conversations
list
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding 7 users who have time spent on the site greater than 439 and less than 3439 (both not including) and perform sorting by sessions summation risingly." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"45555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-18 09:35:15.000000+00:00\", \"2020-10-20 19:18:39.000000+00:00\", \"2020-11-20 17:00:32.000000+00:00\"], \"session_ids\": [\"bc616abf-694b-47e4-a1c9-cf2a91d43850\", \"d3d88077-fba1-4074-be8d-1cff41c8b99b\", \"d8ccfe96-b8c4-46ff-b9c4-18ea570f10a8\"], \"total_duration\": 451.0, \"total_sessions\": 3, \"mean_week_duration\": 6.095}, \"83741\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-11-15 23:11:10.000000+00:00\", \"2021-09-13 01:10:24.000000+00:00\", \"2019-08-31 19:09:58.000000+00:00\", \"2022-08-04 05:58:26.000000+00:00\"], \"session_ids\": [\"da048599-6ef8-4f00-b0ed-7cd337e6d1a1\", \"b39fbad2-07d6-4933-a288-57f7be39ce4c\", \"385b2af7-835d-4318-8fc6-ce4942b68792\", \"18d5dfc4-aa75-4ea8-ad1a-21c2cac67241\"], \"total_duration\": 45.0, \"total_sessions\": 4, \"mean_week_duration\": 0.268}, \"14823\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-09-30 01:25:56.000000+00:00\", \"2021-05-23 13:18:28.000000+00:00\", \"2022-02-01 10:13:16.000000+00:00\"], \"session_ids\": [\"ac263f91-e036-4024-a9f2-5403988ebfe5\", \"f5903916-1709-444f-9e1e-79e284af57e1\", \"666dcfc9-00a5-4668-84b1-ed38d655e16d\"], \"total_duration\": 949.0, \"total_sessions\": 3, \"mean_week_duration\": 13.366}, \"82283\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-26 13:27:32.000000+00:00\", \"2023-03-30 18:51:22.000000+00:00\"], \"session_ids\": [\"c301291b-fe98-4d4d-80c5-039ae9664dcb\", \"7ee5bd70-e394-42d3-baa2-112844af29c8\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 5.341}, \"18400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-27 20:39:05.000000+00:00\", \"2023-06-22 04:54:04.000000+00:00\"], \"session_ids\": [\"b187ecd0-4a25-4404-9895-a68d1eaf8473\", \"41fb7de5-3ddd-4cdd-b04d-515adaa1ccaf\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}, \"37364\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-04-28 20:25:47.000000+00:00\", \"2019-08-07 12:42:33.000000+00:00\"], \"session_ids\": [\"214335de-0a2e-4c9a-8ea1-1c90b2fbaf21\", \"81c58f0f-c531-4cbe-9a8b-492a7da497d4\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 2.144}, \"65296\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-01-01 10:27:07.000000+00:00\", \"2023-01-03 12:52:55.000000+00:00\"], \"session_ids\": [\"aad77f2c-976c-460b-ae4c-37bbcef9b102\", \"083eb64e-2a6d-4463-9de9-c43f11c2a980\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.726}, \"64836\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-14 09:41:09.000000+00:00\", \"2022-11-18 11:44:49.000000+00:00\"], \"session_ids\": [\"9799683c-bb79-4054-8df2-fc5151f53373\", \"57f70eda-372a-4f24-aa3c-22f8335a7a21\"], \"total_duration\": 394.0, \"total_sessions\": 2, \"mean_week_duration\": 18.762}, \"67964\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-03 07:04:00.000000+00:00\", \"2020-02-08 03:24:27.000000+00:00\"], \"session_ids\": [\"90560bb0-11db-4040-a357-185df74268fc\", \"d5a2cdaa-25c0-49bd-8873-00483f0c47c4\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.971}, \"67557\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-06-02 14:16:13.000000+00:00\", \"2019-08-08 08:06:16.000000+00:00\"], \"session_ids\": [\"8574f94d-8bb3-4e26-bf6d-e90120e83a33\", \"7e468874-54d1-4a94-b65c-381d8bca942e\"], \"total_duration\": 347.0, \"total_sessions\": 2, \"mean_week_duration\": 1.735}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 439 and are less than 3439" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[439, 3439]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"45555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-18 09:35:15.000000+00:00\", \"2020-10-20 19:18:39.000000+00:00\", \"2020-11-20 17:00:32.000000+00:00\"], \"session_ids\": [\"bc616abf-694b-47e4-a1c9-cf2a91d43850\", \"d3d88077-fba1-4074-be8d-1cff41c8b99b\", \"d8ccfe96-b8c4-46ff-b9c4-18ea570f10a8\"], \"total_duration\": 451.0, \"total_sessions\": 3, \"mean_week_duration\": 6.095}, \"14823\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-09-30 01:25:56.000000+00:00\", \"2021-05-23 13:18:28.000000+00:00\", \"2022-02-01 10:13:16.000000+00:00\"], \"session_ids\": [\"ac263f91-e036-4024-a9f2-5403988ebfe5\", \"f5903916-1709-444f-9e1e-79e284af57e1\", \"666dcfc9-00a5-4668-84b1-ed38d655e16d\"], \"total_duration\": 949.0, \"total_sessions\": 3, \"mean_week_duration\": 13.366}, \"82283\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-26 13:27:32.000000+00:00\", \"2023-03-30 18:51:22.000000+00:00\"], \"session_ids\": [\"c301291b-fe98-4d4d-80c5-039ae9664dcb\", \"7ee5bd70-e394-42d3-baa2-112844af29c8\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 5.341}, \"18400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-27 20:39:05.000000+00:00\", \"2023-06-22 04:54:04.000000+00:00\"], \"session_ids\": [\"b187ecd0-4a25-4404-9895-a68d1eaf8473\", \"41fb7de5-3ddd-4cdd-b04d-515adaa1ccaf\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}}\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[{\"82283\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-26 13:27:32.000000+00:00\", \"2023-03-30 18:51:22.000000+00:00\"], \"session_ids\": [\"c301291b-fe98-4d4d-80c5-039ae9664dcb\", \"7ee5bd70-e394-42d3-baa2-112844af29c8\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 5.341}}, {\"18400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-27 20:39:05.000000+00:00\", \"2023-06-22 04:54:04.000000+00:00\"], \"session_ids\": [\"b187ecd0-4a25-4404-9895-a68d1eaf8473\", \"41fb7de5-3ddd-4cdd-b04d-515adaa1ccaf\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}}, {\"45555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-18 09:35:15.000000+00:00\", \"2020-10-20 19:18:39.000000+00:00\", \"2020-11-20 17:00:32.000000+00:00\"], \"session_ids\": [\"bc616abf-694b-47e4-a1c9-cf2a91d43850\", \"d3d88077-fba1-4074-be8d-1cff41c8b99b\", \"d8ccfe96-b8c4-46ff-b9c4-18ea570f10a8\"], \"total_duration\": 451.0, \"total_sessions\": 3, \"mean_week_duration\": 6.095}}, {\"14823\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-09-30 01:25:56.000000+00:00\", \"2021-05-23 13:18:28.000000+00:00\", \"2022-02-01 10:13:16.000000+00:00\"], \"session_ids\": [\"ac263f91-e036-4024-a9f2-5403988ebfe5\", \"f5903916-1709-444f-9e1e-79e284af57e1\", \"666dcfc9-00a5-4668-84b1-ed38d655e16d\"], \"total_duration\": 949.0, \"total_sessions\": 3, \"mean_week_duration\": 13.366}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 7 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"82283\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-26 13:27:32.000000+00:00\", \"2023-03-30 18:51:22.000000+00:00\"], \"session_ids\": [\"c301291b-fe98-4d4d-80c5-039ae9664dcb\", \"7ee5bd70-e394-42d3-baa2-112844af29c8\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 5.341}}, {\"18400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-27 20:39:05.000000+00:00\", \"2023-06-22 04:54:04.000000+00:00\"], \"session_ids\": [\"b187ecd0-4a25-4404-9895-a68d1eaf8473\", \"41fb7de5-3ddd-4cdd-b04d-515adaa1ccaf\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}}, {\"45555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-18 09:35:15.000000+00:00\", \"2020-10-20 19:18:39.000000+00:00\", \"2020-11-20 17:00:32.000000+00:00\"], \"session_ids\": [\"bc616abf-694b-47e4-a1c9-cf2a91d43850\", \"d3d88077-fba1-4074-be8d-1cff41c8b99b\", \"d8ccfe96-b8c4-46ff-b9c4-18ea570f10a8\"], \"total_duration\": 451.0, \"total_sessions\": 3, \"mean_week_duration\": 6.095}}, {\"14823\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-09-30 01:25:56.000000+00:00\", \"2021-05-23 13:18:28.000000+00:00\", \"2022-02-01 10:13:16.000000+00:00\"], \"session_ids\": [\"ac263f91-e036-4024-a9f2-5403988ebfe5\", \"f5903916-1709-444f-9e1e-79e284af57e1\", \"666dcfc9-00a5-4668-84b1-ed38d655e16d\"], \"total_duration\": 949.0, \"total_sessions\": 3, \"mean_week_duration\": 13.366}}]\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[{\"82283\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-26 13:27:32.000000+00:00\", \"2023-03-30 18:51:22.000000+00:00\"], \"session_ids\": [\"c301291b-fe98-4d4d-80c5-039ae9664dcb\", \"7ee5bd70-e394-42d3-baa2-112844af29c8\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 5.341}}, {\"18400\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-27 20:39:05.000000+00:00\", \"2023-06-22 04:54:04.000000+00:00\"], \"session_ids\": [\"b187ecd0-4a25-4404-9895-a68d1eaf8473\", \"41fb7de5-3ddd-4cdd-b04d-515adaa1ccaf\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 2.122}}, {\"45555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-03-18 09:35:15.000000+00:00\", \"2020-10-20 19:18:39.000000+00:00\", \"2020-11-20 17:00:32.000000+00:00\"], \"session_ids\": [\"bc616abf-694b-47e4-a1c9-cf2a91d43850\", \"d3d88077-fba1-4074-be8d-1cff41c8b99b\", \"d8ccfe96-b8c4-46ff-b9c4-18ea570f10a8\"], \"total_duration\": 451.0, \"total_sessions\": 3, \"mean_week_duration\": 6.095}}, {\"14823\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-09-30 01:25:56.000000+00:00\", \"2021-05-23 13:18:28.000000+00:00\", \"2022-02-01 10:13:16.000000+00:00\"], \"session_ids\": [\"ac263f91-e036-4024-a9f2-5403988ebfe5\", \"f5903916-1709-444f-9e1e-79e284af57e1\", \"666dcfc9-00a5-4668-84b1-ed38d655e16d\"], \"total_duration\": 949.0, \"total_sessions\": 3, \"mean_week_duration\": 13.366}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about user who isn't a resident of cities Amsterdam, Lima, Stockholm, Bangkok , and put to use sorting by app usage time from the largest value to the smallest value as well as keep only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"2282\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-04-28 14:52:13.000000+00:00\", \"2020-12-13 00:34:42.000000+00:00\", \"2022-07-24 20:17:39.000000+00:00\"], \"session_ids\": [\"d466e342-299e-4f4f-a99c-5bfdd61ddf4c\", \"4e12d647-b4ca-4ed2-8882-72181704dd29\", \"4e2c8b65-40d4-4112-ba0d-1d3293105f94\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.393}, \"8687\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-07 22:12:43.000000+00:00\", \"2021-01-24 11:28:20.000000+00:00\"], \"session_ids\": [\"c3a3fae6-df59-488f-b302-a927a93a467e\", \"4754e2e7-efdc-4e63-a681-f045cc000ec6\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.289}, \"33765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-06-16 14:10:41.000000+00:00\", \"2021-09-05 00:43:19.000000+00:00\"], \"session_ids\": [\"387f79e3-4f76-4034-b641-e4a372adbc56\", \"7a842ef1-add7-4858-89c8-04967605807d\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 4.098}, \"55579\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-07-24 04:13:27.000000+00:00\", \"2020-11-19 13:00:52.000000+00:00\", \"2021-03-28 01:51:18.000000+00:00\", \"2019-09-14 20:49:45.000000+00:00\"], \"session_ids\": [\"40e0e7d8-ee0a-4164-840a-27eb7af3b5ee\", \"23eedec3-1381-4d1a-8a43-b77e08938971\", \"ffa45477-3570-43f8-b44c-894ff6a974e5\", \"29ccf8e0-50a8-4f1b-b355-bcfa36bc0e51\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.282}, \"28407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-10 15:31:54.000000+00:00\", \"2022-12-09 10:35:08.000000+00:00\"], \"session_ids\": [\"85412a87-1c72-4c53-9c24-68f4173340c6\", \"c561e88f-0459-4b38-a614-3d5f7276f15e\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.324}, \"61745\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-08 14:42:01.000000+00:00\", \"2019-03-26 05:27:56.000000+00:00\"], \"session_ids\": [\"c8b7520b-fbc0-4bea-b6cb-9f82a59334e1\", \"cb4823a0-c3f4-4425-9255-dac99ff1910a\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 5.375}, \"7609\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-18 04:58:20.000000+00:00\", \"2019-01-29 15:03:38.000000+00:00\"], \"session_ids\": [\"d7830d10-1b45-426d-b26e-89c454b1e2bd\", \"9ff88ff7-9392-4dfc-a07e-8cbe797f3915\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.574}, \"66082\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-18 16:43:21.000000+00:00\", \"2022-02-27 02:30:53.000000+00:00\"], \"session_ids\": [\"b10d4694-5a14-49a9-b986-80cc625e8f98\", \"6858f5b2-aacc-43a4-b933-7261f9ec2bad\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 9.053}, \"49260\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-07 04:55:17.000000+00:00\", \"2023-04-06 00:42:27.000000+00:00\", \"2022-09-06 11:07:16.000000+00:00\", \"2019-10-28 23:21:08.000000+00:00\", \"2019-11-05 18:21:29.000000+00:00\", \"2021-01-25 06:15:59.000000+00:00\"], \"session_ids\": [\"66d35538-bc39-40c4-aa83-f6b4d6df1a4d\", \"65dca684-d20a-462a-b435-5d07a52e3f88\", \"0210dbb8-bb66-4554-a8dd-0be0ebfc664b\", \"5233a67b-a429-4ee9-94f2-ae16040f65a8\", \"42e7f988-e46f-429c-94fb-86bd92e1ffa3\", \"4ef66441-a65c-4e52-98de-ab63b998edac\"], \"total_duration\": 1988.0, \"total_sessions\": 6, \"mean_week_duration\": 10.143}, \"72929\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-06-10 13:23:40.000000+00:00\", \"2019-10-14 18:40:09.000000+00:00\", \"2022-12-22 19:00:55.000000+00:00\"], \"session_ids\": [\"c20366dc-e771-49a8-9467-36f0c336f17b\", \"5925c96a-2f8d-4d0a-893b-8da9458c6440\", \"087ebcdd-e4df-4a2a-ba90-355ada413a6f\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 0.611}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Amsterdam, Lima, Stockholm, Bangkok" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Amsterdam\", \"Lima\", \"Stockholm\", \"Bangkok\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"2282\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-04-28 14:52:13.000000+00:00\", \"2020-12-13 00:34:42.000000+00:00\", \"2022-07-24 20:17:39.000000+00:00\"], \"session_ids\": [\"d466e342-299e-4f4f-a99c-5bfdd61ddf4c\", \"4e12d647-b4ca-4ed2-8882-72181704dd29\", \"4e2c8b65-40d4-4112-ba0d-1d3293105f94\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.393}, \"33765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-06-16 14:10:41.000000+00:00\", \"2021-09-05 00:43:19.000000+00:00\"], \"session_ids\": [\"387f79e3-4f76-4034-b641-e4a372adbc56\", \"7a842ef1-add7-4858-89c8-04967605807d\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 4.098}, \"55579\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-07-24 04:13:27.000000+00:00\", \"2020-11-19 13:00:52.000000+00:00\", \"2021-03-28 01:51:18.000000+00:00\", \"2019-09-14 20:49:45.000000+00:00\"], \"session_ids\": [\"40e0e7d8-ee0a-4164-840a-27eb7af3b5ee\", \"23eedec3-1381-4d1a-8a43-b77e08938971\", \"ffa45477-3570-43f8-b44c-894ff6a974e5\", \"29ccf8e0-50a8-4f1b-b355-bcfa36bc0e51\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.282}, \"28407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-10 15:31:54.000000+00:00\", \"2022-12-09 10:35:08.000000+00:00\"], \"session_ids\": [\"85412a87-1c72-4c53-9c24-68f4173340c6\", \"c561e88f-0459-4b38-a614-3d5f7276f15e\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.324}, \"61745\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-08 14:42:01.000000+00:00\", \"2019-03-26 05:27:56.000000+00:00\"], \"session_ids\": [\"c8b7520b-fbc0-4bea-b6cb-9f82a59334e1\", \"cb4823a0-c3f4-4425-9255-dac99ff1910a\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 5.375}, \"7609\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-18 04:58:20.000000+00:00\", \"2019-01-29 15:03:38.000000+00:00\"], \"session_ids\": [\"d7830d10-1b45-426d-b26e-89c454b1e2bd\", \"9ff88ff7-9392-4dfc-a07e-8cbe797f3915\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.574}, \"66082\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-18 16:43:21.000000+00:00\", \"2022-02-27 02:30:53.000000+00:00\"], \"session_ids\": [\"b10d4694-5a14-49a9-b986-80cc625e8f98\", \"6858f5b2-aacc-43a4-b933-7261f9ec2bad\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 9.053}, \"49260\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-07 04:55:17.000000+00:00\", \"2023-04-06 00:42:27.000000+00:00\", \"2022-09-06 11:07:16.000000+00:00\", \"2019-10-28 23:21:08.000000+00:00\", \"2019-11-05 18:21:29.000000+00:00\", \"2021-01-25 06:15:59.000000+00:00\"], \"session_ids\": [\"66d35538-bc39-40c4-aa83-f6b4d6df1a4d\", \"65dca684-d20a-462a-b435-5d07a52e3f88\", \"0210dbb8-bb66-4554-a8dd-0be0ebfc664b\", \"5233a67b-a429-4ee9-94f2-ae16040f65a8\", \"42e7f988-e46f-429c-94fb-86bd92e1ffa3\", \"4ef66441-a65c-4e52-98de-ab63b998edac\"], \"total_duration\": 1988.0, \"total_sessions\": 6, \"mean_week_duration\": 10.143}, \"72929\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-06-10 13:23:40.000000+00:00\", \"2019-10-14 18:40:09.000000+00:00\", \"2022-12-22 19:00:55.000000+00:00\"], \"session_ids\": [\"c20366dc-e771-49a8-9467-36f0c336f17b\", \"5925c96a-2f8d-4d0a-893b-8da9458c6440\", \"087ebcdd-e4df-4a2a-ba90-355ada413a6f\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 0.611}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"49260\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-07 04:55:17.000000+00:00\", \"2023-04-06 00:42:27.000000+00:00\", \"2022-09-06 11:07:16.000000+00:00\", \"2019-10-28 23:21:08.000000+00:00\", \"2019-11-05 18:21:29.000000+00:00\", \"2021-01-25 06:15:59.000000+00:00\"], \"session_ids\": [\"66d35538-bc39-40c4-aa83-f6b4d6df1a4d\", \"65dca684-d20a-462a-b435-5d07a52e3f88\", \"0210dbb8-bb66-4554-a8dd-0be0ebfc664b\", \"5233a67b-a429-4ee9-94f2-ae16040f65a8\", \"42e7f988-e46f-429c-94fb-86bd92e1ffa3\", \"4ef66441-a65c-4e52-98de-ab63b998edac\"], \"total_duration\": 1988.0, \"total_sessions\": 6, \"mean_week_duration\": 10.143}}, {\"66082\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-18 16:43:21.000000+00:00\", \"2022-02-27 02:30:53.000000+00:00\"], \"session_ids\": [\"b10d4694-5a14-49a9-b986-80cc625e8f98\", \"6858f5b2-aacc-43a4-b933-7261f9ec2bad\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 9.053}}, {\"33765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-06-16 14:10:41.000000+00:00\", \"2021-09-05 00:43:19.000000+00:00\"], \"session_ids\": [\"387f79e3-4f76-4034-b641-e4a372adbc56\", \"7a842ef1-add7-4858-89c8-04967605807d\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 4.098}}, {\"61745\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-08 14:42:01.000000+00:00\", \"2019-03-26 05:27:56.000000+00:00\"], \"session_ids\": [\"c8b7520b-fbc0-4bea-b6cb-9f82a59334e1\", \"cb4823a0-c3f4-4425-9255-dac99ff1910a\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 5.375}}, {\"72929\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-06-10 13:23:40.000000+00:00\", \"2019-10-14 18:40:09.000000+00:00\", \"2022-12-22 19:00:55.000000+00:00\"], \"session_ids\": [\"c20366dc-e771-49a8-9467-36f0c336f17b\", \"5925c96a-2f8d-4d0a-893b-8da9458c6440\", \"087ebcdd-e4df-4a2a-ba90-355ada413a6f\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 0.611}}, {\"7609\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-18 04:58:20.000000+00:00\", \"2019-01-29 15:03:38.000000+00:00\"], \"session_ids\": [\"d7830d10-1b45-426d-b26e-89c454b1e2bd\", \"9ff88ff7-9392-4dfc-a07e-8cbe797f3915\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.574}}, {\"28407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-07-10 15:31:54.000000+00:00\", \"2022-12-09 10:35:08.000000+00:00\"], \"session_ids\": [\"85412a87-1c72-4c53-9c24-68f4173340c6\", \"c561e88f-0459-4b38-a614-3d5f7276f15e\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.324}}, {\"2282\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-04-28 14:52:13.000000+00:00\", \"2020-12-13 00:34:42.000000+00:00\", \"2022-07-24 20:17:39.000000+00:00\"], \"session_ids\": [\"d466e342-299e-4f4f-a99c-5bfdd61ddf4c\", \"4e12d647-b4ca-4ed2-8882-72181704dd29\", \"4e2c8b65-40d4-4112-ba0d-1d3293105f94\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.393}}, {\"55579\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-07-24 04:13:27.000000+00:00\", \"2020-11-19 13:00:52.000000+00:00\", \"2021-03-28 01:51:18.000000+00:00\", \"2019-09-14 20:49:45.000000+00:00\"], \"session_ids\": [\"40e0e7d8-ee0a-4164-840a-27eb7af3b5ee\", \"23eedec3-1381-4d1a-8a43-b77e08938971\", \"ffa45477-3570-43f8-b44c-894ff6a974e5\", \"29ccf8e0-50a8-4f1b-b355-bcfa36bc0e51\"], \"total_duration\": 42.0, \"total_sessions\": 4, \"mean_week_duration\": 0.282}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"49260\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-07 04:55:17.000000+00:00\", \"2023-04-06 00:42:27.000000+00:00\", \"2022-09-06 11:07:16.000000+00:00\", \"2019-10-28 23:21:08.000000+00:00\", \"2019-11-05 18:21:29.000000+00:00\", \"2021-01-25 06:15:59.000000+00:00\"], \"session_ids\": [\"66d35538-bc39-40c4-aa83-f6b4d6df1a4d\", \"65dca684-d20a-462a-b435-5d07a52e3f88\", \"0210dbb8-bb66-4554-a8dd-0be0ebfc664b\", \"5233a67b-a429-4ee9-94f2-ae16040f65a8\", \"42e7f988-e46f-429c-94fb-86bd92e1ffa3\", \"4ef66441-a65c-4e52-98de-ab63b998edac\"], \"total_duration\": 1988.0, \"total_sessions\": 6, \"mean_week_duration\": 10.143}}, {\"66082\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-18 16:43:21.000000+00:00\", \"2022-02-27 02:30:53.000000+00:00\"], \"session_ids\": [\"b10d4694-5a14-49a9-b986-80cc625e8f98\", \"6858f5b2-aacc-43a4-b933-7261f9ec2bad\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 9.053}}, {\"33765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-06-16 14:10:41.000000+00:00\", \"2021-09-05 00:43:19.000000+00:00\"], \"session_ids\": [\"387f79e3-4f76-4034-b641-e4a372adbc56\", \"7a842ef1-add7-4858-89c8-04967605807d\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 4.098}}]\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[{\"49260\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-07 04:55:17.000000+00:00\", \"2023-04-06 00:42:27.000000+00:00\", \"2022-09-06 11:07:16.000000+00:00\", \"2019-10-28 23:21:08.000000+00:00\", \"2019-11-05 18:21:29.000000+00:00\", \"2021-01-25 06:15:59.000000+00:00\"], \"session_ids\": [\"66d35538-bc39-40c4-aa83-f6b4d6df1a4d\", \"65dca684-d20a-462a-b435-5d07a52e3f88\", \"0210dbb8-bb66-4554-a8dd-0be0ebfc664b\", \"5233a67b-a429-4ee9-94f2-ae16040f65a8\", \"42e7f988-e46f-429c-94fb-86bd92e1ffa3\", \"4ef66441-a65c-4e52-98de-ab63b998edac\"], \"total_duration\": 1988.0, \"total_sessions\": 6, \"mean_week_duration\": 10.143}}, {\"66082\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-18 16:43:21.000000+00:00\", \"2022-02-27 02:30:53.000000+00:00\"], \"session_ids\": [\"b10d4694-5a14-49a9-b986-80cc625e8f98\", \"6858f5b2-aacc-43a4-b933-7261f9ec2bad\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 9.053}}, {\"33765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-06-16 14:10:41.000000+00:00\", \"2021-09-05 00:43:19.000000+00:00\"], \"session_ids\": [\"387f79e3-4f76-4034-b641-e4a372adbc56\", \"7a842ef1-add7-4858-89c8-04967605807d\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 4.098}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on 3 users who aren't inhabitants of city Dublin , moreover execute sorting by overall quantity of sessions in ascending 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{\"86761\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-06-14 05:57:08.000000+00:00\", \"2019-06-14 22:36:32.000000+00:00\", \"2020-04-05 18:59:03.000000+00:00\", \"2019-03-18 04:44:53.000000+00:00\", \"2019-05-06 18:47:47.000000+00:00\", \"2019-08-02 05:36:05.000000+00:00\", \"2019-07-03 03:07:03.000000+00:00\", \"2019-08-11 03:32:16.000000+00:00\", \"2019-11-10 09:31:34.000000+00:00\", \"2020-07-01 23:17:06.000000+00:00\"], \"session_ids\": [\"f4b36253-5d9d-4186-9cdc-bb578fab4dcb\", \"7f0f2ff7-04dd-4033-b0cf-d812e9e1d934\", \"e2e65a23-1fce-4b0c-9d3b-8cb3ffcc836e\", \"0405ff3b-843f-4ba2-9102-b393ee864ce9\", \"32801f6f-deb2-4b0b-a5aa-4b9ca120666e\", \"17752d65-fcd9-4c97-8de0-ca0ba07f6894\", \"6266d462-239e-40e9-b9a5-9f0a3d54bfba\", \"097406c5-3fe4-4b8c-9c53-b4809453a513\", \"57ff3e70-3eb8-47ab-8f58-360b467e814c\", \"08f188de-3883-4f11-b0f9-168b55feca15\"], \"total_duration\": 3277.0, \"total_sessions\": 10, \"mean_week_duration\": 28.009}, \"24318\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-10-28 08:21:06.000000+00:00\", \"2021-07-27 17:56:20.000000+00:00\"], \"session_ids\": [\"4544545c-7817-4ce8-b77a-82abe27d6586\", \"7d347528-3e43-44da-97be-87ec97023f02\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.717}, \"99710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-09 22:50:53.000000+00:00\", \"2020-04-12 12:43:10.000000+00:00\", \"2022-10-19 13:30:57.000000+00:00\", \"2023-03-04 21:07:35.000000+00:00\", \"2020-06-10 23:25:35.000000+00:00\", \"2021-08-28 13:29:50.000000+00:00\"], \"session_ids\": [\"04d159c3-c1db-4a13-986e-8227516ba771\", \"a8c7fbe6-820a-4ba1-82d7-b1d56a9cc63e\", \"de0e2cc5-1871-4137-83cc-de0fdbd57178\", \"0108ecfb-f2c5-4aaa-98e1-a27fa507da8c\", \"5139b992-68ec-47c9-97ad-dd460dfed34f\", \"b27e44d0-8251-4264-80e0-b2073c50a699\"], \"total_duration\": 2745.0, \"total_sessions\": 6, \"mean_week_duration\": 18.179}, \"26520\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-10-07 09:00:23.000000+00:00\", \"2022-12-21 07:21:58.000000+00:00\"], \"session_ids\": [\"49389eec-1c74-4e21-a412-786945257352\", \"c2f9dbd9-aed5-4a7a-9afc-ef05c5bf3fd3\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 43.636}, \"26047\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-03-01 16:01:33.000000+00:00\", \"2020-02-19 04:08:31.000000+00:00\", \"2020-09-09 15:14:52.000000+00:00\", \"2019-01-18 06:27:54.000000+00:00\"], \"session_ids\": [\"d624bac8-99cd-44aa-a7ab-c3ba2c2c11d8\", \"e8392e3c-8c81-4634-9e9b-70159341be29\", \"1fdfee17-a96d-4a9e-a244-bc91b30e169f\", \"787082a9-8d99-45ff-b8ff-0e6059ea0586\"], \"total_duration\": 52.0, \"total_sessions\": 4, \"mean_week_duration\": 0.319}, \"98323\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-01 10:12:17.000000+00:00\", \"2020-04-14 09:22:13.000000+00:00\", \"2019-09-14 13:41:39.000000+00:00\", \"2021-06-23 17:45:29.000000+00:00\", \"2023-04-29 23:40:23.000000+00:00\"], \"session_ids\": [\"9d5a3748-3361-4113-9ab7-6cdc66a4c7a0\", \"7025d405-fe4b-48ab-948f-679b77c4c5c7\", \"3881ce18-f913-48c1-a1b4-8a143ee062be\", \"d3e2fd14-147e-4cc9-ba0e-86f51ffec3f7\", \"36487772-235a-43cc-b380-fb742a69c2e3\"], \"total_duration\": 409.0, \"total_sessions\": 5, \"mean_week_duration\": 2.164}, \"13102\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-15 22:31:19.000000+00:00\", \"2019-11-08 16:42:18.000000+00:00\"], \"session_ids\": [\"bccc1d87-9ac2-4d76-9dcb-fd81f5be7e07\", \"94992da8-8c58-4dcb-b456-27738a4cfd60\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 2.909}, \"96669\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-12-17 21:56:12.000000+00:00\", \"2022-07-03 14:32:11.000000+00:00\", \"2022-01-11 12:18:41.000000+00:00\", \"2020-10-12 13:50:03.000000+00:00\"], \"session_ids\": [\"5c0221a0-26e4-4e38-aa03-a05b1f55bfa7\", \"52be28e3-cac4-477b-b77b-87ac10825380\", \"5725ce92-bd78-4f4c-b669-ec5387d998d5\", \"dea87050-910d-4f19-8b71-b563281fb3aa\"], \"total_duration\": 816.0, \"total_sessions\": 4, \"mean_week_duration\": 7.158}, \"44250\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-25 14:47:26.000000+00:00\", \"2020-02-29 10:38:23.000000+00:00\"], \"session_ids\": [\"7e0d1972-c6d6-40c0-bdc2-797c88b105b0\", \"51012658-0217-430f-ba64-3bc4d975494e\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 1.442}, \"81485\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-02-25 19:00:51.000000+00:00\", \"2021-08-31 06:01:58.000000+00:00\", \"2023-03-12 07:56:52.000000+00:00\", \"2019-07-23 15:34:08.000000+00:00\"], \"session_ids\": [\"e761e086-b089-4a47-b552-35a3eba50c7c\", \"9ffc64f1-51cf-40cc-950c-908956191a08\", \"d36fe801-f4c0-4329-996b-6ac79650f0de\", \"4840b901-c305-4a94-8d78-8cbacbbed7b7\"], \"total_duration\": 600.0, \"total_sessions\": 4, \"mean_week_duration\": 3.158}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Dublin" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Dublin\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"86761\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-06-14 05:57:08.000000+00:00\", \"2019-06-14 22:36:32.000000+00:00\", \"2020-04-05 18:59:03.000000+00:00\", \"2019-03-18 04:44:53.000000+00:00\", \"2019-05-06 18:47:47.000000+00:00\", \"2019-08-02 05:36:05.000000+00:00\", \"2019-07-03 03:07:03.000000+00:00\", \"2019-08-11 03:32:16.000000+00:00\", \"2019-11-10 09:31:34.000000+00:00\", \"2020-07-01 23:17:06.000000+00:00\"], \"session_ids\": [\"f4b36253-5d9d-4186-9cdc-bb578fab4dcb\", \"7f0f2ff7-04dd-4033-b0cf-d812e9e1d934\", \"e2e65a23-1fce-4b0c-9d3b-8cb3ffcc836e\", \"0405ff3b-843f-4ba2-9102-b393ee864ce9\", \"32801f6f-deb2-4b0b-a5aa-4b9ca120666e\", \"17752d65-fcd9-4c97-8de0-ca0ba07f6894\", \"6266d462-239e-40e9-b9a5-9f0a3d54bfba\", \"097406c5-3fe4-4b8c-9c53-b4809453a513\", \"57ff3e70-3eb8-47ab-8f58-360b467e814c\", \"08f188de-3883-4f11-b0f9-168b55feca15\"], \"total_duration\": 3277.0, \"total_sessions\": 10, \"mean_week_duration\": 28.009}, \"24318\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-10-28 08:21:06.000000+00:00\", \"2021-07-27 17:56:20.000000+00:00\"], \"session_ids\": [\"4544545c-7817-4ce8-b77a-82abe27d6586\", \"7d347528-3e43-44da-97be-87ec97023f02\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.717}, \"99710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-09 22:50:53.000000+00:00\", \"2020-04-12 12:43:10.000000+00:00\", \"2022-10-19 13:30:57.000000+00:00\", \"2023-03-04 21:07:35.000000+00:00\", \"2020-06-10 23:25:35.000000+00:00\", \"2021-08-28 13:29:50.000000+00:00\"], \"session_ids\": [\"04d159c3-c1db-4a13-986e-8227516ba771\", \"a8c7fbe6-820a-4ba1-82d7-b1d56a9cc63e\", \"de0e2cc5-1871-4137-83cc-de0fdbd57178\", \"0108ecfb-f2c5-4aaa-98e1-a27fa507da8c\", \"5139b992-68ec-47c9-97ad-dd460dfed34f\", \"b27e44d0-8251-4264-80e0-b2073c50a699\"], \"total_duration\": 2745.0, \"total_sessions\": 6, \"mean_week_duration\": 18.179}, \"26520\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-10-07 09:00:23.000000+00:00\", \"2022-12-21 07:21:58.000000+00:00\"], \"session_ids\": [\"49389eec-1c74-4e21-a412-786945257352\", \"c2f9dbd9-aed5-4a7a-9afc-ef05c5bf3fd3\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 43.636}, \"26047\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-03-01 16:01:33.000000+00:00\", \"2020-02-19 04:08:31.000000+00:00\", \"2020-09-09 15:14:52.000000+00:00\", \"2019-01-18 06:27:54.000000+00:00\"], \"session_ids\": [\"d624bac8-99cd-44aa-a7ab-c3ba2c2c11d8\", \"e8392e3c-8c81-4634-9e9b-70159341be29\", \"1fdfee17-a96d-4a9e-a244-bc91b30e169f\", \"787082a9-8d99-45ff-b8ff-0e6059ea0586\"], \"total_duration\": 52.0, \"total_sessions\": 4, \"mean_week_duration\": 0.319}, \"98323\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-01 10:12:17.000000+00:00\", \"2020-04-14 09:22:13.000000+00:00\", \"2019-09-14 13:41:39.000000+00:00\", \"2021-06-23 17:45:29.000000+00:00\", \"2023-04-29 23:40:23.000000+00:00\"], \"session_ids\": [\"9d5a3748-3361-4113-9ab7-6cdc66a4c7a0\", \"7025d405-fe4b-48ab-948f-679b77c4c5c7\", \"3881ce18-f913-48c1-a1b4-8a143ee062be\", \"d3e2fd14-147e-4cc9-ba0e-86f51ffec3f7\", \"36487772-235a-43cc-b380-fb742a69c2e3\"], \"total_duration\": 409.0, \"total_sessions\": 5, \"mean_week_duration\": 2.164}, \"13102\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-15 22:31:19.000000+00:00\", \"2019-11-08 16:42:18.000000+00:00\"], \"session_ids\": [\"bccc1d87-9ac2-4d76-9dcb-fd81f5be7e07\", \"94992da8-8c58-4dcb-b456-27738a4cfd60\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 2.909}, \"96669\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-12-17 21:56:12.000000+00:00\", \"2022-07-03 14:32:11.000000+00:00\", \"2022-01-11 12:18:41.000000+00:00\", \"2020-10-12 13:50:03.000000+00:00\"], \"session_ids\": [\"5c0221a0-26e4-4e38-aa03-a05b1f55bfa7\", \"52be28e3-cac4-477b-b77b-87ac10825380\", \"5725ce92-bd78-4f4c-b669-ec5387d998d5\", \"dea87050-910d-4f19-8b71-b563281fb3aa\"], \"total_duration\": 816.0, \"total_sessions\": 4, \"mean_week_duration\": 7.158}, \"44250\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-25 14:47:26.000000+00:00\", \"2020-02-29 10:38:23.000000+00:00\"], \"session_ids\": [\"7e0d1972-c6d6-40c0-bdc2-797c88b105b0\", \"51012658-0217-430f-ba64-3bc4d975494e\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 1.442}, \"81485\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-02-25 19:00:51.000000+00:00\", \"2021-08-31 06:01:58.000000+00:00\", \"2023-03-12 07:56:52.000000+00:00\", \"2019-07-23 15:34:08.000000+00:00\"], \"session_ids\": [\"e761e086-b089-4a47-b552-35a3eba50c7c\", \"9ffc64f1-51cf-40cc-950c-908956191a08\", \"d36fe801-f4c0-4329-996b-6ac79650f0de\", \"4840b901-c305-4a94-8d78-8cbacbbed7b7\"], \"total_duration\": 600.0, \"total_sessions\": 4, \"mean_week_duration\": 3.158}}\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[{\"24318\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-10-28 08:21:06.000000+00:00\", \"2021-07-27 17:56:20.000000+00:00\"], \"session_ids\": [\"4544545c-7817-4ce8-b77a-82abe27d6586\", \"7d347528-3e43-44da-97be-87ec97023f02\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.717}}, {\"26520\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-10-07 09:00:23.000000+00:00\", \"2022-12-21 07:21:58.000000+00:00\"], \"session_ids\": [\"49389eec-1c74-4e21-a412-786945257352\", \"c2f9dbd9-aed5-4a7a-9afc-ef05c5bf3fd3\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 43.636}}, {\"13102\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-15 22:31:19.000000+00:00\", \"2019-11-08 16:42:18.000000+00:00\"], \"session_ids\": [\"bccc1d87-9ac2-4d76-9dcb-fd81f5be7e07\", \"94992da8-8c58-4dcb-b456-27738a4cfd60\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 2.909}}, {\"44250\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-25 14:47:26.000000+00:00\", \"2020-02-29 10:38:23.000000+00:00\"], \"session_ids\": [\"7e0d1972-c6d6-40c0-bdc2-797c88b105b0\", \"51012658-0217-430f-ba64-3bc4d975494e\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 1.442}}, {\"26047\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-03-01 16:01:33.000000+00:00\", \"2020-02-19 04:08:31.000000+00:00\", \"2020-09-09 15:14:52.000000+00:00\", \"2019-01-18 06:27:54.000000+00:00\"], \"session_ids\": [\"d624bac8-99cd-44aa-a7ab-c3ba2c2c11d8\", \"e8392e3c-8c81-4634-9e9b-70159341be29\", \"1fdfee17-a96d-4a9e-a244-bc91b30e169f\", \"787082a9-8d99-45ff-b8ff-0e6059ea0586\"], \"total_duration\": 52.0, \"total_sessions\": 4, \"mean_week_duration\": 0.319}}, {\"96669\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-12-17 21:56:12.000000+00:00\", \"2022-07-03 14:32:11.000000+00:00\", \"2022-01-11 12:18:41.000000+00:00\", \"2020-10-12 13:50:03.000000+00:00\"], \"session_ids\": [\"5c0221a0-26e4-4e38-aa03-a05b1f55bfa7\", \"52be28e3-cac4-477b-b77b-87ac10825380\", \"5725ce92-bd78-4f4c-b669-ec5387d998d5\", \"dea87050-910d-4f19-8b71-b563281fb3aa\"], \"total_duration\": 816.0, \"total_sessions\": 4, \"mean_week_duration\": 7.158}}, {\"81485\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-02-25 19:00:51.000000+00:00\", \"2021-08-31 06:01:58.000000+00:00\", \"2023-03-12 07:56:52.000000+00:00\", \"2019-07-23 15:34:08.000000+00:00\"], \"session_ids\": [\"e761e086-b089-4a47-b552-35a3eba50c7c\", \"9ffc64f1-51cf-40cc-950c-908956191a08\", \"d36fe801-f4c0-4329-996b-6ac79650f0de\", \"4840b901-c305-4a94-8d78-8cbacbbed7b7\"], \"total_duration\": 600.0, \"total_sessions\": 4, \"mean_week_duration\": 3.158}}, {\"98323\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-04-01 10:12:17.000000+00:00\", \"2020-04-14 09:22:13.000000+00:00\", \"2019-09-14 13:41:39.000000+00:00\", \"2021-06-23 17:45:29.000000+00:00\", \"2023-04-29 23:40:23.000000+00:00\"], \"session_ids\": [\"9d5a3748-3361-4113-9ab7-6cdc66a4c7a0\", \"7025d405-fe4b-48ab-948f-679b77c4c5c7\", \"3881ce18-f913-48c1-a1b4-8a143ee062be\", \"d3e2fd14-147e-4cc9-ba0e-86f51ffec3f7\", \"36487772-235a-43cc-b380-fb742a69c2e3\"], \"total_duration\": 409.0, \"total_sessions\": 5, \"mean_week_duration\": 2.164}}, {\"99710\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-09 22:50:53.000000+00:00\", \"2020-04-12 12:43:10.000000+00:00\", \"2022-10-19 13:30:57.000000+00:00\", \"2023-03-04 21:07:35.000000+00:00\", \"2020-06-10 23:25:35.000000+00:00\", \"2021-08-28 13:29:50.000000+00:00\"], \"session_ids\": [\"04d159c3-c1db-4a13-986e-8227516ba771\", \"a8c7fbe6-820a-4ba1-82d7-b1d56a9cc63e\", \"de0e2cc5-1871-4137-83cc-de0fdbd57178\", \"0108ecfb-f2c5-4aaa-98e1-a27fa507da8c\", \"5139b992-68ec-47c9-97ad-dd460dfed34f\", \"b27e44d0-8251-4264-80e0-b2073c50a699\"], \"total_duration\": 2745.0, \"total_sessions\": 6, \"mean_week_duration\": 18.179}}, {\"86761\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-06-14 05:57:08.000000+00:00\", \"2019-06-14 22:36:32.000000+00:00\", \"2020-04-05 18:59:03.000000+00:00\", \"2019-03-18 04:44:53.000000+00:00\", \"2019-05-06 18:47:47.000000+00:00\", \"2019-08-02 05:36:05.000000+00:00\", \"2019-07-03 03:07:03.000000+00:00\", \"2019-08-11 03:32:16.000000+00:00\", \"2019-11-10 09:31:34.000000+00:00\", \"2020-07-01 23:17:06.000000+00:00\"], \"session_ids\": [\"f4b36253-5d9d-4186-9cdc-bb578fab4dcb\", \"7f0f2ff7-04dd-4033-b0cf-d812e9e1d934\", \"e2e65a23-1fce-4b0c-9d3b-8cb3ffcc836e\", \"0405ff3b-843f-4ba2-9102-b393ee864ce9\", \"32801f6f-deb2-4b0b-a5aa-4b9ca120666e\", \"17752d65-fcd9-4c97-8de0-ca0ba07f6894\", \"6266d462-239e-40e9-b9a5-9f0a3d54bfba\", \"097406c5-3fe4-4b8c-9c53-b4809453a513\", \"57ff3e70-3eb8-47ab-8f58-360b467e814c\", \"08f188de-3883-4f11-b0f9-168b55feca15\"], \"total_duration\": 3277.0, \"total_sessions\": 10, \"mean_week_duration\": 28.009}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"24318\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-10-28 08:21:06.000000+00:00\", \"2021-07-27 17:56:20.000000+00:00\"], \"session_ids\": [\"4544545c-7817-4ce8-b77a-82abe27d6586\", \"7d347528-3e43-44da-97be-87ec97023f02\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.717}}, {\"26520\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-10-07 09:00:23.000000+00:00\", \"2022-12-21 07:21:58.000000+00:00\"], \"session_ids\": [\"49389eec-1c74-4e21-a412-786945257352\", \"c2f9dbd9-aed5-4a7a-9afc-ef05c5bf3fd3\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 43.636}}, {\"13102\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-15 22:31:19.000000+00:00\", \"2019-11-08 16:42:18.000000+00:00\"], \"session_ids\": [\"bccc1d87-9ac2-4d76-9dcb-fd81f5be7e07\", \"94992da8-8c58-4dcb-b456-27738a4cfd60\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 2.909}}]\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[{\"24318\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-10-28 08:21:06.000000+00:00\", \"2021-07-27 17:56:20.000000+00:00\"], \"session_ids\": [\"4544545c-7817-4ce8-b77a-82abe27d6586\", \"7d347528-3e43-44da-97be-87ec97023f02\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.717}}, {\"26520\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-10-07 09:00:23.000000+00:00\", \"2022-12-21 07:21:58.000000+00:00\"], \"session_ids\": [\"49389eec-1c74-4e21-a412-786945257352\", \"c2f9dbd9-aed5-4a7a-9afc-ef05c5bf3fd3\"], \"total_duration\": 480.0, \"total_sessions\": 2, \"mean_week_duration\": 43.636}}, {\"13102\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-15 22:31:19.000000+00:00\", \"2019-11-08 16:42:18.000000+00:00\"], \"session_ids\": [\"bccc1d87-9ac2-4d76-9dcb-fd81f5be7e07\", \"94992da8-8c58-4dcb-b456-27738a4cfd60\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 2.909}}]\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 5 users who have count of sessions strictly smaller than 3 and strictly bigger than 9 + do sorting by site usage time per week from the smallest to the largest." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"79377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-19 21:37:21.000000+00:00\", \"2021-02-07 04:23:05.000000+00:00\"], \"session_ids\": [\"cb5adbf4-bb05-48b8-9bb4-06fbbc713e99\", \"9e9f9f47-4f50-4eef-8c3a-fa2b052bd4be\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 3.172}, \"1460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-25 05:12:12.000000+00:00\", \"2022-06-13 16:16:12.000000+00:00\"], \"session_ids\": [\"c4d1dbeb-b514-43cb-8947-122b64c8d4bd\", \"0c8de2e2-7b9c-41f1-ae6a-64390eccee3c\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 1.209}, \"76901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-02 11:40:05.000000+00:00\", \"2022-04-22 04:46:36.000000+00:00\"], \"session_ids\": [\"640310b7-b9a3-479e-b39c-90278fabd62a\", \"c0a6561b-45e4-4f95-9965-ce154c825cec\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 21.5}, \"19956\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-02-04 11:43:20.000000+00:00\", \"2020-07-26 21:38:57.000000+00:00\"], \"session_ids\": [\"4232c2ee-44b3-40a3-b696-5348e91a161e\", \"d7b40df2-6cc9-446c-8063-ff0c02e13d6d\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 2.962}, \"75380\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-07-28 00:00:17.000000+00:00\", \"2022-03-01 04:01:01.000000+00:00\"], \"session_ids\": [\"2cd44747-2bbf-4276-997d-50a0d62be021\", \"56bd61d8-aac5-487d-9629-b09aa5ab85d0\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}, \"87553\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-04-03 02:47:24.000000+00:00\", \"2022-12-21 10:48:36.000000+00:00\"], \"session_ids\": [\"3d4f37ce-44dc-4121-9868-37d9fd1e0ef0\", \"87e9cf29-ae14-4e04-a99f-0937c4f43d92\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 4.667}, \"91028\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-01-03 04:46:13.000000+00:00\", \"2020-08-26 05:07:15.000000+00:00\", \"2023-04-16 20:37:31.000000+00:00\", \"2021-07-10 13:59:33.000000+00:00\"], \"session_ids\": [\"76d540cd-18f5-4b37-b9b3-6f8ea9b96750\", \"6da38e81-db48-4024-8207-29ed4d80c871\", \"03595288-ccc0-469b-b3ac-23bb8e287b6d\", \"28c87380-9bc7-4ff1-bab1-a286e6808c07\"], \"total_duration\": 31.0, \"total_sessions\": 4, \"mean_week_duration\": 0.138}, \"60210\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-11-10 18:05:39.000000+00:00\", \"2022-07-30 11:20:44.000000+00:00\"], \"session_ids\": [\"19e91642-c115-4850-89bb-c3848822209a\", \"afde09c1-2758-4c9a-b642-eb1b432a14ff\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 3.544}, \"15148\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-16 21:28:41.000000+00:00\", \"2019-12-26 12:25:16.000000+00:00\"], \"session_ids\": [\"046ccf1a-1317-4525-975b-b036399e406d\", \"097dd6fe-d92d-451b-9b05-dc5b41637ee9\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 1.133}, \"76569\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-10 01:39:48.000000+00:00\", \"2020-08-19 18:08:15.000000+00:00\"], \"session_ids\": [\"b67c314b-0580-447e-9843-c9045d8cb2e3\", \"51c98527-4d44-4f7f-8551-60a8a56e31d4\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 3 and are greater than 9" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[3, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"79377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-19 21:37:21.000000+00:00\", \"2021-02-07 04:23:05.000000+00:00\"], \"session_ids\": [\"cb5adbf4-bb05-48b8-9bb4-06fbbc713e99\", \"9e9f9f47-4f50-4eef-8c3a-fa2b052bd4be\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 3.172}, \"1460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-25 05:12:12.000000+00:00\", \"2022-06-13 16:16:12.000000+00:00\"], \"session_ids\": [\"c4d1dbeb-b514-43cb-8947-122b64c8d4bd\", \"0c8de2e2-7b9c-41f1-ae6a-64390eccee3c\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 1.209}, \"76901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-02 11:40:05.000000+00:00\", \"2022-04-22 04:46:36.000000+00:00\"], \"session_ids\": [\"640310b7-b9a3-479e-b39c-90278fabd62a\", \"c0a6561b-45e4-4f95-9965-ce154c825cec\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 21.5}, \"19956\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-02-04 11:43:20.000000+00:00\", \"2020-07-26 21:38:57.000000+00:00\"], \"session_ids\": [\"4232c2ee-44b3-40a3-b696-5348e91a161e\", \"d7b40df2-6cc9-446c-8063-ff0c02e13d6d\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 2.962}, \"75380\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-07-28 00:00:17.000000+00:00\", \"2022-03-01 04:01:01.000000+00:00\"], \"session_ids\": [\"2cd44747-2bbf-4276-997d-50a0d62be021\", \"56bd61d8-aac5-487d-9629-b09aa5ab85d0\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}, \"87553\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-04-03 02:47:24.000000+00:00\", \"2022-12-21 10:48:36.000000+00:00\"], \"session_ids\": [\"3d4f37ce-44dc-4121-9868-37d9fd1e0ef0\", \"87e9cf29-ae14-4e04-a99f-0937c4f43d92\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 4.667}, \"60210\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-11-10 18:05:39.000000+00:00\", \"2022-07-30 11:20:44.000000+00:00\"], \"session_ids\": [\"19e91642-c115-4850-89bb-c3848822209a\", \"afde09c1-2758-4c9a-b642-eb1b432a14ff\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 3.544}, \"15148\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-16 21:28:41.000000+00:00\", \"2019-12-26 12:25:16.000000+00:00\"], \"session_ids\": [\"046ccf1a-1317-4525-975b-b036399e406d\", \"097dd6fe-d92d-451b-9b05-dc5b41637ee9\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 1.133}, \"76569\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-10 01:39:48.000000+00:00\", \"2020-08-19 18:08:15.000000+00:00\"], \"session_ids\": [\"b67c314b-0580-447e-9843-c9045d8cb2e3\", \"51c98527-4d44-4f7f-8551-60a8a56e31d4\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"76569\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-10 01:39:48.000000+00:00\", \"2020-08-19 18:08:15.000000+00:00\"], \"session_ids\": [\"b67c314b-0580-447e-9843-c9045d8cb2e3\", \"51c98527-4d44-4f7f-8551-60a8a56e31d4\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}}, {\"15148\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-16 21:28:41.000000+00:00\", \"2019-12-26 12:25:16.000000+00:00\"], \"session_ids\": [\"046ccf1a-1317-4525-975b-b036399e406d\", \"097dd6fe-d92d-451b-9b05-dc5b41637ee9\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 1.133}}, {\"1460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-25 05:12:12.000000+00:00\", \"2022-06-13 16:16:12.000000+00:00\"], \"session_ids\": [\"c4d1dbeb-b514-43cb-8947-122b64c8d4bd\", \"0c8de2e2-7b9c-41f1-ae6a-64390eccee3c\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 1.209}}, {\"19956\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-02-04 11:43:20.000000+00:00\", \"2020-07-26 21:38:57.000000+00:00\"], \"session_ids\": [\"4232c2ee-44b3-40a3-b696-5348e91a161e\", \"d7b40df2-6cc9-446c-8063-ff0c02e13d6d\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 2.962}}, {\"79377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-19 21:37:21.000000+00:00\", \"2021-02-07 04:23:05.000000+00:00\"], \"session_ids\": [\"cb5adbf4-bb05-48b8-9bb4-06fbbc713e99\", \"9e9f9f47-4f50-4eef-8c3a-fa2b052bd4be\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 3.172}}, {\"60210\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-11-10 18:05:39.000000+00:00\", \"2022-07-30 11:20:44.000000+00:00\"], \"session_ids\": [\"19e91642-c115-4850-89bb-c3848822209a\", \"afde09c1-2758-4c9a-b642-eb1b432a14ff\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 3.544}}, {\"87553\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-04-03 02:47:24.000000+00:00\", \"2022-12-21 10:48:36.000000+00:00\"], \"session_ids\": [\"3d4f37ce-44dc-4121-9868-37d9fd1e0ef0\", \"87e9cf29-ae14-4e04-a99f-0937c4f43d92\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 4.667}}, {\"75380\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-07-28 00:00:17.000000+00:00\", \"2022-03-01 04:01:01.000000+00:00\"], \"session_ids\": [\"2cd44747-2bbf-4276-997d-50a0d62be021\", \"56bd61d8-aac5-487d-9629-b09aa5ab85d0\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 8.0}}, {\"76901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-02 11:40:05.000000+00:00\", \"2022-04-22 04:46:36.000000+00:00\"], \"session_ids\": [\"640310b7-b9a3-479e-b39c-90278fabd62a\", \"c0a6561b-45e4-4f95-9965-ce154c825cec\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 21.5}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 5 entries and remove 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[{\"76569\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-10 01:39:48.000000+00:00\", \"2020-08-19 18:08:15.000000+00:00\"], \"session_ids\": [\"b67c314b-0580-447e-9843-c9045d8cb2e3\", \"51c98527-4d44-4f7f-8551-60a8a56e31d4\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}}, {\"15148\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-16 21:28:41.000000+00:00\", \"2019-12-26 12:25:16.000000+00:00\"], \"session_ids\": [\"046ccf1a-1317-4525-975b-b036399e406d\", \"097dd6fe-d92d-451b-9b05-dc5b41637ee9\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 1.133}}, {\"1460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-25 05:12:12.000000+00:00\", \"2022-06-13 16:16:12.000000+00:00\"], \"session_ids\": [\"c4d1dbeb-b514-43cb-8947-122b64c8d4bd\", \"0c8de2e2-7b9c-41f1-ae6a-64390eccee3c\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 1.209}}, {\"19956\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-02-04 11:43:20.000000+00:00\", \"2020-07-26 21:38:57.000000+00:00\"], \"session_ids\": [\"4232c2ee-44b3-40a3-b696-5348e91a161e\", \"d7b40df2-6cc9-446c-8063-ff0c02e13d6d\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 2.962}}, {\"79377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-19 21:37:21.000000+00:00\", \"2021-02-07 04:23:05.000000+00:00\"], \"session_ids\": [\"cb5adbf4-bb05-48b8-9bb4-06fbbc713e99\", \"9e9f9f47-4f50-4eef-8c3a-fa2b052bd4be\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 3.172}}]\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[{\"76569\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-06-10 01:39:48.000000+00:00\", \"2020-08-19 18:08:15.000000+00:00\"], \"session_ids\": [\"b67c314b-0580-447e-9843-c9045d8cb2e3\", \"51c98527-4d44-4f7f-8551-60a8a56e31d4\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.587}}, {\"15148\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-16 21:28:41.000000+00:00\", \"2019-12-26 12:25:16.000000+00:00\"], \"session_ids\": [\"046ccf1a-1317-4525-975b-b036399e406d\", \"097dd6fe-d92d-451b-9b05-dc5b41637ee9\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 1.133}}, {\"1460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-25 05:12:12.000000+00:00\", \"2022-06-13 16:16:12.000000+00:00\"], \"session_ids\": [\"c4d1dbeb-b514-43cb-8947-122b64c8d4bd\", \"0c8de2e2-7b9c-41f1-ae6a-64390eccee3c\"], \"total_duration\": 156.0, \"total_sessions\": 2, \"mean_week_duration\": 1.209}}, {\"19956\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-02-04 11:43:20.000000+00:00\", \"2020-07-26 21:38:57.000000+00:00\"], \"session_ids\": [\"4232c2ee-44b3-40a3-b696-5348e91a161e\", \"d7b40df2-6cc9-446c-8063-ff0c02e13d6d\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 2.962}}, {\"79377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-19 21:37:21.000000+00:00\", \"2021-02-07 04:23:05.000000+00:00\"], \"session_ids\": [\"cb5adbf4-bb05-48b8-9bb4-06fbbc713e99\", \"9e9f9f47-4f50-4eef-8c3a-fa2b052bd4be\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 3.172}}]\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 5 users with a total_sessions that is above 5 and below 4, exclusive 4 , and do sorting by median of duration of sessions per week 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{\"36528\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-08 13:28:34.000000+00:00\", \"2019-01-12 18:30:57.000000+00:00\"], \"session_ids\": [\"1c80c2b6-d3ed-4015-89a4-0a817b559243\", \"cf9fc374-0d54-4871-a32f-b406e6a13d3b\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.101}, \"92405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-30 21:41:37.000000+00:00\", \"2019-07-02 23:21:25.000000+00:00\", \"2021-02-06 21:21:00.000000+00:00\", \"2021-09-09 08:29:02.000000+00:00\", \"2020-09-02 19:30:42.000000+00:00\"], \"session_ids\": [\"6b53476d-35ef-40f1-8a87-5452073e0a27\", \"b69cd1d2-3a62-4591-9952-6b4ffb231137\", \"5631c607-c5e4-4ff6-8049-f693f1350020\", \"09175ac8-a8fa-4efa-a781-3264d044a28d\", \"7842be4f-dce2-49e7-b808-bd1333e8ff8f\"], \"total_duration\": 3353.0, \"total_sessions\": 5, \"mean_week_duration\": 29.157}, \"21088\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-10 08:50:51.000000+00:00\", \"2023-04-15 17:42:29.000000+00:00\"], \"session_ids\": [\"fae650b3-7632-496e-98a0-53f6139414b5\", \"b4e77696-d9aa-4992-a2c9-b40a28028c02\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 8.775}, \"91614\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-01 18:01:22.000000+00:00\", \"2020-09-16 17:14:02.000000+00:00\", \"2022-02-13 03:52:12.000000+00:00\", \"2019-04-25 22:14:01.000000+00:00\", \"2020-09-03 21:48:00.000000+00:00\"], \"session_ids\": [\"b360873f-92c0-422f-bb1b-0967fcb1290d\", \"93ba5ab8-a864-41af-aff3-1b1573d81356\", \"5d303b93-e898-416b-a8ce-92106b5f1067\", \"195b7560-03eb-42ce-b8e1-23e7f35ec431\", \"4d10248a-de69-4bfe-be7d-f48544aedd7a\"], \"total_duration\": 1599.0, \"total_sessions\": 5, \"mean_week_duration\": 10.878}, \"40532\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-04-01 21:19:19.000000+00:00\", \"2021-12-24 04:27:26.000000+00:00\", \"2020-03-10 18:15:59.000000+00:00\", \"2021-07-27 11:17:24.000000+00:00\", \"2022-11-19 21:05:06.000000+00:00\", \"2019-01-11 15:41:36.000000+00:00\"], \"session_ids\": [\"f238663c-6223-4903-b998-df80500027e4\", \"bd8c8d20-34f7-44a6-9a69-7a9d7a7d5bff\", \"a450018d-7cde-4c70-a2a7-d41131533759\", \"b24dcc97-95aa-44e6-b645-d1cee51e91a5\", \"e9c48060-2c49-4ff4-ba32-2c6f095e0897\", \"cd84da70-955b-480d-808c-d1a8a4c0c435\"], \"total_duration\": 5876.0, \"total_sessions\": 6, \"mean_week_duration\": 29.089}, \"58805\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-28 01:28:00.000000+00:00\", \"2020-05-26 01:52:18.000000+00:00\"], \"session_ids\": [\"2c580df9-771c-49fb-994a-c24eff9b9e94\", \"d0578a6c-5ea6-439f-b86b-e0788387dd6f\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 2.011}, \"31295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-30 07:42:22.000000+00:00\", \"2021-01-26 08:28:11.000000+00:00\", \"2022-08-01 12:40:14.000000+00:00\", \"2023-01-03 06:07:22.000000+00:00\"], \"session_ids\": [\"0d77327b-5b61-4c6f-83d2-6ccf0739859d\", \"8e79fb6a-7c05-44ed-8d0c-3571b8530a95\", \"6b343377-9caf-429d-a828-c98b727954af\", \"fc5b6233-cfee-42ab-9db4-7fa6c8b89a6e\"], \"total_duration\": 1800.0, \"total_sessions\": 4, \"mean_week_duration\": 17.822}, \"43470\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-17 10:50:32.000000+00:00\", \"2019-10-10 23:12:34.000000+00:00\"], \"session_ids\": [\"9d95d2c6-3e00-4af0-9dc4-6c74e572ade2\", \"dd97097b-2a66-43d2-a188-9f320f364e38\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 12.441}, \"92171\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-01-17 11:59:36.000000+00:00\", \"2022-03-11 10:12:41.000000+00:00\", \"2019-10-24 16:44:18.000000+00:00\", \"2019-06-05 01:13:49.000000+00:00\", \"2022-11-08 09:32:05.000000+00:00\", \"2021-03-29 10:30:11.000000+00:00\", \"2019-01-19 20:05:52.000000+00:00\"], \"session_ids\": [\"18c9ef17-5b67-4e1c-ad75-f89222726141\", \"0e81b3e8-d7e0-47c9-aa41-f5295b818f0a\", \"a119a0f3-ce92-4b7c-b03c-e44a47dba3fe\", \"d153b5ba-a2eb-4af7-bbf1-b9171a32bbb3\", \"a1965473-92bc-4eea-bec2-58812f8a82eb\", \"82af56d4-943e-46be-ae4d-f18f67e1e2e3\", \"df99adc2-3393-45dc-838a-07c80c84b1e1\"], \"total_duration\": 219.0, \"total_sessions\": 7, \"mean_week_duration\": 1.101}, \"22567\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-16 20:05:28.000000+00:00\", \"2020-05-28 19:19:11.000000+00:00\"], \"session_ids\": [\"1765f695-df20-47c2-a20c-9d725093f850\", \"a86a639a-ef47-4db1-af3a-f8236ee416ef\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 1.542}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are less than 4 and are equal or greater than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"36528\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-08 13:28:34.000000+00:00\", \"2019-01-12 18:30:57.000000+00:00\"], \"session_ids\": [\"1c80c2b6-d3ed-4015-89a4-0a817b559243\", \"cf9fc374-0d54-4871-a32f-b406e6a13d3b\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.101}, \"21088\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-10 08:50:51.000000+00:00\", \"2023-04-15 17:42:29.000000+00:00\"], \"session_ids\": [\"fae650b3-7632-496e-98a0-53f6139414b5\", \"b4e77696-d9aa-4992-a2c9-b40a28028c02\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 8.775}, \"58805\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-28 01:28:00.000000+00:00\", \"2020-05-26 01:52:18.000000+00:00\"], \"session_ids\": [\"2c580df9-771c-49fb-994a-c24eff9b9e94\", \"d0578a6c-5ea6-439f-b86b-e0788387dd6f\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 2.011}, \"43470\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-17 10:50:32.000000+00:00\", \"2019-10-10 23:12:34.000000+00:00\"], \"session_ids\": [\"9d95d2c6-3e00-4af0-9dc4-6c74e572ade2\", \"dd97097b-2a66-43d2-a188-9f320f364e38\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 12.441}, \"22567\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-16 20:05:28.000000+00:00\", \"2020-05-28 19:19:11.000000+00:00\"], \"session_ids\": [\"1765f695-df20-47c2-a20c-9d725093f850\", \"a86a639a-ef47-4db1-af3a-f8236ee416ef\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 1.542}, \"92405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-30 21:41:37.000000+00:00\", \"2019-07-02 23:21:25.000000+00:00\", \"2021-02-06 21:21:00.000000+00:00\", \"2021-09-09 08:29:02.000000+00:00\", \"2020-09-02 19:30:42.000000+00:00\"], \"session_ids\": [\"6b53476d-35ef-40f1-8a87-5452073e0a27\", \"b69cd1d2-3a62-4591-9952-6b4ffb231137\", \"5631c607-c5e4-4ff6-8049-f693f1350020\", \"09175ac8-a8fa-4efa-a781-3264d044a28d\", \"7842be4f-dce2-49e7-b808-bd1333e8ff8f\"], \"total_duration\": 3353.0, \"total_sessions\": 5, \"mean_week_duration\": 29.157}, \"91614\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-01 18:01:22.000000+00:00\", \"2020-09-16 17:14:02.000000+00:00\", \"2022-02-13 03:52:12.000000+00:00\", \"2019-04-25 22:14:01.000000+00:00\", \"2020-09-03 21:48:00.000000+00:00\"], \"session_ids\": [\"b360873f-92c0-422f-bb1b-0967fcb1290d\", \"93ba5ab8-a864-41af-aff3-1b1573d81356\", \"5d303b93-e898-416b-a8ce-92106b5f1067\", \"195b7560-03eb-42ce-b8e1-23e7f35ec431\", \"4d10248a-de69-4bfe-be7d-f48544aedd7a\"], \"total_duration\": 1599.0, \"total_sessions\": 5, \"mean_week_duration\": 10.878}, \"40532\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-04-01 21:19:19.000000+00:00\", \"2021-12-24 04:27:26.000000+00:00\", \"2020-03-10 18:15:59.000000+00:00\", \"2021-07-27 11:17:24.000000+00:00\", \"2022-11-19 21:05:06.000000+00:00\", \"2019-01-11 15:41:36.000000+00:00\"], \"session_ids\": [\"f238663c-6223-4903-b998-df80500027e4\", \"bd8c8d20-34f7-44a6-9a69-7a9d7a7d5bff\", \"a450018d-7cde-4c70-a2a7-d41131533759\", \"b24dcc97-95aa-44e6-b645-d1cee51e91a5\", \"e9c48060-2c49-4ff4-ba32-2c6f095e0897\", \"cd84da70-955b-480d-808c-d1a8a4c0c435\"], \"total_duration\": 5876.0, \"total_sessions\": 6, \"mean_week_duration\": 29.089}, \"92171\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-01-17 11:59:36.000000+00:00\", \"2022-03-11 10:12:41.000000+00:00\", \"2019-10-24 16:44:18.000000+00:00\", \"2019-06-05 01:13:49.000000+00:00\", \"2022-11-08 09:32:05.000000+00:00\", \"2021-03-29 10:30:11.000000+00:00\", \"2019-01-19 20:05:52.000000+00:00\"], \"session_ids\": [\"18c9ef17-5b67-4e1c-ad75-f89222726141\", \"0e81b3e8-d7e0-47c9-aa41-f5295b818f0a\", \"a119a0f3-ce92-4b7c-b03c-e44a47dba3fe\", \"d153b5ba-a2eb-4af7-bbf1-b9171a32bbb3\", \"a1965473-92bc-4eea-bec2-58812f8a82eb\", \"82af56d4-943e-46be-ae4d-f18f67e1e2e3\", \"df99adc2-3393-45dc-838a-07c80c84b1e1\"], \"total_duration\": 219.0, \"total_sessions\": 7, \"mean_week_duration\": 1.101}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"36528\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-08 13:28:34.000000+00:00\", \"2019-01-12 18:30:57.000000+00:00\"], \"session_ids\": [\"1c80c2b6-d3ed-4015-89a4-0a817b559243\", \"cf9fc374-0d54-4871-a32f-b406e6a13d3b\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.101}}, {\"92171\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-01-17 11:59:36.000000+00:00\", \"2022-03-11 10:12:41.000000+00:00\", \"2019-10-24 16:44:18.000000+00:00\", \"2019-06-05 01:13:49.000000+00:00\", \"2022-11-08 09:32:05.000000+00:00\", \"2021-03-29 10:30:11.000000+00:00\", \"2019-01-19 20:05:52.000000+00:00\"], \"session_ids\": [\"18c9ef17-5b67-4e1c-ad75-f89222726141\", \"0e81b3e8-d7e0-47c9-aa41-f5295b818f0a\", \"a119a0f3-ce92-4b7c-b03c-e44a47dba3fe\", \"d153b5ba-a2eb-4af7-bbf1-b9171a32bbb3\", \"a1965473-92bc-4eea-bec2-58812f8a82eb\", \"82af56d4-943e-46be-ae4d-f18f67e1e2e3\", \"df99adc2-3393-45dc-838a-07c80c84b1e1\"], \"total_duration\": 219.0, \"total_sessions\": 7, \"mean_week_duration\": 1.101}}, {\"22567\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-16 20:05:28.000000+00:00\", \"2020-05-28 19:19:11.000000+00:00\"], \"session_ids\": [\"1765f695-df20-47c2-a20c-9d725093f850\", \"a86a639a-ef47-4db1-af3a-f8236ee416ef\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 1.542}}, {\"58805\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-28 01:28:00.000000+00:00\", \"2020-05-26 01:52:18.000000+00:00\"], \"session_ids\": [\"2c580df9-771c-49fb-994a-c24eff9b9e94\", \"d0578a6c-5ea6-439f-b86b-e0788387dd6f\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 2.011}}, {\"21088\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-10 08:50:51.000000+00:00\", \"2023-04-15 17:42:29.000000+00:00\"], \"session_ids\": [\"fae650b3-7632-496e-98a0-53f6139414b5\", \"b4e77696-d9aa-4992-a2c9-b40a28028c02\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 8.775}}, {\"91614\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-01 18:01:22.000000+00:00\", \"2020-09-16 17:14:02.000000+00:00\", \"2022-02-13 03:52:12.000000+00:00\", \"2019-04-25 22:14:01.000000+00:00\", \"2020-09-03 21:48:00.000000+00:00\"], \"session_ids\": [\"b360873f-92c0-422f-bb1b-0967fcb1290d\", \"93ba5ab8-a864-41af-aff3-1b1573d81356\", \"5d303b93-e898-416b-a8ce-92106b5f1067\", \"195b7560-03eb-42ce-b8e1-23e7f35ec431\", \"4d10248a-de69-4bfe-be7d-f48544aedd7a\"], \"total_duration\": 1599.0, \"total_sessions\": 5, \"mean_week_duration\": 10.878}}, {\"43470\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-17 10:50:32.000000+00:00\", \"2019-10-10 23:12:34.000000+00:00\"], \"session_ids\": [\"9d95d2c6-3e00-4af0-9dc4-6c74e572ade2\", \"dd97097b-2a66-43d2-a188-9f320f364e38\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 12.441}}, {\"40532\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-04-01 21:19:19.000000+00:00\", \"2021-12-24 04:27:26.000000+00:00\", \"2020-03-10 18:15:59.000000+00:00\", \"2021-07-27 11:17:24.000000+00:00\", \"2022-11-19 21:05:06.000000+00:00\", \"2019-01-11 15:41:36.000000+00:00\"], \"session_ids\": [\"f238663c-6223-4903-b998-df80500027e4\", \"bd8c8d20-34f7-44a6-9a69-7a9d7a7d5bff\", \"a450018d-7cde-4c70-a2a7-d41131533759\", \"b24dcc97-95aa-44e6-b645-d1cee51e91a5\", \"e9c48060-2c49-4ff4-ba32-2c6f095e0897\", \"cd84da70-955b-480d-808c-d1a8a4c0c435\"], \"total_duration\": 5876.0, \"total_sessions\": 6, \"mean_week_duration\": 29.089}}, {\"92405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-30 21:41:37.000000+00:00\", \"2019-07-02 23:21:25.000000+00:00\", \"2021-02-06 21:21:00.000000+00:00\", \"2021-09-09 08:29:02.000000+00:00\", \"2020-09-02 19:30:42.000000+00:00\"], \"session_ids\": [\"6b53476d-35ef-40f1-8a87-5452073e0a27\", \"b69cd1d2-3a62-4591-9952-6b4ffb231137\", \"5631c607-c5e4-4ff6-8049-f693f1350020\", \"09175ac8-a8fa-4efa-a781-3264d044a28d\", \"7842be4f-dce2-49e7-b808-bd1333e8ff8f\"], \"total_duration\": 3353.0, \"total_sessions\": 5, \"mean_week_duration\": 29.157}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 5 entries and remove 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[{\"36528\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-08 13:28:34.000000+00:00\", \"2019-01-12 18:30:57.000000+00:00\"], \"session_ids\": [\"1c80c2b6-d3ed-4015-89a4-0a817b559243\", \"cf9fc374-0d54-4871-a32f-b406e6a13d3b\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.101}}, {\"92171\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-01-17 11:59:36.000000+00:00\", \"2022-03-11 10:12:41.000000+00:00\", \"2019-10-24 16:44:18.000000+00:00\", \"2019-06-05 01:13:49.000000+00:00\", \"2022-11-08 09:32:05.000000+00:00\", \"2021-03-29 10:30:11.000000+00:00\", \"2019-01-19 20:05:52.000000+00:00\"], \"session_ids\": [\"18c9ef17-5b67-4e1c-ad75-f89222726141\", \"0e81b3e8-d7e0-47c9-aa41-f5295b818f0a\", \"a119a0f3-ce92-4b7c-b03c-e44a47dba3fe\", \"d153b5ba-a2eb-4af7-bbf1-b9171a32bbb3\", \"a1965473-92bc-4eea-bec2-58812f8a82eb\", \"82af56d4-943e-46be-ae4d-f18f67e1e2e3\", \"df99adc2-3393-45dc-838a-07c80c84b1e1\"], \"total_duration\": 219.0, \"total_sessions\": 7, \"mean_week_duration\": 1.101}}, {\"22567\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-16 20:05:28.000000+00:00\", \"2020-05-28 19:19:11.000000+00:00\"], \"session_ids\": [\"1765f695-df20-47c2-a20c-9d725093f850\", \"a86a639a-ef47-4db1-af3a-f8236ee416ef\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 1.542}}, {\"58805\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-28 01:28:00.000000+00:00\", \"2020-05-26 01:52:18.000000+00:00\"], \"session_ids\": [\"2c580df9-771c-49fb-994a-c24eff9b9e94\", \"d0578a6c-5ea6-439f-b86b-e0788387dd6f\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 2.011}}, {\"21088\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-10 08:50:51.000000+00:00\", \"2023-04-15 17:42:29.000000+00:00\"], \"session_ids\": [\"fae650b3-7632-496e-98a0-53f6139414b5\", \"b4e77696-d9aa-4992-a2c9-b40a28028c02\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 8.775}}]\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[{\"36528\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-08 13:28:34.000000+00:00\", \"2019-01-12 18:30:57.000000+00:00\"], \"session_ids\": [\"1c80c2b6-d3ed-4015-89a4-0a817b559243\", \"cf9fc374-0d54-4871-a32f-b406e6a13d3b\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.101}}, {\"92171\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-01-17 11:59:36.000000+00:00\", \"2022-03-11 10:12:41.000000+00:00\", \"2019-10-24 16:44:18.000000+00:00\", \"2019-06-05 01:13:49.000000+00:00\", \"2022-11-08 09:32:05.000000+00:00\", \"2021-03-29 10:30:11.000000+00:00\", \"2019-01-19 20:05:52.000000+00:00\"], \"session_ids\": [\"18c9ef17-5b67-4e1c-ad75-f89222726141\", \"0e81b3e8-d7e0-47c9-aa41-f5295b818f0a\", \"a119a0f3-ce92-4b7c-b03c-e44a47dba3fe\", \"d153b5ba-a2eb-4af7-bbf1-b9171a32bbb3\", \"a1965473-92bc-4eea-bec2-58812f8a82eb\", \"82af56d4-943e-46be-ae4d-f18f67e1e2e3\", \"df99adc2-3393-45dc-838a-07c80c84b1e1\"], \"total_duration\": 219.0, \"total_sessions\": 7, \"mean_week_duration\": 1.101}}, {\"22567\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-16 20:05:28.000000+00:00\", \"2020-05-28 19:19:11.000000+00:00\"], \"session_ids\": [\"1765f695-df20-47c2-a20c-9d725093f850\", \"a86a639a-ef47-4db1-af3a-f8236ee416ef\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 1.542}}, {\"58805\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-02-28 01:28:00.000000+00:00\", \"2020-05-26 01:52:18.000000+00:00\"], \"session_ids\": [\"2c580df9-771c-49fb-994a-c24eff9b9e94\", \"d0578a6c-5ea6-439f-b86b-e0788387dd6f\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 2.011}}, {\"21088\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-07-10 08:50:51.000000+00:00\", \"2023-04-15 17:42:29.000000+00:00\"], \"session_ids\": [\"fae650b3-7632-496e-98a0-53f6139414b5\", \"b4e77696-d9aa-4992-a2c9-b40a28028c02\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 8.775}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show users to me who have time in app strictly smaller than AAA + carry out sorting by total_duration form the highest to the lowest." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"96966\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-11 12:07:46.000000+00:00\", \"2022-04-10 12:14:12.000000+00:00\", \"2020-01-22 03:32:13.000000+00:00\"], \"session_ids\": [\"d4817d14-4b46-4e02-a843-6d137598d2c1\", \"cfc7dfef-def1-41f8-9ba7-ae095d1bd1fe\", \"c3145c20-7000-4095-bf33-6b0f6c0eeb62\"], \"total_duration\": 413.0, \"total_sessions\": 3, \"mean_week_duration\": 3.56}, \"62430\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-31 01:44:51.000000+00:00\", \"2019-02-25 06:22:08.000000+00:00\", \"2020-09-21 01:33:25.000000+00:00\", \"2020-11-12 20:24:15.000000+00:00\", \"2020-07-03 13:48:48.000000+00:00\", \"2019-03-13 15:15:07.000000+00:00\"], \"session_ids\": [\"8ec4172e-49e0-4ae2-ba88-5432c4735071\", \"6772bccd-7c27-4158-96ce-161628749e98\", \"c7ead40f-ec16-47df-a7b3-7889f57b0ca8\", \"497a1e09-6aee-4b85-b653-c83037991c38\", \"47747b00-2bd7-4c11-b2de-a44b9b1682eb\", \"31f197d1-8253-413f-98b0-45944bf5f478\"], \"total_duration\": 5995.0, \"total_sessions\": 6, \"mean_week_duration\": 66.611}, \"17802\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-23 02:24:27.000000+00:00\", \"2022-09-06 18:37:45.000000+00:00\", \"2021-04-05 20:13:35.000000+00:00\"], \"session_ids\": [\"28fec42a-60fa-444e-8237-08491e77d4e8\", \"0284d2e7-c720-48c2-b5c5-4563005191fb\", \"ec36d737-8273-417b-a191-434eef34fe68\"], \"total_duration\": 171.0, \"total_sessions\": 3, \"mean_week_duration\": 1.425}, \"82808\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-01-02 12:25:17.000000+00:00\", \"2022-10-16 05:27:59.000000+00:00\"], \"session_ids\": [\"ff29ba52-7984-43c7-b4c0-14f2ed434816\", \"0db9cdef-45b5-4847-8d70-fe77d52dc34a\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.049}, \"41637\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-16 07:25:37.000000+00:00\", \"2022-10-01 01:32:23.000000+00:00\", \"2022-03-23 01:45:51.000000+00:00\"], \"session_ids\": [\"8bec7a8f-c300-4040-84de-8a1002d26e1c\", \"602d34da-a356-4154-9d27-677d81e0c6a2\", \"34c0066b-9bb5-4ba8-af64-77dcf0714a89\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.321}, \"87049\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-11-08 15:05:55.000000+00:00\", \"2022-01-29 04:13:07.000000+00:00\", \"2022-09-05 07:34:57.000000+00:00\"], \"session_ids\": [\"6dbfb2d9-d591-44b6-8e2c-936eea6aa1c7\", \"c3d15a28-c7f5-46ef-b949-7e03959d2fbe\", \"bee8f2f6-5266-4b6d-8d77-6350ee832a63\"], \"total_duration\": 177.0, \"total_sessions\": 3, \"mean_week_duration\": 4.116}, \"17812\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-02-24 22:48:24.000000+00:00\", \"2019-12-17 14:02:58.000000+00:00\"], \"session_ids\": [\"30c4e5d2-81c5-4e90-bee2-510381060dcf\", \"3e4b4d92-b0ec-4367-ba79-df418887b8db\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 3.937}, \"37236\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-07-12 04:04:38.000000+00:00\", \"2019-05-06 22:07:19.000000+00:00\", \"2019-03-04 12:32:06.000000+00:00\", \"2022-09-04 12:45:43.000000+00:00\", \"2021-04-12 02:08:31.000000+00:00\"], \"session_ids\": [\"8f3df13c-14c9-479a-af85-7cad3143cf4e\", \"a48085a3-f969-4974-855f-b5e745f3b588\", \"7e3e08a9-6d17-4924-b4e6-8ed80f466547\", \"3d6d61ee-193d-4bb5-8f77-795c15c787fc\", \"6eab4143-b65d-4d2a-b632-0fe3ceff72cb\"], \"total_duration\": 211.0, \"total_sessions\": 5, \"mean_week_duration\": 1.153}, \"84501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-19 01:56:54.000000+00:00\", \"2022-04-06 12:29:25.000000+00:00\"], \"session_ids\": [\"3db5f3e6-c2f8-4f72-b1ec-8dfb45a1944c\", \"a1fe4ffc-5e86-4768-87c8-5f1041135236\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"49085\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-05-12 03:21:42.000000+00:00\", \"2022-05-30 21:36:12.000000+00:00\", \"2019-04-03 08:52:23.000000+00:00\", \"2021-10-30 19:31:42.000000+00:00\"], \"session_ids\": [\"d8876be4-65bf-45d3-ac3d-1d5e632a11b8\", \"d6ad425c-aa13-4e77-9815-a7e72ebdc83a\", \"40fe5f55-7bab-47f9-9c66-8168f9cef81b\", \"be5c792e-8a8c-4d07-b618-7aee7fb61470\"], \"total_duration\": 975.0, \"total_sessions\": 4, \"mean_week_duration\": 5.909}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are less than 834" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[834, 2614]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"96966\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-11 12:07:46.000000+00:00\", \"2022-04-10 12:14:12.000000+00:00\", \"2020-01-22 03:32:13.000000+00:00\"], \"session_ids\": [\"d4817d14-4b46-4e02-a843-6d137598d2c1\", \"cfc7dfef-def1-41f8-9ba7-ae095d1bd1fe\", \"c3145c20-7000-4095-bf33-6b0f6c0eeb62\"], \"total_duration\": 413.0, \"total_sessions\": 3, \"mean_week_duration\": 3.56}, \"17802\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-23 02:24:27.000000+00:00\", \"2022-09-06 18:37:45.000000+00:00\", \"2021-04-05 20:13:35.000000+00:00\"], \"session_ids\": [\"28fec42a-60fa-444e-8237-08491e77d4e8\", \"0284d2e7-c720-48c2-b5c5-4563005191fb\", \"ec36d737-8273-417b-a191-434eef34fe68\"], \"total_duration\": 171.0, \"total_sessions\": 3, \"mean_week_duration\": 1.425}, \"82808\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-01-02 12:25:17.000000+00:00\", \"2022-10-16 05:27:59.000000+00:00\"], \"session_ids\": [\"ff29ba52-7984-43c7-b4c0-14f2ed434816\", \"0db9cdef-45b5-4847-8d70-fe77d52dc34a\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.049}, \"41637\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-16 07:25:37.000000+00:00\", \"2022-10-01 01:32:23.000000+00:00\", \"2022-03-23 01:45:51.000000+00:00\"], \"session_ids\": [\"8bec7a8f-c300-4040-84de-8a1002d26e1c\", \"602d34da-a356-4154-9d27-677d81e0c6a2\", \"34c0066b-9bb5-4ba8-af64-77dcf0714a89\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.321}, \"87049\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-11-08 15:05:55.000000+00:00\", \"2022-01-29 04:13:07.000000+00:00\", \"2022-09-05 07:34:57.000000+00:00\"], \"session_ids\": [\"6dbfb2d9-d591-44b6-8e2c-936eea6aa1c7\", \"c3d15a28-c7f5-46ef-b949-7e03959d2fbe\", \"bee8f2f6-5266-4b6d-8d77-6350ee832a63\"], \"total_duration\": 177.0, \"total_sessions\": 3, \"mean_week_duration\": 4.116}, \"17812\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-02-24 22:48:24.000000+00:00\", \"2019-12-17 14:02:58.000000+00:00\"], \"session_ids\": [\"30c4e5d2-81c5-4e90-bee2-510381060dcf\", \"3e4b4d92-b0ec-4367-ba79-df418887b8db\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 3.937}, \"37236\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-07-12 04:04:38.000000+00:00\", \"2019-05-06 22:07:19.000000+00:00\", \"2019-03-04 12:32:06.000000+00:00\", \"2022-09-04 12:45:43.000000+00:00\", \"2021-04-12 02:08:31.000000+00:00\"], \"session_ids\": [\"8f3df13c-14c9-479a-af85-7cad3143cf4e\", \"a48085a3-f969-4974-855f-b5e745f3b588\", \"7e3e08a9-6d17-4924-b4e6-8ed80f466547\", \"3d6d61ee-193d-4bb5-8f77-795c15c787fc\", \"6eab4143-b65d-4d2a-b632-0fe3ceff72cb\"], \"total_duration\": 211.0, \"total_sessions\": 5, \"mean_week_duration\": 1.153}, \"84501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-19 01:56:54.000000+00:00\", \"2022-04-06 12:29:25.000000+00:00\"], \"session_ids\": [\"3db5f3e6-c2f8-4f72-b1ec-8dfb45a1944c\", \"a1fe4ffc-5e86-4768-87c8-5f1041135236\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"96966\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-11 12:07:46.000000+00:00\", \"2022-04-10 12:14:12.000000+00:00\", \"2020-01-22 03:32:13.000000+00:00\"], \"session_ids\": [\"d4817d14-4b46-4e02-a843-6d137598d2c1\", \"cfc7dfef-def1-41f8-9ba7-ae095d1bd1fe\", \"c3145c20-7000-4095-bf33-6b0f6c0eeb62\"], \"total_duration\": 413.0, \"total_sessions\": 3, \"mean_week_duration\": 3.56}}, {\"17812\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-02-24 22:48:24.000000+00:00\", \"2019-12-17 14:02:58.000000+00:00\"], \"session_ids\": [\"30c4e5d2-81c5-4e90-bee2-510381060dcf\", \"3e4b4d92-b0ec-4367-ba79-df418887b8db\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 3.937}}, {\"37236\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-07-12 04:04:38.000000+00:00\", \"2019-05-06 22:07:19.000000+00:00\", \"2019-03-04 12:32:06.000000+00:00\", \"2022-09-04 12:45:43.000000+00:00\", \"2021-04-12 02:08:31.000000+00:00\"], \"session_ids\": [\"8f3df13c-14c9-479a-af85-7cad3143cf4e\", \"a48085a3-f969-4974-855f-b5e745f3b588\", \"7e3e08a9-6d17-4924-b4e6-8ed80f466547\", \"3d6d61ee-193d-4bb5-8f77-795c15c787fc\", \"6eab4143-b65d-4d2a-b632-0fe3ceff72cb\"], \"total_duration\": 211.0, \"total_sessions\": 5, \"mean_week_duration\": 1.153}}, {\"87049\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-11-08 15:05:55.000000+00:00\", \"2022-01-29 04:13:07.000000+00:00\", \"2022-09-05 07:34:57.000000+00:00\"], \"session_ids\": [\"6dbfb2d9-d591-44b6-8e2c-936eea6aa1c7\", \"c3d15a28-c7f5-46ef-b949-7e03959d2fbe\", \"bee8f2f6-5266-4b6d-8d77-6350ee832a63\"], \"total_duration\": 177.0, \"total_sessions\": 3, \"mean_week_duration\": 4.116}}, {\"17802\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-23 02:24:27.000000+00:00\", \"2022-09-06 18:37:45.000000+00:00\", \"2021-04-05 20:13:35.000000+00:00\"], \"session_ids\": [\"28fec42a-60fa-444e-8237-08491e77d4e8\", \"0284d2e7-c720-48c2-b5c5-4563005191fb\", \"ec36d737-8273-417b-a191-434eef34fe68\"], \"total_duration\": 171.0, \"total_sessions\": 3, \"mean_week_duration\": 1.425}}, {\"41637\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-16 07:25:37.000000+00:00\", \"2022-10-01 01:32:23.000000+00:00\", \"2022-03-23 01:45:51.000000+00:00\"], \"session_ids\": [\"8bec7a8f-c300-4040-84de-8a1002d26e1c\", \"602d34da-a356-4154-9d27-677d81e0c6a2\", \"34c0066b-9bb5-4ba8-af64-77dcf0714a89\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.321}}, {\"82808\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-01-02 12:25:17.000000+00:00\", \"2022-10-16 05:27:59.000000+00:00\"], \"session_ids\": [\"ff29ba52-7984-43c7-b4c0-14f2ed434816\", \"0db9cdef-45b5-4847-8d70-fe77d52dc34a\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.049}}, {\"84501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-19 01:56:54.000000+00:00\", \"2022-04-06 12:29:25.000000+00:00\"], \"session_ids\": [\"3db5f3e6-c2f8-4f72-b1ec-8dfb45a1944c\", \"a1fe4ffc-5e86-4768-87c8-5f1041135236\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to close out that task and provide the requester with the obtained data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"96966\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-05-11 12:07:46.000000+00:00\", \"2022-04-10 12:14:12.000000+00:00\", \"2020-01-22 03:32:13.000000+00:00\"], \"session_ids\": [\"d4817d14-4b46-4e02-a843-6d137598d2c1\", \"cfc7dfef-def1-41f8-9ba7-ae095d1bd1fe\", \"c3145c20-7000-4095-bf33-6b0f6c0eeb62\"], \"total_duration\": 413.0, \"total_sessions\": 3, \"mean_week_duration\": 3.56}}, {\"17812\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-02-24 22:48:24.000000+00:00\", \"2019-12-17 14:02:58.000000+00:00\"], \"session_ids\": [\"30c4e5d2-81c5-4e90-bee2-510381060dcf\", \"3e4b4d92-b0ec-4367-ba79-df418887b8db\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 3.937}}, {\"37236\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-07-12 04:04:38.000000+00:00\", \"2019-05-06 22:07:19.000000+00:00\", \"2019-03-04 12:32:06.000000+00:00\", \"2022-09-04 12:45:43.000000+00:00\", \"2021-04-12 02:08:31.000000+00:00\"], \"session_ids\": [\"8f3df13c-14c9-479a-af85-7cad3143cf4e\", \"a48085a3-f969-4974-855f-b5e745f3b588\", \"7e3e08a9-6d17-4924-b4e6-8ed80f466547\", \"3d6d61ee-193d-4bb5-8f77-795c15c787fc\", \"6eab4143-b65d-4d2a-b632-0fe3ceff72cb\"], \"total_duration\": 211.0, \"total_sessions\": 5, \"mean_week_duration\": 1.153}}, {\"87049\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-11-08 15:05:55.000000+00:00\", \"2022-01-29 04:13:07.000000+00:00\", \"2022-09-05 07:34:57.000000+00:00\"], \"session_ids\": [\"6dbfb2d9-d591-44b6-8e2c-936eea6aa1c7\", \"c3d15a28-c7f5-46ef-b949-7e03959d2fbe\", \"bee8f2f6-5266-4b6d-8d77-6350ee832a63\"], \"total_duration\": 177.0, \"total_sessions\": 3, \"mean_week_duration\": 4.116}}, {\"17802\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-23 02:24:27.000000+00:00\", \"2022-09-06 18:37:45.000000+00:00\", \"2021-04-05 20:13:35.000000+00:00\"], \"session_ids\": [\"28fec42a-60fa-444e-8237-08491e77d4e8\", \"0284d2e7-c720-48c2-b5c5-4563005191fb\", \"ec36d737-8273-417b-a191-434eef34fe68\"], \"total_duration\": 171.0, \"total_sessions\": 3, \"mean_week_duration\": 1.425}}, {\"41637\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-16 07:25:37.000000+00:00\", \"2022-10-01 01:32:23.000000+00:00\", \"2022-03-23 01:45:51.000000+00:00\"], \"session_ids\": [\"8bec7a8f-c300-4040-84de-8a1002d26e1c\", \"602d34da-a356-4154-9d27-677d81e0c6a2\", \"34c0066b-9bb5-4ba8-af64-77dcf0714a89\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.321}}, {\"82808\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-01-02 12:25:17.000000+00:00\", \"2022-10-16 05:27:59.000000+00:00\"], \"session_ids\": [\"ff29ba52-7984-43c7-b4c0-14f2ed434816\", \"0db9cdef-45b5-4847-8d70-fe77d52dc34a\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.049}}, {\"84501\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-19 01:56:54.000000+00:00\", \"2022-04-06 12:29:25.000000+00:00\"], \"session_ids\": [\"3db5f3e6-c2f8-4f72-b1ec-8dfb45a1944c\", \"a1fe4ffc-5e86-4768-87c8-5f1041135236\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about 5 users with a time in app that is = 1550 as well as implement sorting by aver of time using the app per week descendingly additionaly provide me only with 3 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{\"91069\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-11-18 07:28:07.000000+00:00\", \"2023-06-10 08:02:21.000000+00:00\"], \"session_ids\": [\"db0b65d4-c5c6-43ad-a691-b1f779cdbac8\", \"05648369-fd63-4e5f-bfc8-f05fc0db3a15\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 1.274}, \"14732\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-02-21 12:30:45.000000+00:00\", \"2023-01-19 08:48:41.000000+00:00\", \"2019-07-27 15:28:24.000000+00:00\", \"2020-11-03 00:43:52.000000+00:00\", \"2020-06-25 03:26:13.000000+00:00\", \"2022-10-31 02:49:09.000000+00:00\"], \"session_ids\": [\"fcfb1eee-6acc-42af-9b5f-014931e4a9b8\", \"160a9757-e5a7-47c9-a6bf-30189d4e82e6\", \"3f84b72c-d3d5-436a-b69f-2c0d9fbab2fb\", \"56e82057-23a8-475d-b6cb-b3a221135969\", \"605f3c22-e29a-46d5-83df-a92861eff2c2\", \"ed3f4531-903c-409f-86e7-ade8e4598aad\"], \"total_duration\": 552.0, \"total_sessions\": 6, \"mean_week_duration\": 3.033}, \"22860\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-10-22 15:55:12.000000+00:00\", \"2020-12-15 18:50:16.000000+00:00\"], \"session_ids\": [\"b66e303c-1156-4972-a9f2-d9e58cba4b1c\", \"54d37894-51e6-4d57-8263-08ef9b6cf8e8\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 2.6}, \"10221\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 10, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-12-07 19:31:35.000000+00:00\", \"2022-10-18 14:06:18.000000+00:00\", \"2019-10-05 16:34:50.000000+00:00\", \"2022-10-22 14:41:57.000000+00:00\"], \"session_ids\": [\"1b2a36e9-4f9c-4b1c-953b-973de4844d27\", \"4a378b31-c307-4d90-938c-30bac21dec81\", \"0df6576f-4cfb-45e3-91f5-133447cb88e7\", \"c5888595-e196-4eae-9e1d-0e906e8350c7\"], \"total_duration\": 1787.0, \"total_sessions\": 4, \"mean_week_duration\": 11.239}, \"13909\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2023-02-17 12:05:16.000000+00:00\", \"2023-03-11 20:32:56.000000+00:00\"], \"session_ids\": [\"56cda4fd-e7c6-462d-b8ba-a5811a15c24d\", \"8e71cf90-b38a-43fc-b237-a6df7be80f24\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 63.25}, \"33235\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-08 22:13:31.000000+00:00\", \"2019-08-30 03:57:13.000000+00:00\", \"2019-07-26 03:24:33.000000+00:00\"], \"session_ids\": [\"57b2168d-3ea6-4646-924e-c9271107ddbf\", \"6930fab3-1382-478c-b378-40206104cc9b\", \"50d90505-a8b0-4177-be03-492287eb0d3e\"], \"total_duration\": 1062.0, \"total_sessions\": 3, \"mean_week_duration\": 96.545}, \"24022\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-04-13 22:30:48.000000+00:00\", \"2020-06-05 01:50:51.000000+00:00\", \"2023-04-25 19:59:41.000000+00:00\", \"2022-03-22 05:04:03.000000+00:00\", \"2021-02-05 12:52:26.000000+00:00\", \"2020-11-25 20:30:45.000000+00:00\", \"2020-04-08 11:27:54.000000+00:00\", \"2022-01-01 09:55:36.000000+00:00\", \"2022-06-27 20:00:48.000000+00:00\", \"2022-03-09 13:56:03.000000+00:00\"], \"session_ids\": [\"7f039d3c-0c30-4ac5-b390-899963e7b755\", \"e1dfdf07-d432-4be5-af40-5d5e732ad03f\", \"26d0d418-be1c-428f-b95f-e0abc067cc37\", \"defbf13a-78fe-4d65-beda-65b4248cbf6b\", \"2f9cd5ad-5fcb-460e-ae8b-1bba92275508\", \"19d4c01b-03e4-46da-a8ac-4048370f8ea7\", \"07de2ad2-46fa-4795-80b9-28d07be2fc10\", \"3d0a6732-5638-456f-9618-06db32802f8c\", \"338c2855-6ca6-471b-9013-9283293da9ef\", \"e62e12cf-5f3d-4afe-9f6f-11b04e1c55e7\"], \"total_duration\": 5760.0, \"total_sessions\": 10, \"mean_week_duration\": 36.226}, \"34344\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-03-23 02:11:04.000000+00:00\", \"2021-04-11 06:29:44.000000+00:00\", \"2020-01-11 00:39:47.000000+00:00\"], \"session_ids\": [\"ac4b73b2-485b-4563-906e-ce0740ef7c51\", \"12e93e38-f2bd-446b-868a-45ae11d52648\", \"96e9b95c-a6a7-471c-a03c-d18ae9df6950\"], \"total_duration\": 677.0, \"total_sessions\": 3, \"mean_week_duration\": 6.269}, \"41228\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-12-26 16:22:44.000000+00:00\", \"2023-06-17 10:30:42.000000+00:00\", \"2023-03-19 05:27:58.000000+00:00\", \"2023-01-25 23:54:58.000000+00:00\", \"2019-08-02 00:40:57.000000+00:00\", \"2021-10-14 09:38:32.000000+00:00\", \"2020-08-27 17:19:46.000000+00:00\", \"2022-02-05 20:26:25.000000+00:00\", \"2022-11-11 08:08:03.000000+00:00\"], \"session_ids\": [\"b16eaa34-b627-4b8b-934c-4e3f0bebb457\", \"d481ba7d-a1f5-4d33-b309-c88686a78666\", \"49da5024-55be-40a7-bdb4-b0a01b29b8ae\", \"899af1aa-f41a-448d-9201-30c70146a824\", \"95c1fece-6a6a-4680-b8b2-05fe29712f97\", \"29fc5979-d74c-4711-84b5-fe7e16266b70\", \"9606736f-fe7d-4e98-91bf-33d5790ada93\", \"8acc88b5-6b15-437d-a474-4a25cea80c67\", \"a912c176-1908-4ae5-94d5-9f51b7fe2dcf\"], \"total_duration\": 588.0, \"total_sessions\": 9, \"mean_week_duration\": 2.897}, \"22737\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-19 22:04:16.000000+00:00\", \"2021-04-01 01:41:22.000000+00:00\", \"2022-03-31 17:26:06.000000+00:00\", \"2021-02-04 13:42:02.000000+00:00\"], \"session_ids\": [\"8432f8ce-466a-4add-8de2-a2a4fa525030\", \"acb8bb10-072c-46de-880e-a2ad28c14401\", \"aa103f4e-1bf3-43f7-84f8-fdb9bc731570\", \"15fbf0d9-fbc2-4fcf-9bcf-aed8db689ee4\"], \"total_duration\": 73.0, \"total_sessions\": 4, \"mean_week_duration\": 0.518}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are 1550" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"==\"]]}, \"all_values\": {\"total_duration\": [[1550, 2766]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about users who have overall total duration greater than 1356 and less than 3903 , moreover apply sorting by duration of sessions per week ascending." } ]
[ { "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{\"50929\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-08-15 07:54:25.000000+00:00\", \"2023-03-18 03:13:07.000000+00:00\", \"2023-02-02 10:23:11.000000+00:00\", \"2021-10-05 12:12:55.000000+00:00\", \"2022-02-13 06:34:08.000000+00:00\"], \"session_ids\": [\"993732d2-99b3-4a69-af73-187b3e3ffb28\", \"e8fa6a30-6720-4073-9799-e4ec069b8bda\", \"fe9dd391-c407-4073-9b9d-4660e0bd50e2\", \"f0f05e92-a115-48c8-88bb-3be3aab2afb6\", \"978d0f96-2358-4e21-909e-2bb28af3c279\"], \"total_duration\": 122.0, \"total_sessions\": 5, \"mean_week_duration\": 0.904}, \"21686\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-08-21 20:52:45.000000+00:00\", \"2023-06-09 09:09:32.000000+00:00\", \"2022-08-11 09:05:06.000000+00:00\", \"2019-10-11 23:47:57.000000+00:00\"], \"session_ids\": [\"9eefb923-0277-4403-9f7e-4e7540bddf84\", \"76f1a94d-fb82-4643-9699-0fef5b4ad5a2\", \"43a898c7-3455-4a7e-ae8e-e6a6a71fbf97\", \"052fbc2b-cd00-4619-98ac-557430d8bfe4\"], \"total_duration\": 53.0, \"total_sessions\": 4, \"mean_week_duration\": 0.277}, \"99492\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-09-08 22:19:51.000000+00:00\", \"2020-03-07 05:32:24.000000+00:00\"], \"session_ids\": [\"05ff12da-0d75-40b7-9aeb-26bcb9ad6b62\", \"07de4fe8-231a-4878-9233-df5bd513ceea\"], \"total_duration\": 441.0, \"total_sessions\": 2, \"mean_week_duration\": 5.582}, \"9163\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-10-28 17:00:05.000000+00:00\", \"2019-08-31 17:44:13.000000+00:00\"], \"session_ids\": [\"f6814e9d-c3a3-4ad7-9275-6c9cfdb7c8c1\", \"49c4c0c7-a659-4d67-bc70-8d4ea204e127\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 5.222}, \"75785\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-02 18:38:33.000000+00:00\", \"2019-10-12 16:57:07.000000+00:00\", \"2022-03-22 10:09:10.000000+00:00\", \"2023-06-14 20:52:36.000000+00:00\", \"2021-07-29 17:50:29.000000+00:00\", \"2023-01-02 06:29:56.000000+00:00\", \"2019-07-01 05:30:26.000000+00:00\", \"2021-10-08 12:56:09.000000+00:00\", \"2020-02-16 17:38:14.000000+00:00\"], \"session_ids\": [\"ed70c1b2-65a4-44df-a798-2e6a261ac08c\", \"427b7430-f12e-4256-82d0-f57ab4b30e86\", \"3c7921a8-616b-47d7-931c-74ff617e3ff4\", \"528b50b7-7a39-44c9-84da-81636b2a4592\", \"3fab5109-cb93-46b8-a7b8-e01e050d3c7d\", \"80ee48b4-0aac-4b3d-87f2-171b8439ee7a\", \"cb50c4f5-e57a-482a-b9fa-7014ec479031\", \"4b834930-c83b-48b9-801a-e952e348481f\", \"c99f3410-ca13-45bc-bf20-bc2280bd43d9\"], \"total_duration\": 241.0, \"total_sessions\": 9, \"mean_week_duration\": 1.164}, \"66859\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-09-21 00:28:50.000000+00:00\", \"2020-07-30 00:13:35.000000+00:00\"], \"session_ids\": [\"ccc4e715-f651-46e1-8e50-640e1e9331cb\", \"42044cf3-7780-401f-9d45-3e35a3b84e51\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 1.644}, \"6531\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2019-01-09 03:57:45.000000+00:00\", \"2020-04-08 09:31:09.000000+00:00\"], \"session_ids\": [\"f96dd568-acfe-4faa-82af-866781ae21c4\", \"d685346c-e4b2-415d-8c86-535de3b4fb37\"], \"total_duration\": 341.0, \"total_sessions\": 2, \"mean_week_duration\": 5.246}, \"7657\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-01-27 19:15:52.000000+00:00\", \"2021-05-01 21:32:50.000000+00:00\"], \"session_ids\": [\"1eea48d3-36b8-4d68-9281-4d7315598bb4\", \"30bfbbcd-aa49-4683-9e04-f30537cdc871\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 15.786}, \"77590\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-13 15:28:26.000000+00:00\", \"2022-04-09 17:27:23.000000+00:00\", \"2022-10-08 18:00:46.000000+00:00\"], \"session_ids\": [\"34e0832d-5d86-4b1a-8b72-b453e5e4b715\", \"9f0edfdd-75b8-48c4-b7cc-5197280689f5\", \"f22cb470-7802-4fb5-978f-4d9db3f6b7cb\"], \"total_duration\": 84.0, \"total_sessions\": 3, \"mean_week_duration\": 0.778}, \"37067\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-14 13:13:43.000000+00:00\", \"2020-08-20 18:54:18.000000+00:00\", \"2021-07-11 07:17:42.000000+00:00\", \"2020-05-02 12:48:20.000000+00:00\", \"2023-01-29 02:16:06.000000+00:00\", \"2021-07-10 02:19:29.000000+00:00\", \"2019-03-20 01:06:18.000000+00:00\"], \"session_ids\": [\"6a9d64a0-882f-4796-a5ee-125ad91615ad\", \"eaf46cb6-e4e2-4482-8ed1-d652a2e96927\", \"bceaccca-66e3-4d52-a4ec-e7f98bf7600f\", \"8716075b-967c-4f06-992c-d2595623a005\", \"4df11708-19bd-46d0-87bf-52a4e32c4e73\", \"246a6983-80eb-49e9-961d-8fa9d7f817d3\", \"b73fd643-4956-4d19-8949-6aeec7a39657\"], \"total_duration\": 6783.0, \"total_sessions\": 7, \"mean_week_duration\": 33.579}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 1356 and are equal or less than 3903" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[1356, 3903]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about users whose time spent on the site is bigger than 1239 and smaller than 3372 (not including) and in addition implement sorting by duration summation of sessions per week in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"63386\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-11-12 01:59:22.000000+00:00\", \"2023-06-05 19:36:30.000000+00:00\"], \"session_ids\": [\"dc0e70fe-384d-40a6-98d8-eba0aa2d527b\", \"1f1d3459-aa57-47a1-a8c1-c6495f6f98d0\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 2.28}, \"55785\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-02-18 09:33:46.000000+00:00\", \"2019-02-17 08:50:02.000000+00:00\", \"2023-03-12 16:05:55.000000+00:00\", \"2020-01-08 15:42:54.000000+00:00\", \"2023-05-26 19:31:46.000000+00:00\"], \"session_ids\": [\"8a28319b-a3f5-4898-a525-bd5a35cb86a6\", \"0946e668-782f-4859-8bd2-e0a4f853ea9b\", \"7a5fb8f1-f491-407a-bbb2-8b150db0dfc2\", \"557bccbd-7fb2-4f1d-97fb-011adcb68096\", \"a8a13334-5a30-4d53-b273-352fd8c3c94f\"], \"total_duration\": 108.0, \"total_sessions\": 5, \"mean_week_duration\": 0.484}, \"50009\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-01-22 22:09:03.000000+00:00\", \"2022-03-13 05:26:50.000000+00:00\"], \"session_ids\": [\"748522c8-bef7-4449-88fb-592e50008e35\", \"9658c6f2-f9a4-42fa-9924-e9c94f0fcfdc\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 2.55}, \"34654\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-06-03 00:19:41.000000+00:00\", \"2021-07-02 17:35:55.000000+00:00\", \"2023-05-07 17:03:07.000000+00:00\"], \"session_ids\": [\"01e6f926-8aa7-4a85-b202-e407258832f7\", \"2d852e1a-d1e6-4c82-b78e-fe799bc22374\", \"0fc03c85-ab7f-4154-ac15-fb66cdc628a7\"], \"total_duration\": 711.0, \"total_sessions\": 3, \"mean_week_duration\": 7.33}, \"16738\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-03-15 04:24:04.000000+00:00\", \"2020-11-27 18:28:32.000000+00:00\", \"2020-12-04 05:16:09.000000+00:00\", \"2019-11-08 09:32:18.000000+00:00\", \"2019-05-25 15:19:22.000000+00:00\", \"2019-06-28 15:49:31.000000+00:00\", \"2022-09-25 19:34:27.000000+00:00\", \"2022-12-19 17:15:46.000000+00:00\"], \"session_ids\": [\"35b56bb8-47e1-4108-9748-cf5bbb0ea6dd\", \"e85b7d11-7b7e-49c5-9696-38c7700fe1f9\", \"9d050894-b787-4975-a081-21c781568161\", \"feacb0ab-7195-4824-97fa-138fe2eccdaf\", \"8bd7bf5a-f635-4e2b-88ff-8a3f65c151a0\", \"2035b829-a832-4824-a4b9-992433e12c89\", \"73ec929b-7bff-422e-adbd-8723dde43bb2\", \"30ac7ac0-1425-44b5-8d2f-719b4830f457\"], \"total_duration\": 142.0, \"total_sessions\": 8, \"mean_week_duration\": 0.759}, \"97628\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-04-18 03:30:53.000000+00:00\", \"2019-09-20 20:00:54.000000+00:00\"], \"session_ids\": [\"f7729ed6-59c4-4091-a30d-bc86163fd5a1\", \"215513dc-8d53-4bd8-8dfd-927b194defa1\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 2.913}, \"92639\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-12 04:08:32.000000+00:00\", \"2021-02-01 00:50:30.000000+00:00\", \"2020-04-23 18:53:12.000000+00:00\", \"2019-12-19 17:34:32.000000+00:00\", \"2020-01-16 01:35:56.000000+00:00\", \"2020-09-25 05:34:44.000000+00:00\", \"2022-09-16 04:19:42.000000+00:00\", \"2022-10-19 14:57:03.000000+00:00\"], \"session_ids\": [\"176668c1-ceec-44a3-be41-4abd7de85147\", \"4a8767bd-83cc-4f29-8517-e6369a8717c4\", \"520c66d2-1ef0-4c72-ae8a-c57a0ff22248\", \"e7c0ec30-ea1b-4034-926b-2c4b597bbeb6\", \"eaee1f11-56ec-4a79-b648-520ffeb5e38e\", \"0a8c18db-1ee5-42bc-b20a-65f07e501107\", \"d021e61b-47bd-48c4-87bd-f8ba1462f9a9\", \"bd82228d-fdcc-4b97-bdf1-2662cede076b\"], \"total_duration\": 71.0, \"total_sessions\": 8, \"mean_week_duration\": 0.48}, \"93948\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-25 15:53:44.000000+00:00\", \"2022-06-20 18:20:07.000000+00:00\", \"2019-08-23 13:11:33.000000+00:00\", \"2019-09-03 22:41:36.000000+00:00\"], \"session_ids\": [\"a9b28e9b-d572-4eb3-bf14-7470dddb09a7\", \"59b0a09a-9ed2-4cda-904c-9aec6f24e594\", \"3ec3e0f5-bc97-4bb0-ab94-f49e559547ca\", \"57b233b3-09d5-4245-90f3-bb46c4a60dd9\"], \"total_duration\": 990.0, \"total_sessions\": 4, \"mean_week_duration\": 6.149}, \"29794\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-04-14 05:11:33.000000+00:00\", \"2019-07-24 22:43:18.000000+00:00\", \"2022-06-03 01:44:10.000000+00:00\", \"2023-03-24 16:23:31.000000+00:00\", \"2022-04-04 14:27:21.000000+00:00\", \"2022-02-02 23:55:35.000000+00:00\", \"2022-02-28 03:18:08.000000+00:00\", \"2022-04-29 12:58:47.000000+00:00\"], \"session_ids\": [\"703d3db7-1e88-4681-bc9b-fcb2642c752d\", \"f611bd43-c868-49c8-819f-0a117766ce3f\", \"7edc12f7-f4a7-4628-81eb-d8c6aa321560\", \"b829fabb-de9e-4ded-b374-9ab87d527eeb\", \"33db3c9d-a77b-4781-93f8-594cb32da42f\", \"f461d11c-9481-490f-8449-06f6abf69dc9\", \"225fc79a-73f4-472e-ad22-701804e0b041\", \"f4b4bf2f-a19d-4c52-86f1-4d0e042758c5\"], \"total_duration\": 5203.0, \"total_sessions\": 8, \"mean_week_duration\": 27.099}, \"36131\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-10-20 12:37:26.000000+00:00\", \"2019-06-01 04:37:07.000000+00:00\", \"2020-09-06 05:56:32.000000+00:00\", \"2023-01-08 13:59:40.000000+00:00\", \"2019-05-13 15:17:02.000000+00:00\", \"2023-01-20 21:26:42.000000+00:00\", \"2019-08-14 02:51:33.000000+00:00\", \"2019-09-01 00:35:33.000000+00:00\", \"2020-05-19 15:31:59.000000+00:00\", \"2020-09-20 09:47:15.000000+00:00\", \"2022-04-01 02:12:18.000000+00:00\"], \"session_ids\": [\"64cb0293-9f70-4983-aae5-a215480cf4da\", \"a75cafb5-79aa-4125-9b3b-7ec70ffeb009\", \"a946c2ec-64ca-49e5-8faf-7187915e4d22\", \"0d217dbc-a73d-4072-a41d-0a34d7ea8f47\", \"1d1e168a-1733-40aa-87bd-a40e727ccacc\", \"169068c1-f253-4d94-a277-1ed501320edc\", \"aca311dd-2132-40e7-a9d8-f461203eb81b\", \"b05f001c-0885-46f8-a203-abda7dddf620\", \"98cd3bf8-70ba-4824-a2bc-47cb05323f3b\", \"f433156a-cde8-484b-82b9-1a962c3cae80\", \"1ef21b73-e07b-48c2-9b83-e6bf42b9b4a9\"], \"total_duration\": 5939.0, \"total_sessions\": 11, \"mean_week_duration\": 30.772}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or greater than 1239 and are less than 3372" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1239, 3372]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about users with a total_duration that is higher than 314, inclusive num 314 also put to use sorting by time in app ascending also keep 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{\"14265\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-02 23:25:58.000000+00:00\", \"2022-09-08 13:27:33.000000+00:00\", \"2023-05-17 05:56:50.000000+00:00\"], \"session_ids\": [\"817d6f2b-a142-45b9-934f-105d4ec51002\", \"c8068b97-63e0-4489-92c4-e00e7aa248af\", \"188dc32e-3710-4383-b6d0-a1e442e2d37a\"], \"total_duration\": 719.0, \"total_sessions\": 3, \"mean_week_duration\": 19.972}, \"45570\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-16 06:16:45.000000+00:00\", \"2021-12-02 11:34:50.000000+00:00\", \"2019-03-14 06:18:35.000000+00:00\"], \"session_ids\": [\"be2e1ab6-3f98-4334-ab83-15159027ce91\", \"c7b163c8-c2bb-4829-9c26-817ff169cd8a\", \"cd19133e-e207-4c9c-a1b8-7d23f624132f\"], \"total_duration\": 136.0, \"total_sessions\": 3, \"mean_week_duration\": 0.958}, \"96230\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-24 12:20:32.000000+00:00\", \"2021-02-17 04:46:16.000000+00:00\"], \"session_ids\": [\"1a07b121-bd82-47f0-8eb7-48469a2829ec\", \"ee81b3a9-a5c2-40e3-9e5a-b9f30dab330e\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 2.387}, \"27768\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-20 03:55:05.000000+00:00\", \"2022-02-12 11:03:00.000000+00:00\"], \"session_ids\": [\"8fb1f44b-f2fa-46fb-89cd-3517a7ead0db\", \"cd231db1-7cbd-4237-ae08-0e2c95849000\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.573}, \"58923\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-08-15 19:38:56.000000+00:00\", \"2022-07-24 07:36:08.000000+00:00\", \"2023-01-09 18:23:14.000000+00:00\"], \"session_ids\": [\"469e417e-0674-4f50-a513-40e4a1b4d913\", \"e6330acf-59bc-419b-afea-a213743c3bee\", \"cf853c82-6c11-4ca0-8125-2457dff7666b\"], \"total_duration\": 87.0, \"total_sessions\": 3, \"mean_week_duration\": 0.489}, \"3758\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-07-22 16:56:08.000000+00:00\", \"2020-04-27 18:09:58.000000+00:00\", \"2022-01-15 10:54:27.000000+00:00\", \"2019-11-23 08:14:00.000000+00:00\", \"2019-11-11 03:35:01.000000+00:00\", \"2020-12-18 11:50:05.000000+00:00\", \"2020-03-24 10:17:32.000000+00:00\"], \"session_ids\": [\"a4e0b2fe-f812-45a1-b36c-98b3739959dd\", \"ebdc9c7e-adc5-4713-802d-747dff61548b\", \"eb472f9e-cc00-412a-bdf6-64a6ecdd0a5c\", \"dddc9138-6a50-40d7-9700-7a93557657b0\", \"3871c235-a2aa-4708-bfa4-19b78bc40f23\", \"3c91c3b5-6b75-4a24-a3c9-0d5e08ff2379\", \"b98113e8-4d9e-4286-9792-bc3e76475e99\"], \"total_duration\": 162.0, \"total_sessions\": 7, \"mean_week_duration\": 1.421}, \"24855\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-11 22:10:58.000000+00:00\", \"2021-11-03 21:02:54.000000+00:00\"], \"session_ids\": [\"aede04d0-3be9-4f0b-a11e-5e6f87110957\", \"76b6f01a-b8e8-47af-b7b4-c6bd82341f72\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.328}, \"97878\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-08 01:59:54.000000+00:00\", \"2019-01-05 15:08:27.000000+00:00\", \"2021-11-09 04:04:24.000000+00:00\", \"2020-02-03 13:44:27.000000+00:00\", \"2020-03-21 08:57:21.000000+00:00\", \"2021-05-08 00:07:16.000000+00:00\", \"2022-06-14 16:26:03.000000+00:00\", \"2019-12-14 07:27:46.000000+00:00\"], \"session_ids\": [\"314b1f22-8273-4c97-b4a9-aafc385e3079\", \"1ea28a29-2ede-46dc-bb86-23c9213bd460\", \"83f12c88-d4de-4dd1-b612-93d268cc6172\", \"393197cb-8259-4cc1-982a-bfdf2dcac39d\", \"c8f1ad54-964f-42ca-819b-2d55f6438368\", \"2a44de29-1dbf-455c-b3d6-7bc1e249adf6\", \"0077b641-f698-4906-bc93-2f3034030495\", \"a321ad75-62bd-4af5-a0c4-4f2e003c6db8\"], \"total_duration\": 3838.0, \"total_sessions\": 8, \"mean_week_duration\": 21.322}, \"16762\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-07-24 02:39:12.000000+00:00\", \"2019-06-13 09:30:44.000000+00:00\", \"2020-04-20 06:58:16.000000+00:00\", \"2020-06-04 13:29:03.000000+00:00\", \"2019-04-27 02:21:49.000000+00:00\", \"2022-03-21 23:23:37.000000+00:00\", \"2021-09-16 13:34:06.000000+00:00\", \"2022-01-27 15:48:23.000000+00:00\", \"2020-06-02 23:37:14.000000+00:00\"], \"session_ids\": [\"753444ba-88a6-4104-8c93-0d6230e129a0\", \"0c0ac039-f3fe-42e9-a540-2064aa49786d\", \"e4a511f4-8ef1-4083-990d-bd910f72059a\", \"51ecd08c-ed17-483b-bb82-48836492ee11\", \"65fa2282-6a47-418d-b4e9-f3ed27e2742d\", \"4c7a0c41-9f77-4107-b1df-d0b357f08f00\", \"779b4acb-7f28-4b0b-9168-f53b994ef030\", \"4dad7b72-5dcb-4b57-a7e8-5d9f8bf9f769\", \"e969097b-cdbe-4a2b-ae5d-a163eedcbd5f\"], \"total_duration\": 2556.0, \"total_sessions\": 9, \"mean_week_duration\": 15.035}, \"13566\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-10-14 05:26:23.000000+00:00\", \"2020-05-19 19:18:13.000000+00:00\", \"2021-03-15 05:05:09.000000+00:00\"], \"session_ids\": [\"c605d365-ba20-457b-9507-2ad5f60e8dac\", \"173fe157-6795-42bc-8d09-40450e8c28bd\", \"26364a12-26ce-4d1c-8a53-d9a0453e1a2a\"], \"total_duration\": 886.0, \"total_sessions\": 3, \"mean_week_duration\": 20.605}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or greater than 314" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[314, 2984]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"14265\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-02 23:25:58.000000+00:00\", \"2022-09-08 13:27:33.000000+00:00\", \"2023-05-17 05:56:50.000000+00:00\"], \"session_ids\": [\"817d6f2b-a142-45b9-934f-105d4ec51002\", \"c8068b97-63e0-4489-92c4-e00e7aa248af\", \"188dc32e-3710-4383-b6d0-a1e442e2d37a\"], \"total_duration\": 719.0, \"total_sessions\": 3, \"mean_week_duration\": 19.972}, \"97878\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-08 01:59:54.000000+00:00\", \"2019-01-05 15:08:27.000000+00:00\", \"2021-11-09 04:04:24.000000+00:00\", \"2020-02-03 13:44:27.000000+00:00\", \"2020-03-21 08:57:21.000000+00:00\", \"2021-05-08 00:07:16.000000+00:00\", \"2022-06-14 16:26:03.000000+00:00\", \"2019-12-14 07:27:46.000000+00:00\"], \"session_ids\": [\"314b1f22-8273-4c97-b4a9-aafc385e3079\", \"1ea28a29-2ede-46dc-bb86-23c9213bd460\", \"83f12c88-d4de-4dd1-b612-93d268cc6172\", \"393197cb-8259-4cc1-982a-bfdf2dcac39d\", \"c8f1ad54-964f-42ca-819b-2d55f6438368\", \"2a44de29-1dbf-455c-b3d6-7bc1e249adf6\", \"0077b641-f698-4906-bc93-2f3034030495\", \"a321ad75-62bd-4af5-a0c4-4f2e003c6db8\"], \"total_duration\": 3838.0, \"total_sessions\": 8, \"mean_week_duration\": 21.322}, \"16762\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-07-24 02:39:12.000000+00:00\", \"2019-06-13 09:30:44.000000+00:00\", \"2020-04-20 06:58:16.000000+00:00\", \"2020-06-04 13:29:03.000000+00:00\", \"2019-04-27 02:21:49.000000+00:00\", \"2022-03-21 23:23:37.000000+00:00\", \"2021-09-16 13:34:06.000000+00:00\", \"2022-01-27 15:48:23.000000+00:00\", \"2020-06-02 23:37:14.000000+00:00\"], \"session_ids\": [\"753444ba-88a6-4104-8c93-0d6230e129a0\", \"0c0ac039-f3fe-42e9-a540-2064aa49786d\", \"e4a511f4-8ef1-4083-990d-bd910f72059a\", \"51ecd08c-ed17-483b-bb82-48836492ee11\", \"65fa2282-6a47-418d-b4e9-f3ed27e2742d\", \"4c7a0c41-9f77-4107-b1df-d0b357f08f00\", \"779b4acb-7f28-4b0b-9168-f53b994ef030\", \"4dad7b72-5dcb-4b57-a7e8-5d9f8bf9f769\", \"e969097b-cdbe-4a2b-ae5d-a163eedcbd5f\"], \"total_duration\": 2556.0, \"total_sessions\": 9, \"mean_week_duration\": 15.035}, \"13566\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-10-14 05:26:23.000000+00:00\", \"2020-05-19 19:18:13.000000+00:00\", \"2021-03-15 05:05:09.000000+00:00\"], \"session_ids\": [\"c605d365-ba20-457b-9507-2ad5f60e8dac\", \"173fe157-6795-42bc-8d09-40450e8c28bd\", \"26364a12-26ce-4d1c-8a53-d9a0453e1a2a\"], \"total_duration\": 886.0, \"total_sessions\": 3, \"mean_week_duration\": 20.605}}\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[{\"14265\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-02 23:25:58.000000+00:00\", \"2022-09-08 13:27:33.000000+00:00\", \"2023-05-17 05:56:50.000000+00:00\"], \"session_ids\": [\"817d6f2b-a142-45b9-934f-105d4ec51002\", \"c8068b97-63e0-4489-92c4-e00e7aa248af\", \"188dc32e-3710-4383-b6d0-a1e442e2d37a\"], \"total_duration\": 719.0, \"total_sessions\": 3, \"mean_week_duration\": 19.972}}, {\"13566\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-10-14 05:26:23.000000+00:00\", \"2020-05-19 19:18:13.000000+00:00\", \"2021-03-15 05:05:09.000000+00:00\"], \"session_ids\": [\"c605d365-ba20-457b-9507-2ad5f60e8dac\", \"173fe157-6795-42bc-8d09-40450e8c28bd\", \"26364a12-26ce-4d1c-8a53-d9a0453e1a2a\"], \"total_duration\": 886.0, \"total_sessions\": 3, \"mean_week_duration\": 20.605}}, {\"16762\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-07-24 02:39:12.000000+00:00\", \"2019-06-13 09:30:44.000000+00:00\", \"2020-04-20 06:58:16.000000+00:00\", \"2020-06-04 13:29:03.000000+00:00\", \"2019-04-27 02:21:49.000000+00:00\", \"2022-03-21 23:23:37.000000+00:00\", \"2021-09-16 13:34:06.000000+00:00\", \"2022-01-27 15:48:23.000000+00:00\", \"2020-06-02 23:37:14.000000+00:00\"], \"session_ids\": [\"753444ba-88a6-4104-8c93-0d6230e129a0\", \"0c0ac039-f3fe-42e9-a540-2064aa49786d\", \"e4a511f4-8ef1-4083-990d-bd910f72059a\", \"51ecd08c-ed17-483b-bb82-48836492ee11\", \"65fa2282-6a47-418d-b4e9-f3ed27e2742d\", \"4c7a0c41-9f77-4107-b1df-d0b357f08f00\", \"779b4acb-7f28-4b0b-9168-f53b994ef030\", \"4dad7b72-5dcb-4b57-a7e8-5d9f8bf9f769\", \"e969097b-cdbe-4a2b-ae5d-a163eedcbd5f\"], \"total_duration\": 2556.0, \"total_sessions\": 9, \"mean_week_duration\": 15.035}}, {\"97878\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-08 01:59:54.000000+00:00\", \"2019-01-05 15:08:27.000000+00:00\", \"2021-11-09 04:04:24.000000+00:00\", \"2020-02-03 13:44:27.000000+00:00\", \"2020-03-21 08:57:21.000000+00:00\", \"2021-05-08 00:07:16.000000+00:00\", \"2022-06-14 16:26:03.000000+00:00\", \"2019-12-14 07:27:46.000000+00:00\"], \"session_ids\": [\"314b1f22-8273-4c97-b4a9-aafc385e3079\", \"1ea28a29-2ede-46dc-bb86-23c9213bd460\", \"83f12c88-d4de-4dd1-b612-93d268cc6172\", \"393197cb-8259-4cc1-982a-bfdf2dcac39d\", \"c8f1ad54-964f-42ca-819b-2d55f6438368\", \"2a44de29-1dbf-455c-b3d6-7bc1e249adf6\", \"0077b641-f698-4906-bc93-2f3034030495\", \"a321ad75-62bd-4af5-a0c4-4f2e003c6db8\"], \"total_duration\": 3838.0, \"total_sessions\": 8, \"mean_week_duration\": 21.322}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"14265\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-02 23:25:58.000000+00:00\", \"2022-09-08 13:27:33.000000+00:00\", \"2023-05-17 05:56:50.000000+00:00\"], \"session_ids\": [\"817d6f2b-a142-45b9-934f-105d4ec51002\", \"c8068b97-63e0-4489-92c4-e00e7aa248af\", \"188dc32e-3710-4383-b6d0-a1e442e2d37a\"], \"total_duration\": 719.0, \"total_sessions\": 3, \"mean_week_duration\": 19.972}}, {\"13566\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-10-14 05:26:23.000000+00:00\", \"2020-05-19 19:18:13.000000+00:00\", \"2021-03-15 05:05:09.000000+00:00\"], \"session_ids\": [\"c605d365-ba20-457b-9507-2ad5f60e8dac\", \"173fe157-6795-42bc-8d09-40450e8c28bd\", \"26364a12-26ce-4d1c-8a53-d9a0453e1a2a\"], \"total_duration\": 886.0, \"total_sessions\": 3, \"mean_week_duration\": 20.605}}, {\"16762\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-07-24 02:39:12.000000+00:00\", \"2019-06-13 09:30:44.000000+00:00\", \"2020-04-20 06:58:16.000000+00:00\", \"2020-06-04 13:29:03.000000+00:00\", \"2019-04-27 02:21:49.000000+00:00\", \"2022-03-21 23:23:37.000000+00:00\", \"2021-09-16 13:34:06.000000+00:00\", \"2022-01-27 15:48:23.000000+00:00\", \"2020-06-02 23:37:14.000000+00:00\"], \"session_ids\": [\"753444ba-88a6-4104-8c93-0d6230e129a0\", \"0c0ac039-f3fe-42e9-a540-2064aa49786d\", \"e4a511f4-8ef1-4083-990d-bd910f72059a\", \"51ecd08c-ed17-483b-bb82-48836492ee11\", \"65fa2282-6a47-418d-b4e9-f3ed27e2742d\", \"4c7a0c41-9f77-4107-b1df-d0b357f08f00\", \"779b4acb-7f28-4b0b-9168-f53b994ef030\", \"4dad7b72-5dcb-4b57-a7e8-5d9f8bf9f769\", \"e969097b-cdbe-4a2b-ae5d-a163eedcbd5f\"], \"total_duration\": 2556.0, \"total_sessions\": 9, \"mean_week_duration\": 15.035}}]\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[{\"14265\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-12-02 23:25:58.000000+00:00\", \"2022-09-08 13:27:33.000000+00:00\", \"2023-05-17 05:56:50.000000+00:00\"], \"session_ids\": [\"817d6f2b-a142-45b9-934f-105d4ec51002\", \"c8068b97-63e0-4489-92c4-e00e7aa248af\", \"188dc32e-3710-4383-b6d0-a1e442e2d37a\"], \"total_duration\": 719.0, \"total_sessions\": 3, \"mean_week_duration\": 19.972}}, {\"13566\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-10-14 05:26:23.000000+00:00\", \"2020-05-19 19:18:13.000000+00:00\", \"2021-03-15 05:05:09.000000+00:00\"], \"session_ids\": [\"c605d365-ba20-457b-9507-2ad5f60e8dac\", \"173fe157-6795-42bc-8d09-40450e8c28bd\", \"26364a12-26ce-4d1c-8a53-d9a0453e1a2a\"], \"total_duration\": 886.0, \"total_sessions\": 3, \"mean_week_duration\": 20.605}}, {\"16762\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-07-24 02:39:12.000000+00:00\", \"2019-06-13 09:30:44.000000+00:00\", \"2020-04-20 06:58:16.000000+00:00\", \"2020-06-04 13:29:03.000000+00:00\", \"2019-04-27 02:21:49.000000+00:00\", \"2022-03-21 23:23:37.000000+00:00\", \"2021-09-16 13:34:06.000000+00:00\", \"2022-01-27 15:48:23.000000+00:00\", \"2020-06-02 23:37:14.000000+00:00\"], \"session_ids\": [\"753444ba-88a6-4104-8c93-0d6230e129a0\", \"0c0ac039-f3fe-42e9-a540-2064aa49786d\", \"e4a511f4-8ef1-4083-990d-bd910f72059a\", \"51ecd08c-ed17-483b-bb82-48836492ee11\", \"65fa2282-6a47-418d-b4e9-f3ed27e2742d\", \"4c7a0c41-9f77-4107-b1df-d0b357f08f00\", \"779b4acb-7f28-4b0b-9168-f53b994ef030\", \"4dad7b72-5dcb-4b57-a7e8-5d9f8bf9f769\", \"e969097b-cdbe-4a2b-ae5d-a163eedcbd5f\"], \"total_duration\": 2556.0, \"total_sessions\": 9, \"mean_week_duration\": 15.035}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the 2 users whose quantity of sessions is strictly bigger than 4 , and put to use sorting by overall quantity of sessions in descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"31419\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-04 22:18:50.000000+00:00\", \"2023-06-20 09:26:51.000000+00:00\"], \"session_ids\": [\"8929f66b-8ae1-47eb-bdd2-8ccb3c41e88e\", \"2701bd57-20cc-4232-9ccb-401f4c06b610\"], \"total_duration\": 279.0, \"total_sessions\": 2, \"mean_week_duration\": 2.325}, \"87713\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-11 15:24:00.000000+00:00\", \"2020-11-01 19:21:41.000000+00:00\", \"2022-04-29 15:07:54.000000+00:00\", \"2023-01-01 19:29:02.000000+00:00\", \"2021-01-09 08:15:35.000000+00:00\", \"2023-04-04 21:31:33.000000+00:00\", \"2022-04-23 11:26:17.000000+00:00\", \"2023-02-06 12:10:33.000000+00:00\"], \"session_ids\": [\"bcc89c40-1bb3-42c3-9fd0-6c1c8c7d71a9\", \"f8f6ac83-9bd2-4106-9826-8f4a039f1f1d\", \"9b2ea9dc-61c1-4cd7-9909-3e97f538d5a7\", \"d3b41a2b-9931-4773-a309-5352a14a0f16\", \"70380329-296d-4f0e-bacc-e5a7e533981d\", \"a8c5f3b4-1860-48f1-8590-e0677112267c\", \"0a84e404-55c0-4a09-8965-c17ad0ea5ba9\", \"81019a1e-d361-48a8-811d-86c223a29760\"], \"total_duration\": 4138.0, \"total_sessions\": 8, \"mean_week_duration\": 26.526}, \"36563\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2022-09-26 16:10:47.000000+00:00\", \"2021-09-05 22:32:20.000000+00:00\"], \"session_ids\": [\"79959ac7-0045-4171-98c0-857c62c8f9df\", \"587f9f49-9496-4251-914c-c90e50bf8e57\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 3.873}, \"27594\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-10-12 10:19:35.000000+00:00\", \"2022-01-25 10:48:06.000000+00:00\"], \"session_ids\": [\"c04dfb56-cb95-4e1f-bebd-139b61582221\", \"2b8cab10-62d4-4976-92c0-6b4a58dc42e5\"], \"total_duration\": 232.0, \"total_sessions\": 2, \"mean_week_duration\": 6.27}, \"64794\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-04-05 10:18:36.000000+00:00\", \"2019-12-05 06:30:49.000000+00:00\"], \"session_ids\": [\"cf0051ca-2e0a-42b4-b98b-8803580bf15b\", \"c5c78911-e457-4f9b-a5fa-deffd58cf3ce\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 2.614}, \"79770\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-23 20:41:18.000000+00:00\", \"2019-07-23 22:31:02.000000+00:00\", \"2023-04-17 16:47:20.000000+00:00\", \"2023-03-10 13:31:56.000000+00:00\", \"2021-08-19 09:19:09.000000+00:00\", \"2021-11-17 18:06:20.000000+00:00\", \"2019-02-28 09:06:29.000000+00:00\"], \"session_ids\": [\"6ec73ffd-53fa-4346-b39c-4cd1d51c3503\", \"89d6fa01-73d0-41fa-bc65-da52d6d6f03b\", \"5d3326ac-5445-4cd3-9e26-99351d33cf74\", \"4333bc0c-bac0-41dd-ba02-066950aa4dab\", \"b09aa76f-2d5b-4388-bf08-ad49ce4602f8\", \"47328069-09ca-428b-a667-acad1c4204e3\", \"d988432f-9608-4a94-9387-3dbfa1edd484\"], \"total_duration\": 3426.0, \"total_sessions\": 7, \"mean_week_duration\": 15.861}, \"61428\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"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\": \"Seoul\", \"datetimes\": [\"2022-01-04 10:39:06.000000+00:00\", \"2022-11-01 08:00:24.000000+00:00\", \"2020-11-29 10:33:02.000000+00:00\", \"2022-09-04 17:45:21.000000+00:00\"], \"session_ids\": [\"fe47a4dc-7213-4cee-af57-42583aadab1a\", \"961dde81-5fef-4b1c-95cb-f4a7d162e07b\", \"27aca936-b28f-4838-bb1e-5af2c8b3ba7f\", \"23679cb5-b580-4566-82f0-6828d6875585\"], \"total_duration\": 673.0, \"total_sessions\": 4, \"mean_week_duration\": 6.663}, \"3404\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-05-12 14:16:34.000000+00:00\", \"2020-05-07 11:38:33.000000+00:00\", \"2023-01-18 19:41:30.000000+00:00\", \"2022-04-15 13:09:17.000000+00:00\", \"2019-04-08 05:23:41.000000+00:00\", \"2022-01-14 15:47:08.000000+00:00\"], \"session_ids\": [\"4fe5e1ed-4ea1-41d0-b968-b997c9de7921\", \"68202b18-98bb-49c3-b43a-ca12864181e1\", \"1c9e1d08-d29d-40ca-be45-7d20c1ec1ad6\", \"35ecd24a-fff8-46c1-938d-bcfef65f3c16\", \"a8ceec09-253e-4795-878a-57c2b96946dc\", \"d468b99d-bd01-482d-b323-8036f9fcb43e\"], \"total_duration\": 2152.0, \"total_sessions\": 6, \"mean_week_duration\": 10.869}, \"9739\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-11-21 18:28:25.000000+00:00\", \"2020-08-02 01:29:58.000000+00:00\", \"2019-03-13 21:38:47.000000+00:00\"], \"session_ids\": [\"85c659b6-d31f-485c-b123-11a303b9f99f\", \"a27d29d8-fc96-48b7-a0d4-86e0f75521ac\", \"6134efb3-0193-4b3f-a4bf-f11f9f45f3a4\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 1.274}, \"16636\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-22 16:17:28.000000+00:00\", \"2021-07-09 11:07:27.000000+00:00\", \"2021-09-25 10:48:32.000000+00:00\", \"2022-12-07 00:08:20.000000+00:00\"], \"session_ids\": [\"1be30bba-49b4-41aa-8918-b4986b7fc5ff\", \"26f9f90b-83fc-4d13-86f7-fcd27bade26b\", \"da9dd3ac-951e-4621-94ce-b2f1b913cbb2\", \"e7a797ac-88ed-4177-b531-cf615e19b550\"], \"total_duration\": 978.0, \"total_sessions\": 4, \"mean_week_duration\": 13.216}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are greater than 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\"]]}, \"all_values\": {\"total_sessions\": [[4, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"87713\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-11 15:24:00.000000+00:00\", \"2020-11-01 19:21:41.000000+00:00\", \"2022-04-29 15:07:54.000000+00:00\", \"2023-01-01 19:29:02.000000+00:00\", \"2021-01-09 08:15:35.000000+00:00\", \"2023-04-04 21:31:33.000000+00:00\", \"2022-04-23 11:26:17.000000+00:00\", \"2023-02-06 12:10:33.000000+00:00\"], \"session_ids\": [\"bcc89c40-1bb3-42c3-9fd0-6c1c8c7d71a9\", \"f8f6ac83-9bd2-4106-9826-8f4a039f1f1d\", \"9b2ea9dc-61c1-4cd7-9909-3e97f538d5a7\", \"d3b41a2b-9931-4773-a309-5352a14a0f16\", \"70380329-296d-4f0e-bacc-e5a7e533981d\", \"a8c5f3b4-1860-48f1-8590-e0677112267c\", \"0a84e404-55c0-4a09-8965-c17ad0ea5ba9\", \"81019a1e-d361-48a8-811d-86c223a29760\"], \"total_duration\": 4138.0, \"total_sessions\": 8, \"mean_week_duration\": 26.526}, \"79770\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-23 20:41:18.000000+00:00\", \"2019-07-23 22:31:02.000000+00:00\", \"2023-04-17 16:47:20.000000+00:00\", \"2023-03-10 13:31:56.000000+00:00\", \"2021-08-19 09:19:09.000000+00:00\", \"2021-11-17 18:06:20.000000+00:00\", \"2019-02-28 09:06:29.000000+00:00\"], \"session_ids\": [\"6ec73ffd-53fa-4346-b39c-4cd1d51c3503\", \"89d6fa01-73d0-41fa-bc65-da52d6d6f03b\", \"5d3326ac-5445-4cd3-9e26-99351d33cf74\", \"4333bc0c-bac0-41dd-ba02-066950aa4dab\", \"b09aa76f-2d5b-4388-bf08-ad49ce4602f8\", \"47328069-09ca-428b-a667-acad1c4204e3\", \"d988432f-9608-4a94-9387-3dbfa1edd484\"], \"total_duration\": 3426.0, \"total_sessions\": 7, \"mean_week_duration\": 15.861}, \"3404\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-05-12 14:16:34.000000+00:00\", \"2020-05-07 11:38:33.000000+00:00\", \"2023-01-18 19:41:30.000000+00:00\", \"2022-04-15 13:09:17.000000+00:00\", \"2019-04-08 05:23:41.000000+00:00\", \"2022-01-14 15:47:08.000000+00:00\"], \"session_ids\": [\"4fe5e1ed-4ea1-41d0-b968-b997c9de7921\", \"68202b18-98bb-49c3-b43a-ca12864181e1\", \"1c9e1d08-d29d-40ca-be45-7d20c1ec1ad6\", \"35ecd24a-fff8-46c1-938d-bcfef65f3c16\", \"a8ceec09-253e-4795-878a-57c2b96946dc\", \"d468b99d-bd01-482d-b323-8036f9fcb43e\"], \"total_duration\": 2152.0, \"total_sessions\": 6, \"mean_week_duration\": 10.869}}\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[{\"87713\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-11 15:24:00.000000+00:00\", \"2020-11-01 19:21:41.000000+00:00\", \"2022-04-29 15:07:54.000000+00:00\", \"2023-01-01 19:29:02.000000+00:00\", \"2021-01-09 08:15:35.000000+00:00\", \"2023-04-04 21:31:33.000000+00:00\", \"2022-04-23 11:26:17.000000+00:00\", \"2023-02-06 12:10:33.000000+00:00\"], \"session_ids\": [\"bcc89c40-1bb3-42c3-9fd0-6c1c8c7d71a9\", \"f8f6ac83-9bd2-4106-9826-8f4a039f1f1d\", \"9b2ea9dc-61c1-4cd7-9909-3e97f538d5a7\", \"d3b41a2b-9931-4773-a309-5352a14a0f16\", \"70380329-296d-4f0e-bacc-e5a7e533981d\", \"a8c5f3b4-1860-48f1-8590-e0677112267c\", \"0a84e404-55c0-4a09-8965-c17ad0ea5ba9\", \"81019a1e-d361-48a8-811d-86c223a29760\"], \"total_duration\": 4138.0, \"total_sessions\": 8, \"mean_week_duration\": 26.526}}, {\"79770\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-23 20:41:18.000000+00:00\", \"2019-07-23 22:31:02.000000+00:00\", \"2023-04-17 16:47:20.000000+00:00\", \"2023-03-10 13:31:56.000000+00:00\", \"2021-08-19 09:19:09.000000+00:00\", \"2021-11-17 18:06:20.000000+00:00\", \"2019-02-28 09:06:29.000000+00:00\"], \"session_ids\": [\"6ec73ffd-53fa-4346-b39c-4cd1d51c3503\", \"89d6fa01-73d0-41fa-bc65-da52d6d6f03b\", \"5d3326ac-5445-4cd3-9e26-99351d33cf74\", \"4333bc0c-bac0-41dd-ba02-066950aa4dab\", \"b09aa76f-2d5b-4388-bf08-ad49ce4602f8\", \"47328069-09ca-428b-a667-acad1c4204e3\", \"d988432f-9608-4a94-9387-3dbfa1edd484\"], \"total_duration\": 3426.0, \"total_sessions\": 7, \"mean_week_duration\": 15.861}}, {\"3404\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-05-12 14:16:34.000000+00:00\", \"2020-05-07 11:38:33.000000+00:00\", \"2023-01-18 19:41:30.000000+00:00\", \"2022-04-15 13:09:17.000000+00:00\", \"2019-04-08 05:23:41.000000+00:00\", \"2022-01-14 15:47:08.000000+00:00\"], \"session_ids\": [\"4fe5e1ed-4ea1-41d0-b968-b997c9de7921\", \"68202b18-98bb-49c3-b43a-ca12864181e1\", \"1c9e1d08-d29d-40ca-be45-7d20c1ec1ad6\", \"35ecd24a-fff8-46c1-938d-bcfef65f3c16\", \"a8ceec09-253e-4795-878a-57c2b96946dc\", \"d468b99d-bd01-482d-b323-8036f9fcb43e\"], \"total_duration\": 2152.0, \"total_sessions\": 6, \"mean_week_duration\": 10.869}}]\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[{\"87713\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-11 15:24:00.000000+00:00\", \"2020-11-01 19:21:41.000000+00:00\", \"2022-04-29 15:07:54.000000+00:00\", \"2023-01-01 19:29:02.000000+00:00\", \"2021-01-09 08:15:35.000000+00:00\", \"2023-04-04 21:31:33.000000+00:00\", \"2022-04-23 11:26:17.000000+00:00\", \"2023-02-06 12:10:33.000000+00:00\"], \"session_ids\": [\"bcc89c40-1bb3-42c3-9fd0-6c1c8c7d71a9\", \"f8f6ac83-9bd2-4106-9826-8f4a039f1f1d\", \"9b2ea9dc-61c1-4cd7-9909-3e97f538d5a7\", \"d3b41a2b-9931-4773-a309-5352a14a0f16\", \"70380329-296d-4f0e-bacc-e5a7e533981d\", \"a8c5f3b4-1860-48f1-8590-e0677112267c\", \"0a84e404-55c0-4a09-8965-c17ad0ea5ba9\", \"81019a1e-d361-48a8-811d-86c223a29760\"], \"total_duration\": 4138.0, \"total_sessions\": 8, \"mean_week_duration\": 26.526}}, {\"79770\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-23 20:41:18.000000+00:00\", \"2019-07-23 22:31:02.000000+00:00\", \"2023-04-17 16:47:20.000000+00:00\", \"2023-03-10 13:31:56.000000+00:00\", \"2021-08-19 09:19:09.000000+00:00\", \"2021-11-17 18:06:20.000000+00:00\", \"2019-02-28 09:06:29.000000+00:00\"], \"session_ids\": [\"6ec73ffd-53fa-4346-b39c-4cd1d51c3503\", \"89d6fa01-73d0-41fa-bc65-da52d6d6f03b\", \"5d3326ac-5445-4cd3-9e26-99351d33cf74\", \"4333bc0c-bac0-41dd-ba02-066950aa4dab\", \"b09aa76f-2d5b-4388-bf08-ad49ce4602f8\", \"47328069-09ca-428b-a667-acad1c4204e3\", \"d988432f-9608-4a94-9387-3dbfa1edd484\"], \"total_duration\": 3426.0, \"total_sessions\": 7, \"mean_week_duration\": 15.861}}]\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[{\"87713\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-11 15:24:00.000000+00:00\", \"2020-11-01 19:21:41.000000+00:00\", \"2022-04-29 15:07:54.000000+00:00\", \"2023-01-01 19:29:02.000000+00:00\", \"2021-01-09 08:15:35.000000+00:00\", \"2023-04-04 21:31:33.000000+00:00\", \"2022-04-23 11:26:17.000000+00:00\", \"2023-02-06 12:10:33.000000+00:00\"], \"session_ids\": [\"bcc89c40-1bb3-42c3-9fd0-6c1c8c7d71a9\", \"f8f6ac83-9bd2-4106-9826-8f4a039f1f1d\", \"9b2ea9dc-61c1-4cd7-9909-3e97f538d5a7\", \"d3b41a2b-9931-4773-a309-5352a14a0f16\", \"70380329-296d-4f0e-bacc-e5a7e533981d\", \"a8c5f3b4-1860-48f1-8590-e0677112267c\", \"0a84e404-55c0-4a09-8965-c17ad0ea5ba9\", \"81019a1e-d361-48a8-811d-86c223a29760\"], \"total_duration\": 4138.0, \"total_sessions\": 8, \"mean_week_duration\": 26.526}}, {\"79770\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-23 20:41:18.000000+00:00\", \"2019-07-23 22:31:02.000000+00:00\", \"2023-04-17 16:47:20.000000+00:00\", \"2023-03-10 13:31:56.000000+00:00\", \"2021-08-19 09:19:09.000000+00:00\", \"2021-11-17 18:06:20.000000+00:00\", \"2019-02-28 09:06:29.000000+00:00\"], \"session_ids\": [\"6ec73ffd-53fa-4346-b39c-4cd1d51c3503\", \"89d6fa01-73d0-41fa-bc65-da52d6d6f03b\", \"5d3326ac-5445-4cd3-9e26-99351d33cf74\", \"4333bc0c-bac0-41dd-ba02-066950aa4dab\", \"b09aa76f-2d5b-4388-bf08-ad49ce4602f8\", \"47328069-09ca-428b-a667-acad1c4204e3\", \"d988432f-9608-4a94-9387-3dbfa1edd484\"], \"total_duration\": 3426.0, \"total_sessions\": 7, \"mean_week_duration\": 15.861}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about 2 users who are users with highest average week duration as well as apply sorting by all sessions quantity asc + remain 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{\"67224\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-16 02:26:08.000000+00:00\", \"2019-03-26 08:19:27.000000+00:00\"], \"session_ids\": [\"357ddadb-dc65-4aa9-b9cd-ec979f42d6f5\", \"2f4a560d-0fa6-410c-860e-b45c1e682f30\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.558}, \"53771\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-01-13 11:03:43.000000+00:00\", \"2020-08-06 09:36:02.000000+00:00\", \"2021-02-09 05:40:56.000000+00:00\", \"2021-10-03 01:08:43.000000+00:00\"], \"session_ids\": [\"0b192c59-ff63-4b1c-a414-c7ea3893bdfa\", \"60586641-d8dd-4cab-8850-a5c71f771a18\", \"abf17779-778e-429a-b946-34b7342a8ad5\", \"94b52a4e-6683-4c7e-9030-a6b5902f315d\"], \"total_duration\": 1425.0, \"total_sessions\": 4, \"mean_week_duration\": 19.0}, \"55928\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Toronto\", \"datetimes\": [\"2019-01-31 02:40:00.000000+00:00\", \"2019-07-20 17:34:56.000000+00:00\"], \"session_ids\": [\"5d0340fd-2a75-4a32-908d-999f330ac3ac\", \"5ec03cc8-7546-4fe3-9887-1a21a2c81f97\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 2.4}, \"96367\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-11-05 06:57:12.000000+00:00\", \"2023-04-04 00:04:55.000000+00:00\"], \"session_ids\": [\"86001c1e-bd42-42b5-a493-4a76ad2d1487\", \"4536fc02-ad86-4f08-95d5-423bacbfefd7\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 0.389}, \"25563\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-08-31 09:56:34.000000+00:00\", \"2020-07-22 14:19:42.000000+00:00\"], \"session_ids\": [\"3ebec911-ac20-4fad-9ce2-b71c0339235a\", \"f8929f32-5724-4daf-a93a-ba4f41eb1a16\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.787}, \"24444\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-17 23:05:03.000000+00:00\", \"2020-08-15 19:52:59.000000+00:00\", \"2023-04-12 06:56:52.000000+00:00\"], \"session_ids\": [\"62c4bfd7-3f70-4473-8715-ca9ce14824f8\", \"02b89cd4-8a2e-4663-89a8-cdc15f19d566\", \"66d3371c-49a6-4a1f-b1ac-7c2dd68dba59\"], \"total_duration\": 923.0, \"total_sessions\": 3, \"mean_week_duration\": 5.917}, \"32774\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-09-04 10:56:56.000000+00:00\", \"2019-01-20 09:45:26.000000+00:00\", \"2020-08-29 00:04:52.000000+00:00\", \"2021-06-18 01:00:38.000000+00:00\"], \"session_ids\": [\"309377c5-4fbd-46fc-a0e1-1624d1d5a8a0\", \"84d29d95-c067-425b-b7e7-fcd7a31ddade\", \"5c9c4f96-673f-4611-b1f1-9646539cb653\", \"75fbe3b1-c258-425e-9b64-d27ce9e259b5\"], \"total_duration\": 724.0, \"total_sessions\": 4, \"mean_week_duration\": 5.746}, \"29434\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-23 07:12:49.000000+00:00\", \"2020-10-26 14:18:55.000000+00:00\", \"2019-02-08 23:17:52.000000+00:00\"], \"session_ids\": [\"6d5a020b-b281-4fb3-91b7-26099a9acbff\", \"639f837c-9287-4e74-a748-9f84237f9c5f\", \"ca557e93-3f81-4510-b85e-a967c9aabf42\"], \"total_duration\": 50.0, \"total_sessions\": 3, \"mean_week_duration\": 0.556}, \"5935\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-08 11:17:23.000000+00:00\", \"2021-07-02 03:37:10.000000+00:00\", \"2022-10-17 21:36:49.000000+00:00\", \"2022-02-08 15:23:26.000000+00:00\", \"2020-03-12 00:23:44.000000+00:00\", \"2019-06-27 20:32:23.000000+00:00\", \"2022-05-01 07:30:25.000000+00:00\"], \"session_ids\": [\"82f5c0c0-73ba-4fb3-8d2f-bf736fd96e01\", \"cea09ebd-e048-47ec-bf06-b1cdf43d5f91\", \"b71475aa-50f9-4f60-b7bc-9895cd576cc9\", \"b5686863-54db-4e17-a9be-815abeea4893\", \"99caa505-3cee-4939-bbad-6f9ed317a80f\", \"c025c1a5-deff-4b13-a731-dfbbc49e6fe7\", \"66b37d4f-e1d8-4534-b805-3922b95c74c1\"], \"total_duration\": 285.0, \"total_sessions\": 7, \"mean_week_duration\": 1.583}, \"42023\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-20 16:01:52.000000+00:00\", \"2020-12-19 22:41:07.000000+00:00\", \"2020-01-08 04:19:56.000000+00:00\", \"2020-09-13 13:03:23.000000+00:00\", \"2019-09-25 10:46:06.000000+00:00\", \"2022-08-24 04:14:42.000000+00:00\"], \"session_ids\": [\"becd0fe7-9bfc-4930-a744-67684cd02177\", \"6e59b953-2e61-447b-b1d8-1739260de4c8\", \"1a092953-9cb6-417d-a00a-0cd12c96f2fd\", \"41171bf9-c6db-425f-aacf-a4e9eaac2723\", \"78f4ba65-ecd5-4dec-a729-7af1c15ee801\", \"c91a6cd8-6c9b-4991-bde5-1b4f7d1146e8\"], \"total_duration\": 447.0, \"total_sessions\": 6, \"mean_week_duration\": 2.941}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the highest 2 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 2}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"53771\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-01-13 11:03:43.000000+00:00\", \"2020-08-06 09:36:02.000000+00:00\", \"2021-02-09 05:40:56.000000+00:00\", \"2021-10-03 01:08:43.000000+00:00\"], \"session_ids\": [\"0b192c59-ff63-4b1c-a414-c7ea3893bdfa\", \"60586641-d8dd-4cab-8850-a5c71f771a18\", \"abf17779-778e-429a-b946-34b7342a8ad5\", \"94b52a4e-6683-4c7e-9030-a6b5902f315d\"], \"total_duration\": 1425.0, \"total_sessions\": 4, \"mean_week_duration\": 19.0}}, {\"24444\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-17 23:05:03.000000+00:00\", \"2020-08-15 19:52:59.000000+00:00\", \"2023-04-12 06:56:52.000000+00:00\"], \"session_ids\": [\"62c4bfd7-3f70-4473-8715-ca9ce14824f8\", \"02b89cd4-8a2e-4663-89a8-cdc15f19d566\", \"66d3371c-49a6-4a1f-b1ac-7c2dd68dba59\"], \"total_duration\": 923.0, \"total_sessions\": 3, \"mean_week_duration\": 5.917}}, {\"32774\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-09-04 10:56:56.000000+00:00\", \"2019-01-20 09:45:26.000000+00:00\", \"2020-08-29 00:04:52.000000+00:00\", \"2021-06-18 01:00:38.000000+00:00\"], \"session_ids\": [\"309377c5-4fbd-46fc-a0e1-1624d1d5a8a0\", \"84d29d95-c067-425b-b7e7-fcd7a31ddade\", \"5c9c4f96-673f-4611-b1f1-9646539cb653\", \"75fbe3b1-c258-425e-9b64-d27ce9e259b5\"], \"total_duration\": 724.0, \"total_sessions\": 4, \"mean_week_duration\": 5.746}}]\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[{\"24444\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-17 23:05:03.000000+00:00\", \"2020-08-15 19:52:59.000000+00:00\", \"2023-04-12 06:56:52.000000+00:00\"], \"session_ids\": [\"62c4bfd7-3f70-4473-8715-ca9ce14824f8\", \"02b89cd4-8a2e-4663-89a8-cdc15f19d566\", \"66d3371c-49a6-4a1f-b1ac-7c2dd68dba59\"], \"total_duration\": 923.0, \"total_sessions\": 3, \"mean_week_duration\": 5.917}}, {\"53771\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-01-13 11:03:43.000000+00:00\", \"2020-08-06 09:36:02.000000+00:00\", \"2021-02-09 05:40:56.000000+00:00\", \"2021-10-03 01:08:43.000000+00:00\"], \"session_ids\": [\"0b192c59-ff63-4b1c-a414-c7ea3893bdfa\", \"60586641-d8dd-4cab-8850-a5c71f771a18\", \"abf17779-778e-429a-b946-34b7342a8ad5\", \"94b52a4e-6683-4c7e-9030-a6b5902f315d\"], \"total_duration\": 1425.0, \"total_sessions\": 4, \"mean_week_duration\": 19.0}}, {\"32774\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-09-04 10:56:56.000000+00:00\", \"2019-01-20 09:45:26.000000+00:00\", \"2020-08-29 00:04:52.000000+00:00\", \"2021-06-18 01:00:38.000000+00:00\"], \"session_ids\": [\"309377c5-4fbd-46fc-a0e1-1624d1d5a8a0\", \"84d29d95-c067-425b-b7e7-fcd7a31ddade\", \"5c9c4f96-673f-4611-b1f1-9646539cb653\", \"75fbe3b1-c258-425e-9b64-d27ce9e259b5\"], \"total_duration\": 724.0, \"total_sessions\": 4, \"mean_week_duration\": 5.746}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"24444\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-17 23:05:03.000000+00:00\", \"2020-08-15 19:52:59.000000+00:00\", \"2023-04-12 06:56:52.000000+00:00\"], \"session_ids\": [\"62c4bfd7-3f70-4473-8715-ca9ce14824f8\", \"02b89cd4-8a2e-4663-89a8-cdc15f19d566\", \"66d3371c-49a6-4a1f-b1ac-7c2dd68dba59\"], \"total_duration\": 923.0, \"total_sessions\": 3, \"mean_week_duration\": 5.917}}, {\"53771\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-01-13 11:03:43.000000+00:00\", \"2020-08-06 09:36:02.000000+00:00\", \"2021-02-09 05:40:56.000000+00:00\", \"2021-10-03 01:08:43.000000+00:00\"], \"session_ids\": [\"0b192c59-ff63-4b1c-a414-c7ea3893bdfa\", \"60586641-d8dd-4cab-8850-a5c71f771a18\", \"abf17779-778e-429a-b946-34b7342a8ad5\", \"94b52a4e-6683-4c7e-9030-a6b5902f315d\"], \"total_duration\": 1425.0, \"total_sessions\": 4, \"mean_week_duration\": 19.0}}, {\"32774\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-09-04 10:56:56.000000+00:00\", \"2019-01-20 09:45:26.000000+00:00\", \"2020-08-29 00:04:52.000000+00:00\", \"2021-06-18 01:00:38.000000+00:00\"], \"session_ids\": [\"309377c5-4fbd-46fc-a0e1-1624d1d5a8a0\", \"84d29d95-c067-425b-b7e7-fcd7a31ddade\", \"5c9c4f96-673f-4611-b1f1-9646539cb653\", \"75fbe3b1-c258-425e-9b64-d27ce9e259b5\"], \"total_duration\": 724.0, \"total_sessions\": 4, \"mean_week_duration\": 5.746}}]\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[{\"24444\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-17 23:05:03.000000+00:00\", \"2020-08-15 19:52:59.000000+00:00\", \"2023-04-12 06:56:52.000000+00:00\"], \"session_ids\": [\"62c4bfd7-3f70-4473-8715-ca9ce14824f8\", \"02b89cd4-8a2e-4663-89a8-cdc15f19d566\", \"66d3371c-49a6-4a1f-b1ac-7c2dd68dba59\"], \"total_duration\": 923.0, \"total_sessions\": 3, \"mean_week_duration\": 5.917}}, {\"53771\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2022-01-13 11:03:43.000000+00:00\", \"2020-08-06 09:36:02.000000+00:00\", \"2021-02-09 05:40:56.000000+00:00\", \"2021-10-03 01:08:43.000000+00:00\"], \"session_ids\": [\"0b192c59-ff63-4b1c-a414-c7ea3893bdfa\", \"60586641-d8dd-4cab-8850-a5c71f771a18\", \"abf17779-778e-429a-b946-34b7342a8ad5\", \"94b52a4e-6683-4c7e-9030-a6b5902f315d\"], \"total_duration\": 1425.0, \"total_sessions\": 4, \"mean_week_duration\": 19.0}}, {\"32774\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-09-04 10:56:56.000000+00:00\", \"2019-01-20 09:45:26.000000+00:00\", \"2020-08-29 00:04:52.000000+00:00\", \"2021-06-18 01:00:38.000000+00:00\"], \"session_ids\": [\"309377c5-4fbd-46fc-a0e1-1624d1d5a8a0\", \"84d29d95-c067-425b-b7e7-fcd7a31ddade\", \"5c9c4f96-673f-4611-b1f1-9646539cb653\", \"75fbe3b1-c258-425e-9b64-d27ce9e259b5\"], \"total_duration\": 724.0, \"total_sessions\": 4, \"mean_week_duration\": 5.746}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me 2 users who are topmost users based on average_week_duration + sort by urban center name in desc." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"57279\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-06 06:15:44.000000+00:00\", \"2020-05-31 04:11:17.000000+00:00\", \"2019-05-14 16:28:21.000000+00:00\", \"2019-01-24 13:42:07.000000+00:00\", \"2021-04-28 18:56:17.000000+00:00\"], \"session_ids\": [\"76afd00d-504a-4110-bcec-bbfa0d81af39\", \"f7bb8163-4866-408b-801f-bb7b131ca057\", \"6af21298-4e4c-4bd5-97b9-2d2a80c38e01\", \"7920060d-94ca-4699-be82-f6f3437e27d9\", \"2975090f-6c05-4b19-b4e1-ff74c8d6edbe\"], \"total_duration\": 831.0, \"total_sessions\": 5, \"mean_week_duration\": 7.042}, \"18920\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-12-29 13:02:19.000000+00:00\", \"2021-12-27 13:09:27.000000+00:00\"], \"session_ids\": [\"b4a9d703-1831-4f44-bf0d-94446d3c3e0a\", \"075b6283-0995-46a4-baf7-ae11314644dc\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 2.654}, \"27871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-06-25 08:02:56.000000+00:00\", \"2019-10-16 20:12:44.000000+00:00\"], \"session_ids\": [\"cac8609d-03a2-45a3-a532-695a79aa501d\", \"a5af58aa-3ad0-413d-aa5f-7913b723179e\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 11.833}, \"15502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-07 07:32:57.000000+00:00\", \"2019-12-16 13:00:04.000000+00:00\", \"2020-05-18 19:26:55.000000+00:00\"], \"session_ids\": [\"457b3a47-ccc0-4423-82c9-99417515f793\", \"015c867a-5a01-4cbd-9f21-0eb43dec69eb\", \"c88f1abf-a67a-4889-9dc2-97be190bdef2\"], \"total_duration\": 887.0, \"total_sessions\": 3, \"mean_week_duration\": 19.283}, \"77081\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-23 17:34:06.000000+00:00\", \"2019-08-22 16:32:44.000000+00:00\", \"2022-07-26 00:13:05.000000+00:00\", \"2019-05-23 13:36:03.000000+00:00\"], \"session_ids\": [\"806264eb-2f1f-4ae3-9fdf-80f6127ed229\", \"668c30a8-546b-4b0a-998b-5b9dde6e9ae1\", \"f445ca86-ecde-4362-98c4-f7c1a084d208\", \"c055ef62-4da6-42cd-a4ff-54393edc2165\"], \"total_duration\": 1947.0, \"total_sessions\": 4, \"mean_week_duration\": 11.729}, \"9542\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-13 13:39:29.000000+00:00\", \"2022-01-22 09:06:31.000000+00:00\"], \"session_ids\": [\"aa8d0db3-2b4d-4da1-ae29-83fff1f66793\", \"b7c4d761-219d-4c2e-8396-d1256713d966\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 2.606}, \"27072\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-10-01 09:04:20.000000+00:00\", \"2022-08-24 10:22:53.000000+00:00\", \"2022-08-12 15:23:19.000000+00:00\", \"2020-04-22 13:32:33.000000+00:00\", \"2020-01-09 20:15:24.000000+00:00\", \"2020-10-18 00:00:02.000000+00:00\"], \"session_ids\": [\"f28a4f2d-3b4c-42b7-8ed0-9f9b7958d91f\", \"28eaafff-1a61-4b59-bd4a-cd59783d26fa\", \"a9d462c5-96cc-4e6d-a38e-aa6bb7ca08dc\", \"00b11d80-6402-4237-b472-928c06d752ff\", \"8047a95a-826a-4a02-914d-5336085cd1c3\", \"d4977d92-fc2c-42b2-ad6f-96e3e5a03e70\"], \"total_duration\": 2986.0, \"total_sessions\": 6, \"mean_week_duration\": 20.881}, \"37487\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-09-07 13:27:57.000000+00:00\", \"2020-09-29 03:24:37.000000+00:00\", \"2023-04-16 16:39:38.000000+00:00\", \"2020-11-23 03:27:38.000000+00:00\", \"2020-04-28 21:56:18.000000+00:00\", \"2021-02-27 16:40:37.000000+00:00\", \"2020-11-01 07:07:19.000000+00:00\"], \"session_ids\": [\"dbeb5027-9208-4cec-9754-c05793b96a0a\", \"6447b820-531e-488d-a78e-1604f9d270a6\", \"88d69b43-d334-4589-9f3d-74ec138bed8e\", \"96a160fb-a4fe-49f1-8ae3-e3a81a4a6be8\", \"a5c8f683-7104-49bb-9d14-7f97388bbb98\", \"3ee4105d-dcf5-4836-bb7a-2eac19e301e7\", \"15904e90-5099-4a9b-bbd4-9036982e4c54\"], \"total_duration\": 213.0, \"total_sessions\": 7, \"mean_week_duration\": 1.374}, \"56928\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-03-05 19:17:46.000000+00:00\", \"2023-02-19 04:08:38.000000+00:00\"], \"session_ids\": [\"abca6900-0f91-4d9b-b8ef-cc5ee05ecd22\", \"fdf5ad45-7d54-4a33-bfe1-1e50fd130630\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.612}, \"46754\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-11-29 13:33:39.000000+00:00\", \"2020-11-09 20:27:07.000000+00:00\"], \"session_ids\": [\"29d20bf8-9881-4e5d-a36e-fd53e749d0c1\", \"35018b98-b221-4b7c-afe0-d03374af6efa\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.486}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the highest 2 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 2}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"27072\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-10-01 09:04:20.000000+00:00\", \"2022-08-24 10:22:53.000000+00:00\", \"2022-08-12 15:23:19.000000+00:00\", \"2020-04-22 13:32:33.000000+00:00\", \"2020-01-09 20:15:24.000000+00:00\", \"2020-10-18 00:00:02.000000+00:00\"], \"session_ids\": [\"f28a4f2d-3b4c-42b7-8ed0-9f9b7958d91f\", \"28eaafff-1a61-4b59-bd4a-cd59783d26fa\", \"a9d462c5-96cc-4e6d-a38e-aa6bb7ca08dc\", \"00b11d80-6402-4237-b472-928c06d752ff\", \"8047a95a-826a-4a02-914d-5336085cd1c3\", \"d4977d92-fc2c-42b2-ad6f-96e3e5a03e70\"], \"total_duration\": 2986.0, \"total_sessions\": 6, \"mean_week_duration\": 20.881}}, {\"15502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-07 07:32:57.000000+00:00\", \"2019-12-16 13:00:04.000000+00:00\", \"2020-05-18 19:26:55.000000+00:00\"], \"session_ids\": [\"457b3a47-ccc0-4423-82c9-99417515f793\", \"015c867a-5a01-4cbd-9f21-0eb43dec69eb\", \"c88f1abf-a67a-4889-9dc2-97be190bdef2\"], \"total_duration\": 887.0, \"total_sessions\": 3, \"mean_week_duration\": 19.283}}, {\"27871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-06-25 08:02:56.000000+00:00\", \"2019-10-16 20:12:44.000000+00:00\"], \"session_ids\": [\"cac8609d-03a2-45a3-a532-695a79aa501d\", \"a5af58aa-3ad0-413d-aa5f-7913b723179e\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 11.833}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"27072\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-10-01 09:04:20.000000+00:00\", \"2022-08-24 10:22:53.000000+00:00\", \"2022-08-12 15:23:19.000000+00:00\", \"2020-04-22 13:32:33.000000+00:00\", \"2020-01-09 20:15:24.000000+00:00\", \"2020-10-18 00:00:02.000000+00:00\"], \"session_ids\": [\"f28a4f2d-3b4c-42b7-8ed0-9f9b7958d91f\", \"28eaafff-1a61-4b59-bd4a-cd59783d26fa\", \"a9d462c5-96cc-4e6d-a38e-aa6bb7ca08dc\", \"00b11d80-6402-4237-b472-928c06d752ff\", \"8047a95a-826a-4a02-914d-5336085cd1c3\", \"d4977d92-fc2c-42b2-ad6f-96e3e5a03e70\"], \"total_duration\": 2986.0, \"total_sessions\": 6, \"mean_week_duration\": 20.881}}, {\"15502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-07 07:32:57.000000+00:00\", \"2019-12-16 13:00:04.000000+00:00\", \"2020-05-18 19:26:55.000000+00:00\"], \"session_ids\": [\"457b3a47-ccc0-4423-82c9-99417515f793\", \"015c867a-5a01-4cbd-9f21-0eb43dec69eb\", \"c88f1abf-a67a-4889-9dc2-97be190bdef2\"], \"total_duration\": 887.0, \"total_sessions\": 3, \"mean_week_duration\": 19.283}}, {\"27871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-06-25 08:02:56.000000+00:00\", \"2019-10-16 20:12:44.000000+00:00\"], \"session_ids\": [\"cac8609d-03a2-45a3-a532-695a79aa501d\", \"a5af58aa-3ad0-413d-aa5f-7913b723179e\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 11.833}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"27072\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-10-01 09:04:20.000000+00:00\", \"2022-08-24 10:22:53.000000+00:00\", \"2022-08-12 15:23:19.000000+00:00\", \"2020-04-22 13:32:33.000000+00:00\", \"2020-01-09 20:15:24.000000+00:00\", \"2020-10-18 00:00:02.000000+00:00\"], \"session_ids\": [\"f28a4f2d-3b4c-42b7-8ed0-9f9b7958d91f\", \"28eaafff-1a61-4b59-bd4a-cd59783d26fa\", \"a9d462c5-96cc-4e6d-a38e-aa6bb7ca08dc\", \"00b11d80-6402-4237-b472-928c06d752ff\", \"8047a95a-826a-4a02-914d-5336085cd1c3\", \"d4977d92-fc2c-42b2-ad6f-96e3e5a03e70\"], \"total_duration\": 2986.0, \"total_sessions\": 6, \"mean_week_duration\": 20.881}}, {\"15502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-07 07:32:57.000000+00:00\", \"2019-12-16 13:00:04.000000+00:00\", \"2020-05-18 19:26:55.000000+00:00\"], \"session_ids\": [\"457b3a47-ccc0-4423-82c9-99417515f793\", \"015c867a-5a01-4cbd-9f21-0eb43dec69eb\", \"c88f1abf-a67a-4889-9dc2-97be190bdef2\"], \"total_duration\": 887.0, \"total_sessions\": 3, \"mean_week_duration\": 19.283}}]\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[{\"27072\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-10-01 09:04:20.000000+00:00\", \"2022-08-24 10:22:53.000000+00:00\", \"2022-08-12 15:23:19.000000+00:00\", \"2020-04-22 13:32:33.000000+00:00\", \"2020-01-09 20:15:24.000000+00:00\", \"2020-10-18 00:00:02.000000+00:00\"], \"session_ids\": [\"f28a4f2d-3b4c-42b7-8ed0-9f9b7958d91f\", \"28eaafff-1a61-4b59-bd4a-cd59783d26fa\", \"a9d462c5-96cc-4e6d-a38e-aa6bb7ca08dc\", \"00b11d80-6402-4237-b472-928c06d752ff\", \"8047a95a-826a-4a02-914d-5336085cd1c3\", \"d4977d92-fc2c-42b2-ad6f-96e3e5a03e70\"], \"total_duration\": 2986.0, \"total_sessions\": 6, \"mean_week_duration\": 20.881}}, {\"15502\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-07-07 07:32:57.000000+00:00\", \"2019-12-16 13:00:04.000000+00:00\", \"2020-05-18 19:26:55.000000+00:00\"], \"session_ids\": [\"457b3a47-ccc0-4423-82c9-99417515f793\", \"015c867a-5a01-4cbd-9f21-0eb43dec69eb\", \"c88f1abf-a67a-4889-9dc2-97be190bdef2\"], \"total_duration\": 887.0, \"total_sessions\": 3, \"mean_week_duration\": 19.283}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the user who has sum of duration less than 856 (not including) and greater than 3876 , apply sorting by city name ascendingly in addition provide me only with 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"27101\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-04-29 15:34:24.000000+00:00\", \"2020-07-02 04:00:59.000000+00:00\", \"2022-08-30 22:27:26.000000+00:00\", \"2019-05-26 06:27:53.000000+00:00\", \"2022-06-25 20:42:25.000000+00:00\"], \"session_ids\": [\"69ee4029-f75c-4cf6-aba5-1f27d34e4cc8\", \"f93ba1b7-fc0d-43dc-9808-2b43f6d26241\", \"7f127dd7-066c-4b73-a955-f1712a0ffa0e\", \"c26511d7-3a59-4f8f-9fb7-fb6162942fc4\", \"440d40d1-3341-4527-ae0b-a8de244bf8a2\"], \"total_duration\": 1521.0, \"total_sessions\": 5, \"mean_week_duration\": 7.42}, \"1849\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-21 11:52:21.000000+00:00\", \"2020-07-22 17:55:16.000000+00:00\"], \"session_ids\": [\"64c30467-c276-4e66-a77c-b085d7e06972\", \"d8826bb0-7715-427f-a579-be31b9a646e0\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.144}, \"91002\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-31 11:57:08.000000+00:00\", \"2022-07-01 21:25:50.000000+00:00\"], \"session_ids\": [\"66f11777-668b-4c16-9156-c36d3ebcb9c0\", \"7094415a-acc1-43e8-b041-bbd64bcbbcf5\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 3.203}, \"46757\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 8, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-06-30 10:36:24.000000+00:00\", \"2021-08-13 08:11:38.000000+00:00\"], \"session_ids\": [\"053ae3b7-442c-4761-a7a8-c13079190450\", \"1f7f605c-9b3b-4cd6-834f-c3a816a1989b\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 19.571}, \"59229\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-14 16:20:11.000000+00:00\", \"2021-06-14 18:17:43.000000+00:00\", \"2020-06-29 15:33:11.000000+00:00\", \"2020-02-16 18:47:34.000000+00:00\", \"2020-08-30 16:43:09.000000+00:00\", \"2023-06-11 04:53:22.000000+00:00\", \"2019-05-06 07:10:15.000000+00:00\", \"2021-07-27 19:35:39.000000+00:00\", \"2019-05-06 20:31:56.000000+00:00\", \"2022-11-24 05:42:44.000000+00:00\", \"2020-10-29 01:30:04.000000+00:00\"], \"session_ids\": [\"f830446b-592d-4ad0-b2a0-f0713eea646e\", \"cb464d4c-d89d-4b75-beed-1ce8ba5fe0f2\", \"1691d64d-2b6a-48ab-9f9b-f35546f60bc0\", \"c46e6e63-e5c2-4cf3-a8ec-6bb56eaa8d3e\", \"efbbc6dc-0bca-41fd-83f3-7f5786580b29\", \"d675aa67-e1a3-4c36-9f46-3b40d6fbefd1\", \"1e9f933d-5734-48e0-9903-c8bb72f6c3d5\", \"3de4d496-ff4d-43a4-a6d8-4843fc3e1051\", \"199d01b4-1a3e-4723-a2fb-a9d608e3c969\", \"075fc280-d094-477a-a705-9651f674f4ad\", \"6d52ccc6-1468-4777-8f2d-cc4b3756a6d7\"], \"total_duration\": 8987.0, \"total_sessions\": 11, \"mean_week_duration\": 41.8}, \"70484\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-07 07:18:02.000000+00:00\", \"2020-04-20 19:35:18.000000+00:00\"], \"session_ids\": [\"13b66d79-7ab1-4b5a-ab06-3812c015adbd\", \"9665eaf2-18e4-4d82-a1c3-4e4fe9a004e5\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 2.545}, \"20827\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-03-19 20:03:30.000000+00:00\", \"2020-04-02 20:01:39.000000+00:00\"], \"session_ids\": [\"a9bd28f1-30d1-4a7d-bd5a-e2e9f053c3bc\", \"3a2bad55-6e9f-43ef-af9b-306ccf64a92b\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 4.029}, \"71859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-10 19:10:52.000000+00:00\", \"2019-09-03 15:00:44.000000+00:00\", \"2020-06-29 21:50:30.000000+00:00\", \"2020-03-16 21:39:00.000000+00:00\"], \"session_ids\": [\"0ac8b718-78a1-4bea-adcb-e22ba381db38\", \"8062e470-724f-4323-aa4f-6cd57a236f84\", \"847e314f-69f7-474a-a789-bf8986d3646a\", \"3f36ba5e-ed06-49ed-abef-f93962163dba\"], \"total_duration\": 450.0, \"total_sessions\": 4, \"mean_week_duration\": 9.574}, \"64339\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 10, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2022-01-30 06:09:00.000000+00:00\", \"2019-03-23 21:48:47.000000+00:00\", \"2019-05-05 13:00:32.000000+00:00\"], \"session_ids\": [\"9d76e9ec-ccd1-44e4-ad31-93614f984dd2\", \"02321821-b03c-4c9e-ac84-28063cfae2c5\", \"2fb25406-fd52-4edd-b063-307139eec941\"], \"total_duration\": 944.0, \"total_sessions\": 3, \"mean_week_duration\": 6.336}, \"65131\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-05 03:47:22.000000+00:00\", \"2021-11-29 03:38:12.000000+00:00\"], \"session_ids\": [\"59415298-2980-4ece-8f39-9266d0c1df7c\", \"fcddbc40-4c7e-42c8-b812-4de82a0eab11\"], \"total_duration\": 478.0, \"total_sessions\": 2, \"mean_week_duration\": 17.704}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are less than 856 and are equal or greater than 3876" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_duration\": [[856, 3876]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"1849\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-21 11:52:21.000000+00:00\", \"2020-07-22 17:55:16.000000+00:00\"], \"session_ids\": [\"64c30467-c276-4e66-a77c-b085d7e06972\", \"d8826bb0-7715-427f-a579-be31b9a646e0\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.144}, \"91002\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-31 11:57:08.000000+00:00\", \"2022-07-01 21:25:50.000000+00:00\"], \"session_ids\": [\"66f11777-668b-4c16-9156-c36d3ebcb9c0\", \"7094415a-acc1-43e8-b041-bbd64bcbbcf5\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 3.203}, \"46757\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 8, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-06-30 10:36:24.000000+00:00\", \"2021-08-13 08:11:38.000000+00:00\"], \"session_ids\": [\"053ae3b7-442c-4761-a7a8-c13079190450\", \"1f7f605c-9b3b-4cd6-834f-c3a816a1989b\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 19.571}, \"70484\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-07 07:18:02.000000+00:00\", \"2020-04-20 19:35:18.000000+00:00\"], \"session_ids\": [\"13b66d79-7ab1-4b5a-ab06-3812c015adbd\", \"9665eaf2-18e4-4d82-a1c3-4e4fe9a004e5\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 2.545}, \"20827\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-03-19 20:03:30.000000+00:00\", \"2020-04-02 20:01:39.000000+00:00\"], \"session_ids\": [\"a9bd28f1-30d1-4a7d-bd5a-e2e9f053c3bc\", \"3a2bad55-6e9f-43ef-af9b-306ccf64a92b\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 4.029}, \"71859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-10 19:10:52.000000+00:00\", \"2019-09-03 15:00:44.000000+00:00\", \"2020-06-29 21:50:30.000000+00:00\", \"2020-03-16 21:39:00.000000+00:00\"], \"session_ids\": [\"0ac8b718-78a1-4bea-adcb-e22ba381db38\", \"8062e470-724f-4323-aa4f-6cd57a236f84\", \"847e314f-69f7-474a-a789-bf8986d3646a\", \"3f36ba5e-ed06-49ed-abef-f93962163dba\"], \"total_duration\": 450.0, \"total_sessions\": 4, \"mean_week_duration\": 9.574}, \"65131\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-05 03:47:22.000000+00:00\", \"2021-11-29 03:38:12.000000+00:00\"], \"session_ids\": [\"59415298-2980-4ece-8f39-9266d0c1df7c\", \"fcddbc40-4c7e-42c8-b812-4de82a0eab11\"], \"total_duration\": 478.0, \"total_sessions\": 2, \"mean_week_duration\": 17.704}, \"59229\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-14 16:20:11.000000+00:00\", \"2021-06-14 18:17:43.000000+00:00\", \"2020-06-29 15:33:11.000000+00:00\", \"2020-02-16 18:47:34.000000+00:00\", \"2020-08-30 16:43:09.000000+00:00\", \"2023-06-11 04:53:22.000000+00:00\", \"2019-05-06 07:10:15.000000+00:00\", \"2021-07-27 19:35:39.000000+00:00\", \"2019-05-06 20:31:56.000000+00:00\", \"2022-11-24 05:42:44.000000+00:00\", \"2020-10-29 01:30:04.000000+00:00\"], \"session_ids\": [\"f830446b-592d-4ad0-b2a0-f0713eea646e\", \"cb464d4c-d89d-4b75-beed-1ce8ba5fe0f2\", \"1691d64d-2b6a-48ab-9f9b-f35546f60bc0\", \"c46e6e63-e5c2-4cf3-a8ec-6bb56eaa8d3e\", \"efbbc6dc-0bca-41fd-83f3-7f5786580b29\", \"d675aa67-e1a3-4c36-9f46-3b40d6fbefd1\", \"1e9f933d-5734-48e0-9903-c8bb72f6c3d5\", \"3de4d496-ff4d-43a4-a6d8-4843fc3e1051\", \"199d01b4-1a3e-4723-a2fb-a9d608e3c969\", \"075fc280-d094-477a-a705-9651f674f4ad\", \"6d52ccc6-1468-4777-8f2d-cc4b3756a6d7\"], \"total_duration\": 8987.0, \"total_sessions\": 11, \"mean_week_duration\": 41.8}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"46757\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 8, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-06-30 10:36:24.000000+00:00\", \"2021-08-13 08:11:38.000000+00:00\"], \"session_ids\": [\"053ae3b7-442c-4761-a7a8-c13079190450\", \"1f7f605c-9b3b-4cd6-834f-c3a816a1989b\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 19.571}}, {\"71859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-10 19:10:52.000000+00:00\", \"2019-09-03 15:00:44.000000+00:00\", \"2020-06-29 21:50:30.000000+00:00\", \"2020-03-16 21:39:00.000000+00:00\"], \"session_ids\": [\"0ac8b718-78a1-4bea-adcb-e22ba381db38\", \"8062e470-724f-4323-aa4f-6cd57a236f84\", \"847e314f-69f7-474a-a789-bf8986d3646a\", \"3f36ba5e-ed06-49ed-abef-f93962163dba\"], \"total_duration\": 450.0, \"total_sessions\": 4, \"mean_week_duration\": 9.574}}, {\"59229\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-14 16:20:11.000000+00:00\", \"2021-06-14 18:17:43.000000+00:00\", \"2020-06-29 15:33:11.000000+00:00\", \"2020-02-16 18:47:34.000000+00:00\", \"2020-08-30 16:43:09.000000+00:00\", \"2023-06-11 04:53:22.000000+00:00\", \"2019-05-06 07:10:15.000000+00:00\", \"2021-07-27 19:35:39.000000+00:00\", \"2019-05-06 20:31:56.000000+00:00\", \"2022-11-24 05:42:44.000000+00:00\", \"2020-10-29 01:30:04.000000+00:00\"], \"session_ids\": [\"f830446b-592d-4ad0-b2a0-f0713eea646e\", \"cb464d4c-d89d-4b75-beed-1ce8ba5fe0f2\", \"1691d64d-2b6a-48ab-9f9b-f35546f60bc0\", \"c46e6e63-e5c2-4cf3-a8ec-6bb56eaa8d3e\", \"efbbc6dc-0bca-41fd-83f3-7f5786580b29\", \"d675aa67-e1a3-4c36-9f46-3b40d6fbefd1\", \"1e9f933d-5734-48e0-9903-c8bb72f6c3d5\", \"3de4d496-ff4d-43a4-a6d8-4843fc3e1051\", \"199d01b4-1a3e-4723-a2fb-a9d608e3c969\", \"075fc280-d094-477a-a705-9651f674f4ad\", \"6d52ccc6-1468-4777-8f2d-cc4b3756a6d7\"], \"total_duration\": 8987.0, \"total_sessions\": 11, \"mean_week_duration\": 41.8}}, {\"1849\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-21 11:52:21.000000+00:00\", \"2020-07-22 17:55:16.000000+00:00\"], \"session_ids\": [\"64c30467-c276-4e66-a77c-b085d7e06972\", \"d8826bb0-7715-427f-a579-be31b9a646e0\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.144}}, {\"91002\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-31 11:57:08.000000+00:00\", \"2022-07-01 21:25:50.000000+00:00\"], \"session_ids\": [\"66f11777-668b-4c16-9156-c36d3ebcb9c0\", \"7094415a-acc1-43e8-b041-bbd64bcbbcf5\"], \"total_duration\": 237.0, \"total_sessions\": 2, \"mean_week_duration\": 3.203}}, {\"20827\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-03-19 20:03:30.000000+00:00\", \"2020-04-02 20:01:39.000000+00:00\"], \"session_ids\": [\"a9bd28f1-30d1-4a7d-bd5a-e2e9f053c3bc\", \"3a2bad55-6e9f-43ef-af9b-306ccf64a92b\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 4.029}}, {\"65131\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-05 03:47:22.000000+00:00\", \"2021-11-29 03:38:12.000000+00:00\"], \"session_ids\": [\"59415298-2980-4ece-8f39-9266d0c1df7c\", \"fcddbc40-4c7e-42c8-b812-4de82a0eab11\"], \"total_duration\": 478.0, \"total_sessions\": 2, \"mean_week_duration\": 17.704}}, {\"70484\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-07 07:18:02.000000+00:00\", \"2020-04-20 19:35:18.000000+00:00\"], \"session_ids\": [\"13b66d79-7ab1-4b5a-ab06-3812c015adbd\", \"9665eaf2-18e4-4d82-a1c3-4e4fe9a004e5\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 2.545}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"46757\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 8, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-06-30 10:36:24.000000+00:00\", \"2021-08-13 08:11:38.000000+00:00\"], \"session_ids\": [\"053ae3b7-442c-4761-a7a8-c13079190450\", \"1f7f605c-9b3b-4cd6-834f-c3a816a1989b\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 19.571}}, {\"71859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-10 19:10:52.000000+00:00\", \"2019-09-03 15:00:44.000000+00:00\", \"2020-06-29 21:50:30.000000+00:00\", \"2020-03-16 21:39:00.000000+00:00\"], \"session_ids\": [\"0ac8b718-78a1-4bea-adcb-e22ba381db38\", \"8062e470-724f-4323-aa4f-6cd57a236f84\", \"847e314f-69f7-474a-a789-bf8986d3646a\", \"3f36ba5e-ed06-49ed-abef-f93962163dba\"], \"total_duration\": 450.0, \"total_sessions\": 4, \"mean_week_duration\": 9.574}}, {\"59229\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-14 16:20:11.000000+00:00\", \"2021-06-14 18:17:43.000000+00:00\", \"2020-06-29 15:33:11.000000+00:00\", \"2020-02-16 18:47:34.000000+00:00\", \"2020-08-30 16:43:09.000000+00:00\", \"2023-06-11 04:53:22.000000+00:00\", \"2019-05-06 07:10:15.000000+00:00\", \"2021-07-27 19:35:39.000000+00:00\", \"2019-05-06 20:31:56.000000+00:00\", \"2022-11-24 05:42:44.000000+00:00\", \"2020-10-29 01:30:04.000000+00:00\"], \"session_ids\": [\"f830446b-592d-4ad0-b2a0-f0713eea646e\", \"cb464d4c-d89d-4b75-beed-1ce8ba5fe0f2\", \"1691d64d-2b6a-48ab-9f9b-f35546f60bc0\", \"c46e6e63-e5c2-4cf3-a8ec-6bb56eaa8d3e\", \"efbbc6dc-0bca-41fd-83f3-7f5786580b29\", \"d675aa67-e1a3-4c36-9f46-3b40d6fbefd1\", \"1e9f933d-5734-48e0-9903-c8bb72f6c3d5\", \"3de4d496-ff4d-43a4-a6d8-4843fc3e1051\", \"199d01b4-1a3e-4723-a2fb-a9d608e3c969\", \"075fc280-d094-477a-a705-9651f674f4ad\", \"6d52ccc6-1468-4777-8f2d-cc4b3756a6d7\"], \"total_duration\": 8987.0, \"total_sessions\": 11, \"mean_week_duration\": 41.8}}, {\"1849\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-21 11:52:21.000000+00:00\", \"2020-07-22 17:55:16.000000+00:00\"], \"session_ids\": [\"64c30467-c276-4e66-a77c-b085d7e06972\", \"d8826bb0-7715-427f-a579-be31b9a646e0\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.144}}]\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[{\"46757\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 8, \"Play Game Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-06-30 10:36:24.000000+00:00\", \"2021-08-13 08:11:38.000000+00:00\"], \"session_ids\": [\"053ae3b7-442c-4761-a7a8-c13079190450\", \"1f7f605c-9b3b-4cd6-834f-c3a816a1989b\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 19.571}}, {\"71859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-10 19:10:52.000000+00:00\", \"2019-09-03 15:00:44.000000+00:00\", \"2020-06-29 21:50:30.000000+00:00\", \"2020-03-16 21:39:00.000000+00:00\"], \"session_ids\": [\"0ac8b718-78a1-4bea-adcb-e22ba381db38\", \"8062e470-724f-4323-aa4f-6cd57a236f84\", \"847e314f-69f7-474a-a789-bf8986d3646a\", \"3f36ba5e-ed06-49ed-abef-f93962163dba\"], \"total_duration\": 450.0, \"total_sessions\": 4, \"mean_week_duration\": 9.574}}, {\"59229\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-14 16:20:11.000000+00:00\", \"2021-06-14 18:17:43.000000+00:00\", \"2020-06-29 15:33:11.000000+00:00\", \"2020-02-16 18:47:34.000000+00:00\", \"2020-08-30 16:43:09.000000+00:00\", \"2023-06-11 04:53:22.000000+00:00\", \"2019-05-06 07:10:15.000000+00:00\", \"2021-07-27 19:35:39.000000+00:00\", \"2019-05-06 20:31:56.000000+00:00\", \"2022-11-24 05:42:44.000000+00:00\", \"2020-10-29 01:30:04.000000+00:00\"], \"session_ids\": [\"f830446b-592d-4ad0-b2a0-f0713eea646e\", \"cb464d4c-d89d-4b75-beed-1ce8ba5fe0f2\", \"1691d64d-2b6a-48ab-9f9b-f35546f60bc0\", \"c46e6e63-e5c2-4cf3-a8ec-6bb56eaa8d3e\", \"efbbc6dc-0bca-41fd-83f3-7f5786580b29\", \"d675aa67-e1a3-4c36-9f46-3b40d6fbefd1\", \"1e9f933d-5734-48e0-9903-c8bb72f6c3d5\", \"3de4d496-ff4d-43a4-a6d8-4843fc3e1051\", \"199d01b4-1a3e-4723-a2fb-a9d608e3c969\", \"075fc280-d094-477a-a705-9651f674f4ad\", \"6d52ccc6-1468-4777-8f2d-cc4b3756a6d7\"], \"total_duration\": 8987.0, \"total_sessions\": 11, \"mean_week_duration\": 41.8}}, {\"1849\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-21 11:52:21.000000+00:00\", \"2020-07-22 17:55:16.000000+00:00\"], \"session_ids\": [\"64c30467-c276-4e66-a77c-b085d7e06972\", \"d8826bb0-7715-427f-a579-be31b9a646e0\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.144}}]\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 5 users with a total sessions that is below 4 , and apply sorting by city title in desc order also provide me only with 4 pieces of data." } ]
[ { "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{\"29727\": {\"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\": \"Moscow\", \"datetimes\": [\"2020-05-12 03:22:57.000000+00:00\", \"2022-05-27 16:00:13.000000+00:00\"], \"session_ids\": [\"55a3e532-b3be-4fc8-9ac8-fdb406ffea2f\", \"4675294e-2df1-43c3-8b41-878032a31b8d\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 1.112}, \"46417\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-28 00:24:16.000000+00:00\", \"2021-08-13 03:07:30.000000+00:00\"], \"session_ids\": [\"e2e3525c-eea6-4c4f-bcf2-16266253d391\", \"612352e2-7e6f-45d5-9447-717e1141de35\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.071}, \"34918\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-30 09:08:02.000000+00:00\", \"2023-06-05 22:16:27.000000+00:00\", \"2023-02-17 10:42:30.000000+00:00\", \"2020-04-09 17:44:54.000000+00:00\", \"2022-06-17 03:11:11.000000+00:00\", \"2020-07-05 04:19:24.000000+00:00\", \"2019-11-06 21:17:10.000000+00:00\"], \"session_ids\": [\"e0218f0e-8695-49c8-a807-1d626bd95d9d\", \"98d9d98e-7e17-4c10-8f1d-79125b7651e7\", \"6b0bc528-9176-49df-bb60-d5dc5f53dc05\", \"39a6813c-2dfd-4d9e-9976-b7febbe99c8b\", \"1dec864f-7ff1-4bc8-8c13-84a2b5c50f4e\", \"91e70d1e-6907-4fe6-8222-bd706854af70\", \"a6dbc813-af58-462f-a4ef-7b8ff4c8c977\"], \"total_duration\": 71.0, \"total_sessions\": 7, \"mean_week_duration\": 0.38}, \"32918\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-17 13:32:47.000000+00:00\", \"2022-07-26 03:33:04.000000+00:00\"], \"session_ids\": [\"ebcd01a4-3ce7-4cee-8b21-3810e6894e9a\", \"3f325ce5-5d32-4530-a4d1-a4abb3345810\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.16}, \"94914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-07-03 10:56:46.000000+00:00\", \"2020-09-22 13:25:44.000000+00:00\"], \"session_ids\": [\"722ff30c-bc32-4a8b-92c4-eb3c5bc19570\", \"fbbcc5b9-3610-40b2-bf29-2bde4306e1ef\"], \"total_duration\": 431.0, \"total_sessions\": 2, \"mean_week_duration\": 4.634}, \"12064\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 5}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-26 09:29:39.000000+00:00\", \"2019-04-28 16:08:36.000000+00:00\", \"2019-01-20 14:29:33.000000+00:00\", \"2020-11-15 13:34:39.000000+00:00\"], \"session_ids\": [\"29f7a340-8092-4318-9be8-d04f32d863f5\", \"015dbc0c-4f0a-4bd9-84c9-3e9f14859cbc\", \"17ceffaf-5231-4221-bd80-e1c812a1cf8b\", \"e22ccf8c-81b7-4df7-87fe-40267308d047\"], \"total_duration\": 188.0, \"total_sessions\": 4, \"mean_week_duration\": 1.938}, \"64724\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-12-29 15:03:26.000000+00:00\", \"2020-06-13 07:10:21.000000+00:00\", \"2019-05-08 03:49:08.000000+00:00\", \"2020-07-29 13:21:00.000000+00:00\", \"2019-06-06 19:01:52.000000+00:00\", \"2022-01-06 01:10:34.000000+00:00\"], \"session_ids\": [\"c850416b-21e4-469f-a447-2c3be4714b9b\", \"d6121fe9-603f-4af7-8850-9918457b0425\", \"bd19ebbd-3aea-461c-8f91-20b27101e5da\", \"97b0c5e0-3897-4693-a9b4-e9f4c934c8f1\", \"f0b26f50-c6e1-4cd6-a671-a8bcee399e8c\", \"fd83fa50-b6df-4bc9-a551-5fb33ac15c9b\"], \"total_duration\": 1533.0, \"total_sessions\": 6, \"mean_week_duration\": 11.029}, \"27441\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-17 17:05:42.000000+00:00\", \"2019-03-30 07:29:12.000000+00:00\", \"2022-04-18 02:07:52.000000+00:00\"], \"session_ids\": [\"ec5e8eb4-86e2-4e58-8627-99ce73b31d10\", \"da875f90-25dd-4ab3-86b4-21b70f51a363\", \"726ee258-b7f3-4cb1-b082-2ff96a623133\"], \"total_duration\": 29.0, \"total_sessions\": 3, \"mean_week_duration\": 0.181}, \"17610\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-11-13 18:32:40.000000+00:00\", \"2022-07-12 10:53:23.000000+00:00\", \"2021-10-23 02:23:24.000000+00:00\"], \"session_ids\": [\"af03e5aa-4614-4f99-86f1-b87c03049626\", \"cd7fd852-0b73-4f1f-a44b-59e768a99b2f\", \"e873563f-464e-47bd-be20-2e6ae9fb363b\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 1.579}, \"44375\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-12-01 20:19:51.000000+00:00\", \"2020-07-15 20:21:00.000000+00:00\"], \"session_ids\": [\"201d3794-c915-4e37-9ddb-35847f487fef\", \"b354c34e-8fb0-404c-84ec-16690fa72fb0\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 2.766}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"29727\": {\"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\": \"Moscow\", \"datetimes\": [\"2020-05-12 03:22:57.000000+00:00\", \"2022-05-27 16:00:13.000000+00:00\"], \"session_ids\": [\"55a3e532-b3be-4fc8-9ac8-fdb406ffea2f\", \"4675294e-2df1-43c3-8b41-878032a31b8d\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 1.112}, \"46417\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-28 00:24:16.000000+00:00\", \"2021-08-13 03:07:30.000000+00:00\"], \"session_ids\": [\"e2e3525c-eea6-4c4f-bcf2-16266253d391\", \"612352e2-7e6f-45d5-9447-717e1141de35\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.071}, \"32918\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-17 13:32:47.000000+00:00\", \"2022-07-26 03:33:04.000000+00:00\"], \"session_ids\": [\"ebcd01a4-3ce7-4cee-8b21-3810e6894e9a\", \"3f325ce5-5d32-4530-a4d1-a4abb3345810\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.16}, \"94914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-07-03 10:56:46.000000+00:00\", \"2020-09-22 13:25:44.000000+00:00\"], \"session_ids\": [\"722ff30c-bc32-4a8b-92c4-eb3c5bc19570\", \"fbbcc5b9-3610-40b2-bf29-2bde4306e1ef\"], \"total_duration\": 431.0, \"total_sessions\": 2, \"mean_week_duration\": 4.634}, \"12064\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 5}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-26 09:29:39.000000+00:00\", \"2019-04-28 16:08:36.000000+00:00\", \"2019-01-20 14:29:33.000000+00:00\", \"2020-11-15 13:34:39.000000+00:00\"], \"session_ids\": [\"29f7a340-8092-4318-9be8-d04f32d863f5\", \"015dbc0c-4f0a-4bd9-84c9-3e9f14859cbc\", \"17ceffaf-5231-4221-bd80-e1c812a1cf8b\", \"e22ccf8c-81b7-4df7-87fe-40267308d047\"], \"total_duration\": 188.0, \"total_sessions\": 4, \"mean_week_duration\": 1.938}, \"27441\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-17 17:05:42.000000+00:00\", \"2019-03-30 07:29:12.000000+00:00\", \"2022-04-18 02:07:52.000000+00:00\"], \"session_ids\": [\"ec5e8eb4-86e2-4e58-8627-99ce73b31d10\", \"da875f90-25dd-4ab3-86b4-21b70f51a363\", \"726ee258-b7f3-4cb1-b082-2ff96a623133\"], \"total_duration\": 29.0, \"total_sessions\": 3, \"mean_week_duration\": 0.181}, \"17610\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-11-13 18:32:40.000000+00:00\", \"2022-07-12 10:53:23.000000+00:00\", \"2021-10-23 02:23:24.000000+00:00\"], \"session_ids\": [\"af03e5aa-4614-4f99-86f1-b87c03049626\", \"cd7fd852-0b73-4f1f-a44b-59e768a99b2f\", \"e873563f-464e-47bd-be20-2e6ae9fb363b\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 1.579}, \"44375\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-12-01 20:19:51.000000+00:00\", \"2020-07-15 20:21:00.000000+00:00\"], \"session_ids\": [\"201d3794-c915-4e37-9ddb-35847f487fef\", \"b354c34e-8fb0-404c-84ec-16690fa72fb0\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 2.766}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"46417\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-28 00:24:16.000000+00:00\", \"2021-08-13 03:07:30.000000+00:00\"], \"session_ids\": [\"e2e3525c-eea6-4c4f-bcf2-16266253d391\", \"612352e2-7e6f-45d5-9447-717e1141de35\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.071}}, {\"27441\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-17 17:05:42.000000+00:00\", \"2019-03-30 07:29:12.000000+00:00\", \"2022-04-18 02:07:52.000000+00:00\"], \"session_ids\": [\"ec5e8eb4-86e2-4e58-8627-99ce73b31d10\", \"da875f90-25dd-4ab3-86b4-21b70f51a363\", \"726ee258-b7f3-4cb1-b082-2ff96a623133\"], \"total_duration\": 29.0, \"total_sessions\": 3, \"mean_week_duration\": 0.181}}, {\"12064\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 5}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-26 09:29:39.000000+00:00\", \"2019-04-28 16:08:36.000000+00:00\", \"2019-01-20 14:29:33.000000+00:00\", \"2020-11-15 13:34:39.000000+00:00\"], \"session_ids\": [\"29f7a340-8092-4318-9be8-d04f32d863f5\", \"015dbc0c-4f0a-4bd9-84c9-3e9f14859cbc\", \"17ceffaf-5231-4221-bd80-e1c812a1cf8b\", \"e22ccf8c-81b7-4df7-87fe-40267308d047\"], \"total_duration\": 188.0, \"total_sessions\": 4, \"mean_week_duration\": 1.938}}, {\"29727\": {\"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\": \"Moscow\", \"datetimes\": [\"2020-05-12 03:22:57.000000+00:00\", \"2022-05-27 16:00:13.000000+00:00\"], \"session_ids\": [\"55a3e532-b3be-4fc8-9ac8-fdb406ffea2f\", \"4675294e-2df1-43c3-8b41-878032a31b8d\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 1.112}}, {\"94914\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-07-03 10:56:46.000000+00:00\", \"2020-09-22 13:25:44.000000+00:00\"], \"session_ids\": [\"722ff30c-bc32-4a8b-92c4-eb3c5bc19570\", \"fbbcc5b9-3610-40b2-bf29-2bde4306e1ef\"], \"total_duration\": 431.0, \"total_sessions\": 2, \"mean_week_duration\": 4.634}}, {\"17610\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-11-13 18:32:40.000000+00:00\", \"2022-07-12 10:53:23.000000+00:00\", \"2021-10-23 02:23:24.000000+00:00\"], \"session_ids\": [\"af03e5aa-4614-4f99-86f1-b87c03049626\", \"cd7fd852-0b73-4f1f-a44b-59e768a99b2f\", \"e873563f-464e-47bd-be20-2e6ae9fb363b\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 1.579}}, {\"32918\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-17 13:32:47.000000+00:00\", \"2022-07-26 03:33:04.000000+00:00\"], \"session_ids\": [\"ebcd01a4-3ce7-4cee-8b21-3810e6894e9a\", \"3f325ce5-5d32-4530-a4d1-a4abb3345810\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.16}}, {\"44375\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-12-01 20:19:51.000000+00:00\", \"2020-07-15 20:21:00.000000+00:00\"], \"session_ids\": [\"201d3794-c915-4e37-9ddb-35847f487fef\", \"b354c34e-8fb0-404c-84ec-16690fa72fb0\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 2.766}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"46417\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-28 00:24:16.000000+00:00\", \"2021-08-13 03:07:30.000000+00:00\"], \"session_ids\": [\"e2e3525c-eea6-4c4f-bcf2-16266253d391\", \"612352e2-7e6f-45d5-9447-717e1141de35\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.071}}, {\"27441\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-17 17:05:42.000000+00:00\", \"2019-03-30 07:29:12.000000+00:00\", \"2022-04-18 02:07:52.000000+00:00\"], \"session_ids\": [\"ec5e8eb4-86e2-4e58-8627-99ce73b31d10\", \"da875f90-25dd-4ab3-86b4-21b70f51a363\", \"726ee258-b7f3-4cb1-b082-2ff96a623133\"], \"total_duration\": 29.0, \"total_sessions\": 3, \"mean_week_duration\": 0.181}}, {\"12064\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 5}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-26 09:29:39.000000+00:00\", \"2019-04-28 16:08:36.000000+00:00\", \"2019-01-20 14:29:33.000000+00:00\", \"2020-11-15 13:34:39.000000+00:00\"], \"session_ids\": [\"29f7a340-8092-4318-9be8-d04f32d863f5\", \"015dbc0c-4f0a-4bd9-84c9-3e9f14859cbc\", \"17ceffaf-5231-4221-bd80-e1c812a1cf8b\", \"e22ccf8c-81b7-4df7-87fe-40267308d047\"], \"total_duration\": 188.0, \"total_sessions\": 4, \"mean_week_duration\": 1.938}}, {\"29727\": {\"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\": \"Moscow\", \"datetimes\": [\"2020-05-12 03:22:57.000000+00:00\", \"2022-05-27 16:00:13.000000+00:00\"], \"session_ids\": [\"55a3e532-b3be-4fc8-9ac8-fdb406ffea2f\", \"4675294e-2df1-43c3-8b41-878032a31b8d\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 1.112}}]\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[{\"46417\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-28 00:24:16.000000+00:00\", \"2021-08-13 03:07:30.000000+00:00\"], \"session_ids\": [\"e2e3525c-eea6-4c4f-bcf2-16266253d391\", \"612352e2-7e6f-45d5-9447-717e1141de35\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 1.071}}, {\"27441\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-17 17:05:42.000000+00:00\", \"2019-03-30 07:29:12.000000+00:00\", \"2022-04-18 02:07:52.000000+00:00\"], \"session_ids\": [\"ec5e8eb4-86e2-4e58-8627-99ce73b31d10\", \"da875f90-25dd-4ab3-86b4-21b70f51a363\", \"726ee258-b7f3-4cb1-b082-2ff96a623133\"], \"total_duration\": 29.0, \"total_sessions\": 3, \"mean_week_duration\": 0.181}}, {\"12064\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 5}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-26 09:29:39.000000+00:00\", \"2019-04-28 16:08:36.000000+00:00\", \"2019-01-20 14:29:33.000000+00:00\", \"2020-11-15 13:34:39.000000+00:00\"], \"session_ids\": [\"29f7a340-8092-4318-9be8-d04f32d863f5\", \"015dbc0c-4f0a-4bd9-84c9-3e9f14859cbc\", \"17ceffaf-5231-4221-bd80-e1c812a1cf8b\", \"e22ccf8c-81b7-4df7-87fe-40267308d047\"], \"total_duration\": 188.0, \"total_sessions\": 4, \"mean_week_duration\": 1.938}}, {\"29727\": {\"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\": \"Moscow\", \"datetimes\": [\"2020-05-12 03:22:57.000000+00:00\", \"2022-05-27 16:00:13.000000+00:00\"], \"session_ids\": [\"55a3e532-b3be-4fc8-9ac8-fdb406ffea2f\", \"4675294e-2df1-43c3-8b41-878032a31b8d\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 1.112}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about user who has duration summation strictly smaller than AAA also execute sorting by time using the app per week in ascending." } ]
[ { "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{\"75197\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-01-14 08:14:44.000000+00:00\", \"2021-11-28 03:59:06.000000+00:00\", \"2023-02-23 07:31:32.000000+00:00\", \"2021-08-01 01:11:27.000000+00:00\"], \"session_ids\": [\"94a0e721-c9ae-4fed-a83b-51916332e826\", \"1f41e5e8-db7a-4d02-a9fa-f7a357f6dde3\", \"4c56e1bd-f3cb-43b0-a89e-27353448396a\", \"6c328e77-670d-4e0f-aef4-7f08f09d8ec8\"], \"total_duration\": 1518.0, \"total_sessions\": 4, \"mean_week_duration\": 13.8}, \"8382\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-26 11:57:01.000000+00:00\", \"2022-02-07 02:16:14.000000+00:00\"], \"session_ids\": [\"bd6790f9-300d-4e91-9dad-cff9ce5bfe28\", \"145fb8e9-695f-4d71-a7ef-222aa82d29ee\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 0.959}, \"45417\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-04 04:15:05.000000+00:00\", \"2021-07-24 02:31:55.000000+00:00\", \"2020-04-21 17:32:37.000000+00:00\"], \"session_ids\": [\"b2fca083-b3d1-4e7f-8eab-a28b2b0129f2\", \"73bf6b32-30a2-4890-ba48-b166e29518de\", \"c38194c7-0df3-4313-b096-289f1b2b8892\"], \"total_duration\": 756.0, \"total_sessions\": 3, \"mean_week_duration\": 6.3}, \"84057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-01 09:16:11.000000+00:00\", \"2019-08-15 14:58:24.000000+00:00\", \"2020-07-06 03:40:08.000000+00:00\"], \"session_ids\": [\"c3c1c7ab-cd2c-49bf-afb5-7e324847b459\", \"750f1905-9360-4a13-b67a-077076d6abb9\", \"7c39ed0d-aae4-43f2-8361-f3f1ab17a31f\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 1.383}, \"15984\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-08 04:04:22.000000+00:00\", \"2022-08-29 06:23:15.000000+00:00\"], \"session_ids\": [\"91bb7d6c-3175-43b1-b249-245a615e5eeb\", \"c7a39d10-9da3-4953-be30-3aef724145da\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 1.225}, \"64245\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-05-28 22:53:16.000000+00:00\", \"2022-04-20 10:12:40.000000+00:00\", \"2022-10-23 21:48:30.000000+00:00\", \"2021-04-01 14:40:06.000000+00:00\", \"2022-06-16 14:42:45.000000+00:00\", \"2021-10-08 13:36:15.000000+00:00\"], \"session_ids\": [\"b70cb498-e117-4a2c-b431-3685b87d9f4d\", \"cb897216-b85d-4491-9078-64d2b77afbb0\", \"f53b5867-79b4-4562-8800-7fcf8fb9d49d\", \"ca968ff2-96c6-4371-bc5a-3e35f324107b\", \"696c6360-a117-46e1-a506-9aa828ff7c3b\", \"207ca8e6-7736-4397-b44d-220790263047\"], \"total_duration\": 1331.0, \"total_sessions\": 6, \"mean_week_duration\": 10.563}, \"35504\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-05 00:42:18.000000+00:00\", \"2019-05-31 23:37:55.000000+00:00\", \"2020-07-31 10:45:41.000000+00:00\", \"2021-05-08 05:10:00.000000+00:00\", \"2022-08-13 01:05:12.000000+00:00\"], \"session_ids\": [\"fc5e61a5-90a9-440c-bd46-02f4b8e8d8b2\", \"398d80ed-4bfa-43cf-b023-44f3ecc68d7a\", \"dfe77aef-526f-473b-87cc-eb81c34d0210\", \"03d33930-067a-4119-a33f-578cc12499a0\", \"1a68cd67-2a66-428e-97b6-2274aa570073\"], \"total_duration\": 831.0, \"total_sessions\": 5, \"mean_week_duration\": 4.976}, \"25812\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-09-22 01:05:28.000000+00:00\", \"2020-01-02 02:36:25.000000+00:00\"], \"session_ids\": [\"4b945967-8341-471d-9b43-a281f2eae959\", \"eb65150c-573e-44d8-b2c2-eafc786d420c\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.599}, \"26740\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 7}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-07-27 01:16:17.000000+00:00\", \"2019-07-10 02:22:09.000000+00:00\"], \"session_ids\": [\"4e83acde-a71c-430d-89de-4c5689817935\", \"356b5bbe-cf53-42b1-ac86-ca4dfe0d6dc2\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 7.782}, \"42820\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-03 12:17:34.000000+00:00\", \"2023-01-18 17:19:07.000000+00:00\"], \"session_ids\": [\"fd36012b-9720-41d7-8977-62cb669ac16c\", \"ebb9f3f9-08ca-4988-86cf-1ede1830a2e8\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.175}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are less than 802" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[802, 4464]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"8382\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-26 11:57:01.000000+00:00\", \"2022-02-07 02:16:14.000000+00:00\"], \"session_ids\": [\"bd6790f9-300d-4e91-9dad-cff9ce5bfe28\", \"145fb8e9-695f-4d71-a7ef-222aa82d29ee\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 0.959}, \"45417\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-04 04:15:05.000000+00:00\", \"2021-07-24 02:31:55.000000+00:00\", \"2020-04-21 17:32:37.000000+00:00\"], \"session_ids\": [\"b2fca083-b3d1-4e7f-8eab-a28b2b0129f2\", \"73bf6b32-30a2-4890-ba48-b166e29518de\", \"c38194c7-0df3-4313-b096-289f1b2b8892\"], \"total_duration\": 756.0, \"total_sessions\": 3, \"mean_week_duration\": 6.3}, \"84057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-01 09:16:11.000000+00:00\", \"2019-08-15 14:58:24.000000+00:00\", \"2020-07-06 03:40:08.000000+00:00\"], \"session_ids\": [\"c3c1c7ab-cd2c-49bf-afb5-7e324847b459\", \"750f1905-9360-4a13-b67a-077076d6abb9\", \"7c39ed0d-aae4-43f2-8361-f3f1ab17a31f\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 1.383}, \"15984\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-08 04:04:22.000000+00:00\", \"2022-08-29 06:23:15.000000+00:00\"], \"session_ids\": [\"91bb7d6c-3175-43b1-b249-245a615e5eeb\", \"c7a39d10-9da3-4953-be30-3aef724145da\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 1.225}, \"25812\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-09-22 01:05:28.000000+00:00\", \"2020-01-02 02:36:25.000000+00:00\"], \"session_ids\": [\"4b945967-8341-471d-9b43-a281f2eae959\", \"eb65150c-573e-44d8-b2c2-eafc786d420c\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.599}, \"26740\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 7}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-07-27 01:16:17.000000+00:00\", \"2019-07-10 02:22:09.000000+00:00\"], \"session_ids\": [\"4e83acde-a71c-430d-89de-4c5689817935\", \"356b5bbe-cf53-42b1-ac86-ca4dfe0d6dc2\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 7.782}, \"42820\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-03 12:17:34.000000+00:00\", \"2023-01-18 17:19:07.000000+00:00\"], \"session_ids\": [\"fd36012b-9720-41d7-8977-62cb669ac16c\", \"ebb9f3f9-08ca-4988-86cf-1ede1830a2e8\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.175}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"42820\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-03 12:17:34.000000+00:00\", \"2023-01-18 17:19:07.000000+00:00\"], \"session_ids\": [\"fd36012b-9720-41d7-8977-62cb669ac16c\", \"ebb9f3f9-08ca-4988-86cf-1ede1830a2e8\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.175}}, {\"25812\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-09-22 01:05:28.000000+00:00\", \"2020-01-02 02:36:25.000000+00:00\"], \"session_ids\": [\"4b945967-8341-471d-9b43-a281f2eae959\", \"eb65150c-573e-44d8-b2c2-eafc786d420c\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.599}}, {\"8382\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-26 11:57:01.000000+00:00\", \"2022-02-07 02:16:14.000000+00:00\"], \"session_ids\": [\"bd6790f9-300d-4e91-9dad-cff9ce5bfe28\", \"145fb8e9-695f-4d71-a7ef-222aa82d29ee\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 0.959}}, {\"15984\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-03-08 04:04:22.000000+00:00\", \"2022-08-29 06:23:15.000000+00:00\"], \"session_ids\": [\"91bb7d6c-3175-43b1-b249-245a615e5eeb\", \"c7a39d10-9da3-4953-be30-3aef724145da\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 1.225}}, {\"84057\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-06-01 09:16:11.000000+00:00\", \"2019-08-15 14:58:24.000000+00:00\", \"2020-07-06 03:40:08.000000+00:00\"], \"session_ids\": [\"c3c1c7ab-cd2c-49bf-afb5-7e324847b459\", \"750f1905-9360-4a13-b67a-077076d6abb9\", \"7c39ed0d-aae4-43f2-8361-f3f1ab17a31f\"], \"total_duration\": 130.0, \"total_sessions\": 3, \"mean_week_duration\": 1.383}}, {\"45417\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-08-04 04:15:05.000000+00:00\", \"2021-07-24 02:31:55.000000+00:00\", \"2020-04-21 17:32:37.000000+00:00\"], \"session_ids\": [\"b2fca083-b3d1-4e7f-8eab-a28b2b0129f2\", \"73bf6b32-30a2-4890-ba48-b166e29518de\", \"c38194c7-0df3-4313-b096-289f1b2b8892\"], \"total_duration\": 756.0, \"total_sessions\": 3, \"mean_week_duration\": 6.3}}, {\"26740\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 7}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-07-27 01:16:17.000000+00:00\", \"2019-07-10 02:22:09.000000+00:00\"], \"session_ids\": [\"4e83acde-a71c-430d-89de-4c5689817935\", \"356b5bbe-cf53-42b1-ac86-ca4dfe0d6dc2\"], \"total_duration\": 428.0, \"total_sessions\": 2, \"mean_week_duration\": 7.782}}]\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[{\"42820\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-03 12:17:34.000000+00:00\", \"2023-01-18 17:19:07.000000+00:00\"], \"session_ids\": [\"fd36012b-9720-41d7-8977-62cb669ac16c\", \"ebb9f3f9-08ca-4988-86cf-1ede1830a2e8\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.175}}]\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[{\"42820\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-03 12:17:34.000000+00:00\", \"2023-01-18 17:19:07.000000+00:00\"], \"session_ids\": [\"fd36012b-9720-41d7-8977-62cb669ac16c\", \"ebb9f3f9-08ca-4988-86cf-1ede1830a2e8\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.175}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding 6 users whose mean week duration less than 11 and greater than 47 , do sorting by number of sessions form the lowest to the highest." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"79725\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-09-09 18:26:12.000000+00:00\", \"2021-10-31 16:19:57.000000+00:00\"], \"session_ids\": [\"4a82bf5a-2ff7-480f-b78c-f62f4b8b232f\", \"4f2a8a1b-4287-439a-bb68-86d4327e76f1\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 3.6}, \"55224\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-08-05 11:10:58.000000+00:00\", \"2020-01-20 10:16:56.000000+00:00\"], \"session_ids\": [\"e65cf4a7-2cd2-4a2e-89ba-2c9eb9edd70e\", \"28f67b88-1937-421e-8fda-6acfce8a037e\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 15.833}, \"25862\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-20 23:29:39.000000+00:00\", \"2020-08-14 04:52:35.000000+00:00\"], \"session_ids\": [\"fa1fbf11-97fe-4a51-b66a-9a2a8950176e\", \"325825a8-67b2-4b20-b353-530b5df2071b\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}, \"51756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Paris\", \"datetimes\": [\"2020-06-25 13:25:20.000000+00:00\", \"2021-08-19 06:54:42.000000+00:00\"], \"session_ids\": [\"94fd625c-607c-4543-9e2e-365b1c5c8d9f\", \"5dad72e4-f228-4ac2-a2a5-f3a0972b8cba\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 3.233}, \"90014\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-10 13:09:40.000000+00:00\", \"2019-09-01 12:16:28.000000+00:00\"], \"session_ids\": [\"d2cbeaff-febd-4317-a0b3-cb36ebafa5f5\", \"f3d09e99-7db6-43d8-8462-377abd68432f\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 0.513}, \"17423\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-22 02:55:23.000000+00:00\", \"2019-09-28 03:37:51.000000+00:00\", \"2021-04-08 06:14:49.000000+00:00\", \"2021-06-27 02:57:28.000000+00:00\"], \"session_ids\": [\"2fe7bc26-1966-44fa-beb9-3e6f18c373eb\", \"83fa36c2-1df8-46f9-ae0f-dc3baa6e3542\", \"1d910f45-056d-4c39-b16c-04083c19a59a\", \"dedaaf66-6b9b-4be7-9baf-5e8983c7c973\"], \"total_duration\": 61.0, \"total_sessions\": 4, \"mean_week_duration\": 0.37}, \"58842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-03-03 22:18:01.000000+00:00\", \"2023-02-16 04:07:59.000000+00:00\"], \"session_ids\": [\"372728ce-e98a-4fe0-ab78-6a9be7b1c524\", \"62784a70-f00b-4d1d-abe4-02c78ebcc5cc\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 1.295}, \"56900\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-07 18:01:24.000000+00:00\", \"2019-11-28 22:36:56.000000+00:00\"], \"session_ids\": [\"04d2f269-d518-4b81-999a-c56095771c60\", \"774438d1-3a67-4339-bcb9-d4191539a644\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 12.438}, \"83450\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-01-28 04:35:21.000000+00:00\", \"2023-03-11 12:41:18.000000+00:00\"], \"session_ids\": [\"32716d58-524c-454f-ad0d-2fdb54b91489\", \"5d5bf14f-29dc-48a6-8904-8bee65d0ed24\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 7.78}, \"62857\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-09-13 23:29:16.000000+00:00\", \"2023-04-08 23:20:17.000000+00:00\"], \"session_ids\": [\"2cc0b95b-d30d-4b71-b248-eccfa4a5cb57\", \"584912c3-4f98-4c99-b317-d7757a24424f\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 2.6}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or less than 11 and are equal or greater than 47" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[11, 47]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"79725\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-09-09 18:26:12.000000+00:00\", \"2021-10-31 16:19:57.000000+00:00\"], \"session_ids\": [\"4a82bf5a-2ff7-480f-b78c-f62f4b8b232f\", \"4f2a8a1b-4287-439a-bb68-86d4327e76f1\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 3.6}, \"25862\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-20 23:29:39.000000+00:00\", \"2020-08-14 04:52:35.000000+00:00\"], \"session_ids\": [\"fa1fbf11-97fe-4a51-b66a-9a2a8950176e\", \"325825a8-67b2-4b20-b353-530b5df2071b\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}, \"51756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Paris\", \"datetimes\": [\"2020-06-25 13:25:20.000000+00:00\", \"2021-08-19 06:54:42.000000+00:00\"], \"session_ids\": [\"94fd625c-607c-4543-9e2e-365b1c5c8d9f\", \"5dad72e4-f228-4ac2-a2a5-f3a0972b8cba\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 3.233}, \"90014\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-10 13:09:40.000000+00:00\", \"2019-09-01 12:16:28.000000+00:00\"], \"session_ids\": [\"d2cbeaff-febd-4317-a0b3-cb36ebafa5f5\", \"f3d09e99-7db6-43d8-8462-377abd68432f\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 0.513}, \"17423\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-22 02:55:23.000000+00:00\", \"2019-09-28 03:37:51.000000+00:00\", \"2021-04-08 06:14:49.000000+00:00\", \"2021-06-27 02:57:28.000000+00:00\"], \"session_ids\": [\"2fe7bc26-1966-44fa-beb9-3e6f18c373eb\", \"83fa36c2-1df8-46f9-ae0f-dc3baa6e3542\", \"1d910f45-056d-4c39-b16c-04083c19a59a\", \"dedaaf66-6b9b-4be7-9baf-5e8983c7c973\"], \"total_duration\": 61.0, \"total_sessions\": 4, \"mean_week_duration\": 0.37}, \"58842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-03-03 22:18:01.000000+00:00\", \"2023-02-16 04:07:59.000000+00:00\"], \"session_ids\": [\"372728ce-e98a-4fe0-ab78-6a9be7b1c524\", \"62784a70-f00b-4d1d-abe4-02c78ebcc5cc\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 1.295}, \"83450\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-01-28 04:35:21.000000+00:00\", \"2023-03-11 12:41:18.000000+00:00\"], \"session_ids\": [\"32716d58-524c-454f-ad0d-2fdb54b91489\", \"5d5bf14f-29dc-48a6-8904-8bee65d0ed24\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 7.78}, \"62857\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-09-13 23:29:16.000000+00:00\", \"2023-04-08 23:20:17.000000+00:00\"], \"session_ids\": [\"2cc0b95b-d30d-4b71-b248-eccfa4a5cb57\", \"584912c3-4f98-4c99-b317-d7757a24424f\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 2.6}}\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[{\"79725\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-09-09 18:26:12.000000+00:00\", \"2021-10-31 16:19:57.000000+00:00\"], \"session_ids\": [\"4a82bf5a-2ff7-480f-b78c-f62f4b8b232f\", \"4f2a8a1b-4287-439a-bb68-86d4327e76f1\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 3.6}}, {\"25862\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-20 23:29:39.000000+00:00\", \"2020-08-14 04:52:35.000000+00:00\"], \"session_ids\": [\"fa1fbf11-97fe-4a51-b66a-9a2a8950176e\", \"325825a8-67b2-4b20-b353-530b5df2071b\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}}, {\"51756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Paris\", \"datetimes\": [\"2020-06-25 13:25:20.000000+00:00\", \"2021-08-19 06:54:42.000000+00:00\"], \"session_ids\": [\"94fd625c-607c-4543-9e2e-365b1c5c8d9f\", \"5dad72e4-f228-4ac2-a2a5-f3a0972b8cba\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 3.233}}, {\"90014\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-10 13:09:40.000000+00:00\", \"2019-09-01 12:16:28.000000+00:00\"], \"session_ids\": [\"d2cbeaff-febd-4317-a0b3-cb36ebafa5f5\", \"f3d09e99-7db6-43d8-8462-377abd68432f\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 0.513}}, {\"58842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-03-03 22:18:01.000000+00:00\", \"2023-02-16 04:07:59.000000+00:00\"], \"session_ids\": [\"372728ce-e98a-4fe0-ab78-6a9be7b1c524\", \"62784a70-f00b-4d1d-abe4-02c78ebcc5cc\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 1.295}}, {\"83450\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-01-28 04:35:21.000000+00:00\", \"2023-03-11 12:41:18.000000+00:00\"], \"session_ids\": [\"32716d58-524c-454f-ad0d-2fdb54b91489\", \"5d5bf14f-29dc-48a6-8904-8bee65d0ed24\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 7.78}}, {\"62857\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-09-13 23:29:16.000000+00:00\", \"2023-04-08 23:20:17.000000+00:00\"], \"session_ids\": [\"2cc0b95b-d30d-4b71-b248-eccfa4a5cb57\", \"584912c3-4f98-4c99-b317-d7757a24424f\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 2.6}}, {\"17423\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-22 02:55:23.000000+00:00\", \"2019-09-28 03:37:51.000000+00:00\", \"2021-04-08 06:14:49.000000+00:00\", \"2021-06-27 02:57:28.000000+00:00\"], \"session_ids\": [\"2fe7bc26-1966-44fa-beb9-3e6f18c373eb\", \"83fa36c2-1df8-46f9-ae0f-dc3baa6e3542\", \"1d910f45-056d-4c39-b16c-04083c19a59a\", \"dedaaf66-6b9b-4be7-9baf-5e8983c7c973\"], \"total_duration\": 61.0, \"total_sessions\": 4, \"mean_week_duration\": 0.37}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 6 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"79725\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-09-09 18:26:12.000000+00:00\", \"2021-10-31 16:19:57.000000+00:00\"], \"session_ids\": [\"4a82bf5a-2ff7-480f-b78c-f62f4b8b232f\", \"4f2a8a1b-4287-439a-bb68-86d4327e76f1\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 3.6}}, {\"25862\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-20 23:29:39.000000+00:00\", \"2020-08-14 04:52:35.000000+00:00\"], \"session_ids\": [\"fa1fbf11-97fe-4a51-b66a-9a2a8950176e\", \"325825a8-67b2-4b20-b353-530b5df2071b\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}}, {\"51756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Paris\", \"datetimes\": [\"2020-06-25 13:25:20.000000+00:00\", \"2021-08-19 06:54:42.000000+00:00\"], \"session_ids\": [\"94fd625c-607c-4543-9e2e-365b1c5c8d9f\", \"5dad72e4-f228-4ac2-a2a5-f3a0972b8cba\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 3.233}}, {\"90014\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-10 13:09:40.000000+00:00\", \"2019-09-01 12:16:28.000000+00:00\"], \"session_ids\": [\"d2cbeaff-febd-4317-a0b3-cb36ebafa5f5\", \"f3d09e99-7db6-43d8-8462-377abd68432f\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 0.513}}, {\"58842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-03-03 22:18:01.000000+00:00\", \"2023-02-16 04:07:59.000000+00:00\"], \"session_ids\": [\"372728ce-e98a-4fe0-ab78-6a9be7b1c524\", \"62784a70-f00b-4d1d-abe4-02c78ebcc5cc\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 1.295}}, {\"83450\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-01-28 04:35:21.000000+00:00\", \"2023-03-11 12:41:18.000000+00:00\"], \"session_ids\": [\"32716d58-524c-454f-ad0d-2fdb54b91489\", \"5d5bf14f-29dc-48a6-8904-8bee65d0ed24\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 7.78}}]\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[{\"79725\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-09-09 18:26:12.000000+00:00\", \"2021-10-31 16:19:57.000000+00:00\"], \"session_ids\": [\"4a82bf5a-2ff7-480f-b78c-f62f4b8b232f\", \"4f2a8a1b-4287-439a-bb68-86d4327e76f1\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 3.6}}, {\"25862\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-20 23:29:39.000000+00:00\", \"2020-08-14 04:52:35.000000+00:00\"], \"session_ids\": [\"fa1fbf11-97fe-4a51-b66a-9a2a8950176e\", \"325825a8-67b2-4b20-b353-530b5df2071b\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}}, {\"51756\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Paris\", \"datetimes\": [\"2020-06-25 13:25:20.000000+00:00\", \"2021-08-19 06:54:42.000000+00:00\"], \"session_ids\": [\"94fd625c-607c-4543-9e2e-365b1c5c8d9f\", \"5dad72e4-f228-4ac2-a2a5-f3a0972b8cba\"], \"total_duration\": 194.0, \"total_sessions\": 2, \"mean_week_duration\": 3.233}}, {\"90014\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-10 13:09:40.000000+00:00\", \"2019-09-01 12:16:28.000000+00:00\"], \"session_ids\": [\"d2cbeaff-febd-4317-a0b3-cb36ebafa5f5\", \"f3d09e99-7db6-43d8-8462-377abd68432f\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 0.513}}, {\"58842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-03-03 22:18:01.000000+00:00\", \"2023-02-16 04:07:59.000000+00:00\"], \"session_ids\": [\"372728ce-e98a-4fe0-ab78-6a9be7b1c524\", \"62784a70-f00b-4d1d-abe4-02c78ebcc5cc\"], \"total_duration\": 268.0, \"total_sessions\": 2, \"mean_week_duration\": 1.295}}, {\"83450\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-01-28 04:35:21.000000+00:00\", \"2023-03-11 12:41:18.000000+00:00\"], \"session_ids\": [\"32716d58-524c-454f-ad0d-2fdb54b91489\", \"5d5bf14f-29dc-48a6-8904-8bee65d0ed24\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 7.78}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Share insights on 7 users who are leading users based on time spent on the site plus sort by sum of duration in ascending order , save only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"99119\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-17 18:27:16.000000+00:00\", \"2021-03-24 06:00:38.000000+00:00\"], \"session_ids\": [\"0985bfff-cd32-45b0-82b5-5d2fccc4ffaf\", \"c612323b-d22b-4c85-a7f1-8bc1e210c0b7\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.337}, \"37662\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-07 03:32:18.000000+00:00\", \"2019-09-12 00:52:18.000000+00:00\"], \"session_ids\": [\"5ff453d1-78f6-43dd-b934-b51cc642568c\", \"475432cd-7ee4-455a-b1d9-65daf1fb00fb\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 4.458}, \"79838\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-07-25 14:10:00.000000+00:00\", \"2022-11-14 22:31:29.000000+00:00\"], \"session_ids\": [\"8fd3de28-01ae-49d9-abd9-f97f96ecc377\", \"e35848a3-d81e-4e6a-a763-7071cbea9291\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}, \"95587\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-29 21:14:26.000000+00:00\", \"2022-05-10 05:39:42.000000+00:00\", \"2020-10-16 02:54:55.000000+00:00\", \"2022-10-13 15:13:33.000000+00:00\"], \"session_ids\": [\"e9c0422d-db82-4544-ac75-81e190ea705c\", \"2cfe92c5-634f-4e6d-8a38-351fbab4ca88\", \"eeb3c95c-3b71-4264-a6c6-349a3c783a89\", \"3128bb99-2423-464e-91de-c77e05d0aeca\"], \"total_duration\": 137.0, \"total_sessions\": 4, \"mean_week_duration\": 1.142}, \"41630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-02 14:29:25.000000+00:00\", \"2023-04-08 21:05:57.000000+00:00\"], \"session_ids\": [\"fa0af156-f073-437e-9914-c08d045f530f\", \"0897ca25-54c7-4b0d-a193-c657ccdde5d6\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 2.675}, \"14229\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-26 10:39:40.000000+00:00\", \"2019-04-24 07:32:19.000000+00:00\", \"2022-08-03 23:04:47.000000+00:00\"], \"session_ids\": [\"54f13159-8070-48d5-9e70-ffc019f1be50\", \"27aa0813-e819-4c30-bf61-4dc05eed85d7\", \"3790353a-78fc-4ba6-b3df-b39a9f309ad1\"], \"total_duration\": 487.0, \"total_sessions\": 3, \"mean_week_duration\": 2.848}, \"95439\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-02-16 16:35:08.000000+00:00\", \"2019-06-07 16:48:57.000000+00:00\"], \"session_ids\": [\"e53155aa-6b1e-4c9c-b7a5-23614d3220d6\", \"bc4a845c-eb5d-41f4-a063-c45ac7c8c41a\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 7.703}, \"91714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-17 20:23:45.000000+00:00\", \"2023-06-18 20:29:21.000000+00:00\", \"2019-02-03 02:03:49.000000+00:00\", \"2021-07-26 17:17:10.000000+00:00\", \"2019-11-04 10:02:41.000000+00:00\", \"2020-02-23 20:44:18.000000+00:00\", \"2019-07-17 01:33:44.000000+00:00\", \"2019-04-19 13:27:59.000000+00:00\", \"2020-02-20 12:04:38.000000+00:00\"], \"session_ids\": [\"de4d0287-425b-46d5-bdf1-0161367b4add\", \"331bf363-9688-452e-be27-a5d02b9f3821\", \"3de3bc02-f593-4506-8657-09494956d26c\", \"b2fbf109-6bd0-492b-bf43-63df8f78ad60\", \"6c422a17-ec5f-42d3-9516-7451e36659da\", \"6f0df3be-f54f-4151-92be-923ad14b388d\", \"7e3fa6d6-8b8f-47f2-a61f-40bc79c0e259\", \"00a502be-cfdd-4d1a-96f7-aa9fd1897f6c\", \"5ba6a688-ba06-4162-b1a5-574000f7437d\"], \"total_duration\": 3328.0, \"total_sessions\": 9, \"mean_week_duration\": 14.596}, \"15527\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-09-30 11:16:12.000000+00:00\", \"2022-03-16 12:15:10.000000+00:00\"], \"session_ids\": [\"e9cf1103-a7d9-41e5-8b89-b0ffff8392fb\", \"c904ec90-6d71-4a4b-964f-fe4c29a7bba0\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 0.946}, \"9811\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-11 15:39:39.000000+00:00\", \"2019-06-28 20:59:26.000000+00:00\"], \"session_ids\": [\"dceb8e11-e811-41c9-b797-017cd117238a\", \"8c0d1f1a-510c-4940-9242-31d2f03713bb\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 0.616}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the highest 7 total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": true, \"quant_to_remain\": 7}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"91714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-17 20:23:45.000000+00:00\", \"2023-06-18 20:29:21.000000+00:00\", \"2019-02-03 02:03:49.000000+00:00\", \"2021-07-26 17:17:10.000000+00:00\", \"2019-11-04 10:02:41.000000+00:00\", \"2020-02-23 20:44:18.000000+00:00\", \"2019-07-17 01:33:44.000000+00:00\", \"2019-04-19 13:27:59.000000+00:00\", \"2020-02-20 12:04:38.000000+00:00\"], \"session_ids\": [\"de4d0287-425b-46d5-bdf1-0161367b4add\", \"331bf363-9688-452e-be27-a5d02b9f3821\", \"3de3bc02-f593-4506-8657-09494956d26c\", \"b2fbf109-6bd0-492b-bf43-63df8f78ad60\", \"6c422a17-ec5f-42d3-9516-7451e36659da\", \"6f0df3be-f54f-4151-92be-923ad14b388d\", \"7e3fa6d6-8b8f-47f2-a61f-40bc79c0e259\", \"00a502be-cfdd-4d1a-96f7-aa9fd1897f6c\", \"5ba6a688-ba06-4162-b1a5-574000f7437d\"], \"total_duration\": 3328.0, \"total_sessions\": 9, \"mean_week_duration\": 14.596}}, {\"14229\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-26 10:39:40.000000+00:00\", \"2019-04-24 07:32:19.000000+00:00\", \"2022-08-03 23:04:47.000000+00:00\"], \"session_ids\": [\"54f13159-8070-48d5-9e70-ffc019f1be50\", \"27aa0813-e819-4c30-bf61-4dc05eed85d7\", \"3790353a-78fc-4ba6-b3df-b39a9f309ad1\"], \"total_duration\": 487.0, \"total_sessions\": 3, \"mean_week_duration\": 2.848}}, {\"95439\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-02-16 16:35:08.000000+00:00\", \"2019-06-07 16:48:57.000000+00:00\"], \"session_ids\": [\"e53155aa-6b1e-4c9c-b7a5-23614d3220d6\", \"bc4a845c-eb5d-41f4-a063-c45ac7c8c41a\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 7.703}}, {\"37662\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-07 03:32:18.000000+00:00\", \"2019-09-12 00:52:18.000000+00:00\"], \"session_ids\": [\"5ff453d1-78f6-43dd-b934-b51cc642568c\", \"475432cd-7ee4-455a-b1d9-65daf1fb00fb\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 4.458}}, {\"95587\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-29 21:14:26.000000+00:00\", \"2022-05-10 05:39:42.000000+00:00\", \"2020-10-16 02:54:55.000000+00:00\", \"2022-10-13 15:13:33.000000+00:00\"], \"session_ids\": [\"e9c0422d-db82-4544-ac75-81e190ea705c\", \"2cfe92c5-634f-4e6d-8a38-351fbab4ca88\", \"eeb3c95c-3b71-4264-a6c6-349a3c783a89\", \"3128bb99-2423-464e-91de-c77e05d0aeca\"], \"total_duration\": 137.0, \"total_sessions\": 4, \"mean_week_duration\": 1.142}}, {\"15527\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-09-30 11:16:12.000000+00:00\", \"2022-03-16 12:15:10.000000+00:00\"], \"session_ids\": [\"e9cf1103-a7d9-41e5-8b89-b0ffff8392fb\", \"c904ec90-6d71-4a4b-964f-fe4c29a7bba0\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 0.946}}, {\"41630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-02 14:29:25.000000+00:00\", \"2023-04-08 21:05:57.000000+00:00\"], \"session_ids\": [\"fa0af156-f073-437e-9914-c08d045f530f\", \"0897ca25-54c7-4b0d-a193-c657ccdde5d6\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 2.675}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by 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[{\"41630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-02 14:29:25.000000+00:00\", \"2023-04-08 21:05:57.000000+00:00\"], \"session_ids\": [\"fa0af156-f073-437e-9914-c08d045f530f\", \"0897ca25-54c7-4b0d-a193-c657ccdde5d6\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 2.675}}, {\"15527\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-09-30 11:16:12.000000+00:00\", \"2022-03-16 12:15:10.000000+00:00\"], \"session_ids\": [\"e9cf1103-a7d9-41e5-8b89-b0ffff8392fb\", \"c904ec90-6d71-4a4b-964f-fe4c29a7bba0\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 0.946}}, {\"95587\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-01-29 21:14:26.000000+00:00\", \"2022-05-10 05:39:42.000000+00:00\", \"2020-10-16 02:54:55.000000+00:00\", \"2022-10-13 15:13:33.000000+00:00\"], \"session_ids\": [\"e9c0422d-db82-4544-ac75-81e190ea705c\", \"2cfe92c5-634f-4e6d-8a38-351fbab4ca88\", \"eeb3c95c-3b71-4264-a6c6-349a3c783a89\", \"3128bb99-2423-464e-91de-c77e05d0aeca\"], \"total_duration\": 137.0, \"total_sessions\": 4, \"mean_week_duration\": 1.142}}, {\"37662\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-08-07 03:32:18.000000+00:00\", \"2019-09-12 00:52:18.000000+00:00\"], \"session_ids\": [\"5ff453d1-78f6-43dd-b934-b51cc642568c\", \"475432cd-7ee4-455a-b1d9-65daf1fb00fb\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 4.458}}, {\"95439\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-02-16 16:35:08.000000+00:00\", \"2019-06-07 16:48:57.000000+00:00\"], \"session_ids\": [\"e53155aa-6b1e-4c9c-b7a5-23614d3220d6\", \"bc4a845c-eb5d-41f4-a063-c45ac7c8c41a\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 7.703}}, {\"14229\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-26 10:39:40.000000+00:00\", \"2019-04-24 07:32:19.000000+00:00\", \"2022-08-03 23:04:47.000000+00:00\"], \"session_ids\": [\"54f13159-8070-48d5-9e70-ffc019f1be50\", \"27aa0813-e819-4c30-bf61-4dc05eed85d7\", \"3790353a-78fc-4ba6-b3df-b39a9f309ad1\"], \"total_duration\": 487.0, \"total_sessions\": 3, \"mean_week_duration\": 2.848}}, {\"91714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-17 20:23:45.000000+00:00\", \"2023-06-18 20:29:21.000000+00:00\", \"2019-02-03 02:03:49.000000+00:00\", \"2021-07-26 17:17:10.000000+00:00\", \"2019-11-04 10:02:41.000000+00:00\", \"2020-02-23 20:44:18.000000+00:00\", \"2019-07-17 01:33:44.000000+00:00\", \"2019-04-19 13:27:59.000000+00:00\", \"2020-02-20 12:04:38.000000+00:00\"], \"session_ids\": [\"de4d0287-425b-46d5-bdf1-0161367b4add\", \"331bf363-9688-452e-be27-a5d02b9f3821\", \"3de3bc02-f593-4506-8657-09494956d26c\", \"b2fbf109-6bd0-492b-bf43-63df8f78ad60\", \"6c422a17-ec5f-42d3-9516-7451e36659da\", \"6f0df3be-f54f-4151-92be-923ad14b388d\", \"7e3fa6d6-8b8f-47f2-a61f-40bc79c0e259\", \"00a502be-cfdd-4d1a-96f7-aa9fd1897f6c\", \"5ba6a688-ba06-4162-b1a5-574000f7437d\"], \"total_duration\": 3328.0, \"total_sessions\": 9, \"mean_week_duration\": 14.596}}]\n```\n" } ]