06488e-9c37-4356-bddd-7e66bf630607\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 6.34}}, {\"32311\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-06-05 03:26:44.000000+00:00\", \"2022-12-05 10:50:15.000000+00:00\"], \"session_ids\": [\"7a5929e4-b551-48de-9230-284890adfcf0\", \"d0881d1b-3ca2-4c58-aab2-1e756d068564\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 10.885}}, {\"70139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-07-23 07:03:42.000000+00:00\", \"2022-07-07 16:22:03.000000+00:00\", \"2021-11-01 00:04:22.000000+00:00\"], \"session_ids\": [\"e51ee2e9-6745-4f45-a1d2-e40dd8b1617b\", \"763a7c64-2fc9-4ed6-bae5-48f3a6d92674\", \"f8c39b86-7d5c-445b-bcde-c5fce05aa66f\"], \"total_duration\": 221.0, \"total_sessions\": 3, \"mean_week_duration\": 4.42}}, {\"24925\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-09 10:19:31.000000+00:00\", \"2022-10-04 04:02:04.000000+00:00\"], \"session_ids\": [\"fde8d1ad-1331-4b5e-8aa2-cce6f2fbd3e5\", \"9b8d9b64-c9ee-4356-b315-2eb686a33513\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 168.0}}, {\"83698\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-20 22:44:55.000000+00:00\", \"2019-05-24 11:57:02.000000+00:00\", \"2020-10-01 06:18:06.000000+00:00\", \"2019-06-05 19:42:25.000000+00:00\", \"2022-11-11 02:05:57.000000+00:00\", \"2023-03-08 08:28:26.000000+00:00\", \"2019-03-14 02:27:54.000000+00:00\", \"2021-06-03 12:17:55.000000+00:00\", \"2019-01-26 12:20:10.000000+00:00\", \"2020-01-20 23:31:34.000000+00:00\", \"2020-02-10 12:19:34.000000+00:00\"], \"session_ids\": [\"75c7bb68-a4a9-4836-b1d9-29135c15f37d\", \"75d0847f-a19a-47ac-ad58-b8d94f9000e1\", \"95b911d4-0bd7-44dd-b464-1921a7f38789\", \"bc29b40e-faa8-4500-98ea-c3a1d1109ab4\", \"a95cce3b-8ae2-4b26-a7cc-1db543610857\", \"de454fa7-0bef-41cc-b1cc-c7d0ab275792\", \"c0563b1a-a131-4eae-a1bc-ec703e671168\", \"1db1a2dd-1709-4c68-938c-a16c7a7b2e68\", \"baedc1c4-12ec-4c07-b5a7-7bf548ab684b\", \"6a709f84-7b6f-46cd-952f-fd89d571e858\", \"0aa9312f-99af-44b1-b340-fd865a064b16\"], \"total_duration\": 124.0, \"total_sessions\": 11, \"mean_week_duration\": 0.577}}, {\"13851\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-18 12:12:49.000000+00:00\", \"2022-04-20 11:12:31.000000+00:00\"], \"session_ids\": [\"ebe105aa-5b5d-4e96-95bd-46fd100bcf9f\", \"f2093d26-f07a-4c17-91a4-7377d755ddb1\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 1.072}}, {\"85971\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 5}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-04-10 21:15:00.000000+00:00\", \"2019-10-06 18:58:46.000000+00:00\", \"2021-02-22 19:17:43.000000+00:00\"], \"session_ids\": [\"b1125e6f-b468-4332-a595-1a2acbe88f44\", \"8b91df97-ddff-4ace-bb57-aa4c687a6ac4\", \"317010b0-9293-4841-98fa-ae6f44e903bb\"], \"total_duration\": 61.0, \"total_sessions\": 3, \"mean_week_duration\": 0.466}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"60556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-18 12:33:58.000000+00:00\", \"2019-12-10 12:38:53.000000+00:00\", \"2020-03-31 11:19:16.000000+00:00\", \"2020-10-23 23:40:50.000000+00:00\", \"2023-01-06 02:34:55.000000+00:00\", \"2019-07-07 02:21:37.000000+00:00\", \"2021-10-02 05:58:57.000000+00:00\", \"2019-12-21 17:48:05.000000+00:00\", \"2022-07-28 12:10:48.000000+00:00\", \"2022-12-04 11:59:04.000000+00:00\", \"2021-01-24 12:57:35.000000+00:00\"], \"session_ids\": [\"584e030b-a59d-4407-85e2-a59d3a09505c\", \"6d758676-935e-47e8-b369-d8c851cd9453\", \"57670c45-703d-45cd-b1b1-48661b2215ea\", \"f39042a7-77ab-4e94-8c5d-0e6b6170997b\", \"7912729d-af96-4927-8dbb-101b25af4eb5\", \"329a337a-5263-4526-b3b2-cc926a65953f\", \"45dfb7b4-c3a8-42a7-8c37-b792dce614fe\", \"d83823bc-1f7b-4570-a938-1b599560662f\", \"dcf52722-2e0b-461f-8289-6995b81b38f4\", \"f0b21638-a090-4639-9870-20884e18ce80\", \"8edf2dc0-e47b-43a5-9512-cd5f31bcf1c7\"], \"total_duration\": 8807.0, \"total_sessions\": 11, \"mean_week_duration\": 48.126}}, {\"40287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-12-24 21:32:49.000000+00:00\", \"2020-09-20 09:51:25.000000+00:00\", \"2023-06-20 10:13:26.000000+00:00\", \"2020-01-31 23:55:51.000000+00:00\"], \"session_ids\": [\"90b767eb-2c4e-471d-ab26-8b0f4b79d1af\", \"e6e6956a-260d-4546-9718-eb3bb9588179\", \"9c34368b-5090-4af7-bfb2-bee1c6106c02\", \"e22b8b1f-870b-4556-b234-b8e674df8a75\"], \"total_duration\": 1493.0, \"total_sessions\": 4, \"mean_week_duration\": 8.203}}]\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[{\"60556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-18 12:33:58.000000+00:00\", \"2019-12-10 12:38:53.000000+00:00\", \"2020-03-31 11:19:16.000000+00:00\", \"2020-10-23 23:40:50.000000+00:00\", \"2023-01-06 02:34:55.000000+00:00\", \"2019-07-07 02:21:37.000000+00:00\", \"2021-10-02 05:58:57.000000+00:00\", \"2019-12-21 17:48:05.000000+00:00\", \"2022-07-28 12:10:48.000000+00:00\", \"2022-12-04 11:59:04.000000+00:00\", \"2021-01-24 12:57:35.000000+00:00\"], \"session_ids\": [\"584e030b-a59d-4407-85e2-a59d3a09505c\", \"6d758676-935e-47e8-b369-d8c851cd9453\", \"57670c45-703d-45cd-b1b1-48661b2215ea\", \"f39042a7-77ab-4e94-8c5d-0e6b6170997b\", \"7912729d-af96-4927-8dbb-101b25af4eb5\", \"329a337a-5263-4526-b3b2-cc926a65953f\", \"45dfb7b4-c3a8-42a7-8c37-b792dce614fe\", \"d83823bc-1f7b-4570-a938-1b599560662f\", \"dcf52722-2e0b-461f-8289-6995b81b38f4\", \"f0b21638-a090-4639-9870-20884e18ce80\", \"8edf2dc0-e47b-43a5-9512-cd5f31bcf1c7\"], \"total_duration\": 8807.0, \"total_sessions\": 11, \"mean_week_duration\": 48.126}}, {\"40287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-12-24 21:32:49.000000+00:00\", \"2020-09-20 09:51:25.000000+00:00\", \"2023-06-20 10:13:26.000000+00:00\", \"2020-01-31 23:55:51.000000+00:00\"], \"session_ids\": [\"90b767eb-2c4e-471d-ab26-8b0f4b79d1af\", \"e6e6956a-260d-4546-9718-eb3bb9588179\", \"9c34368b-5090-4af7-bfb2-bee1c6106c02\", \"e22b8b1f-870b-4556-b234-b8e674df8a75\"], \"total_duration\": 1493.0, \"total_sessions\": 4, \"mean_week_duration\": 8.203}}]\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 user who isn't living in city Quito and put to use sorting by total sessoins count in asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"92699\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-12-02 09:05:43.000000+00:00\", \"2021-11-08 12:15:11.000000+00:00\"], \"session_ids\": [\"9f528414-715c-45b3-8f40-9a0220f4de99\", \"3748be07-0a8c-4c5a-8874-32044bc6655e\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.393}, \"30428\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-07-20 18:55:48.000000+00:00\", \"2019-07-26 19:56:25.000000+00:00\", \"2019-09-02 11:59:49.000000+00:00\", \"2019-03-13 12:50:27.000000+00:00\", \"2021-10-08 12:30:25.000000+00:00\", \"2020-06-07 03:07:10.000000+00:00\", \"2020-01-17 06:31:00.000000+00:00\"], \"session_ids\": [\"f0385ccf-b603-46f7-9bf9-c3082bbdb275\", \"b7174c78-adf5-48f0-a01d-e820efd3e311\", \"28685cfc-693f-46eb-ac5d-4ee7c8ac3c58\", \"4ed4f2a3-fb6b-414e-b194-2a4856c97a6d\", \"36b23407-38ba-4bb9-a153-972ab378fc3c\", \"c4995a46-06d8-4736-b161-73a576cbadbc\", \"89ae0f06-35f0-4b7a-aa68-0fe7777c3f22\"], \"total_duration\": 1951.0, \"total_sessions\": 7, \"mean_week_duration\": 14.452}, \"65740\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-27 13:12:11.000000+00:00\", \"2021-03-22 12:13:34.000000+00:00\"], \"session_ids\": [\"de08f7c4-bd92-408a-93b1-60f77a131480\", \"15f93192-9655-4820-b49f-aa79cf44c120\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.25}, \"68341\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-10-02 18:44:37.000000+00:00\", \"2020-12-09 21:11:06.000000+00:00\", \"2019-06-21 12:14:52.000000+00:00\"], \"session_ids\": [\"a86670dc-f18b-474d-af72-7001d15599d9\", \"164519fa-0be1-4054-b299-b04d40790bb7\", \"d7efba5e-da40-476d-a53f-662646fcc611\"], \"total_duration\": 918.0, \"total_sessions\": 3, \"mean_week_duration\": 7.65}, \"59250\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-23 17:28:32.000000+00:00\", \"2023-01-07 21:09:47.000000+00:00\", \"2022-09-07 12:00:16.000000+00:00\"], \"session_ids\": [\"ce309992-045d-404c-a2d8-db2753aa20f0\", \"1350c822-451c-4014-be02-a8059940c81e\", \"935a1897-105f-4f88-9b39-54d43a35a0df\"], \"total_duration\": 258.0, \"total_sessions\": 3, \"mean_week_duration\": 1.277}, \"27010\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-12-28 02:54:13.000000+00:00\", \"2022-03-04 02:44:07.000000+00:00\", \"2019-03-15 23:18:07.000000+00:00\", \"2020-10-16 09:04:39.000000+00:00\", \"2019-03-28 09:43:55.000000+00:00\", \"2022-02-16 10:05:14.000000+00:00\"], \"session_ids\": [\"1d147712-ffc6-46d7-b609-6f224ebcc59f\", \"2e02df65-2600-4647-a2e7-1e9969c8539d\", \"92af88b6-b7cd-4041-91e9-29f7cece54e2\", \"2d409a8c-e22e-48e5-97c1-0a6be206cf6b\", \"1857ab69-3144-4086-a1df-c34b7dfa349d\", \"2df8aa83-5f44-4176-8158-d79262ffc7be\"], \"total_duration\": 45.0, \"total_sessions\": 6, \"mean_week_duration\": 0.29}, \"10394\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-06-19 07:39:38.000000+00:00\", \"2021-12-07 14:44:51.000000+00:00\", \"2019-10-02 20:43:24.000000+00:00\", \"2020-05-07 01:36:49.000000+00:00\"], \"session_ids\": [\"ef606f51-1285-42ac-9523-f393f95bd104\", \"226a9344-123c-4049-a4c9-4b2c238c8b08\", \"2740c9e5-5cd9-4a84-95fb-0df8b365349c\", \"7de00ea2-58c5-4638-aa85-71ead4ff6401\"], \"total_duration\": 64.0, \"total_sessions\": 4, \"mean_week_duration\": 0.451}, \"19812\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-04-12 13:30:23.000000+00:00\", \"2023-05-06 07:11:25.000000+00:00\", \"2019-09-19 22:58:12.000000+00:00\"], \"session_ids\": [\"abbd2439-07e9-4700-a673-8a325dcba678\", \"cab26c6c-0f52-494d-baa0-020e057c4af2\", \"6e9b6cd0-2063-4d6d-be39-4d01da8843a6\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.137}, \"71499\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-21 21:42:30.000000+00:00\", \"2020-08-24 07:05:38.000000+00:00\"], \"session_ids\": [\"27a6a35f-6ece-491d-b5a5-6842dbd6da9e\", \"bb33a899-1b94-4061-9411-4d2a88939415\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 4.523}, \"85719\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-12-24 02:20:22.000000+00:00\", \"2022-10-19 06:07:30.000000+00:00\"], \"session_ids\": [\"740a30dd-1cb4-445a-807a-917909a735c8\", \"63115298-f587-4447-88c0-47f91407df5c\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 1.347}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Quito" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Quito\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"92699\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-12-02 09:05:43.000000+00:00\", \"2021-11-08 12:15:11.000000+00:00\"], \"session_ids\": [\"9f528414-715c-45b3-8f40-9a0220f4de99\", \"3748be07-0a8c-4c5a-8874-32044bc6655e\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.393}, \"65740\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-27 13:12:11.000000+00:00\", \"2021-03-22 12:13:34.000000+00:00\"], \"session_ids\": [\"de08f7c4-bd92-408a-93b1-60f77a131480\", \"15f93192-9655-4820-b49f-aa79cf44c120\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.25}, \"68341\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-10-02 18:44:37.000000+00:00\", \"2020-12-09 21:11:06.000000+00:00\", \"2019-06-21 12:14:52.000000+00:00\"], \"session_ids\": [\"a86670dc-f18b-474d-af72-7001d15599d9\", \"164519fa-0be1-4054-b299-b04d40790bb7\", \"d7efba5e-da40-476d-a53f-662646fcc611\"], \"total_duration\": 918.0, \"total_sessions\": 3, \"mean_week_duration\": 7.65}, \"59250\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-23 17:28:32.000000+00:00\", \"2023-01-07 21:09:47.000000+00:00\", \"2022-09-07 12:00:16.000000+00:00\"], \"session_ids\": [\"ce309992-045d-404c-a2d8-db2753aa20f0\", \"1350c822-451c-4014-be02-a8059940c81e\", \"935a1897-105f-4f88-9b39-54d43a35a0df\"], \"total_duration\": 258.0, \"total_sessions\": 3, \"mean_week_duration\": 1.277}, \"27010\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-12-28 02:54:13.000000+00:00\", \"2022-03-04 02:44:07.000000+00:00\", \"2019-03-15 23:18:07.000000+00:00\", \"2020-10-16 09:04:39.000000+00:00\", \"2019-03-28 09:43:55.000000+00:00\", \"2022-02-16 10:05:14.000000+00:00\"], \"session_ids\": [\"1d147712-ffc6-46d7-b609-6f224ebcc59f\", \"2e02df65-2600-4647-a2e7-1e9969c8539d\", \"92af88b6-b7cd-4041-91e9-29f7cece54e2\", \"2d409a8c-e22e-48e5-97c1-0a6be206cf6b\", \"1857ab69-3144-4086-a1df-c34b7dfa349d\", \"2df8aa83-5f44-4176-8158-d79262ffc7be\"], \"total_duration\": 45.0, \"total_sessions\": 6, \"mean_week_duration\": 0.29}, \"10394\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-06-19 07:39:38.000000+00:00\", \"2021-12-07 14:44:51.000000+00:00\", \"2019-10-02 20:43:24.000000+00:00\", \"2020-05-07 01:36:49.000000+00:00\"], \"session_ids\": [\"ef606f51-1285-42ac-9523-f393f95bd104\", \"226a9344-123c-4049-a4c9-4b2c238c8b08\", \"2740c9e5-5cd9-4a84-95fb-0df8b365349c\", \"7de00ea2-58c5-4638-aa85-71ead4ff6401\"], \"total_duration\": 64.0, \"total_sessions\": 4, \"mean_week_duration\": 0.451}, \"19812\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-04-12 13:30:23.000000+00:00\", \"2023-05-06 07:11:25.000000+00:00\", \"2019-09-19 22:58:12.000000+00:00\"], \"session_ids\": [\"abbd2439-07e9-4700-a673-8a325dcba678\", \"cab26c6c-0f52-494d-baa0-020e057c4af2\", \"6e9b6cd0-2063-4d6d-be39-4d01da8843a6\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.137}, \"71499\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-21 21:42:30.000000+00:00\", \"2020-08-24 07:05:38.000000+00:00\"], \"session_ids\": [\"27a6a35f-6ece-491d-b5a5-6842dbd6da9e\", \"bb33a899-1b94-4061-9411-4d2a88939415\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 4.523}, \"85719\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-12-24 02:20:22.000000+00:00\", \"2022-10-19 06:07:30.000000+00:00\"], \"session_ids\": [\"740a30dd-1cb4-445a-807a-917909a735c8\", \"63115298-f587-4447-88c0-47f91407df5c\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 1.347}}\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[{\"92699\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-12-02 09:05:43.000000+00:00\", \"2021-11-08 12:15:11.000000+00:00\"], \"session_ids\": [\"9f528414-715c-45b3-8f40-9a0220f4de99\", \"3748be07-0a8c-4c5a-8874-32044bc6655e\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.393}}, {\"65740\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-27 13:12:11.000000+00:00\", \"2021-03-22 12:13:34.000000+00:00\"], \"session_ids\": [\"de08f7c4-bd92-408a-93b1-60f77a131480\", \"15f93192-9655-4820-b49f-aa79cf44c120\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.25}}, {\"71499\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-21 21:42:30.000000+00:00\", \"2020-08-24 07:05:38.000000+00:00\"], \"session_ids\": [\"27a6a35f-6ece-491d-b5a5-6842dbd6da9e\", \"bb33a899-1b94-4061-9411-4d2a88939415\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 4.523}}, {\"85719\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-12-24 02:20:22.000000+00:00\", \"2022-10-19 06:07:30.000000+00:00\"], \"session_ids\": [\"740a30dd-1cb4-445a-807a-917909a735c8\", \"63115298-f587-4447-88c0-47f91407df5c\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 1.347}}, {\"68341\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-10-02 18:44:37.000000+00:00\", \"2020-12-09 21:11:06.000000+00:00\", \"2019-06-21 12:14:52.000000+00:00\"], \"session_ids\": [\"a86670dc-f18b-474d-af72-7001d15599d9\", \"164519fa-0be1-4054-b299-b04d40790bb7\", \"d7efba5e-da40-476d-a53f-662646fcc611\"], \"total_duration\": 918.0, \"total_sessions\": 3, \"mean_week_duration\": 7.65}}, {\"59250\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-23 17:28:32.000000+00:00\", \"2023-01-07 21:09:47.000000+00:00\", \"2022-09-07 12:00:16.000000+00:00\"], \"session_ids\": [\"ce309992-045d-404c-a2d8-db2753aa20f0\", \"1350c822-451c-4014-be02-a8059940c81e\", \"935a1897-105f-4f88-9b39-54d43a35a0df\"], \"total_duration\": 258.0, \"total_sessions\": 3, \"mean_week_duration\": 1.277}}, {\"19812\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-04-12 13:30:23.000000+00:00\", \"2023-05-06 07:11:25.000000+00:00\", \"2019-09-19 22:58:12.000000+00:00\"], \"session_ids\": [\"abbd2439-07e9-4700-a673-8a325dcba678\", \"cab26c6c-0f52-494d-baa0-020e057c4af2\", \"6e9b6cd0-2063-4d6d-be39-4d01da8843a6\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.137}}, {\"10394\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-06-19 07:39:38.000000+00:00\", \"2021-12-07 14:44:51.000000+00:00\", \"2019-10-02 20:43:24.000000+00:00\", \"2020-05-07 01:36:49.000000+00:00\"], \"session_ids\": [\"ef606f51-1285-42ac-9523-f393f95bd104\", \"226a9344-123c-4049-a4c9-4b2c238c8b08\", \"2740c9e5-5cd9-4a84-95fb-0df8b365349c\", \"7de00ea2-58c5-4638-aa85-71ead4ff6401\"], \"total_duration\": 64.0, \"total_sessions\": 4, \"mean_week_duration\": 0.451}}, {\"27010\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-12-28 02:54:13.000000+00:00\", \"2022-03-04 02:44:07.000000+00:00\", \"2019-03-15 23:18:07.000000+00:00\", \"2020-10-16 09:04:39.000000+00:00\", \"2019-03-28 09:43:55.000000+00:00\", \"2022-02-16 10:05:14.000000+00:00\"], \"session_ids\": [\"1d147712-ffc6-46d7-b609-6f224ebcc59f\", \"2e02df65-2600-4647-a2e7-1e9969c8539d\", \"92af88b6-b7cd-4041-91e9-29f7cece54e2\", \"2d409a8c-e22e-48e5-97c1-0a6be206cf6b\", \"1857ab69-3144-4086-a1df-c34b7dfa349d\", \"2df8aa83-5f44-4176-8158-d79262ffc7be\"], \"total_duration\": 45.0, \"total_sessions\": 6, \"mean_week_duration\": 0.29}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 1 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"92699\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-12-02 09:05:43.000000+00:00\", \"2021-11-08 12:15:11.000000+00:00\"], \"session_ids\": [\"9f528414-715c-45b3-8f40-9a0220f4de99\", \"3748be07-0a8c-4c5a-8874-32044bc6655e\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.393}}]\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[{\"92699\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-12-02 09:05:43.000000+00:00\", \"2021-11-08 12:15:11.000000+00:00\"], \"session_ids\": [\"9f528414-715c-45b3-8f40-9a0220f4de99\", \"3748be07-0a8c-4c5a-8874-32044bc6655e\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.393}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about user whose time spent on the site is smaller than 4203 (not including) and bigger than 210 plus apply sorting by time spent on the site from the largest to the smallest." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"7279\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-12-31 23:24:00.000000+00:00\", \"2022-12-06 21:25:36.000000+00:00\"], \"session_ids\": [\"a3e198cf-37bb-46c3-969b-b2c2b3384778\", \"ff60372a-9b68-4367-ab71-1cddb7daf6b7\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 1.408}, \"44467\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-04 11:24:40.000000+00:00\", \"2022-03-10 09:54:18.000000+00:00\", \"2019-02-03 23:11:36.000000+00:00\"], \"session_ids\": [\"fc58a12d-f07b-49aa-b0a1-51e28521c3e5\", \"a4512e80-918b-4cd8-a93d-74fa5a96f076\", \"ad32bfa7-587a-44fc-93ac-73623b464a85\"], \"total_duration\": 719.0, \"total_sessions\": 3, \"mean_week_duration\": 4.438}, \"17793\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-23 00:56:42.000000+00:00\", \"2021-04-20 03:26:23.000000+00:00\", \"2020-07-31 05:21:02.000000+00:00\", \"2019-01-03 06:12:45.000000+00:00\", \"2021-05-24 09:55:29.000000+00:00\"], \"session_ids\": [\"a7fb6e01-4fb0-42d2-9a7e-350242469fe7\", \"f685a0b9-2b21-4b15-8733-3d826b0f7672\", \"4eedfdfb-4463-4f24-8e1e-e741dae660d1\", \"fcf2789d-3384-4f77-9d4a-f699d2413a8b\", \"4f9d9c42-cdf1-423f-9298-1090399f5cb8\"], \"total_duration\": 3876.0, \"total_sessions\": 5, \"mean_week_duration\": 18.725}, \"4226\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-13 04:15:40.000000+00:00\", \"2021-01-28 06:15:31.000000+00:00\"], \"session_ids\": [\"3af06229-bdd8-409d-b502-4e01194fc33c\", \"664bb3c3-87f9-4047-ab52-5e4a24d6e5b5\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.643}, \"85038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-11 05:40:39.000000+00:00\", \"2023-05-09 10:05:00.000000+00:00\", \"2021-08-23 02:22:57.000000+00:00\", \"2023-01-17 00:10:11.000000+00:00\", \"2022-08-21 13:13:32.000000+00:00\"], \"session_ids\": [\"c6870e59-6c1b-4317-b2b4-0e09a97dc31e\", \"57d1afa1-d6f8-41ec-bd26-334ef7ee7d62\", \"3562dd90-54ca-47a2-83e3-5a710aa652ae\", \"fc38b0b4-58de-465f-bff4-40da82efab9d\", \"fef912cf-47b7-47d8-9456-4e75376da3d1\"], \"total_duration\": 2848.0, \"total_sessions\": 5, \"mean_week_duration\": 31.644}, \"71180\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-27 11:04:53.000000+00:00\", \"2021-02-03 20:00:40.000000+00:00\"], \"session_ids\": [\"2720a0b6-a348-48eb-9878-00fb6a860b49\", \"0088f03d-1f6f-4002-a999-4a135dcc1d14\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 3.667}, \"60745\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-01-23 11:22:42.000000+00:00\", \"2019-12-31 07:37:24.000000+00:00\"], \"session_ids\": [\"6d283641-44b4-4de9-82f4-fb7392bf60b9\", \"301611b9-1301-4c4c-b8a5-c5938c9fb973\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 60.5}, \"99458\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2023-01-05 18:23:07.000000+00:00\", \"2022-01-17 13:41:05.000000+00:00\"], \"session_ids\": [\"515229f0-5369-4aba-93b3-bc6f923ca2d7\", \"1755bf8d-52b8-4767-a73d-b9ec88dc6db2\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.569}, \"98345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-02-02 11:18:17.000000+00:00\", \"2022-01-16 22:01:01.000000+00:00\", \"2021-02-27 23:30:00.000000+00:00\", \"2022-03-30 20:34:52.000000+00:00\", \"2021-10-13 21:07:51.000000+00:00\", \"2021-01-04 04:45:25.000000+00:00\", \"2022-07-08 05:36:47.000000+00:00\", \"2022-12-19 00:33:47.000000+00:00\"], \"session_ids\": [\"feff9320-7783-4942-837f-92f9c36946e0\", \"d0c8d234-c7c1-41b2-b81f-8271d97b788b\", \"8ce87ee8-9ff8-4b77-b552-364de02add11\", \"6765633b-6051-4116-a0cf-f6d2895066eb\", \"5c19741e-87d7-4236-8ae1-9223f94e565e\", \"96969087-63e0-46f7-ae1f-603d39e0f9db\", \"f906f554-f3f9-4e4f-af44-7d67a715252c\", \"7df83747-3754-4c2b-8a7e-4a92ade5da1f\"], \"total_duration\": 1627.0, \"total_sessions\": 8, \"mean_week_duration\": 15.951}, \"87286\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-08-19 13:45:02.000000+00:00\", \"2022-01-26 14:47:09.000000+00:00\"], \"session_ids\": [\"463a52f4-594b-4a1d-bf7b-33cb3cbeda3d\", \"9981f532-9e19-4ee2-9ae3-fdb3d091c209\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 2.565}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 210 and are less than 4203" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[210, 4203]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"44467\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-04 11:24:40.000000+00:00\", \"2022-03-10 09:54:18.000000+00:00\", \"2019-02-03 23:11:36.000000+00:00\"], \"session_ids\": [\"fc58a12d-f07b-49aa-b0a1-51e28521c3e5\", \"a4512e80-918b-4cd8-a93d-74fa5a96f076\", \"ad32bfa7-587a-44fc-93ac-73623b464a85\"], \"total_duration\": 719.0, \"total_sessions\": 3, \"mean_week_duration\": 4.438}, \"17793\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-23 00:56:42.000000+00:00\", \"2021-04-20 03:26:23.000000+00:00\", \"2020-07-31 05:21:02.000000+00:00\", \"2019-01-03 06:12:45.000000+00:00\", \"2021-05-24 09:55:29.000000+00:00\"], \"session_ids\": [\"a7fb6e01-4fb0-42d2-9a7e-350242469fe7\", \"f685a0b9-2b21-4b15-8733-3d826b0f7672\", \"4eedfdfb-4463-4f24-8e1e-e741dae660d1\", \"fcf2789d-3384-4f77-9d4a-f699d2413a8b\", \"4f9d9c42-cdf1-423f-9298-1090399f5cb8\"], \"total_duration\": 3876.0, \"total_sessions\": 5, \"mean_week_duration\": 18.725}, \"85038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-11 05:40:39.000000+00:00\", \"2023-05-09 10:05:00.000000+00:00\", \"2021-08-23 02:22:57.000000+00:00\", \"2023-01-17 00:10:11.000000+00:00\", \"2022-08-21 13:13:32.000000+00:00\"], \"session_ids\": [\"c6870e59-6c1b-4317-b2b4-0e09a97dc31e\", \"57d1afa1-d6f8-41ec-bd26-334ef7ee7d62\", \"3562dd90-54ca-47a2-83e3-5a710aa652ae\", \"fc38b0b4-58de-465f-bff4-40da82efab9d\", \"fef912cf-47b7-47d8-9456-4e75376da3d1\"], \"total_duration\": 2848.0, \"total_sessions\": 5, \"mean_week_duration\": 31.644}, \"60745\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-01-23 11:22:42.000000+00:00\", \"2019-12-31 07:37:24.000000+00:00\"], \"session_ids\": [\"6d283641-44b4-4de9-82f4-fb7392bf60b9\", \"301611b9-1301-4c4c-b8a5-c5938c9fb973\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 60.5}, \"98345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-02-02 11:18:17.000000+00:00\", \"2022-01-16 22:01:01.000000+00:00\", \"2021-02-27 23:30:00.000000+00:00\", \"2022-03-30 20:34:52.000000+00:00\", \"2021-10-13 21:07:51.000000+00:00\", \"2021-01-04 04:45:25.000000+00:00\", \"2022-07-08 05:36:47.000000+00:00\", \"2022-12-19 00:33:47.000000+00:00\"], \"session_ids\": [\"feff9320-7783-4942-837f-92f9c36946e0\", \"d0c8d234-c7c1-41b2-b81f-8271d97b788b\", \"8ce87ee8-9ff8-4b77-b552-364de02add11\", \"6765633b-6051-4116-a0cf-f6d2895066eb\", \"5c19741e-87d7-4236-8ae1-9223f94e565e\", \"96969087-63e0-46f7-ae1f-603d39e0f9db\", \"f906f554-f3f9-4e4f-af44-7d67a715252c\", \"7df83747-3754-4c2b-8a7e-4a92ade5da1f\"], \"total_duration\": 1627.0, \"total_sessions\": 8, \"mean_week_duration\": 15.951}}\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[{\"17793\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-23 00:56:42.000000+00:00\", \"2021-04-20 03:26:23.000000+00:00\", \"2020-07-31 05:21:02.000000+00:00\", \"2019-01-03 06:12:45.000000+00:00\", \"2021-05-24 09:55:29.000000+00:00\"], \"session_ids\": [\"a7fb6e01-4fb0-42d2-9a7e-350242469fe7\", \"f685a0b9-2b21-4b15-8733-3d826b0f7672\", \"4eedfdfb-4463-4f24-8e1e-e741dae660d1\", \"fcf2789d-3384-4f77-9d4a-f699d2413a8b\", \"4f9d9c42-cdf1-423f-9298-1090399f5cb8\"], \"total_duration\": 3876.0, \"total_sessions\": 5, \"mean_week_duration\": 18.725}}, {\"85038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-11 05:40:39.000000+00:00\", \"2023-05-09 10:05:00.000000+00:00\", \"2021-08-23 02:22:57.000000+00:00\", \"2023-01-17 00:10:11.000000+00:00\", \"2022-08-21 13:13:32.000000+00:00\"], \"session_ids\": [\"c6870e59-6c1b-4317-b2b4-0e09a97dc31e\", \"57d1afa1-d6f8-41ec-bd26-334ef7ee7d62\", \"3562dd90-54ca-47a2-83e3-5a710aa652ae\", \"fc38b0b4-58de-465f-bff4-40da82efab9d\", \"fef912cf-47b7-47d8-9456-4e75376da3d1\"], \"total_duration\": 2848.0, \"total_sessions\": 5, \"mean_week_duration\": 31.644}}, {\"98345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-02-02 11:18:17.000000+00:00\", \"2022-01-16 22:01:01.000000+00:00\", \"2021-02-27 23:30:00.000000+00:00\", \"2022-03-30 20:34:52.000000+00:00\", \"2021-10-13 21:07:51.000000+00:00\", \"2021-01-04 04:45:25.000000+00:00\", \"2022-07-08 05:36:47.000000+00:00\", \"2022-12-19 00:33:47.000000+00:00\"], \"session_ids\": [\"feff9320-7783-4942-837f-92f9c36946e0\", \"d0c8d234-c7c1-41b2-b81f-8271d97b788b\", \"8ce87ee8-9ff8-4b77-b552-364de02add11\", \"6765633b-6051-4116-a0cf-f6d2895066eb\", \"5c19741e-87d7-4236-8ae1-9223f94e565e\", \"96969087-63e0-46f7-ae1f-603d39e0f9db\", \"f906f554-f3f9-4e4f-af44-7d67a715252c\", \"7df83747-3754-4c2b-8a7e-4a92ade5da1f\"], \"total_duration\": 1627.0, \"total_sessions\": 8, \"mean_week_duration\": 15.951}}, {\"44467\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-04 11:24:40.000000+00:00\", \"2022-03-10 09:54:18.000000+00:00\", \"2019-02-03 23:11:36.000000+00:00\"], \"session_ids\": [\"fc58a12d-f07b-49aa-b0a1-51e28521c3e5\", \"a4512e80-918b-4cd8-a93d-74fa5a96f076\", \"ad32bfa7-587a-44fc-93ac-73623b464a85\"], \"total_duration\": 719.0, \"total_sessions\": 3, \"mean_week_duration\": 4.438}}, {\"60745\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-01-23 11:22:42.000000+00:00\", \"2019-12-31 07:37:24.000000+00:00\"], \"session_ids\": [\"6d283641-44b4-4de9-82f4-fb7392bf60b9\", \"301611b9-1301-4c4c-b8a5-c5938c9fb973\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 60.5}}]\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[{\"17793\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-23 00:56:42.000000+00:00\", \"2021-04-20 03:26:23.000000+00:00\", \"2020-07-31 05:21:02.000000+00:00\", \"2019-01-03 06:12:45.000000+00:00\", \"2021-05-24 09:55:29.000000+00:00\"], \"session_ids\": [\"a7fb6e01-4fb0-42d2-9a7e-350242469fe7\", \"f685a0b9-2b21-4b15-8733-3d826b0f7672\", \"4eedfdfb-4463-4f24-8e1e-e741dae660d1\", \"fcf2789d-3384-4f77-9d4a-f699d2413a8b\", \"4f9d9c42-cdf1-423f-9298-1090399f5cb8\"], \"total_duration\": 3876.0, \"total_sessions\": 5, \"mean_week_duration\": 18.725}}]\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[{\"17793\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-23 00:56:42.000000+00:00\", \"2021-04-20 03:26:23.000000+00:00\", \"2020-07-31 05:21:02.000000+00:00\", \"2019-01-03 06:12:45.000000+00:00\", \"2021-05-24 09:55:29.000000+00:00\"], \"session_ids\": [\"a7fb6e01-4fb0-42d2-9a7e-350242469fe7\", \"f685a0b9-2b21-4b15-8733-3d826b0f7672\", \"4eedfdfb-4463-4f24-8e1e-e741dae660d1\", \"fcf2789d-3384-4f77-9d4a-f699d2413a8b\", \"4f9d9c42-cdf1-423f-9298-1090399f5cb8\"], \"total_duration\": 3876.0, \"total_sessions\": 5, \"mean_week_duration\": 18.725}}]\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 7 users who have duration of sessions per week strictly smaller than 46 and bigger than 25 also implement sorting by sessions total form the highest to the lowest." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"92519\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-10-08 15:13:06.000000+00:00\", \"2021-10-31 23:59:05.000000+00:00\"], \"session_ids\": [\"73a8eb4b-a4cd-4d9b-a512-63c3b7626ed0\", \"b294b7d9-f8fc-4b91-b658-dd4d461aa596\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.778}, \"55187\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-13 15:31:32.000000+00:00\", \"2022-04-12 12:08:16.000000+00:00\", \"2022-02-19 06:27:33.000000+00:00\"], \"session_ids\": [\"51715107-edbe-45a3-a6bc-29848ed747d5\", \"ab089750-2d9f-4269-b861-a0c4d5ce39fd\", \"27dd2cb6-21bc-47ed-89dd-4552c2847ac0\"], \"total_duration\": 989.0, \"total_sessions\": 3, \"mean_week_duration\": 10.868}, \"59397\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-31 19:18:43.000000+00:00\", \"2020-04-01 05:34:06.000000+00:00\", \"2019-12-18 03:10:13.000000+00:00\", \"2021-11-13 22:29:22.000000+00:00\", \"2020-07-19 15:33:11.000000+00:00\", \"2020-03-23 05:09:17.000000+00:00\", \"2023-06-06 16:31:21.000000+00:00\", \"2019-03-29 16:35:07.000000+00:00\", \"2020-08-25 16:28:39.000000+00:00\", \"2021-08-09 14:41:57.000000+00:00\", \"2022-01-30 15:32:06.000000+00:00\"], \"session_ids\": [\"bb01cd3b-7d61-4bbf-9242-94b8f7ccf6e6\", \"7e63befa-6bc0-471d-b97f-df5c8988892c\", \"fc66a530-a2ba-4773-ab52-b6a2fc4d7643\", \"0218f191-9ce8-4f5b-bc4c-be306c83a0be\", \"22a58645-a907-4b18-bcac-498ee1468da0\", \"780e9a51-4b50-4305-ad36-028f17e1dcbc\", \"f8a4a6e0-363d-4845-8291-5b51fb22dd77\", \"2bdeb684-240b-4728-8ae7-9dbbddd113a3\", \"2a3ef1fb-f478-4ff4-805c-3faddc843952\", \"dc0673bf-ca47-41c5-9f04-b69e39c533ac\", \"c904edef-1ba3-4bf9-8471-bee114e72e28\"], \"total_duration\": 16286.0, \"total_sessions\": 11, \"mean_week_duration\": 74.365}, \"88925\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-08-10 04:13:38.000000+00:00\", \"2022-09-27 07:24:18.000000+00:00\"], \"session_ids\": [\"78553b7f-af88-4eb0-b0af-dc5e55b6f412\", \"91c6360e-f45a-45c9-a082-23e27c6faafe\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 5.237}, \"48135\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-12-03 17:09:43.000000+00:00\", \"2021-12-30 18:48:39.000000+00:00\"], \"session_ids\": [\"e0cbbe58-fd0d-40f4-908f-3bcde3c20e73\", \"2ce12aee-8eca-4100-b887-2df8643af574\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.821}, \"30671\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-04-14 02:03:28.000000+00:00\", \"2020-11-10 14:34:14.000000+00:00\"], \"session_ids\": [\"a3d08564-5fbc-4dda-8c8f-da8d86548b9b\", \"4cf07d6b-08ad-4aa6-a46a-30c54399c38f\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.347}, \"2931\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-05-12 17:58:39.000000+00:00\", \"2022-11-14 08:36:03.000000+00:00\", \"2021-08-28 07:57:12.000000+00:00\", \"2020-01-17 09:47:23.000000+00:00\"], \"session_ids\": [\"281bcbd7-ccab-4774-90a9-19ed25910cb6\", \"dc73c79d-0ca8-4e2c-9cc0-d5283372c047\", \"ddc75308-3d91-4d9d-9871-d7fd822eab21\", \"5950ec5a-7b58-4b89-8279-8d151347e5ae\"], \"total_duration\": 697.0, \"total_sessions\": 4, \"mean_week_duration\": 4.709}, \"62937\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2021-05-11 19:52:59.000000+00:00\", \"2022-10-16 03:10:10.000000+00:00\", \"2020-08-10 08:32:12.000000+00:00\", \"2022-08-08 20:42:08.000000+00:00\", \"2020-08-20 13:37:54.000000+00:00\", \"2019-01-18 21:08:30.000000+00:00\", \"2023-03-29 12:34:50.000000+00:00\", \"2022-02-08 20:27:21.000000+00:00\"], \"session_ids\": [\"f810038d-a80c-471c-97e2-d1c01c958600\", \"227c0a32-de50-4db6-9a89-b9b6b4b831b8\", \"fcc905c1-9a8e-4347-bb8b-1873266f0ac1\", \"f2df7ecd-1e33-4429-ad39-741088fea7be\", \"d78c5859-e6f5-45c1-9772-a1981304da64\", \"181da62e-d749-40e2-8af9-401c548e2618\", \"5f40e1cc-33f1-43ac-b8cc-f719c79963d8\", \"e4610ca3-1549-42d1-888e-1d19298a2ece\"], \"total_duration\": 2832.0, \"total_sessions\": 8, \"mean_week_duration\": 12.932}, \"12422\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-02-09 22:13:07.000000+00:00\", \"2020-04-28 16:06:18.000000+00:00\"], \"session_ids\": [\"1e202c11-e026-419d-be8c-17b68ec9cb6f\", \"d443c96b-9c22-46bd-86b4-854cb57c6acc\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 9.439}, \"74570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-10-16 00:44:34.000000+00:00\", \"2021-12-07 05:27:35.000000+00:00\", \"2021-03-07 10:54:45.000000+00:00\", \"2022-10-06 06:55:24.000000+00:00\", \"2020-07-29 05:28:22.000000+00:00\", \"2020-12-09 02:59:28.000000+00:00\", \"2020-08-01 03:15:42.000000+00:00\"], \"session_ids\": [\"3a7c567d-f617-4082-ad8c-efa8224945e8\", \"582e3dd7-1c97-4991-9651-f2231229aa41\", \"ed4a2666-af8c-4662-9766-94e73d026f2c\", \"f49cdaca-916a-4dd0-a8a8-d13630d033c4\", \"74f72182-1f8b-4f27-91f8-0553e2fa6c94\", \"ae24c82d-b693-4fd7-ad26-8e660f98fe49\", \"e03ac5ce-0de1-4dce-aa29-dd6637d1bfdc\"], \"total_duration\": 3655.0, \"total_sessions\": 7, \"mean_week_duration\": 31.783}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or greater than 25 and are less than 46" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[25, 46]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-10-16 00:44:34.000000+00:00\", \"2021-12-07 05:27:35.000000+00:00\", \"2021-03-07 10:54:45.000000+00:00\", \"2022-10-06 06:55:24.000000+00:00\", \"2020-07-29 05:28:22.000000+00:00\", \"2020-12-09 02:59:28.000000+00:00\", \"2020-08-01 03:15:42.000000+00:00\"], \"session_ids\": [\"3a7c567d-f617-4082-ad8c-efa8224945e8\", \"582e3dd7-1c97-4991-9651-f2231229aa41\", \"ed4a2666-af8c-4662-9766-94e73d026f2c\", \"f49cdaca-916a-4dd0-a8a8-d13630d033c4\", \"74f72182-1f8b-4f27-91f8-0553e2fa6c94\", \"ae24c82d-b693-4fd7-ad26-8e660f98fe49\", \"e03ac5ce-0de1-4dce-aa29-dd6637d1bfdc\"], \"total_duration\": 3655.0, \"total_sessions\": 7, \"mean_week_duration\": 31.783}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"74570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-10-16 00:44:34.000000+00:00\", \"2021-12-07 05:27:35.000000+00:00\", \"2021-03-07 10:54:45.000000+00:00\", \"2022-10-06 06:55:24.000000+00:00\", \"2020-07-29 05:28:22.000000+00:00\", \"2020-12-09 02:59:28.000000+00:00\", \"2020-08-01 03:15:42.000000+00:00\"], \"session_ids\": [\"3a7c567d-f617-4082-ad8c-efa8224945e8\", \"582e3dd7-1c97-4991-9651-f2231229aa41\", \"ed4a2666-af8c-4662-9766-94e73d026f2c\", \"f49cdaca-916a-4dd0-a8a8-d13630d033c4\", \"74f72182-1f8b-4f27-91f8-0553e2fa6c94\", \"ae24c82d-b693-4fd7-ad26-8e660f98fe49\", \"e03ac5ce-0de1-4dce-aa29-dd6637d1bfdc\"], \"total_duration\": 3655.0, \"total_sessions\": 7, \"mean_week_duration\": 31.783}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 7 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"74570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-10-16 00:44:34.000000+00:00\", \"2021-12-07 05:27:35.000000+00:00\", \"2021-03-07 10:54:45.000000+00:00\", \"2022-10-06 06:55:24.000000+00:00\", \"2020-07-29 05:28:22.000000+00:00\", \"2020-12-09 02:59:28.000000+00:00\", \"2020-08-01 03:15:42.000000+00:00\"], \"session_ids\": [\"3a7c567d-f617-4082-ad8c-efa8224945e8\", \"582e3dd7-1c97-4991-9651-f2231229aa41\", \"ed4a2666-af8c-4662-9766-94e73d026f2c\", \"f49cdaca-916a-4dd0-a8a8-d13630d033c4\", \"74f72182-1f8b-4f27-91f8-0553e2fa6c94\", \"ae24c82d-b693-4fd7-ad26-8e660f98fe49\", \"e03ac5ce-0de1-4dce-aa29-dd6637d1bfdc\"], \"total_duration\": 3655.0, \"total_sessions\": 7, \"mean_week_duration\": 31.783}}]\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[{\"74570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-10-16 00:44:34.000000+00:00\", \"2021-12-07 05:27:35.000000+00:00\", \"2021-03-07 10:54:45.000000+00:00\", \"2022-10-06 06:55:24.000000+00:00\", \"2020-07-29 05:28:22.000000+00:00\", \"2020-12-09 02:59:28.000000+00:00\", \"2020-08-01 03:15:42.000000+00:00\"], \"session_ids\": [\"3a7c567d-f617-4082-ad8c-efa8224945e8\", \"582e3dd7-1c97-4991-9651-f2231229aa41\", \"ed4a2666-af8c-4662-9766-94e73d026f2c\", \"f49cdaca-916a-4dd0-a8a8-d13630d033c4\", \"74f72182-1f8b-4f27-91f8-0553e2fa6c94\", \"ae24c82d-b693-4fd7-ad26-8e660f98fe49\", \"e03ac5ce-0de1-4dce-aa29-dd6637d1bfdc\"], \"total_duration\": 3655.0, \"total_sessions\": 7, \"mean_week_duration\": 31.783}}]\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 user whose overall total sessions is strictly less than 5 also carry out sorting by name of the city form the lowest value to the highest value and in addition display me only 4 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"36698\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-02-21 01:24:43.000000+00:00\", \"2020-06-06 17:07:34.000000+00:00\", \"2023-01-23 20:08:51.000000+00:00\"], \"session_ids\": [\"e609b10d-da67-4d0d-8268-55f778125932\", \"109ce093-577b-459e-b068-e42359aae378\", \"a90f0a29-4ecc-49c8-9c11-93416002ea30\"], \"total_duration\": 311.0, \"total_sessions\": 3, \"mean_week_duration\": 2.19}, \"54750\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-02-23 16:21:58.000000+00:00\", \"2022-09-12 06:47:18.000000+00:00\"], \"session_ids\": [\"570292d7-4f41-441d-8a01-4d894a426456\", \"302047e7-b3bb-498d-a7da-cede8feb5488\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 2.519}, \"99383\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-06 12:32:55.000000+00:00\", \"2021-01-07 11:59:10.000000+00:00\"], \"session_ids\": [\"ebef0077-7314-4908-b246-bd6f97657655\", \"8c590d6b-165d-442f-a903-982eb89163ab\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}, \"12394\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-01 21:08:22.000000+00:00\", \"2022-11-16 07:59:15.000000+00:00\", \"2019-07-17 13:41:21.000000+00:00\", \"2019-02-04 13:36:35.000000+00:00\", \"2022-02-27 18:14:23.000000+00:00\", \"2020-07-23 13:27:59.000000+00:00\", \"2023-06-08 16:23:38.000000+00:00\", \"2022-11-21 20:14:07.000000+00:00\", \"2023-05-11 10:33:47.000000+00:00\"], \"session_ids\": [\"6b93903e-2332-4ef2-9241-227d4b102392\", \"69b678d7-ca4d-4270-b3d2-034a5eb00ae6\", \"7fb8b8b8-0776-472a-b7f3-f43577137984\", \"fbde1025-8cc5-427d-9dc9-35ad6fff8a6a\", \"54ee9708-7c56-4223-a6ab-eb20c145f632\", \"709e5e83-d910-47c5-8b1f-56b3eb3a3bf7\", \"0c5ed495-7846-4005-9346-f4bd954c76c6\", \"00c09848-dbd0-4d4d-b8e6-eac0a139a3f7\", \"965327e9-2e31-40cc-b915-89cb8a91691e\"], \"total_duration\": 1660.0, \"total_sessions\": 9, \"mean_week_duration\": 7.313}, \"73754\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-13 17:00:55.000000+00:00\", \"2020-05-18 12:39:50.000000+00:00\", \"2020-02-27 07:56:13.000000+00:00\", \"2021-03-12 19:37:15.000000+00:00\"], \"session_ids\": [\"356f1324-3d56-45df-9f95-7a9a2acc871b\", \"5954e83e-511c-4af0-9c38-3ccad38c8a97\", \"980dd52b-c668-449a-ae3a-3712d62e601d\", \"74c152ac-ffed-4edc-8538-50416400d193\"], \"total_duration\": 876.0, \"total_sessions\": 4, \"mean_week_duration\": 7.752}, \"14365\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-26 16:28:57.000000+00:00\", \"2019-07-11 10:57:52.000000+00:00\", \"2019-06-27 14:41:41.000000+00:00\", \"2021-05-13 01:28:08.000000+00:00\", \"2020-12-08 18:50:52.000000+00:00\"], \"session_ids\": [\"e613f377-c290-45ab-b602-6c2b2ee26e15\", \"f50a1735-73c0-44d4-a297-fbee28f3c5b8\", \"af536856-29ae-4e37-8e53-cd6aa9ca12e0\", \"3c626db2-84bb-4b8c-8419-430b88905a07\", \"716100f5-553e-44d8-99eb-78c85a7412cf\"], \"total_duration\": 747.0, \"total_sessions\": 5, \"mean_week_duration\": 5.188}, \"37862\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-07 16:40:20.000000+00:00\", \"2019-07-17 13:04:47.000000+00:00\", \"2022-07-10 08:10:18.000000+00:00\"], \"session_ids\": [\"386ee031-693c-4dac-8b18-c9c7db79a55f\", \"ac77e073-7090-43d1-8ab8-53251dfb5909\", \"5d55258b-adca-4786-b2a7-ce03b364e670\"], \"total_duration\": 211.0, \"total_sessions\": 3, \"mean_week_duration\": 1.353}, \"77598\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-02 18:25:11.000000+00:00\", \"2020-09-13 04:37:46.000000+00:00\"], \"session_ids\": [\"cf661a5a-c9a4-4021-b5d5-8a436f67d7a7\", \"637a24c4-75c1-4fa6-9d89-21611fb3e2e3\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 14.188}, \"65885\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-02-04 08:28:30.000000+00:00\", \"2022-02-10 19:37:28.000000+00:00\", \"2019-02-01 07:15:50.000000+00:00\", \"2019-02-14 08:09:38.000000+00:00\", \"2022-06-23 20:03:39.000000+00:00\", \"2021-09-21 04:50:09.000000+00:00\", \"2019-06-17 02:33:28.000000+00:00\", \"2019-01-01 13:02:48.000000+00:00\", \"2020-03-29 00:22:40.000000+00:00\"], \"session_ids\": [\"6917c9a0-d9ad-452f-833d-f4abd5dbbb71\", \"22fbee65-e2f1-45fc-afca-c962ae15801b\", \"6a4eb54b-1dd5-4c1e-b902-b025eb6fd14f\", \"7bae389b-191d-4169-ab6c-e83a36de9897\", \"0d6f929b-85fc-44a7-bcc0-e4f2c9ec9e9b\", \"d8d1fc07-9a90-4606-b901-55bdcadfbc83\", \"7fcbbe76-7de9-46cf-bb48-331f3a557c22\", \"108a1bdc-8ba5-47d2-81c2-f6f48a1da6b4\", \"e7bf3e52-e2c2-4c37-8af2-5d05df701ead\"], \"total_duration\": 1308.0, \"total_sessions\": 9, \"mean_week_duration\": 7.187}, \"7103\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-03 09:43:42.000000+00:00\", \"2020-10-01 16:07:30.000000+00:00\"], \"session_ids\": [\"0a7b1c6c-0ff8-4918-986b-3b087ce9bbd9\", \"5b852d32-a4d1-45e2-9851-3157ca8c8aef\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.542}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\"]]}, \"all_values\": {\"total_sessions\": [[5, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"36698\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-02-21 01:24:43.000000+00:00\", \"2020-06-06 17:07:34.000000+00:00\", \"2023-01-23 20:08:51.000000+00:00\"], \"session_ids\": [\"e609b10d-da67-4d0d-8268-55f778125932\", \"109ce093-577b-459e-b068-e42359aae378\", \"a90f0a29-4ecc-49c8-9c11-93416002ea30\"], \"total_duration\": 311.0, \"total_sessions\": 3, \"mean_week_duration\": 2.19}, \"54750\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-02-23 16:21:58.000000+00:00\", \"2022-09-12 06:47:18.000000+00:00\"], \"session_ids\": [\"570292d7-4f41-441d-8a01-4d894a426456\", \"302047e7-b3bb-498d-a7da-cede8feb5488\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 2.519}, \"99383\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-06 12:32:55.000000+00:00\", \"2021-01-07 11:59:10.000000+00:00\"], \"session_ids\": [\"ebef0077-7314-4908-b246-bd6f97657655\", \"8c590d6b-165d-442f-a903-982eb89163ab\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}, \"73754\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-13 17:00:55.000000+00:00\", \"2020-05-18 12:39:50.000000+00:00\", \"2020-02-27 07:56:13.000000+00:00\", \"2021-03-12 19:37:15.000000+00:00\"], \"session_ids\": [\"356f1324-3d56-45df-9f95-7a9a2acc871b\", \"5954e83e-511c-4af0-9c38-3ccad38c8a97\", \"980dd52b-c668-449a-ae3a-3712d62e601d\", \"74c152ac-ffed-4edc-8538-50416400d193\"], \"total_duration\": 876.0, \"total_sessions\": 4, \"mean_week_duration\": 7.752}, \"37862\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-07 16:40:20.000000+00:00\", \"2019-07-17 13:04:47.000000+00:00\", \"2022-07-10 08:10:18.000000+00:00\"], \"session_ids\": [\"386ee031-693c-4dac-8b18-c9c7db79a55f\", \"ac77e073-7090-43d1-8ab8-53251dfb5909\", \"5d55258b-adca-4786-b2a7-ce03b364e670\"], \"total_duration\": 211.0, \"total_sessions\": 3, \"mean_week_duration\": 1.353}, \"77598\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-02 18:25:11.000000+00:00\", \"2020-09-13 04:37:46.000000+00:00\"], \"session_ids\": [\"cf661a5a-c9a4-4021-b5d5-8a436f67d7a7\", \"637a24c4-75c1-4fa6-9d89-21611fb3e2e3\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 14.188}, \"7103\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-03 09:43:42.000000+00:00\", \"2020-10-01 16:07:30.000000+00:00\"], \"session_ids\": [\"0a7b1c6c-0ff8-4918-986b-3b087ce9bbd9\", \"5b852d32-a4d1-45e2-9851-3157ca8c8aef\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.542}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"77598\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-02 18:25:11.000000+00:00\", \"2020-09-13 04:37:46.000000+00:00\"], \"session_ids\": [\"cf661a5a-c9a4-4021-b5d5-8a436f67d7a7\", \"637a24c4-75c1-4fa6-9d89-21611fb3e2e3\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 14.188}}, {\"73754\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-13 17:00:55.000000+00:00\", \"2020-05-18 12:39:50.000000+00:00\", \"2020-02-27 07:56:13.000000+00:00\", \"2021-03-12 19:37:15.000000+00:00\"], \"session_ids\": [\"356f1324-3d56-45df-9f95-7a9a2acc871b\", \"5954e83e-511c-4af0-9c38-3ccad38c8a97\", \"980dd52b-c668-449a-ae3a-3712d62e601d\", \"74c152ac-ffed-4edc-8538-50416400d193\"], \"total_duration\": 876.0, \"total_sessions\": 4, \"mean_week_duration\": 7.752}}, {\"99383\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-06 12:32:55.000000+00:00\", \"2021-01-07 11:59:10.000000+00:00\"], \"session_ids\": [\"ebef0077-7314-4908-b246-bd6f97657655\", \"8c590d6b-165d-442f-a903-982eb89163ab\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}}, {\"7103\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-03 09:43:42.000000+00:00\", \"2020-10-01 16:07:30.000000+00:00\"], \"session_ids\": [\"0a7b1c6c-0ff8-4918-986b-3b087ce9bbd9\", \"5b852d32-a4d1-45e2-9851-3157ca8c8aef\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.542}}, {\"36698\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-02-21 01:24:43.000000+00:00\", \"2020-06-06 17:07:34.000000+00:00\", \"2023-01-23 20:08:51.000000+00:00\"], \"session_ids\": [\"e609b10d-da67-4d0d-8268-55f778125932\", \"109ce093-577b-459e-b068-e42359aae378\", \"a90f0a29-4ecc-49c8-9c11-93416002ea30\"], \"total_duration\": 311.0, \"total_sessions\": 3, \"mean_week_duration\": 2.19}}, {\"37862\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-11-07 16:40:20.000000+00:00\", \"2019-07-17 13:04:47.000000+00:00\", \"2022-07-10 08:10:18.000000+00:00\"], \"session_ids\": [\"386ee031-693c-4dac-8b18-c9c7db79a55f\", \"ac77e073-7090-43d1-8ab8-53251dfb5909\", \"5d55258b-adca-4786-b2a7-ce03b364e670\"], \"total_duration\": 211.0, \"total_sessions\": 3, \"mean_week_duration\": 1.353}}, {\"54750\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-02-23 16:21:58.000000+00:00\", \"2022-09-12 06:47:18.000000+00:00\"], \"session_ids\": [\"570292d7-4f41-441d-8a01-4d894a426456\", \"302047e7-b3bb-498d-a7da-cede8feb5488\"], \"total_duration\": 204.0, \"total_sessions\": 2, \"mean_week_duration\": 2.519}}]\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[{\"77598\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-02 18:25:11.000000+00:00\", \"2020-09-13 04:37:46.000000+00:00\"], \"session_ids\": [\"cf661a5a-c9a4-4021-b5d5-8a436f67d7a7\", \"637a24c4-75c1-4fa6-9d89-21611fb3e2e3\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 14.188}}, {\"73754\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-13 17:00:55.000000+00:00\", \"2020-05-18 12:39:50.000000+00:00\", \"2020-02-27 07:56:13.000000+00:00\", \"2021-03-12 19:37:15.000000+00:00\"], \"session_ids\": [\"356f1324-3d56-45df-9f95-7a9a2acc871b\", \"5954e83e-511c-4af0-9c38-3ccad38c8a97\", \"980dd52b-c668-449a-ae3a-3712d62e601d\", \"74c152ac-ffed-4edc-8538-50416400d193\"], \"total_duration\": 876.0, \"total_sessions\": 4, \"mean_week_duration\": 7.752}}, {\"99383\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-06 12:32:55.000000+00:00\", \"2021-01-07 11:59:10.000000+00:00\"], \"session_ids\": [\"ebef0077-7314-4908-b246-bd6f97657655\", \"8c590d6b-165d-442f-a903-982eb89163ab\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}}, {\"7103\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-03 09:43:42.000000+00:00\", \"2020-10-01 16:07:30.000000+00:00\"], \"session_ids\": [\"0a7b1c6c-0ff8-4918-986b-3b087ce9bbd9\", \"5b852d32-a4d1-45e2-9851-3157ca8c8aef\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.542}}]\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[{\"77598\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-02 18:25:11.000000+00:00\", \"2020-09-13 04:37:46.000000+00:00\"], \"session_ids\": [\"cf661a5a-c9a4-4021-b5d5-8a436f67d7a7\", \"637a24c4-75c1-4fa6-9d89-21611fb3e2e3\"], \"total_duration\": 227.0, \"total_sessions\": 2, \"mean_week_duration\": 14.188}}, {\"73754\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-13 17:00:55.000000+00:00\", \"2020-05-18 12:39:50.000000+00:00\", \"2020-02-27 07:56:13.000000+00:00\", \"2021-03-12 19:37:15.000000+00:00\"], \"session_ids\": [\"356f1324-3d56-45df-9f95-7a9a2acc871b\", \"5954e83e-511c-4af0-9c38-3ccad38c8a97\", \"980dd52b-c668-449a-ae3a-3712d62e601d\", \"74c152ac-ffed-4edc-8538-50416400d193\"], \"total_duration\": 876.0, \"total_sessions\": 4, \"mean_week_duration\": 7.752}}, {\"99383\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-03-06 12:32:55.000000+00:00\", \"2021-01-07 11:59:10.000000+00:00\"], \"session_ids\": [\"ebef0077-7314-4908-b246-bd6f97657655\", \"8c590d6b-165d-442f-a903-982eb89163ab\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}}, {\"7103\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-03 09:43:42.000000+00:00\", \"2020-10-01 16:07:30.000000+00:00\"], \"session_ids\": [\"0a7b1c6c-0ff8-4918-986b-3b087ce9bbd9\", \"5b852d32-a4d1-45e2-9851-3157ca8c8aef\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.542}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about 6 users with a sessions count = 3 , carry out sorting by town title descending." } ]