conversations
list
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 2382" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[2382, 4264]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"97064\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-12-02 11:07:24.000000+00:00\", \"2019-07-01 02:05:21.000000+00:00\"], \"session_ids\": [\"822f9e60-f750-4ca7-ac53-a16a5e70a981\", \"7c78aade-4419-4327-a424-13b5f6f4b813\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.773}, \"45812\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-13 16:28:13.000000+00:00\", \"2020-09-22 21:29:40.000000+00:00\", \"2019-04-06 10:59:26.000000+00:00\", \"2020-07-22 03:52:27.000000+00:00\"], \"session_ids\": [\"dee5d2f6-b60d-4203-8f47-ed38fedd9ae0\", \"f22e6aaf-84b3-4243-972b-31315b374247\", \"aa456f75-7c89-4f61-9227-5f09f27c6566\", \"2f8da14e-a6c8-4e4f-8f8e-74178d931919\"], \"total_duration\": 72.0, \"total_sessions\": 4, \"mean_week_duration\": 0.935}, \"10819\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-18 06:44:32.000000+00:00\", \"2021-12-14 17:45:25.000000+00:00\", \"2022-03-03 19:39:53.000000+00:00\", \"2023-02-03 15:23:44.000000+00:00\"], \"session_ids\": [\"6ab7fb26-33aa-43c8-94bf-1b8cd2d8491a\", \"6928c78f-62e4-4512-bb90-7bb90a92772d\", \"c80ebbfa-73e7-4b4a-b56a-a5f86c20e8cf\", \"4c90daab-832e-4918-9c11-5b5f408a7936\"], \"total_duration\": 218.0, \"total_sessions\": 4, \"mean_week_duration\": 3.633}, \"42775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-11-08 20:27:48.000000+00:00\", \"2022-03-25 10:12:24.000000+00:00\"], \"session_ids\": [\"ef4d9d85-2802-41af-bac2-f08528e28d98\", \"44a712c6-ec1f-4657-a93c-360d2196b62a\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 1.452}, \"73190\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-01 14:30:55.000000+00:00\", \"2023-03-10 19:42:20.000000+00:00\", \"2021-07-03 06:44:39.000000+00:00\", \"2020-02-22 02:53:20.000000+00:00\"], \"session_ids\": [\"76eccfff-1ad1-483f-b26a-b4e101e5f4c8\", \"482336fc-b946-43ab-8f74-e72c471bca87\", \"8a1bbbe5-9904-4fab-884c-b68caeb5aaf9\", \"a4311ace-7d66-4340-be2d-0babbc73d5cf\"], \"total_duration\": 40.0, \"total_sessions\": 4, \"mean_week_duration\": 0.252}, \"47051\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-01-09 04:37:34.000000+00:00\", \"2023-03-16 06:12:04.000000+00:00\", \"2019-11-01 05:30:00.000000+00:00\", \"2020-09-10 19:20:14.000000+00:00\", \"2019-02-15 14:14:01.000000+00:00\", \"2022-05-13 05:53:16.000000+00:00\", \"2021-08-04 22:31:01.000000+00:00\", \"2019-07-02 14:12:54.000000+00:00\"], \"session_ids\": [\"c986056b-9859-48f0-8b48-b254b53db3f9\", \"4444707f-6b96-4be1-afea-32d0c0b66a6b\", \"13f4d4ec-e026-4234-844f-cd613b18f9e6\", \"2bedaca6-fdfb-4b62-bfbf-8e85b9fced30\", \"ab12224f-09cb-4f98-bfc1-8cf333eb7861\", \"327dbd39-dfed-4cfa-8306-def642d2a61e\", \"0fb87988-36f6-426a-a1cf-827577c8cd38\", \"5251bc7a-61e4-4be6-ad0e-47f7e7df7f76\"], \"total_duration\": 377.0, \"total_sessions\": 8, \"mean_week_duration\": 1.77}, \"40142\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-02-12 11:40:31.000000+00:00\", \"2021-01-14 15:03:40.000000+00:00\"], \"session_ids\": [\"44598f01-5153-417f-bd79-6c7ad4856dd1\", \"be3b5bef-513e-4771-8c65-f28a3cca7c75\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 2.959}, \"57029\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-10-02 08:13:30.000000+00:00\", \"2022-04-17 04:10:23.000000+00:00\", \"2021-03-05 14:41:44.000000+00:00\"], \"session_ids\": [\"a52b467e-baa9-40e0-82a4-0556f4f84b8e\", \"a71d3c86-d0cc-4c28-a239-ea1f977a5384\", \"3737562c-f085-40fd-8eb2-d3f1e6a3c620\"], \"total_duration\": 196.0, \"total_sessions\": 3, \"mean_week_duration\": 3.322}, \"96216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-08-11 16:22:06.000000+00:00\", \"2019-11-09 13:18:45.000000+00:00\"], \"session_ids\": [\"d862cc0e-3d54-4e84-9f2d-23a415511478\", \"611a2a30-0493-427d-8641-9d9eab14040d\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 7.385}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"47051\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-01-09 04:37:34.000000+00:00\", \"2023-03-16 06:12:04.000000+00:00\", \"2019-11-01 05:30:00.000000+00:00\", \"2020-09-10 19:20:14.000000+00:00\", \"2019-02-15 14:14:01.000000+00:00\", \"2022-05-13 05:53:16.000000+00:00\", \"2021-08-04 22:31:01.000000+00:00\", \"2019-07-02 14:12:54.000000+00:00\"], \"session_ids\": [\"c986056b-9859-48f0-8b48-b254b53db3f9\", \"4444707f-6b96-4be1-afea-32d0c0b66a6b\", \"13f4d4ec-e026-4234-844f-cd613b18f9e6\", \"2bedaca6-fdfb-4b62-bfbf-8e85b9fced30\", \"ab12224f-09cb-4f98-bfc1-8cf333eb7861\", \"327dbd39-dfed-4cfa-8306-def642d2a61e\", \"0fb87988-36f6-426a-a1cf-827577c8cd38\", \"5251bc7a-61e4-4be6-ad0e-47f7e7df7f76\"], \"total_duration\": 377.0, \"total_sessions\": 8, \"mean_week_duration\": 1.77}}, {\"45812\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-13 16:28:13.000000+00:00\", \"2020-09-22 21:29:40.000000+00:00\", \"2019-04-06 10:59:26.000000+00:00\", \"2020-07-22 03:52:27.000000+00:00\"], \"session_ids\": [\"dee5d2f6-b60d-4203-8f47-ed38fedd9ae0\", \"f22e6aaf-84b3-4243-972b-31315b374247\", \"aa456f75-7c89-4f61-9227-5f09f27c6566\", \"2f8da14e-a6c8-4e4f-8f8e-74178d931919\"], \"total_duration\": 72.0, \"total_sessions\": 4, \"mean_week_duration\": 0.935}}, {\"10819\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-12-18 06:44:32.000000+00:00\", \"2021-12-14 17:45:25.000000+00:00\", \"2022-03-03 19:39:53.000000+00:00\", \"2023-02-03 15:23:44.000000+00:00\"], \"session_ids\": [\"6ab7fb26-33aa-43c8-94bf-1b8cd2d8491a\", \"6928c78f-62e4-4512-bb90-7bb90a92772d\", \"c80ebbfa-73e7-4b4a-b56a-a5f86c20e8cf\", \"4c90daab-832e-4918-9c11-5b5f408a7936\"], \"total_duration\": 218.0, \"total_sessions\": 4, \"mean_week_duration\": 3.633}}, {\"73190\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-01 14:30:55.000000+00:00\", \"2023-03-10 19:42:20.000000+00:00\", \"2021-07-03 06:44:39.000000+00:00\", \"2020-02-22 02:53:20.000000+00:00\"], \"session_ids\": [\"76eccfff-1ad1-483f-b26a-b4e101e5f4c8\", \"482336fc-b946-43ab-8f74-e72c471bca87\", \"8a1bbbe5-9904-4fab-884c-b68caeb5aaf9\", \"a4311ace-7d66-4340-be2d-0babbc73d5cf\"], \"total_duration\": 40.0, \"total_sessions\": 4, \"mean_week_duration\": 0.252}}, {\"57029\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-10-02 08:13:30.000000+00:00\", \"2022-04-17 04:10:23.000000+00:00\", \"2021-03-05 14:41:44.000000+00:00\"], \"session_ids\": [\"a52b467e-baa9-40e0-82a4-0556f4f84b8e\", \"a71d3c86-d0cc-4c28-a239-ea1f977a5384\", \"3737562c-f085-40fd-8eb2-d3f1e6a3c620\"], \"total_duration\": 196.0, \"total_sessions\": 3, \"mean_week_duration\": 3.322}}, {\"97064\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-12-02 11:07:24.000000+00:00\", \"2019-07-01 02:05:21.000000+00:00\"], \"session_ids\": [\"822f9e60-f750-4ca7-ac53-a16a5e70a981\", \"7c78aade-4419-4327-a424-13b5f6f4b813\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.773}}, {\"42775\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-11-08 20:27:48.000000+00:00\", \"2022-03-25 10:12:24.000000+00:00\"], \"session_ids\": [\"ef4d9d85-2802-41af-bac2-f08528e28d98\", \"44a712c6-ec1f-4657-a93c-360d2196b62a\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 1.452}}, {\"40142\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-02-12 11:40:31.000000+00:00\", \"2021-01-14 15:03:40.000000+00:00\"], \"session_ids\": [\"44598f01-5153-417f-bd79-6c7ad4856dd1\", \"be3b5bef-513e-4771-8c65-f28a3cca7c75\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 2.959}}, {\"96216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-08-11 16:22:06.000000+00:00\", \"2019-11-09 13:18:45.000000+00:00\"], \"session_ids\": [\"d862cc0e-3d54-4e84-9f2d-23a415511478\", \"611a2a30-0493-427d-8641-9d9eab14040d\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 7.385}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"47051\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-01-09 04:37:34.000000+00:00\", \"2023-03-16 06:12:04.000000+00:00\", \"2019-11-01 05:30:00.000000+00:00\", \"2020-09-10 19:20:14.000000+00:00\", \"2019-02-15 14:14:01.000000+00:00\", \"2022-05-13 05:53:16.000000+00:00\", \"2021-08-04 22:31:01.000000+00:00\", \"2019-07-02 14:12:54.000000+00:00\"], \"session_ids\": [\"c986056b-9859-48f0-8b48-b254b53db3f9\", \"4444707f-6b96-4be1-afea-32d0c0b66a6b\", \"13f4d4ec-e026-4234-844f-cd613b18f9e6\", \"2bedaca6-fdfb-4b62-bfbf-8e85b9fced30\", \"ab12224f-09cb-4f98-bfc1-8cf333eb7861\", \"327dbd39-dfed-4cfa-8306-def642d2a61e\", \"0fb87988-36f6-426a-a1cf-827577c8cd38\", \"5251bc7a-61e4-4be6-ad0e-47f7e7df7f76\"], \"total_duration\": 377.0, \"total_sessions\": 8, \"mean_week_duration\": 1.77}}]\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[{\"47051\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-01-09 04:37:34.000000+00:00\", \"2023-03-16 06:12:04.000000+00:00\", \"2019-11-01 05:30:00.000000+00:00\", \"2020-09-10 19:20:14.000000+00:00\", \"2019-02-15 14:14:01.000000+00:00\", \"2022-05-13 05:53:16.000000+00:00\", \"2021-08-04 22:31:01.000000+00:00\", \"2019-07-02 14:12:54.000000+00:00\"], \"session_ids\": [\"c986056b-9859-48f0-8b48-b254b53db3f9\", \"4444707f-6b96-4be1-afea-32d0c0b66a6b\", \"13f4d4ec-e026-4234-844f-cd613b18f9e6\", \"2bedaca6-fdfb-4b62-bfbf-8e85b9fced30\", \"ab12224f-09cb-4f98-bfc1-8cf333eb7861\", \"327dbd39-dfed-4cfa-8306-def642d2a61e\", \"0fb87988-36f6-426a-a1cf-827577c8cd38\", \"5251bc7a-61e4-4be6-ad0e-47f7e7df7f76\"], \"total_duration\": 377.0, \"total_sessions\": 8, \"mean_week_duration\": 1.77}}]\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 time spent on the site bigger than 2905 and smaller than 661 and in addition execute sorting by sum of sessions from the largest to the smallest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"48988\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-24 16:11:04.000000+00:00\", \"2021-06-23 12:19:58.000000+00:00\", \"2019-12-15 17:51:48.000000+00:00\", \"2019-11-10 04:48:35.000000+00:00\"], \"session_ids\": [\"48f754eb-2897-46f8-89a7-be1196a2f2c8\", \"c5378e38-f0f7-4980-bdc8-69f4e9e581f8\", \"85def4e4-2972-41b3-93af-d44c8c3a7bb4\", \"df38ec37-77da-49b1-9610-d9087ba92b0a\"], \"total_duration\": 1345.0, \"total_sessions\": 4, \"mean_week_duration\": 14.309}, \"85729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-04 18:56:51.000000+00:00\", \"2019-07-01 22:55:55.000000+00:00\", \"2022-10-06 03:05:06.000000+00:00\", \"2019-01-22 16:09:40.000000+00:00\", \"2021-04-25 17:20:42.000000+00:00\"], \"session_ids\": [\"fcee0f71-123a-4b9f-9019-b8bfe9665c7a\", \"c56b8636-0419-4dc4-9372-22225aa22b44\", \"ab91ce81-11a0-4650-a4b8-ee2eddd3da09\", \"0d4dbd79-cef4-40b9-8f20-908fe039e019\", \"b806fcb7-29c8-4366-976f-1ac1d23b89e5\"], \"total_duration\": 245.0, \"total_sessions\": 5, \"mean_week_duration\": 1.263}, \"42655\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-23 22:32:50.000000+00:00\", \"2021-08-03 08:47:15.000000+00:00\"], \"session_ids\": [\"edb9888d-a41d-4e02-a6da-c8092792c6c3\", \"3afc83be-35b4-4f7c-9abc-a8637e1d0018\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 10.067}, \"48548\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-27 19:27:53.000000+00:00\", \"2020-10-22 14:09:55.000000+00:00\", \"2022-01-26 22:29:53.000000+00:00\", \"2021-11-25 11:39:51.000000+00:00\", \"2021-12-05 05:21:36.000000+00:00\"], \"session_ids\": [\"ebf75dd5-0149-4b9b-a38f-65257693e01a\", \"03cd61a5-0fc4-495a-a0cd-d5f73560df87\", \"64113db6-4abe-4711-b9ba-737fdba59f7a\", \"6a807758-52df-41ec-b524-8a71d4391525\", \"e5f504b5-a58f-4b39-901d-c6b3c286ed2d\"], \"total_duration\": 2208.0, \"total_sessions\": 5, \"mean_week_duration\": 17.386}, \"94390\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-04 00:38:18.000000+00:00\", \"2023-06-09 09:02:39.000000+00:00\", \"2021-02-05 04:23:43.000000+00:00\", \"2023-04-04 12:18:02.000000+00:00\"], \"session_ids\": [\"84b10847-b71a-4f19-836d-dbf148988024\", \"2be5ffec-7444-48a7-92c2-a02ff0e39784\", \"d04a9415-9705-41e5-a4c4-2578ae9b1e93\", \"9da8bb84-79bf-48ca-ab6e-71c768fcbc9a\"], \"total_duration\": 175.0, \"total_sessions\": 4, \"mean_week_duration\": 1.08}, \"54534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-12-05 17:52:00.000000+00:00\", \"2022-01-06 14:37:42.000000+00:00\"], \"session_ids\": [\"e592d6b1-59e7-4f4f-89f9-3dbdadbcf5f4\", \"7a812c0c-bba9-4a08-bec6-ccc512b4ee3d\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.737}, \"5039\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-09-17 23:17:00.000000+00:00\", \"2019-02-16 10:34:02.000000+00:00\"], \"session_ids\": [\"52426b92-da57-4a85-8ade-7302a77dc2fd\", \"528e45d0-a8a8-443b-8533-fcea3b99b7b5\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 2.839}, \"28471\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-11 12:38:57.000000+00:00\", \"2020-12-18 18:21:11.000000+00:00\", \"2023-05-30 09:17:46.000000+00:00\", \"2022-12-05 11:31:15.000000+00:00\", \"2021-03-19 01:19:41.000000+00:00\", \"2020-05-12 09:33:44.000000+00:00\", \"2022-09-29 20:54:28.000000+00:00\", \"2021-02-22 00:58:24.000000+00:00\", \"2022-02-01 03:46:50.000000+00:00\", \"2019-09-10 05:44:48.000000+00:00\", \"2022-07-25 08:52:13.000000+00:00\"], \"session_ids\": [\"498d0078-3f17-4dd6-8952-4ec48c72a9c5\", \"eb896b81-ec21-443a-9bb8-d638d81173fe\", \"8ac795e3-8315-4276-bbb9-a87442888ff2\", \"716db909-5322-402c-a68f-0a83f39fc80e\", \"7b877c81-05ed-4b14-8be7-90adb694ac88\", \"ca7db300-4b2e-443d-95f2-232d7b926cf6\", \"8c8f66c5-1849-4dee-a2a7-a2117f89fbfc\", \"1e1f80eb-d28b-46c9-a8dc-c7ccf49e5527\", \"5b5efc2e-373b-4904-8bf5-33087a0e663c\", \"a89ee425-a4e7-4299-a20a-41ace6378c5e\", \"446ca902-8334-475b-8466-d6a2ccebc731\"], \"total_duration\": 2056.0, \"total_sessions\": 11, \"mean_week_duration\": 10.598}, \"66010\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-11 20:30:47.000000+00:00\", \"2022-02-23 00:18:35.000000+00:00\"], \"session_ids\": [\"2d53922f-ee07-4fe9-a10d-6400c750e2c0\", \"bb162643-6602-4ab6-960a-95c297396974\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 1.855}, \"97704\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-15 11:53:35.000000+00:00\", \"2021-03-02 15:51:58.000000+00:00\"], \"session_ids\": [\"2ac6f11f-7ffd-47a9-a56b-14d9a09beb15\", \"2f7ad9ba-4052-4605-93aa-d8744f80c068\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 10.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 661 and are equal or greater than 2905" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[661, 2905]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"85729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-04 18:56:51.000000+00:00\", \"2019-07-01 22:55:55.000000+00:00\", \"2022-10-06 03:05:06.000000+00:00\", \"2019-01-22 16:09:40.000000+00:00\", \"2021-04-25 17:20:42.000000+00:00\"], \"session_ids\": [\"fcee0f71-123a-4b9f-9019-b8bfe9665c7a\", \"c56b8636-0419-4dc4-9372-22225aa22b44\", \"ab91ce81-11a0-4650-a4b8-ee2eddd3da09\", \"0d4dbd79-cef4-40b9-8f20-908fe039e019\", \"b806fcb7-29c8-4366-976f-1ac1d23b89e5\"], \"total_duration\": 245.0, \"total_sessions\": 5, \"mean_week_duration\": 1.263}, \"42655\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-23 22:32:50.000000+00:00\", \"2021-08-03 08:47:15.000000+00:00\"], \"session_ids\": [\"edb9888d-a41d-4e02-a6da-c8092792c6c3\", \"3afc83be-35b4-4f7c-9abc-a8637e1d0018\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 10.067}, \"94390\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-04 00:38:18.000000+00:00\", \"2023-06-09 09:02:39.000000+00:00\", \"2021-02-05 04:23:43.000000+00:00\", \"2023-04-04 12:18:02.000000+00:00\"], \"session_ids\": [\"84b10847-b71a-4f19-836d-dbf148988024\", \"2be5ffec-7444-48a7-92c2-a02ff0e39784\", \"d04a9415-9705-41e5-a4c4-2578ae9b1e93\", \"9da8bb84-79bf-48ca-ab6e-71c768fcbc9a\"], \"total_duration\": 175.0, \"total_sessions\": 4, \"mean_week_duration\": 1.08}, \"54534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-12-05 17:52:00.000000+00:00\", \"2022-01-06 14:37:42.000000+00:00\"], \"session_ids\": [\"e592d6b1-59e7-4f4f-89f9-3dbdadbcf5f4\", \"7a812c0c-bba9-4a08-bec6-ccc512b4ee3d\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.737}, \"5039\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-09-17 23:17:00.000000+00:00\", \"2019-02-16 10:34:02.000000+00:00\"], \"session_ids\": [\"52426b92-da57-4a85-8ade-7302a77dc2fd\", \"528e45d0-a8a8-443b-8533-fcea3b99b7b5\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 2.839}, \"66010\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-11 20:30:47.000000+00:00\", \"2022-02-23 00:18:35.000000+00:00\"], \"session_ids\": [\"2d53922f-ee07-4fe9-a10d-6400c750e2c0\", \"bb162643-6602-4ab6-960a-95c297396974\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 1.855}, \"97704\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-15 11:53:35.000000+00:00\", \"2021-03-02 15:51:58.000000+00:00\"], \"session_ids\": [\"2ac6f11f-7ffd-47a9-a56b-14d9a09beb15\", \"2f7ad9ba-4052-4605-93aa-d8744f80c068\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 10.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"85729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-04 18:56:51.000000+00:00\", \"2019-07-01 22:55:55.000000+00:00\", \"2022-10-06 03:05:06.000000+00:00\", \"2019-01-22 16:09:40.000000+00:00\", \"2021-04-25 17:20:42.000000+00:00\"], \"session_ids\": [\"fcee0f71-123a-4b9f-9019-b8bfe9665c7a\", \"c56b8636-0419-4dc4-9372-22225aa22b44\", \"ab91ce81-11a0-4650-a4b8-ee2eddd3da09\", \"0d4dbd79-cef4-40b9-8f20-908fe039e019\", \"b806fcb7-29c8-4366-976f-1ac1d23b89e5\"], \"total_duration\": 245.0, \"total_sessions\": 5, \"mean_week_duration\": 1.263}}, {\"94390\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-04 00:38:18.000000+00:00\", \"2023-06-09 09:02:39.000000+00:00\", \"2021-02-05 04:23:43.000000+00:00\", \"2023-04-04 12:18:02.000000+00:00\"], \"session_ids\": [\"84b10847-b71a-4f19-836d-dbf148988024\", \"2be5ffec-7444-48a7-92c2-a02ff0e39784\", \"d04a9415-9705-41e5-a4c4-2578ae9b1e93\", \"9da8bb84-79bf-48ca-ab6e-71c768fcbc9a\"], \"total_duration\": 175.0, \"total_sessions\": 4, \"mean_week_duration\": 1.08}}, {\"42655\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-23 22:32:50.000000+00:00\", \"2021-08-03 08:47:15.000000+00:00\"], \"session_ids\": [\"edb9888d-a41d-4e02-a6da-c8092792c6c3\", \"3afc83be-35b4-4f7c-9abc-a8637e1d0018\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 10.067}}, {\"54534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-12-05 17:52:00.000000+00:00\", \"2022-01-06 14:37:42.000000+00:00\"], \"session_ids\": [\"e592d6b1-59e7-4f4f-89f9-3dbdadbcf5f4\", \"7a812c0c-bba9-4a08-bec6-ccc512b4ee3d\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.737}}, {\"5039\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-09-17 23:17:00.000000+00:00\", \"2019-02-16 10:34:02.000000+00:00\"], \"session_ids\": [\"52426b92-da57-4a85-8ade-7302a77dc2fd\", \"528e45d0-a8a8-443b-8533-fcea3b99b7b5\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 2.839}}, {\"66010\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-11 20:30:47.000000+00:00\", \"2022-02-23 00:18:35.000000+00:00\"], \"session_ids\": [\"2d53922f-ee07-4fe9-a10d-6400c750e2c0\", \"bb162643-6602-4ab6-960a-95c297396974\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 1.855}}, {\"97704\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-15 11:53:35.000000+00:00\", \"2021-03-02 15:51:58.000000+00:00\"], \"session_ids\": [\"2ac6f11f-7ffd-47a9-a56b-14d9a09beb15\", \"2f7ad9ba-4052-4605-93aa-d8744f80c068\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 10.0}}]\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[{\"85729\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-02-04 18:56:51.000000+00:00\", \"2019-07-01 22:55:55.000000+00:00\", \"2022-10-06 03:05:06.000000+00:00\", \"2019-01-22 16:09:40.000000+00:00\", \"2021-04-25 17:20:42.000000+00:00\"], \"session_ids\": [\"fcee0f71-123a-4b9f-9019-b8bfe9665c7a\", \"c56b8636-0419-4dc4-9372-22225aa22b44\", \"ab91ce81-11a0-4650-a4b8-ee2eddd3da09\", \"0d4dbd79-cef4-40b9-8f20-908fe039e019\", \"b806fcb7-29c8-4366-976f-1ac1d23b89e5\"], \"total_duration\": 245.0, \"total_sessions\": 5, \"mean_week_duration\": 1.263}}, {\"94390\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-05-04 00:38:18.000000+00:00\", \"2023-06-09 09:02:39.000000+00:00\", \"2021-02-05 04:23:43.000000+00:00\", \"2023-04-04 12:18:02.000000+00:00\"], \"session_ids\": [\"84b10847-b71a-4f19-836d-dbf148988024\", \"2be5ffec-7444-48a7-92c2-a02ff0e39784\", \"d04a9415-9705-41e5-a4c4-2578ae9b1e93\", \"9da8bb84-79bf-48ca-ab6e-71c768fcbc9a\"], \"total_duration\": 175.0, \"total_sessions\": 4, \"mean_week_duration\": 1.08}}, {\"42655\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-23 22:32:50.000000+00:00\", \"2021-08-03 08:47:15.000000+00:00\"], \"session_ids\": [\"edb9888d-a41d-4e02-a6da-c8092792c6c3\", \"3afc83be-35b4-4f7c-9abc-a8637e1d0018\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 10.067}}, {\"54534\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-12-05 17:52:00.000000+00:00\", \"2022-01-06 14:37:42.000000+00:00\"], \"session_ids\": [\"e592d6b1-59e7-4f4f-89f9-3dbdadbcf5f4\", \"7a812c0c-bba9-4a08-bec6-ccc512b4ee3d\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.737}}, {\"5039\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-09-17 23:17:00.000000+00:00\", \"2019-02-16 10:34:02.000000+00:00\"], \"session_ids\": [\"52426b92-da57-4a85-8ade-7302a77dc2fd\", \"528e45d0-a8a8-443b-8533-fcea3b99b7b5\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 2.839}}, {\"66010\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-11 20:30:47.000000+00:00\", \"2022-02-23 00:18:35.000000+00:00\"], \"session_ids\": [\"2d53922f-ee07-4fe9-a10d-6400c750e2c0\", \"bb162643-6602-4ab6-960a-95c297396974\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 1.855}}, {\"97704\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-04-15 11:53:35.000000+00:00\", \"2021-03-02 15:51:58.000000+00:00\"], \"session_ids\": [\"2ac6f11f-7ffd-47a9-a56b-14d9a09beb15\", \"2f7ad9ba-4052-4605-93aa-d8744f80c068\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 10.0}}]\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": "I'm eager to find out about 8 users who are not living in city Stockholm , and implement sorting by town title asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"98654\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-03-06 23:07:34.000000+00:00\", \"2021-06-25 11:26:23.000000+00:00\"], \"session_ids\": [\"091e70af-bde5-4f41-8961-3eb7372af834\", \"feb954dd-8644-470d-aed3-107dd522cccd\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 3.027}, \"53313\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-31 23:43:01.000000+00:00\", \"2021-01-28 20:12:20.000000+00:00\", \"2022-06-21 08:18:31.000000+00:00\", \"2020-11-22 09:50:01.000000+00:00\"], \"session_ids\": [\"13589615-88fa-45d3-bf69-707e4cfd259c\", \"2ab9b372-8c56-4136-91b0-12a4d4830467\", \"2abb6e94-7998-48c4-97de-bd1499c53aa9\", \"91c053c5-3f88-4ebe-b4c5-66902aed2645\"], \"total_duration\": 552.0, \"total_sessions\": 4, \"mean_week_duration\": 5.576}, \"83901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-18 09:13:23.000000+00:00\", \"2020-08-15 06:15:01.000000+00:00\", \"2019-02-13 10:31:47.000000+00:00\"], \"session_ids\": [\"4600802a-b700-40f7-8a55-e923d1b89367\", \"1ce48925-f625-40f5-9c44-40e78896539e\", \"4afdf072-fb46-44f2-b66a-b13eb2e7f84f\"], \"total_duration\": 1087.0, \"total_sessions\": 3, \"mean_week_duration\": 6.073}, \"43499\": {\"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\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-25 13:44:46.000000+00:00\", \"2019-10-16 11:22:14.000000+00:00\"], \"session_ids\": [\"2e58e131-0346-4f91-8063-25490a7ff229\", \"0d3af939-221c-460e-96a1-206a61a844e4\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 0.877}, \"89436\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-26 23:02:32.000000+00:00\", \"2022-11-19 12:52:47.000000+00:00\", \"2022-05-19 11:40:09.000000+00:00\", \"2019-07-04 07:19:55.000000+00:00\", \"2022-12-03 07:26:28.000000+00:00\"], \"session_ids\": [\"c37fe064-520f-4746-9849-de660a792b93\", \"934a9be5-1b8b-40e0-bd99-f52798b9f758\", \"e60bcd6a-e0e9-4d4b-aeeb-de9a71b43ac9\", \"8566459a-c3b0-4145-b9c2-e797dab3d9e4\", \"eab8d014-5ac3-464b-999f-ae4750227d0a\"], \"total_duration\": 37.0, \"total_sessions\": 5, \"mean_week_duration\": 0.207}, \"97887\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-07 00:30:43.000000+00:00\", \"2020-04-03 09:40:52.000000+00:00\", \"2020-08-18 06:02:09.000000+00:00\", \"2022-10-23 12:01:20.000000+00:00\", \"2021-09-20 16:01:19.000000+00:00\", \"2019-10-18 11:33:05.000000+00:00\", \"2020-09-17 17:53:50.000000+00:00\", \"2021-07-25 06:08:57.000000+00:00\", \"2021-05-27 07:11:46.000000+00:00\", \"2021-08-07 21:49:06.000000+00:00\"], \"session_ids\": [\"03ec0653-929b-48b7-8a58-05a15c1e32c1\", \"c1779f3a-a577-4ab1-9106-811eedbff8e7\", \"a89f76de-fa96-4aee-8749-bed66b3d4023\", \"7f4e156c-8e03-4baa-b1ca-0446edee94b8\", \"9555b776-8884-4e1b-9e8e-6d226dbc5d25\", \"baed6f81-998c-4c59-b436-6b76b6f99294\", \"5add3102-6a01-4460-becf-dc2463f8bdfd\", \"f784d3db-76ac-4bce-8d41-ef19a9f9eb05\", \"90c18708-f53b-407c-96da-501c70ea5126\", \"2bdd9857-042a-4408-8881-306753698388\"], \"total_duration\": 2186.0, \"total_sessions\": 10, \"mean_week_duration\": 13.662}, \"53651\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-11-03 17:05:22.000000+00:00\", \"2019-03-02 14:32:58.000000+00:00\"], \"session_ids\": [\"ac2ee5db-2be2-437a-a9ad-a9826d84d7d5\", \"acdef8fc-2c32-4697-a84f-01f446acfc40\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 6.556}, \"45646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-07-01 04:59:54.000000+00:00\", \"2021-12-18 16:54:39.000000+00:00\"], \"session_ids\": [\"ac6bd44f-7b52-4717-bad4-24c985cba923\", \"6ccd2f30-4fba-4b30-8658-47cea4fc6cee\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 5.468}, \"16892\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-11 00:53:55.000000+00:00\", \"2021-09-04 16:17:41.000000+00:00\"], \"session_ids\": [\"b0a65626-0264-4d03-adb2-44581348e88b\", \"3f25ea90-a1ab-4823-8662-2d6bc6b0d564\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 5.519}, \"53390\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-21 12:21:57.000000+00:00\", \"2023-04-26 08:19:01.000000+00:00\"], \"session_ids\": [\"f69c9ade-af91-41c1-90c0-ac0b702387bf\", \"3ffcd1c9-4231-4690-b252-1982131ce676\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.217}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Stockholm" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Stockholm\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"98654\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-03-06 23:07:34.000000+00:00\", \"2021-06-25 11:26:23.000000+00:00\"], \"session_ids\": [\"091e70af-bde5-4f41-8961-3eb7372af834\", \"feb954dd-8644-470d-aed3-107dd522cccd\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 3.027}, \"53313\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-31 23:43:01.000000+00:00\", \"2021-01-28 20:12:20.000000+00:00\", \"2022-06-21 08:18:31.000000+00:00\", \"2020-11-22 09:50:01.000000+00:00\"], \"session_ids\": [\"13589615-88fa-45d3-bf69-707e4cfd259c\", \"2ab9b372-8c56-4136-91b0-12a4d4830467\", \"2abb6e94-7998-48c4-97de-bd1499c53aa9\", \"91c053c5-3f88-4ebe-b4c5-66902aed2645\"], \"total_duration\": 552.0, \"total_sessions\": 4, \"mean_week_duration\": 5.576}, \"83901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-18 09:13:23.000000+00:00\", \"2020-08-15 06:15:01.000000+00:00\", \"2019-02-13 10:31:47.000000+00:00\"], \"session_ids\": [\"4600802a-b700-40f7-8a55-e923d1b89367\", \"1ce48925-f625-40f5-9c44-40e78896539e\", \"4afdf072-fb46-44f2-b66a-b13eb2e7f84f\"], \"total_duration\": 1087.0, \"total_sessions\": 3, \"mean_week_duration\": 6.073}, \"43499\": {\"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\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-25 13:44:46.000000+00:00\", \"2019-10-16 11:22:14.000000+00:00\"], \"session_ids\": [\"2e58e131-0346-4f91-8063-25490a7ff229\", \"0d3af939-221c-460e-96a1-206a61a844e4\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 0.877}, \"89436\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-26 23:02:32.000000+00:00\", \"2022-11-19 12:52:47.000000+00:00\", \"2022-05-19 11:40:09.000000+00:00\", \"2019-07-04 07:19:55.000000+00:00\", \"2022-12-03 07:26:28.000000+00:00\"], \"session_ids\": [\"c37fe064-520f-4746-9849-de660a792b93\", \"934a9be5-1b8b-40e0-bd99-f52798b9f758\", \"e60bcd6a-e0e9-4d4b-aeeb-de9a71b43ac9\", \"8566459a-c3b0-4145-b9c2-e797dab3d9e4\", \"eab8d014-5ac3-464b-999f-ae4750227d0a\"], \"total_duration\": 37.0, \"total_sessions\": 5, \"mean_week_duration\": 0.207}, \"97887\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-07 00:30:43.000000+00:00\", \"2020-04-03 09:40:52.000000+00:00\", \"2020-08-18 06:02:09.000000+00:00\", \"2022-10-23 12:01:20.000000+00:00\", \"2021-09-20 16:01:19.000000+00:00\", \"2019-10-18 11:33:05.000000+00:00\", \"2020-09-17 17:53:50.000000+00:00\", \"2021-07-25 06:08:57.000000+00:00\", \"2021-05-27 07:11:46.000000+00:00\", \"2021-08-07 21:49:06.000000+00:00\"], \"session_ids\": [\"03ec0653-929b-48b7-8a58-05a15c1e32c1\", \"c1779f3a-a577-4ab1-9106-811eedbff8e7\", \"a89f76de-fa96-4aee-8749-bed66b3d4023\", \"7f4e156c-8e03-4baa-b1ca-0446edee94b8\", \"9555b776-8884-4e1b-9e8e-6d226dbc5d25\", \"baed6f81-998c-4c59-b436-6b76b6f99294\", \"5add3102-6a01-4460-becf-dc2463f8bdfd\", \"f784d3db-76ac-4bce-8d41-ef19a9f9eb05\", \"90c18708-f53b-407c-96da-501c70ea5126\", \"2bdd9857-042a-4408-8881-306753698388\"], \"total_duration\": 2186.0, \"total_sessions\": 10, \"mean_week_duration\": 13.662}, \"53651\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-11-03 17:05:22.000000+00:00\", \"2019-03-02 14:32:58.000000+00:00\"], \"session_ids\": [\"ac2ee5db-2be2-437a-a9ad-a9826d84d7d5\", \"acdef8fc-2c32-4697-a84f-01f446acfc40\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 6.556}, \"45646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-07-01 04:59:54.000000+00:00\", \"2021-12-18 16:54:39.000000+00:00\"], \"session_ids\": [\"ac6bd44f-7b52-4717-bad4-24c985cba923\", \"6ccd2f30-4fba-4b30-8658-47cea4fc6cee\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 5.468}, \"16892\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-11 00:53:55.000000+00:00\", \"2021-09-04 16:17:41.000000+00:00\"], \"session_ids\": [\"b0a65626-0264-4d03-adb2-44581348e88b\", \"3f25ea90-a1ab-4823-8662-2d6bc6b0d564\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 5.519}, \"53390\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-21 12:21:57.000000+00:00\", \"2023-04-26 08:19:01.000000+00:00\"], \"session_ids\": [\"f69c9ade-af91-41c1-90c0-ac0b702387bf\", \"3ffcd1c9-4231-4690-b252-1982131ce676\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.217}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"16892\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-11 00:53:55.000000+00:00\", \"2021-09-04 16:17:41.000000+00:00\"], \"session_ids\": [\"b0a65626-0264-4d03-adb2-44581348e88b\", \"3f25ea90-a1ab-4823-8662-2d6bc6b0d564\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 5.519}}, {\"98654\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-03-06 23:07:34.000000+00:00\", \"2021-06-25 11:26:23.000000+00:00\"], \"session_ids\": [\"091e70af-bde5-4f41-8961-3eb7372af834\", \"feb954dd-8644-470d-aed3-107dd522cccd\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 3.027}}, {\"43499\": {\"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\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-25 13:44:46.000000+00:00\", \"2019-10-16 11:22:14.000000+00:00\"], \"session_ids\": [\"2e58e131-0346-4f91-8063-25490a7ff229\", \"0d3af939-221c-460e-96a1-206a61a844e4\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 0.877}}, {\"83901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-18 09:13:23.000000+00:00\", \"2020-08-15 06:15:01.000000+00:00\", \"2019-02-13 10:31:47.000000+00:00\"], \"session_ids\": [\"4600802a-b700-40f7-8a55-e923d1b89367\", \"1ce48925-f625-40f5-9c44-40e78896539e\", \"4afdf072-fb46-44f2-b66a-b13eb2e7f84f\"], \"total_duration\": 1087.0, \"total_sessions\": 3, \"mean_week_duration\": 6.073}}, {\"89436\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-26 23:02:32.000000+00:00\", \"2022-11-19 12:52:47.000000+00:00\", \"2022-05-19 11:40:09.000000+00:00\", \"2019-07-04 07:19:55.000000+00:00\", \"2022-12-03 07:26:28.000000+00:00\"], \"session_ids\": [\"c37fe064-520f-4746-9849-de660a792b93\", \"934a9be5-1b8b-40e0-bd99-f52798b9f758\", \"e60bcd6a-e0e9-4d4b-aeeb-de9a71b43ac9\", \"8566459a-c3b0-4145-b9c2-e797dab3d9e4\", \"eab8d014-5ac3-464b-999f-ae4750227d0a\"], \"total_duration\": 37.0, \"total_sessions\": 5, \"mean_week_duration\": 0.207}}, {\"53313\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-31 23:43:01.000000+00:00\", \"2021-01-28 20:12:20.000000+00:00\", \"2022-06-21 08:18:31.000000+00:00\", \"2020-11-22 09:50:01.000000+00:00\"], \"session_ids\": [\"13589615-88fa-45d3-bf69-707e4cfd259c\", \"2ab9b372-8c56-4136-91b0-12a4d4830467\", \"2abb6e94-7998-48c4-97de-bd1499c53aa9\", \"91c053c5-3f88-4ebe-b4c5-66902aed2645\"], \"total_duration\": 552.0, \"total_sessions\": 4, \"mean_week_duration\": 5.576}}, {\"97887\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-07 00:30:43.000000+00:00\", \"2020-04-03 09:40:52.000000+00:00\", \"2020-08-18 06:02:09.000000+00:00\", \"2022-10-23 12:01:20.000000+00:00\", \"2021-09-20 16:01:19.000000+00:00\", \"2019-10-18 11:33:05.000000+00:00\", \"2020-09-17 17:53:50.000000+00:00\", \"2021-07-25 06:08:57.000000+00:00\", \"2021-05-27 07:11:46.000000+00:00\", \"2021-08-07 21:49:06.000000+00:00\"], \"session_ids\": [\"03ec0653-929b-48b7-8a58-05a15c1e32c1\", \"c1779f3a-a577-4ab1-9106-811eedbff8e7\", \"a89f76de-fa96-4aee-8749-bed66b3d4023\", \"7f4e156c-8e03-4baa-b1ca-0446edee94b8\", \"9555b776-8884-4e1b-9e8e-6d226dbc5d25\", \"baed6f81-998c-4c59-b436-6b76b6f99294\", \"5add3102-6a01-4460-becf-dc2463f8bdfd\", \"f784d3db-76ac-4bce-8d41-ef19a9f9eb05\", \"90c18708-f53b-407c-96da-501c70ea5126\", \"2bdd9857-042a-4408-8881-306753698388\"], \"total_duration\": 2186.0, \"total_sessions\": 10, \"mean_week_duration\": 13.662}}, {\"53651\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-11-03 17:05:22.000000+00:00\", \"2019-03-02 14:32:58.000000+00:00\"], \"session_ids\": [\"ac2ee5db-2be2-437a-a9ad-a9826d84d7d5\", \"acdef8fc-2c32-4697-a84f-01f446acfc40\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 6.556}}, {\"45646\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-07-01 04:59:54.000000+00:00\", \"2021-12-18 16:54:39.000000+00:00\"], \"session_ids\": [\"ac6bd44f-7b52-4717-bad4-24c985cba923\", \"6ccd2f30-4fba-4b30-8658-47cea4fc6cee\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 5.468}}, {\"53390\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-21 12:21:57.000000+00:00\", \"2023-04-26 08:19:01.000000+00:00\"], \"session_ids\": [\"f69c9ade-af91-41c1-90c0-ac0b702387bf\", \"3ffcd1c9-4231-4690-b252-1982131ce676\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.217}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 8 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"16892\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-11 00:53:55.000000+00:00\", \"2021-09-04 16:17:41.000000+00:00\"], \"session_ids\": [\"b0a65626-0264-4d03-adb2-44581348e88b\", \"3f25ea90-a1ab-4823-8662-2d6bc6b0d564\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 5.519}}, {\"98654\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-03-06 23:07:34.000000+00:00\", \"2021-06-25 11:26:23.000000+00:00\"], \"session_ids\": [\"091e70af-bde5-4f41-8961-3eb7372af834\", \"feb954dd-8644-470d-aed3-107dd522cccd\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 3.027}}, {\"43499\": {\"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\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-25 13:44:46.000000+00:00\", \"2019-10-16 11:22:14.000000+00:00\"], \"session_ids\": [\"2e58e131-0346-4f91-8063-25490a7ff229\", \"0d3af939-221c-460e-96a1-206a61a844e4\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 0.877}}, {\"83901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-18 09:13:23.000000+00:00\", \"2020-08-15 06:15:01.000000+00:00\", \"2019-02-13 10:31:47.000000+00:00\"], \"session_ids\": [\"4600802a-b700-40f7-8a55-e923d1b89367\", \"1ce48925-f625-40f5-9c44-40e78896539e\", \"4afdf072-fb46-44f2-b66a-b13eb2e7f84f\"], \"total_duration\": 1087.0, \"total_sessions\": 3, \"mean_week_duration\": 6.073}}, {\"89436\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-26 23:02:32.000000+00:00\", \"2022-11-19 12:52:47.000000+00:00\", \"2022-05-19 11:40:09.000000+00:00\", \"2019-07-04 07:19:55.000000+00:00\", \"2022-12-03 07:26:28.000000+00:00\"], \"session_ids\": [\"c37fe064-520f-4746-9849-de660a792b93\", \"934a9be5-1b8b-40e0-bd99-f52798b9f758\", \"e60bcd6a-e0e9-4d4b-aeeb-de9a71b43ac9\", \"8566459a-c3b0-4145-b9c2-e797dab3d9e4\", \"eab8d014-5ac3-464b-999f-ae4750227d0a\"], \"total_duration\": 37.0, \"total_sessions\": 5, \"mean_week_duration\": 0.207}}, {\"53313\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-31 23:43:01.000000+00:00\", \"2021-01-28 20:12:20.000000+00:00\", \"2022-06-21 08:18:31.000000+00:00\", \"2020-11-22 09:50:01.000000+00:00\"], \"session_ids\": [\"13589615-88fa-45d3-bf69-707e4cfd259c\", \"2ab9b372-8c56-4136-91b0-12a4d4830467\", \"2abb6e94-7998-48c4-97de-bd1499c53aa9\", \"91c053c5-3f88-4ebe-b4c5-66902aed2645\"], \"total_duration\": 552.0, \"total_sessions\": 4, \"mean_week_duration\": 5.576}}, {\"97887\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-07 00:30:43.000000+00:00\", \"2020-04-03 09:40:52.000000+00:00\", \"2020-08-18 06:02:09.000000+00:00\", \"2022-10-23 12:01:20.000000+00:00\", \"2021-09-20 16:01:19.000000+00:00\", \"2019-10-18 11:33:05.000000+00:00\", \"2020-09-17 17:53:50.000000+00:00\", \"2021-07-25 06:08:57.000000+00:00\", \"2021-05-27 07:11:46.000000+00:00\", \"2021-08-07 21:49:06.000000+00:00\"], \"session_ids\": [\"03ec0653-929b-48b7-8a58-05a15c1e32c1\", \"c1779f3a-a577-4ab1-9106-811eedbff8e7\", \"a89f76de-fa96-4aee-8749-bed66b3d4023\", \"7f4e156c-8e03-4baa-b1ca-0446edee94b8\", \"9555b776-8884-4e1b-9e8e-6d226dbc5d25\", \"baed6f81-998c-4c59-b436-6b76b6f99294\", \"5add3102-6a01-4460-becf-dc2463f8bdfd\", \"f784d3db-76ac-4bce-8d41-ef19a9f9eb05\", \"90c18708-f53b-407c-96da-501c70ea5126\", \"2bdd9857-042a-4408-8881-306753698388\"], \"total_duration\": 2186.0, \"total_sessions\": 10, \"mean_week_duration\": 13.662}}, {\"53651\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-11-03 17:05:22.000000+00:00\", \"2019-03-02 14:32:58.000000+00:00\"], \"session_ids\": [\"ac2ee5db-2be2-437a-a9ad-a9826d84d7d5\", \"acdef8fc-2c32-4697-a84f-01f446acfc40\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 6.556}}]\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[{\"16892\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-11 00:53:55.000000+00:00\", \"2021-09-04 16:17:41.000000+00:00\"], \"session_ids\": [\"b0a65626-0264-4d03-adb2-44581348e88b\", \"3f25ea90-a1ab-4823-8662-2d6bc6b0d564\"], \"total_duration\": 149.0, \"total_sessions\": 2, \"mean_week_duration\": 5.519}}, {\"98654\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2022-03-06 23:07:34.000000+00:00\", \"2021-06-25 11:26:23.000000+00:00\"], \"session_ids\": [\"091e70af-bde5-4f41-8961-3eb7372af834\", \"feb954dd-8644-470d-aed3-107dd522cccd\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 3.027}}, {\"43499\": {\"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\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-25 13:44:46.000000+00:00\", \"2019-10-16 11:22:14.000000+00:00\"], \"session_ids\": [\"2e58e131-0346-4f91-8063-25490a7ff229\", \"0d3af939-221c-460e-96a1-206a61a844e4\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 0.877}}, {\"83901\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-18 09:13:23.000000+00:00\", \"2020-08-15 06:15:01.000000+00:00\", \"2019-02-13 10:31:47.000000+00:00\"], \"session_ids\": [\"4600802a-b700-40f7-8a55-e923d1b89367\", \"1ce48925-f625-40f5-9c44-40e78896539e\", \"4afdf072-fb46-44f2-b66a-b13eb2e7f84f\"], \"total_duration\": 1087.0, \"total_sessions\": 3, \"mean_week_duration\": 6.073}}, {\"89436\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-02-26 23:02:32.000000+00:00\", \"2022-11-19 12:52:47.000000+00:00\", \"2022-05-19 11:40:09.000000+00:00\", \"2019-07-04 07:19:55.000000+00:00\", \"2022-12-03 07:26:28.000000+00:00\"], \"session_ids\": [\"c37fe064-520f-4746-9849-de660a792b93\", \"934a9be5-1b8b-40e0-bd99-f52798b9f758\", \"e60bcd6a-e0e9-4d4b-aeeb-de9a71b43ac9\", \"8566459a-c3b0-4145-b9c2-e797dab3d9e4\", \"eab8d014-5ac3-464b-999f-ae4750227d0a\"], \"total_duration\": 37.0, \"total_sessions\": 5, \"mean_week_duration\": 0.207}}, {\"53313\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-31 23:43:01.000000+00:00\", \"2021-01-28 20:12:20.000000+00:00\", \"2022-06-21 08:18:31.000000+00:00\", \"2020-11-22 09:50:01.000000+00:00\"], \"session_ids\": [\"13589615-88fa-45d3-bf69-707e4cfd259c\", \"2ab9b372-8c56-4136-91b0-12a4d4830467\", \"2abb6e94-7998-48c4-97de-bd1499c53aa9\", \"91c053c5-3f88-4ebe-b4c5-66902aed2645\"], \"total_duration\": 552.0, \"total_sessions\": 4, \"mean_week_duration\": 5.576}}, {\"97887\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-11-07 00:30:43.000000+00:00\", \"2020-04-03 09:40:52.000000+00:00\", \"2020-08-18 06:02:09.000000+00:00\", \"2022-10-23 12:01:20.000000+00:00\", \"2021-09-20 16:01:19.000000+00:00\", \"2019-10-18 11:33:05.000000+00:00\", \"2020-09-17 17:53:50.000000+00:00\", \"2021-07-25 06:08:57.000000+00:00\", \"2021-05-27 07:11:46.000000+00:00\", \"2021-08-07 21:49:06.000000+00:00\"], \"session_ids\": [\"03ec0653-929b-48b7-8a58-05a15c1e32c1\", \"c1779f3a-a577-4ab1-9106-811eedbff8e7\", \"a89f76de-fa96-4aee-8749-bed66b3d4023\", \"7f4e156c-8e03-4baa-b1ca-0446edee94b8\", \"9555b776-8884-4e1b-9e8e-6d226dbc5d25\", \"baed6f81-998c-4c59-b436-6b76b6f99294\", \"5add3102-6a01-4460-becf-dc2463f8bdfd\", \"f784d3db-76ac-4bce-8d41-ef19a9f9eb05\", \"90c18708-f53b-407c-96da-501c70ea5126\", \"2bdd9857-042a-4408-8881-306753698388\"], \"total_duration\": 2186.0, \"total_sessions\": 10, \"mean_week_duration\": 13.662}}, {\"53651\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 5}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-11-03 17:05:22.000000+00:00\", \"2019-03-02 14:32:58.000000+00:00\"], \"session_ids\": [\"ac2ee5db-2be2-437a-a9ad-a9826d84d7d5\", \"acdef8fc-2c32-4697-a84f-01f446acfc40\"], \"total_duration\": 236.0, \"total_sessions\": 2, \"mean_week_duration\": 6.556}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding users with a duration summation that is higher than 1715 and lower than 4252, exclusive 1715 + sort by name of the town 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{\"20458\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-06-14 20:51:59.000000+00:00\", \"2022-08-27 05:05:13.000000+00:00\"], \"session_ids\": [\"9f316750-351b-4bb2-9e70-8be645fbe0e1\", \"5bb3bef2-9159-40a3-8185-ba691f427f6e\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 3.381}, \"57466\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-06-23 18:07:39.000000+00:00\", \"2022-12-03 11:21:46.000000+00:00\"], \"session_ids\": [\"b42f4f78-cfce-4e71-97f3-8af633efe2db\", \"1ea5a7c9-3b82-4aaa-88a2-fbc6da864cd2\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 2.55}, \"22797\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-01 23:17:32.000000+00:00\", \"2019-03-23 19:38:21.000000+00:00\", \"2021-10-13 07:22:35.000000+00:00\", \"2023-03-07 10:41:21.000000+00:00\", \"2023-05-25 04:28:22.000000+00:00\", \"2023-01-25 08:42:23.000000+00:00\", \"2020-09-09 18:00:04.000000+00:00\"], \"session_ids\": [\"591532cf-ac2d-43da-b8d6-1e2d14270012\", \"d1201963-429d-43af-8e5a-69dc10442edd\", \"d2bd2d28-c366-46a4-be42-5cc38d94ffea\", \"5c5b0178-34e7-411d-8cdc-608e373cd3c0\", \"dfefeecf-33fb-4399-be60-68925b49a724\", \"517af1ae-d679-4c74-b891-86e491f88b9a\", \"4fbb530d-ff60-4ad2-90e8-ee5fb315962e\"], \"total_duration\": 596.0, \"total_sessions\": 7, \"mean_week_duration\": 2.734}, \"28491\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-16 17:35:06.000000+00:00\", \"2023-05-23 13:03:26.000000+00:00\", \"2022-06-24 17:55:29.000000+00:00\"], \"session_ids\": [\"be7c7a27-aaf4-486d-8e44-19371faed987\", \"136e221c-06ed-4ff1-8876-237c08ccfc2a\", \"8919f420-c89b-43ff-a309-9d434b8565b7\"], \"total_duration\": 39.0, \"total_sessions\": 3, \"mean_week_duration\": 0.464}, \"29805\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 10, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-20 01:42:02.000000+00:00\", \"2022-07-15 07:57:53.000000+00:00\", \"2020-11-03 12:10:22.000000+00:00\"], \"session_ids\": [\"ae1262c2-3869-4f85-bbe2-9004c2614ae8\", \"abfd5c29-df72-4424-a2b7-1d44d7fb6025\", \"e330d981-6544-4d84-a1f6-8614b19198e7\"], \"total_duration\": 152.0, \"total_sessions\": 3, \"mean_week_duration\": 0.974}, \"43832\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 9, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-09-23 08:04:59.000000+00:00\", \"2022-09-15 00:19:04.000000+00:00\"], \"session_ids\": [\"5f93146a-7629-42d6-9fe5-fb4e6168e7aa\", \"50c14ec2-069d-4ba9-9f8b-ed7237919cb1\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 6.157}, \"31873\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-05-27 16:33:09.000000+00:00\", \"2021-11-11 16:37:37.000000+00:00\"], \"session_ids\": [\"a057aa2a-916b-47b7-83fa-ce83ca28f00f\", \"98b4bb3b-5851-4b02-8297-29349e634827\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 1.357}, \"10913\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-05-12 21:54:56.000000+00:00\", \"2020-05-10 08:02:26.000000+00:00\"], \"session_ids\": [\"5c0b4966-3b8a-4f06-af2f-5493455adc6a\", \"fbc6d466-f04a-4012-acd2-85b782c3d9b9\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 1.81}, \"62128\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-20 14:57:54.000000+00:00\", \"2022-09-20 07:44:41.000000+00:00\"], \"session_ids\": [\"85514b08-11c5-4885-af69-2935a276dafe\", \"d2c92738-e83b-48d3-a9de-d50efe003590\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.53}, \"24954\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-06-16 22:25:38.000000+00:00\", \"2021-12-27 03:35:03.000000+00:00\"], \"session_ids\": [\"bce166f5-4eed-47be-9ef0-0c108fad0229\", \"d4919f6e-68fb-44f1-99f5-35e7bc745af4\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 4.558}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 1715 and are equal or less than 4252" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[1715, 4252]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm eager to find out about 8 users with a total amount of duration that is below 2478, exclusive 2478 and execute sorting by total sessions ascending additionaly get rid of all entries, except 2." } ]
[ { "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{\"72158\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-02-17 18:31:55.000000+00:00\", \"2022-11-26 00:23:16.000000+00:00\", \"2019-09-04 03:28:32.000000+00:00\", \"2021-07-24 13:21:53.000000+00:00\"], \"session_ids\": [\"4a6e117f-2c70-4a02-8ad7-b62501bac404\", \"d14b2593-ff0d-4847-9ea3-cf8bb9ace19f\", \"5bb027fb-285b-4d8e-9af4-d13b5eb0d7ae\", \"514c3640-7acb-4b27-ba99-53d1723d7a6a\"], \"total_duration\": 95.0, \"total_sessions\": 4, \"mean_week_duration\": 0.562}, \"98067\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-08 01:04:19.000000+00:00\", \"2020-04-25 00:43:36.000000+00:00\", \"2021-11-21 07:39:13.000000+00:00\", \"2023-03-06 17:34:14.000000+00:00\", \"2019-08-30 08:17:23.000000+00:00\", \"2021-08-15 04:53:56.000000+00:00\", \"2022-05-07 22:34:41.000000+00:00\", \"2020-02-18 18:30:56.000000+00:00\"], \"session_ids\": [\"5c1c3b20-5a97-421b-8df5-cc2c81103412\", \"f1bcf6ca-19df-43c9-889d-1c34d2fc2433\", \"d99c5e01-3e67-443c-9e4f-204f2f0c5ed9\", \"31d6bb41-83bb-4e9a-8e18-b760d22d30da\", \"07d8b98c-dc36-4745-8954-cf3064243334\", \"d57713cc-1f4b-420d-9baa-9fb4262cfc5f\", \"ac64479e-0ce7-40ea-9ed2-32f2bc049196\", \"d253444c-eeab-4dea-bce7-c776887fc3ce\"], \"total_duration\": 3450.0, \"total_sessions\": 8, \"mean_week_duration\": 18.75}, \"16101\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-01-08 20:40:10.000000+00:00\", \"2022-07-02 23:41:16.000000+00:00\"], \"session_ids\": [\"26c73508-40cd-4e7d-a26a-cb3ee0e91d3b\", \"b75b4dd4-3ff2-47d9-8a90-848110d0dd35\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.115}, \"78870\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-03-05 03:53:57.000000+00:00\", \"2019-05-15 02:08:27.000000+00:00\"], \"session_ids\": [\"7c5c8340-1993-4d2e-be74-e24111cfc08d\", \"dc0f35c3-fdd1-4ed9-8aab-4b548d89bd35\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.271}, \"72564\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-06-08 20:45:11.000000+00:00\", \"2021-02-16 05:09:21.000000+00:00\", \"2020-12-12 12:41:15.000000+00:00\"], \"session_ids\": [\"45c81b56-bc1c-4a6f-b167-af68779fd146\", \"038395c8-4146-471f-9e37-1894650b1f9e\", \"b46bf7b3-a8cf-4b8e-9333-f80f75bedc51\"], \"total_duration\": 114.0, \"total_sessions\": 3, \"mean_week_duration\": 1.281}, \"96422\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-08-31 12:47:18.000000+00:00\", \"2019-03-08 19:53:33.000000+00:00\", \"2022-12-31 18:04:55.000000+00:00\", \"2019-02-02 10:40:23.000000+00:00\", \"2022-02-06 00:02:15.000000+00:00\", \"2022-09-01 11:48:23.000000+00:00\", \"2020-08-27 02:28:13.000000+00:00\"], \"session_ids\": [\"92455114-4e04-4e38-97f8-1fc5ea5e719d\", \"72bada69-c0b7-4c0e-86b5-ec0c3983f91a\", \"3d795dfa-098a-4c26-9bcd-b9cbc005f7e6\", \"a2ab8a99-05e5-4d10-986a-b699c5986ab0\", \"32c32d7a-fc85-4ebe-8640-0ccce3df589f\", \"d70914ac-7fcd-45d0-864c-fcd4dc4197ba\", \"48e798c2-711d-41eb-a852-d245eccefea2\"], \"total_duration\": 298.0, \"total_sessions\": 7, \"mean_week_duration\": 1.461}, \"59634\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-01-02 23:31:06.000000+00:00\", \"2023-01-30 23:34:23.000000+00:00\", \"2020-04-23 19:05:55.000000+00:00\"], \"session_ids\": [\"bc9e39b1-7d23-4a56-ac2f-4cb0eaa301a1\", \"5cddc339-41ab-4a14-9fe5-e37ced210636\", \"584a3743-62c4-4815-96de-af8c8a5df42d\"], \"total_duration\": 959.0, \"total_sessions\": 3, \"mean_week_duration\": 4.502}, \"33516\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-02 23:02:20.000000+00:00\", \"2019-12-21 08:04:43.000000+00:00\"], \"session_ids\": [\"62b999f6-2576-4d96-83a1-15a195d6f2b3\", \"2e53a9fa-e73e-4ae6-916b-237de98347d7\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"57917\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-10-29 02:08:31.000000+00:00\", \"2020-05-26 02:37:18.000000+00:00\"], \"session_ids\": [\"ab212f99-5862-479f-9741-abb40e7b4bb5\", \"1603a98f-ae96-4a85-b4e8-5f19ec8d9437\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 2.4}, \"58464\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-04-01 06:18:34.000000+00:00\", \"2019-10-04 05:38:46.000000+00:00\", \"2021-12-15 07:39:43.000000+00:00\", \"2022-12-14 17:08:16.000000+00:00\", \"2019-04-10 13:34:45.000000+00:00\", \"2021-05-29 23:19:37.000000+00:00\", \"2019-12-02 03:34:08.000000+00:00\"], \"session_ids\": [\"75fb212f-44a4-4560-aa13-8b65e0dab835\", \"4955b001-6b1e-443e-90ca-88ed163fb69c\", \"9a434152-af7c-4362-aa28-9dfd49523f45\", \"344df890-10f9-4bb8-9d85-ad47aad8a02d\", \"5c344256-f64a-4a32-9842-6d56470f8de8\", \"8882961a-ff6b-46b6-a456-6d7ef3a86117\", \"fa62901d-4d08-4a8d-9f34-b842da50eedb\"], \"total_duration\": 7756.0, \"total_sessions\": 7, \"mean_week_duration\": 37.288}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are less than 2478" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[2478, 4554]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"72158\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-02-17 18:31:55.000000+00:00\", \"2022-11-26 00:23:16.000000+00:00\", \"2019-09-04 03:28:32.000000+00:00\", \"2021-07-24 13:21:53.000000+00:00\"], \"session_ids\": [\"4a6e117f-2c70-4a02-8ad7-b62501bac404\", \"d14b2593-ff0d-4847-9ea3-cf8bb9ace19f\", \"5bb027fb-285b-4d8e-9af4-d13b5eb0d7ae\", \"514c3640-7acb-4b27-ba99-53d1723d7a6a\"], \"total_duration\": 95.0, \"total_sessions\": 4, \"mean_week_duration\": 0.562}, \"16101\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-01-08 20:40:10.000000+00:00\", \"2022-07-02 23:41:16.000000+00:00\"], \"session_ids\": [\"26c73508-40cd-4e7d-a26a-cb3ee0e91d3b\", \"b75b4dd4-3ff2-47d9-8a90-848110d0dd35\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.115}, \"78870\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-03-05 03:53:57.000000+00:00\", \"2019-05-15 02:08:27.000000+00:00\"], \"session_ids\": [\"7c5c8340-1993-4d2e-be74-e24111cfc08d\", \"dc0f35c3-fdd1-4ed9-8aab-4b548d89bd35\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.271}, \"72564\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-06-08 20:45:11.000000+00:00\", \"2021-02-16 05:09:21.000000+00:00\", \"2020-12-12 12:41:15.000000+00:00\"], \"session_ids\": [\"45c81b56-bc1c-4a6f-b167-af68779fd146\", \"038395c8-4146-471f-9e37-1894650b1f9e\", \"b46bf7b3-a8cf-4b8e-9333-f80f75bedc51\"], \"total_duration\": 114.0, \"total_sessions\": 3, \"mean_week_duration\": 1.281}, \"96422\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-08-31 12:47:18.000000+00:00\", \"2019-03-08 19:53:33.000000+00:00\", \"2022-12-31 18:04:55.000000+00:00\", \"2019-02-02 10:40:23.000000+00:00\", \"2022-02-06 00:02:15.000000+00:00\", \"2022-09-01 11:48:23.000000+00:00\", \"2020-08-27 02:28:13.000000+00:00\"], \"session_ids\": [\"92455114-4e04-4e38-97f8-1fc5ea5e719d\", \"72bada69-c0b7-4c0e-86b5-ec0c3983f91a\", \"3d795dfa-098a-4c26-9bcd-b9cbc005f7e6\", \"a2ab8a99-05e5-4d10-986a-b699c5986ab0\", \"32c32d7a-fc85-4ebe-8640-0ccce3df589f\", \"d70914ac-7fcd-45d0-864c-fcd4dc4197ba\", \"48e798c2-711d-41eb-a852-d245eccefea2\"], \"total_duration\": 298.0, \"total_sessions\": 7, \"mean_week_duration\": 1.461}, \"59634\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-01-02 23:31:06.000000+00:00\", \"2023-01-30 23:34:23.000000+00:00\", \"2020-04-23 19:05:55.000000+00:00\"], \"session_ids\": [\"bc9e39b1-7d23-4a56-ac2f-4cb0eaa301a1\", \"5cddc339-41ab-4a14-9fe5-e37ced210636\", \"584a3743-62c4-4815-96de-af8c8a5df42d\"], \"total_duration\": 959.0, \"total_sessions\": 3, \"mean_week_duration\": 4.502}, \"33516\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-02 23:02:20.000000+00:00\", \"2019-12-21 08:04:43.000000+00:00\"], \"session_ids\": [\"62b999f6-2576-4d96-83a1-15a195d6f2b3\", \"2e53a9fa-e73e-4ae6-916b-237de98347d7\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"57917\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-10-29 02:08:31.000000+00:00\", \"2020-05-26 02:37:18.000000+00:00\"], \"session_ids\": [\"ab212f99-5862-479f-9741-abb40e7b4bb5\", \"1603a98f-ae96-4a85-b4e8-5f19ec8d9437\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 2.4}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"16101\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-01-08 20:40:10.000000+00:00\", \"2022-07-02 23:41:16.000000+00:00\"], \"session_ids\": [\"26c73508-40cd-4e7d-a26a-cb3ee0e91d3b\", \"b75b4dd4-3ff2-47d9-8a90-848110d0dd35\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.115}}, {\"78870\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-03-05 03:53:57.000000+00:00\", \"2019-05-15 02:08:27.000000+00:00\"], \"session_ids\": [\"7c5c8340-1993-4d2e-be74-e24111cfc08d\", \"dc0f35c3-fdd1-4ed9-8aab-4b548d89bd35\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.271}}, {\"33516\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-02 23:02:20.000000+00:00\", \"2019-12-21 08:04:43.000000+00:00\"], \"session_ids\": [\"62b999f6-2576-4d96-83a1-15a195d6f2b3\", \"2e53a9fa-e73e-4ae6-916b-237de98347d7\"], \"total_duration\": 360.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}}, {\"57917\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-10-29 02:08:31.000000+00:00\", \"2020-05-26 02:37:18.000000+00:00\"], \"session_ids\": [\"ab212f99-5862-479f-9741-abb40e7b4bb5\", \"1603a98f-ae96-4a85-b4e8-5f19ec8d9437\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 2.4}}, {\"72564\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-06-08 20:45:11.000000+00:00\", \"2021-02-16 05:09:21.000000+00:00\", \"2020-12-12 12:41:15.000000+00:00\"], \"session_ids\": [\"45c81b56-bc1c-4a6f-b167-af68779fd146\", \"038395c8-4146-471f-9e37-1894650b1f9e\", \"b46bf7b3-a8cf-4b8e-9333-f80f75bedc51\"], \"total_duration\": 114.0, \"total_sessions\": 3, \"mean_week_duration\": 1.281}}, {\"59634\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-01-02 23:31:06.000000+00:00\", \"2023-01-30 23:34:23.000000+00:00\", \"2020-04-23 19:05:55.000000+00:00\"], \"session_ids\": [\"bc9e39b1-7d23-4a56-ac2f-4cb0eaa301a1\", \"5cddc339-41ab-4a14-9fe5-e37ced210636\", \"584a3743-62c4-4815-96de-af8c8a5df42d\"], \"total_duration\": 959.0, \"total_sessions\": 3, \"mean_week_duration\": 4.502}}, {\"72158\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-02-17 18:31:55.000000+00:00\", \"2022-11-26 00:23:16.000000+00:00\", \"2019-09-04 03:28:32.000000+00:00\", \"2021-07-24 13:21:53.000000+00:00\"], \"session_ids\": [\"4a6e117f-2c70-4a02-8ad7-b62501bac404\", \"d14b2593-ff0d-4847-9ea3-cf8bb9ace19f\", \"5bb027fb-285b-4d8e-9af4-d13b5eb0d7ae\", \"514c3640-7acb-4b27-ba99-53d1723d7a6a\"], \"total_duration\": 95.0, \"total_sessions\": 4, \"mean_week_duration\": 0.562}}, {\"96422\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-08-31 12:47:18.000000+00:00\", \"2019-03-08 19:53:33.000000+00:00\", \"2022-12-31 18:04:55.000000+00:00\", \"2019-02-02 10:40:23.000000+00:00\", \"2022-02-06 00:02:15.000000+00:00\", \"2022-09-01 11:48:23.000000+00:00\", \"2020-08-27 02:28:13.000000+00:00\"], \"session_ids\": [\"92455114-4e04-4e38-97f8-1fc5ea5e719d\", \"72bada69-c0b7-4c0e-86b5-ec0c3983f91a\", \"3d795dfa-098a-4c26-9bcd-b9cbc005f7e6\", \"a2ab8a99-05e5-4d10-986a-b699c5986ab0\", \"32c32d7a-fc85-4ebe-8640-0ccce3df589f\", \"d70914ac-7fcd-45d0-864c-fcd4dc4197ba\", \"48e798c2-711d-41eb-a852-d245eccefea2\"], \"total_duration\": 298.0, \"total_sessions\": 7, \"mean_week_duration\": 1.461}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"16101\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-01-08 20:40:10.000000+00:00\", \"2022-07-02 23:41:16.000000+00:00\"], \"session_ids\": [\"26c73508-40cd-4e7d-a26a-cb3ee0e91d3b\", \"b75b4dd4-3ff2-47d9-8a90-848110d0dd35\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.115}}, {\"78870\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-03-05 03:53:57.000000+00:00\", \"2019-05-15 02:08:27.000000+00:00\"], \"session_ids\": [\"7c5c8340-1993-4d2e-be74-e24111cfc08d\", \"dc0f35c3-fdd1-4ed9-8aab-4b548d89bd35\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.271}}]\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[{\"16101\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-01-08 20:40:10.000000+00:00\", \"2022-07-02 23:41:16.000000+00:00\"], \"session_ids\": [\"26c73508-40cd-4e7d-a26a-cb3ee0e91d3b\", \"b75b4dd4-3ff2-47d9-8a90-848110d0dd35\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.115}}, {\"78870\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-03-05 03:53:57.000000+00:00\", \"2019-05-15 02:08:27.000000+00:00\"], \"session_ids\": [\"7c5c8340-1993-4d2e-be74-e24111cfc08d\", \"dc0f35c3-fdd1-4ed9-8aab-4b548d89bd35\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.271}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about user who has total_sessions greater than 4 and less than 8 , and sort by overall quantity of sessions in ascending order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"7328\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-04 05:08:37.000000+00:00\", \"2022-05-09 22:50:05.000000+00:00\"], \"session_ids\": [\"e32c83bc-ef54-486d-8ba7-e8399b6bf47c\", \"93baf498-3a6a-41f2-9d8a-dc45cadb6f78\"], \"total_duration\": 370.0, \"total_sessions\": 2, \"mean_week_duration\": 2.552}, \"8228\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-01-23 08:51:51.000000+00:00\", \"2022-09-21 21:43:05.000000+00:00\"], \"session_ids\": [\"a93c4c3c-7cda-4fb6-beb1-f8d908701bf1\", \"cd82b3e9-5606-49a9-b800-aa406c298b8b\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 0.686}, \"63100\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": \"Quito\", \"datetimes\": [\"2019-08-26 11:46:03.000000+00:00\", \"2020-10-06 02:54:37.000000+00:00\", \"2019-03-24 08:24:22.000000+00:00\", \"2021-04-21 19:17:15.000000+00:00\", \"2021-03-16 21:43:46.000000+00:00\", \"2019-04-15 17:29:16.000000+00:00\", \"2020-07-31 11:35:48.000000+00:00\", \"2021-04-22 14:11:19.000000+00:00\", \"2020-01-20 02:19:34.000000+00:00\"], \"session_ids\": [\"8998001e-96e2-4540-8468-24975484838a\", \"3a111cde-9331-4ba0-8328-87525e7045a1\", \"212126e8-7459-4c5b-9925-24ff6d046b41\", \"5f40b3f4-964b-4fb7-a332-04743eca0211\", \"ac235539-a33e-4602-80e5-bf2e2a56e19f\", \"dbc22c9b-e21b-4f81-ac5c-059fce2e7f35\", \"536fcc3f-bed2-4247-a0b4-f1692ab44937\", \"35b5ece9-0f0b-4995-84a7-16deef30b0d1\", \"6fcbf644-7ea7-4538-b109-0dc176ce6c14\"], \"total_duration\": 17536.0, \"total_sessions\": 9, \"mean_week_duration\": 160.881}, \"49904\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-05-22 17:52:27.000000+00:00\", \"2019-07-14 04:04:32.000000+00:00\"], \"session_ids\": [\"5385118d-0193-4a4d-beea-ab4560acbbff\", \"44c816eb-3003-4613-ac48-e3d807f3fd54\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 1.579}, \"63219\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-28 20:31:15.000000+00:00\", \"2021-03-02 01:56:18.000000+00:00\"], \"session_ids\": [\"e92a8859-3e37-4708-976b-a1ce5891d969\", \"410e8836-912b-48ba-ac3e-ca63d40465b3\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.87}, \"35236\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-06-20 04:37:15.000000+00:00\", \"2019-03-26 07:58:39.000000+00:00\", \"2019-10-29 21:26:27.000000+00:00\", \"2020-10-30 18:58:57.000000+00:00\", \"2019-08-25 13:13:13.000000+00:00\", \"2020-05-06 00:21:50.000000+00:00\", \"2020-02-26 21:38:04.000000+00:00\", \"2021-11-10 22:25:02.000000+00:00\", \"2022-03-11 16:30:35.000000+00:00\"], \"session_ids\": [\"df3858ff-4e49-4514-917b-a5c24d21df1f\", \"296bdad2-81eb-4133-ba4d-660d3b675719\", \"92d9b8f1-f54e-4ba8-9716-b9efdddbfbc0\", \"f1eecb36-7ca0-478d-8fc7-2709540ea925\", \"2af63e1a-9b92-4e3c-86e6-e561fb5579b8\", \"00464f3a-4274-4408-954c-34fbb2cefed1\", \"58a0f885-e4c1-4092-88b8-059c1f1c76d2\", \"685aa3ba-dbed-41c8-8768-decabd2cbef9\", \"31d82f42-1aae-463f-8514-79a1dd5e6396\"], \"total_duration\": 1228.0, \"total_sessions\": 9, \"mean_week_duration\": 7.923}, \"21871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-18 18:07:51.000000+00:00\", \"2021-04-11 00:40:27.000000+00:00\", \"2019-08-16 02:32:06.000000+00:00\", \"2019-10-22 17:17:24.000000+00:00\", \"2022-04-06 14:23:27.000000+00:00\"], \"session_ids\": [\"c5f43667-c871-4c51-8560-7b5239d9b71e\", \"e6bee04b-64c6-4a60-ad23-0ce19ec86b7f\", \"616f934d-7037-4d0c-a8f0-573cb81190a7\", \"a5ec42f6-1314-4139-96e6-7c87f5d87459\", \"564dd1a1-28e2-471b-a0a9-6dfa5f1d2469\"], \"total_duration\": 1572.0, \"total_sessions\": 5, \"mean_week_duration\": 10.142}, \"49476\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-01-07 22:34:48.000000+00:00\", \"2022-01-10 23:38:22.000000+00:00\", \"2022-02-09 06:23:42.000000+00:00\", \"2019-09-26 23:44:53.000000+00:00\", \"2023-05-14 13:56:47.000000+00:00\"], \"session_ids\": [\"29c2bf96-a2b3-4f8c-b953-41f679f62fec\", \"b2260115-32e7-4c29-aaf5-e3664f3a9f96\", \"bb298699-79b1-49c1-bc2c-90a1d2b55a72\", \"ec7b54d5-1ff6-4bbf-b5e6-e32affa1cf10\", \"ca97ea9d-5656-44eb-a934-dd89a5a15da6\"], \"total_duration\": 231.0, \"total_sessions\": 5, \"mean_week_duration\": 1.216}, \"11228\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-05-11 20:03:27.000000+00:00\", \"2023-03-13 16:44:48.000000+00:00\"], \"session_ids\": [\"30e240a5-831d-44d7-b6fc-d4004c286909\", \"db63f789-9240-4c0a-af9a-bfa589eeb766\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 4.135}, \"54347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-09 15:24:40.000000+00:00\", \"2023-05-16 06:10:02.000000+00:00\", \"2023-02-21 11:18:20.000000+00:00\", \"2021-12-03 01:42:00.000000+00:00\", \"2021-08-11 07:11:57.000000+00:00\"], \"session_ids\": [\"f570ab32-d189-4e11-8c22-e98e6508bbda\", \"b7578099-c213-4045-bf0e-50c10e0f0e0a\", \"aeef0e5e-f92b-4bc5-ac67-bfbbb227552e\", \"04d81e41-b57d-4f8e-9dda-7c81d41335eb\", \"c761d081-2a89-407c-99ca-0c13d36fcf23\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.278}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 4 and are equal or less than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"21871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-18 18:07:51.000000+00:00\", \"2021-04-11 00:40:27.000000+00:00\", \"2019-08-16 02:32:06.000000+00:00\", \"2019-10-22 17:17:24.000000+00:00\", \"2022-04-06 14:23:27.000000+00:00\"], \"session_ids\": [\"c5f43667-c871-4c51-8560-7b5239d9b71e\", \"e6bee04b-64c6-4a60-ad23-0ce19ec86b7f\", \"616f934d-7037-4d0c-a8f0-573cb81190a7\", \"a5ec42f6-1314-4139-96e6-7c87f5d87459\", \"564dd1a1-28e2-471b-a0a9-6dfa5f1d2469\"], \"total_duration\": 1572.0, \"total_sessions\": 5, \"mean_week_duration\": 10.142}, \"49476\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-01-07 22:34:48.000000+00:00\", \"2022-01-10 23:38:22.000000+00:00\", \"2022-02-09 06:23:42.000000+00:00\", \"2019-09-26 23:44:53.000000+00:00\", \"2023-05-14 13:56:47.000000+00:00\"], \"session_ids\": [\"29c2bf96-a2b3-4f8c-b953-41f679f62fec\", \"b2260115-32e7-4c29-aaf5-e3664f3a9f96\", \"bb298699-79b1-49c1-bc2c-90a1d2b55a72\", \"ec7b54d5-1ff6-4bbf-b5e6-e32affa1cf10\", \"ca97ea9d-5656-44eb-a934-dd89a5a15da6\"], \"total_duration\": 231.0, \"total_sessions\": 5, \"mean_week_duration\": 1.216}, \"54347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-09 15:24:40.000000+00:00\", \"2023-05-16 06:10:02.000000+00:00\", \"2023-02-21 11:18:20.000000+00:00\", \"2021-12-03 01:42:00.000000+00:00\", \"2021-08-11 07:11:57.000000+00:00\"], \"session_ids\": [\"f570ab32-d189-4e11-8c22-e98e6508bbda\", \"b7578099-c213-4045-bf0e-50c10e0f0e0a\", \"aeef0e5e-f92b-4bc5-ac67-bfbbb227552e\", \"04d81e41-b57d-4f8e-9dda-7c81d41335eb\", \"c761d081-2a89-407c-99ca-0c13d36fcf23\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.278}}\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[{\"21871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-18 18:07:51.000000+00:00\", \"2021-04-11 00:40:27.000000+00:00\", \"2019-08-16 02:32:06.000000+00:00\", \"2019-10-22 17:17:24.000000+00:00\", \"2022-04-06 14:23:27.000000+00:00\"], \"session_ids\": [\"c5f43667-c871-4c51-8560-7b5239d9b71e\", \"e6bee04b-64c6-4a60-ad23-0ce19ec86b7f\", \"616f934d-7037-4d0c-a8f0-573cb81190a7\", \"a5ec42f6-1314-4139-96e6-7c87f5d87459\", \"564dd1a1-28e2-471b-a0a9-6dfa5f1d2469\"], \"total_duration\": 1572.0, \"total_sessions\": 5, \"mean_week_duration\": 10.142}}, {\"49476\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2021-01-07 22:34:48.000000+00:00\", \"2022-01-10 23:38:22.000000+00:00\", \"2022-02-09 06:23:42.000000+00:00\", \"2019-09-26 23:44:53.000000+00:00\", \"2023-05-14 13:56:47.000000+00:00\"], \"session_ids\": [\"29c2bf96-a2b3-4f8c-b953-41f679f62fec\", \"b2260115-32e7-4c29-aaf5-e3664f3a9f96\", \"bb298699-79b1-49c1-bc2c-90a1d2b55a72\", \"ec7b54d5-1ff6-4bbf-b5e6-e32affa1cf10\", \"ca97ea9d-5656-44eb-a934-dd89a5a15da6\"], \"total_duration\": 231.0, \"total_sessions\": 5, \"mean_week_duration\": 1.216}}, {\"54347\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-09 15:24:40.000000+00:00\", \"2023-05-16 06:10:02.000000+00:00\", \"2023-02-21 11:18:20.000000+00:00\", \"2021-12-03 01:42:00.000000+00:00\", \"2021-08-11 07:11:57.000000+00:00\"], \"session_ids\": [\"f570ab32-d189-4e11-8c22-e98e6508bbda\", \"b7578099-c213-4045-bf0e-50c10e0f0e0a\", \"aeef0e5e-f92b-4bc5-ac67-bfbbb227552e\", \"04d81e41-b57d-4f8e-9dda-7c81d41335eb\", \"c761d081-2a89-407c-99ca-0c13d36fcf23\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.278}}]\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[{\"21871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-18 18:07:51.000000+00:00\", \"2021-04-11 00:40:27.000000+00:00\", \"2019-08-16 02:32:06.000000+00:00\", \"2019-10-22 17:17:24.000000+00:00\", \"2022-04-06 14:23:27.000000+00:00\"], \"session_ids\": [\"c5f43667-c871-4c51-8560-7b5239d9b71e\", \"e6bee04b-64c6-4a60-ad23-0ce19ec86b7f\", \"616f934d-7037-4d0c-a8f0-573cb81190a7\", \"a5ec42f6-1314-4139-96e6-7c87f5d87459\", \"564dd1a1-28e2-471b-a0a9-6dfa5f1d2469\"], \"total_duration\": 1572.0, \"total_sessions\": 5, \"mean_week_duration\": 10.142}}]\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[{\"21871\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-18 18:07:51.000000+00:00\", \"2021-04-11 00:40:27.000000+00:00\", \"2019-08-16 02:32:06.000000+00:00\", \"2019-10-22 17:17:24.000000+00:00\", \"2022-04-06 14:23:27.000000+00:00\"], \"session_ids\": [\"c5f43667-c871-4c51-8560-7b5239d9b71e\", \"e6bee04b-64c6-4a60-ad23-0ce19ec86b7f\", \"616f934d-7037-4d0c-a8f0-573cb81190a7\", \"a5ec42f6-1314-4139-96e6-7c87f5d87459\", \"564dd1a1-28e2-471b-a0a9-6dfa5f1d2469\"], \"total_duration\": 1572.0, \"total_sessions\": 5, \"mean_week_duration\": 10.142}}]\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": "Offer me knowledge about 5 users who are bot-tier based on value of average_week_duration , and apply sorting by site usage time per week in asc plus display me only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"33133\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-05 16:05:33.000000+00:00\", \"2020-02-12 09:53:24.000000+00:00\", \"2021-01-11 03:08:21.000000+00:00\", \"2022-02-01 06:29:19.000000+00:00\", \"2022-01-29 14:48:37.000000+00:00\", \"2019-11-15 22:57:17.000000+00:00\"], \"session_ids\": [\"62be5cd2-0e81-4901-9e3b-f64b274b73a1\", \"744a86db-0a2b-415f-9feb-30d5342a6083\", \"e09deb9f-4da0-414a-b34c-10f8ea551109\", \"959acd37-c308-40fc-a787-f9795168e60f\", \"94daf5c8-f74a-4624-9afc-0cb7db747bdf\", \"0d24c9da-447b-4afd-8e3e-a66ccc767cce\"], \"total_duration\": 259.0, \"total_sessions\": 6, \"mean_week_duration\": 1.533}, \"78276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-28 20:49:58.000000+00:00\", \"2020-10-18 21:31:22.000000+00:00\", \"2021-01-18 05:12:08.000000+00:00\", \"2022-08-11 07:52:52.000000+00:00\"], \"session_ids\": [\"69e9f443-935b-4c50-a766-852cd5bc1ddf\", \"1dffce89-d15e-443e-8446-437c14e5c917\", \"cc95ce26-ad29-43cc-9b85-057da6d7dbd8\", \"c89778a1-bc5f-4658-bbd6-229e2b4a9843\"], \"total_duration\": 67.0, \"total_sessions\": 4, \"mean_week_duration\": 0.705}, \"52828\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-05-31 23:17:46.000000+00:00\", \"2021-04-20 14:24:21.000000+00:00\", \"2022-01-20 05:48:35.000000+00:00\", \"2020-02-23 02:23:35.000000+00:00\", \"2022-07-21 12:41:40.000000+00:00\", \"2021-11-17 11:07:21.000000+00:00\"], \"session_ids\": [\"3b714c7f-0300-4f23-bcbb-2e3dcf2e48a4\", \"b3ff8d63-b013-4c81-ae15-3975fa45adfd\", \"dd356d5c-3040-4a99-bac0-0ab935393250\", \"2724881d-3773-46df-8572-bfcf79dcaaca\", \"5c8ee1c9-c63d-4498-ab27-f7f677c7408f\", \"371884c4-b6ea-4845-9dd0-147364066778\"], \"total_duration\": 104.0, \"total_sessions\": 6, \"mean_week_duration\": 0.825}, \"25658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-09 23:43:27.000000+00:00\", \"2021-06-26 14:08:34.000000+00:00\"], \"session_ids\": [\"955e9225-28eb-4394-9fe1-acdeb9fe4157\", \"8d534951-1c2b-44ea-bcbf-72115158f55d\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.558}, \"56867\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-03-04 01:33:05.000000+00:00\", \"2021-07-26 10:22:40.000000+00:00\", \"2023-03-19 00:07:18.000000+00:00\"], \"session_ids\": [\"53cfa496-1451-495a-acc8-35d44c7981d3\", \"04f16907-237c-4306-966f-1cf856ad655d\", \"f5dff469-f69c-43a6-9a41-12bd6c8b3ee3\"], \"total_duration\": 897.0, \"total_sessions\": 3, \"mean_week_duration\": 5.642}, \"20227\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-07 23:03:02.000000+00:00\", \"2022-01-09 16:57:52.000000+00:00\"], \"session_ids\": [\"5cee55e6-ea6f-47c9-9d31-a2b25255f6de\", \"b95385e5-5f2a-405a-b04b-7fb7d5dfd5a5\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.919}, \"86114\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-09-17 13:24:20.000000+00:00\", \"2019-11-19 13:22:33.000000+00:00\"], \"session_ids\": [\"37222c96-7915-4cb0-9aa1-dbabc5df2535\", \"efd5ec11-1589-4559-9c28-a6c8e9e0adb9\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 6.023}, \"93387\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-11 18:12:24.000000+00:00\", \"2021-02-11 17:07:38.000000+00:00\"], \"session_ids\": [\"4d8d70f5-7903-40aa-8eae-f06d14d0855a\", \"adb0f6bb-5f78-4bcf-839e-40ab464e56bc\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.803}, \"5514\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-04-24 00:45:05.000000+00:00\", \"2019-05-04 23:35:58.000000+00:00\"], \"session_ids\": [\"377258cb-6265-455e-a2a8-f6da4c16ee37\", \"2e240a41-b195-488b-9d7c-d5f855965031\"], \"total_duration\": 481.0, \"total_sessions\": 2, \"mean_week_duration\": 2.312}, \"81019\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-10 01:17:12.000000+00:00\", \"2023-04-29 17:49:47.000000+00:00\", \"2019-07-17 01:39:47.000000+00:00\", \"2022-02-12 06:29:37.000000+00:00\", \"2021-03-03 16:24:12.000000+00:00\", \"2019-11-09 10:11:21.000000+00:00\", \"2020-02-26 04:13:37.000000+00:00\", \"2021-09-03 23:24:52.000000+00:00\", \"2019-02-23 10:35:40.000000+00:00\", \"2021-10-10 05:10:07.000000+00:00\"], \"session_ids\": [\"038a9ec1-3044-44d8-833c-40798b787ef4\", \"c7cbd576-a74d-4109-8cd3-5e8606bf633f\", \"d23eed9b-df5c-4540-9e5f-3db921ade99b\", \"bbdff0b8-d9c2-4aa0-80d1-eb2f42776b4a\", \"d9b8b1d9-5f77-43ea-8995-11c7d159ae7c\", \"5ca9863a-a5ee-4fee-b47b-1bcf270f229f\", \"3e723e47-742d-45d3-be63-7d33c1793f3f\", \"1a0dbdda-20a0-4e61-86cf-3bfb9c878c40\", \"7b43274d-1b5b-4473-bea8-a2f7122a5e59\", \"49d9290b-4bf9-47b9-bc5b-ef7ec43c2b08\"], \"total_duration\": 200.0, \"total_sessions\": 10, \"mean_week_duration\": 0.917}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the lowest 5 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 5}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"25658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-09 23:43:27.000000+00:00\", \"2021-06-26 14:08:34.000000+00:00\"], \"session_ids\": [\"955e9225-28eb-4394-9fe1-acdeb9fe4157\", \"8d534951-1c2b-44ea-bcbf-72115158f55d\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.558}}, {\"78276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-28 20:49:58.000000+00:00\", \"2020-10-18 21:31:22.000000+00:00\", \"2021-01-18 05:12:08.000000+00:00\", \"2022-08-11 07:52:52.000000+00:00\"], \"session_ids\": [\"69e9f443-935b-4c50-a766-852cd5bc1ddf\", \"1dffce89-d15e-443e-8446-437c14e5c917\", \"cc95ce26-ad29-43cc-9b85-057da6d7dbd8\", \"c89778a1-bc5f-4658-bbd6-229e2b4a9843\"], \"total_duration\": 67.0, \"total_sessions\": 4, \"mean_week_duration\": 0.705}}, {\"93387\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-11 18:12:24.000000+00:00\", \"2021-02-11 17:07:38.000000+00:00\"], \"session_ids\": [\"4d8d70f5-7903-40aa-8eae-f06d14d0855a\", \"adb0f6bb-5f78-4bcf-839e-40ab464e56bc\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.803}}, {\"52828\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-05-31 23:17:46.000000+00:00\", \"2021-04-20 14:24:21.000000+00:00\", \"2022-01-20 05:48:35.000000+00:00\", \"2020-02-23 02:23:35.000000+00:00\", \"2022-07-21 12:41:40.000000+00:00\", \"2021-11-17 11:07:21.000000+00:00\"], \"session_ids\": [\"3b714c7f-0300-4f23-bcbb-2e3dcf2e48a4\", \"b3ff8d63-b013-4c81-ae15-3975fa45adfd\", \"dd356d5c-3040-4a99-bac0-0ab935393250\", \"2724881d-3773-46df-8572-bfcf79dcaaca\", \"5c8ee1c9-c63d-4498-ab27-f7f677c7408f\", \"371884c4-b6ea-4845-9dd0-147364066778\"], \"total_duration\": 104.0, \"total_sessions\": 6, \"mean_week_duration\": 0.825}}, {\"81019\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-10 01:17:12.000000+00:00\", \"2023-04-29 17:49:47.000000+00:00\", \"2019-07-17 01:39:47.000000+00:00\", \"2022-02-12 06:29:37.000000+00:00\", \"2021-03-03 16:24:12.000000+00:00\", \"2019-11-09 10:11:21.000000+00:00\", \"2020-02-26 04:13:37.000000+00:00\", \"2021-09-03 23:24:52.000000+00:00\", \"2019-02-23 10:35:40.000000+00:00\", \"2021-10-10 05:10:07.000000+00:00\"], \"session_ids\": [\"038a9ec1-3044-44d8-833c-40798b787ef4\", \"c7cbd576-a74d-4109-8cd3-5e8606bf633f\", \"d23eed9b-df5c-4540-9e5f-3db921ade99b\", \"bbdff0b8-d9c2-4aa0-80d1-eb2f42776b4a\", \"d9b8b1d9-5f77-43ea-8995-11c7d159ae7c\", \"5ca9863a-a5ee-4fee-b47b-1bcf270f229f\", \"3e723e47-742d-45d3-be63-7d33c1793f3f\", \"1a0dbdda-20a0-4e61-86cf-3bfb9c878c40\", \"7b43274d-1b5b-4473-bea8-a2f7122a5e59\", \"49d9290b-4bf9-47b9-bc5b-ef7ec43c2b08\"], \"total_duration\": 200.0, \"total_sessions\": 10, \"mean_week_duration\": 0.917}}]\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[{\"25658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-09 23:43:27.000000+00:00\", \"2021-06-26 14:08:34.000000+00:00\"], \"session_ids\": [\"955e9225-28eb-4394-9fe1-acdeb9fe4157\", \"8d534951-1c2b-44ea-bcbf-72115158f55d\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.558}}, {\"78276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-28 20:49:58.000000+00:00\", \"2020-10-18 21:31:22.000000+00:00\", \"2021-01-18 05:12:08.000000+00:00\", \"2022-08-11 07:52:52.000000+00:00\"], \"session_ids\": [\"69e9f443-935b-4c50-a766-852cd5bc1ddf\", \"1dffce89-d15e-443e-8446-437c14e5c917\", \"cc95ce26-ad29-43cc-9b85-057da6d7dbd8\", \"c89778a1-bc5f-4658-bbd6-229e2b4a9843\"], \"total_duration\": 67.0, \"total_sessions\": 4, \"mean_week_duration\": 0.705}}, {\"93387\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-11 18:12:24.000000+00:00\", \"2021-02-11 17:07:38.000000+00:00\"], \"session_ids\": [\"4d8d70f5-7903-40aa-8eae-f06d14d0855a\", \"adb0f6bb-5f78-4bcf-839e-40ab464e56bc\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.803}}, {\"52828\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-05-31 23:17:46.000000+00:00\", \"2021-04-20 14:24:21.000000+00:00\", \"2022-01-20 05:48:35.000000+00:00\", \"2020-02-23 02:23:35.000000+00:00\", \"2022-07-21 12:41:40.000000+00:00\", \"2021-11-17 11:07:21.000000+00:00\"], \"session_ids\": [\"3b714c7f-0300-4f23-bcbb-2e3dcf2e48a4\", \"b3ff8d63-b013-4c81-ae15-3975fa45adfd\", \"dd356d5c-3040-4a99-bac0-0ab935393250\", \"2724881d-3773-46df-8572-bfcf79dcaaca\", \"5c8ee1c9-c63d-4498-ab27-f7f677c7408f\", \"371884c4-b6ea-4845-9dd0-147364066778\"], \"total_duration\": 104.0, \"total_sessions\": 6, \"mean_week_duration\": 0.825}}, {\"81019\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-10 01:17:12.000000+00:00\", \"2023-04-29 17:49:47.000000+00:00\", \"2019-07-17 01:39:47.000000+00:00\", \"2022-02-12 06:29:37.000000+00:00\", \"2021-03-03 16:24:12.000000+00:00\", \"2019-11-09 10:11:21.000000+00:00\", \"2020-02-26 04:13:37.000000+00:00\", \"2021-09-03 23:24:52.000000+00:00\", \"2019-02-23 10:35:40.000000+00:00\", \"2021-10-10 05:10:07.000000+00:00\"], \"session_ids\": [\"038a9ec1-3044-44d8-833c-40798b787ef4\", \"c7cbd576-a74d-4109-8cd3-5e8606bf633f\", \"d23eed9b-df5c-4540-9e5f-3db921ade99b\", \"bbdff0b8-d9c2-4aa0-80d1-eb2f42776b4a\", \"d9b8b1d9-5f77-43ea-8995-11c7d159ae7c\", \"5ca9863a-a5ee-4fee-b47b-1bcf270f229f\", \"3e723e47-742d-45d3-be63-7d33c1793f3f\", \"1a0dbdda-20a0-4e61-86cf-3bfb9c878c40\", \"7b43274d-1b5b-4473-bea8-a2f7122a5e59\", \"49d9290b-4bf9-47b9-bc5b-ef7ec43c2b08\"], \"total_duration\": 200.0, \"total_sessions\": 10, \"mean_week_duration\": 0.917}}]\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[{\"25658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-09 23:43:27.000000+00:00\", \"2021-06-26 14:08:34.000000+00:00\"], \"session_ids\": [\"955e9225-28eb-4394-9fe1-acdeb9fe4157\", \"8d534951-1c2b-44ea-bcbf-72115158f55d\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.558}}, {\"78276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-28 20:49:58.000000+00:00\", \"2020-10-18 21:31:22.000000+00:00\", \"2021-01-18 05:12:08.000000+00:00\", \"2022-08-11 07:52:52.000000+00:00\"], \"session_ids\": [\"69e9f443-935b-4c50-a766-852cd5bc1ddf\", \"1dffce89-d15e-443e-8446-437c14e5c917\", \"cc95ce26-ad29-43cc-9b85-057da6d7dbd8\", \"c89778a1-bc5f-4658-bbd6-229e2b4a9843\"], \"total_duration\": 67.0, \"total_sessions\": 4, \"mean_week_duration\": 0.705}}, {\"93387\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-11 18:12:24.000000+00:00\", \"2021-02-11 17:07:38.000000+00:00\"], \"session_ids\": [\"4d8d70f5-7903-40aa-8eae-f06d14d0855a\", \"adb0f6bb-5f78-4bcf-839e-40ab464e56bc\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.803}}]\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[{\"25658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-01-09 23:43:27.000000+00:00\", \"2021-06-26 14:08:34.000000+00:00\"], \"session_ids\": [\"955e9225-28eb-4394-9fe1-acdeb9fe4157\", \"8d534951-1c2b-44ea-bcbf-72115158f55d\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.558}}, {\"78276\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-28 20:49:58.000000+00:00\", \"2020-10-18 21:31:22.000000+00:00\", \"2021-01-18 05:12:08.000000+00:00\", \"2022-08-11 07:52:52.000000+00:00\"], \"session_ids\": [\"69e9f443-935b-4c50-a766-852cd5bc1ddf\", \"1dffce89-d15e-443e-8446-437c14e5c917\", \"cc95ce26-ad29-43cc-9b85-057da6d7dbd8\", \"c89778a1-bc5f-4658-bbd6-229e2b4a9843\"], \"total_duration\": 67.0, \"total_sessions\": 4, \"mean_week_duration\": 0.705}}, {\"93387\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-06-11 18:12:24.000000+00:00\", \"2021-02-11 17:07:38.000000+00:00\"], \"session_ids\": [\"4d8d70f5-7903-40aa-8eae-f06d14d0855a\", \"adb0f6bb-5f78-4bcf-839e-40ab464e56bc\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.803}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about 7 users with a mean of duration of sessions per week that is above 37 and below 19, exclusively 19 and 37 , and execute sorting by quantity of sessions from the largest to the smallest." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"30327\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-09-29 07:58:02.000000+00:00\", \"2023-01-30 00:58:33.000000+00:00\", \"2019-01-20 01:53:42.000000+00:00\", \"2023-04-01 19:39:56.000000+00:00\", \"2019-07-15 21:59:37.000000+00:00\", \"2019-12-30 19:21:24.000000+00:00\", \"2023-03-31 11:05:06.000000+00:00\", \"2022-02-15 16:13:02.000000+00:00\"], \"session_ids\": [\"ec78e033-944c-431c-9ca8-72c3ebd7de16\", \"04d585ea-9bac-4ef8-be03-108a9b4efbb2\", \"24ff0d4f-ce47-4013-b143-4a82e5dbf3c0\", \"8032f741-7f73-448a-ab1c-1ec595cdc5c3\", \"de9318d9-d1b0-47c4-a626-b0144479f56e\", \"2777abf0-f782-4423-aab1-d2dd806a89e5\", \"9c062d78-9fc0-417b-a703-2ca3c2d57c0e\", \"3c2eacd5-6c02-49be-9371-e95a3222f3cc\"], \"total_duration\": 1085.0, \"total_sessions\": 8, \"mean_week_duration\": 4.954}, \"60234\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-11-24 21:06:18.000000+00:00\", \"2022-03-24 03:24:02.000000+00:00\", \"2023-03-18 13:36:50.000000+00:00\"], \"session_ids\": [\"3e4d0ae3-3d7c-4eed-938a-95704e8e58f3\", \"edb8e773-d46b-4697-bcd7-6d24cb0bf97d\", \"4f38c278-76f0-4d3c-bff3-2878e154592f\"], \"total_duration\": 170.0, \"total_sessions\": 3, \"mean_week_duration\": 3.269}, \"54866\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-01 04:42:01.000000+00:00\", \"2022-11-23 09:29:27.000000+00:00\", \"2022-07-11 23:59:19.000000+00:00\"], \"session_ids\": [\"d4c97609-b1d7-425c-81a2-ef1b832cd1f9\", \"d5072492-ab10-4603-9aa9-4653fdfd7740\", \"a98a7bb5-f264-4430-b927-890db55c5283\"], \"total_duration\": 903.0, \"total_sessions\": 3, \"mean_week_duration\": 4.855}, \"99074\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-28 01:10:44.000000+00:00\", \"2019-10-15 09:14:23.000000+00:00\"], \"session_ids\": [\"26013fd5-25a1-4b6e-86e7-86108979db4d\", \"d662488f-ca8a-4821-a761-ea3ca425fa3a\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 1.578}, \"1165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-07-09 11:30:40.000000+00:00\", \"2022-03-09 04:27:34.000000+00:00\"], \"session_ids\": [\"9309491c-da53-445c-bbfc-85f246ece6ea\", \"bc4ba38d-c6c6-40b2-964b-0d7bb8fb1bf2\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 2.816}, \"41210\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-09 20:09:33.000000+00:00\", \"2023-03-16 20:35:05.000000+00:00\", \"2021-03-05 10:11:45.000000+00:00\", \"2020-05-01 21:44:58.000000+00:00\"], \"session_ids\": [\"6c967ab5-a719-4355-8d06-58a21753e3da\", \"2fd2a781-70df-498b-abff-df68d29c775a\", \"e974559c-c4ef-42b3-b332-778f38b34c4e\", \"1295ab83-874d-419c-90f5-8a2a43d1c82f\"], \"total_duration\": 2159.0, \"total_sessions\": 4, \"mean_week_duration\": 11.187}, \"71397\": {\"keyflows\": {\"Sign In Flow\": 3, \"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, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-12 18:29:16.000000+00:00\", \"2022-03-27 18:51:53.000000+00:00\"], \"session_ids\": [\"746bf764-5004-4ae5-954b-bd265bca0834\", \"7694c923-5526-483c-b8db-0bae39625be7\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 20.5}, \"81124\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-23 22:52:53.000000+00:00\", \"2021-06-28 11:31:45.000000+00:00\"], \"session_ids\": [\"cce77121-5013-4128-bbba-a9cc3b02eeb9\", \"1c8a1235-700b-4efd-aa0c-303036eee79d\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.547}, \"16481\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-09 13:28:13.000000+00:00\", \"2022-10-28 04:40:11.000000+00:00\", \"2021-05-11 09:16:41.000000+00:00\", \"2021-09-28 08:06:36.000000+00:00\", \"2022-01-18 17:53:30.000000+00:00\", \"2019-07-17 14:31:04.000000+00:00\"], \"session_ids\": [\"ad4c62f3-fbf3-4db8-993f-8085058fe0f4\", \"162af9e2-63aa-4146-815a-26962f474ddd\", \"134d9bc4-89c0-48d7-9ebb-77c25c554495\", \"c740ce93-487b-4c48-af35-010ad2409102\", \"fe0efc40-1542-4e60-a217-35b94debfa08\", \"102b8fb4-6245-41ce-8734-990c5fd30a14\"], \"total_duration\": 445.0, \"total_sessions\": 6, \"mean_week_duration\": 2.587}, \"72667\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-03-27 05:16:51.000000+00:00\", \"2022-05-20 11:35:35.000000+00:00\"], \"session_ids\": [\"c503efc6-0781-430c-9961-314be48ada19\", \"4c2de502-d5f8-4e8e-bebe-9fc7cb1d5b9e\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 1.733}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are less than 19 and are greater than 37" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[19, 37]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"30327\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-09-29 07:58:02.000000+00:00\", \"2023-01-30 00:58:33.000000+00:00\", \"2019-01-20 01:53:42.000000+00:00\", \"2023-04-01 19:39:56.000000+00:00\", \"2019-07-15 21:59:37.000000+00:00\", \"2019-12-30 19:21:24.000000+00:00\", \"2023-03-31 11:05:06.000000+00:00\", \"2022-02-15 16:13:02.000000+00:00\"], \"session_ids\": [\"ec78e033-944c-431c-9ca8-72c3ebd7de16\", \"04d585ea-9bac-4ef8-be03-108a9b4efbb2\", \"24ff0d4f-ce47-4013-b143-4a82e5dbf3c0\", \"8032f741-7f73-448a-ab1c-1ec595cdc5c3\", \"de9318d9-d1b0-47c4-a626-b0144479f56e\", \"2777abf0-f782-4423-aab1-d2dd806a89e5\", \"9c062d78-9fc0-417b-a703-2ca3c2d57c0e\", \"3c2eacd5-6c02-49be-9371-e95a3222f3cc\"], \"total_duration\": 1085.0, \"total_sessions\": 8, \"mean_week_duration\": 4.954}, \"60234\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-11-24 21:06:18.000000+00:00\", \"2022-03-24 03:24:02.000000+00:00\", \"2023-03-18 13:36:50.000000+00:00\"], \"session_ids\": [\"3e4d0ae3-3d7c-4eed-938a-95704e8e58f3\", \"edb8e773-d46b-4697-bcd7-6d24cb0bf97d\", \"4f38c278-76f0-4d3c-bff3-2878e154592f\"], \"total_duration\": 170.0, \"total_sessions\": 3, \"mean_week_duration\": 3.269}, \"54866\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-01 04:42:01.000000+00:00\", \"2022-11-23 09:29:27.000000+00:00\", \"2022-07-11 23:59:19.000000+00:00\"], \"session_ids\": [\"d4c97609-b1d7-425c-81a2-ef1b832cd1f9\", \"d5072492-ab10-4603-9aa9-4653fdfd7740\", \"a98a7bb5-f264-4430-b927-890db55c5283\"], \"total_duration\": 903.0, \"total_sessions\": 3, \"mean_week_duration\": 4.855}, \"99074\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-28 01:10:44.000000+00:00\", \"2019-10-15 09:14:23.000000+00:00\"], \"session_ids\": [\"26013fd5-25a1-4b6e-86e7-86108979db4d\", \"d662488f-ca8a-4821-a761-ea3ca425fa3a\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 1.578}, \"1165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-07-09 11:30:40.000000+00:00\", \"2022-03-09 04:27:34.000000+00:00\"], \"session_ids\": [\"9309491c-da53-445c-bbfc-85f246ece6ea\", \"bc4ba38d-c6c6-40b2-964b-0d7bb8fb1bf2\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 2.816}, \"41210\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-09 20:09:33.000000+00:00\", \"2023-03-16 20:35:05.000000+00:00\", \"2021-03-05 10:11:45.000000+00:00\", \"2020-05-01 21:44:58.000000+00:00\"], \"session_ids\": [\"6c967ab5-a719-4355-8d06-58a21753e3da\", \"2fd2a781-70df-498b-abff-df68d29c775a\", \"e974559c-c4ef-42b3-b332-778f38b34c4e\", \"1295ab83-874d-419c-90f5-8a2a43d1c82f\"], \"total_duration\": 2159.0, \"total_sessions\": 4, \"mean_week_duration\": 11.187}, \"81124\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-23 22:52:53.000000+00:00\", \"2021-06-28 11:31:45.000000+00:00\"], \"session_ids\": [\"cce77121-5013-4128-bbba-a9cc3b02eeb9\", \"1c8a1235-700b-4efd-aa0c-303036eee79d\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.547}, \"16481\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-09 13:28:13.000000+00:00\", \"2022-10-28 04:40:11.000000+00:00\", \"2021-05-11 09:16:41.000000+00:00\", \"2021-09-28 08:06:36.000000+00:00\", \"2022-01-18 17:53:30.000000+00:00\", \"2019-07-17 14:31:04.000000+00:00\"], \"session_ids\": [\"ad4c62f3-fbf3-4db8-993f-8085058fe0f4\", \"162af9e2-63aa-4146-815a-26962f474ddd\", \"134d9bc4-89c0-48d7-9ebb-77c25c554495\", \"c740ce93-487b-4c48-af35-010ad2409102\", \"fe0efc40-1542-4e60-a217-35b94debfa08\", \"102b8fb4-6245-41ce-8734-990c5fd30a14\"], \"total_duration\": 445.0, \"total_sessions\": 6, \"mean_week_duration\": 2.587}, \"72667\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-03-27 05:16:51.000000+00:00\", \"2022-05-20 11:35:35.000000+00:00\"], \"session_ids\": [\"c503efc6-0781-430c-9961-314be48ada19\", \"4c2de502-d5f8-4e8e-bebe-9fc7cb1d5b9e\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 1.733}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"30327\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-09-29 07:58:02.000000+00:00\", \"2023-01-30 00:58:33.000000+00:00\", \"2019-01-20 01:53:42.000000+00:00\", \"2023-04-01 19:39:56.000000+00:00\", \"2019-07-15 21:59:37.000000+00:00\", \"2019-12-30 19:21:24.000000+00:00\", \"2023-03-31 11:05:06.000000+00:00\", \"2022-02-15 16:13:02.000000+00:00\"], \"session_ids\": [\"ec78e033-944c-431c-9ca8-72c3ebd7de16\", \"04d585ea-9bac-4ef8-be03-108a9b4efbb2\", \"24ff0d4f-ce47-4013-b143-4a82e5dbf3c0\", \"8032f741-7f73-448a-ab1c-1ec595cdc5c3\", \"de9318d9-d1b0-47c4-a626-b0144479f56e\", \"2777abf0-f782-4423-aab1-d2dd806a89e5\", \"9c062d78-9fc0-417b-a703-2ca3c2d57c0e\", \"3c2eacd5-6c02-49be-9371-e95a3222f3cc\"], \"total_duration\": 1085.0, \"total_sessions\": 8, \"mean_week_duration\": 4.954}}, {\"16481\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-09 13:28:13.000000+00:00\", \"2022-10-28 04:40:11.000000+00:00\", \"2021-05-11 09:16:41.000000+00:00\", \"2021-09-28 08:06:36.000000+00:00\", \"2022-01-18 17:53:30.000000+00:00\", \"2019-07-17 14:31:04.000000+00:00\"], \"session_ids\": [\"ad4c62f3-fbf3-4db8-993f-8085058fe0f4\", \"162af9e2-63aa-4146-815a-26962f474ddd\", \"134d9bc4-89c0-48d7-9ebb-77c25c554495\", \"c740ce93-487b-4c48-af35-010ad2409102\", \"fe0efc40-1542-4e60-a217-35b94debfa08\", \"102b8fb4-6245-41ce-8734-990c5fd30a14\"], \"total_duration\": 445.0, \"total_sessions\": 6, \"mean_week_duration\": 2.587}}, {\"41210\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-09 20:09:33.000000+00:00\", \"2023-03-16 20:35:05.000000+00:00\", \"2021-03-05 10:11:45.000000+00:00\", \"2020-05-01 21:44:58.000000+00:00\"], \"session_ids\": [\"6c967ab5-a719-4355-8d06-58a21753e3da\", \"2fd2a781-70df-498b-abff-df68d29c775a\", \"e974559c-c4ef-42b3-b332-778f38b34c4e\", \"1295ab83-874d-419c-90f5-8a2a43d1c82f\"], \"total_duration\": 2159.0, \"total_sessions\": 4, \"mean_week_duration\": 11.187}}, {\"60234\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-11-24 21:06:18.000000+00:00\", \"2022-03-24 03:24:02.000000+00:00\", \"2023-03-18 13:36:50.000000+00:00\"], \"session_ids\": [\"3e4d0ae3-3d7c-4eed-938a-95704e8e58f3\", \"edb8e773-d46b-4697-bcd7-6d24cb0bf97d\", \"4f38c278-76f0-4d3c-bff3-2878e154592f\"], \"total_duration\": 170.0, \"total_sessions\": 3, \"mean_week_duration\": 3.269}}, {\"54866\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-01 04:42:01.000000+00:00\", \"2022-11-23 09:29:27.000000+00:00\", \"2022-07-11 23:59:19.000000+00:00\"], \"session_ids\": [\"d4c97609-b1d7-425c-81a2-ef1b832cd1f9\", \"d5072492-ab10-4603-9aa9-4653fdfd7740\", \"a98a7bb5-f264-4430-b927-890db55c5283\"], \"total_duration\": 903.0, \"total_sessions\": 3, \"mean_week_duration\": 4.855}}, {\"99074\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-28 01:10:44.000000+00:00\", \"2019-10-15 09:14:23.000000+00:00\"], \"session_ids\": [\"26013fd5-25a1-4b6e-86e7-86108979db4d\", \"d662488f-ca8a-4821-a761-ea3ca425fa3a\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 1.578}}, {\"1165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-07-09 11:30:40.000000+00:00\", \"2022-03-09 04:27:34.000000+00:00\"], \"session_ids\": [\"9309491c-da53-445c-bbfc-85f246ece6ea\", \"bc4ba38d-c6c6-40b2-964b-0d7bb8fb1bf2\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 2.816}}, {\"81124\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-23 22:52:53.000000+00:00\", \"2021-06-28 11:31:45.000000+00:00\"], \"session_ids\": [\"cce77121-5013-4128-bbba-a9cc3b02eeb9\", \"1c8a1235-700b-4efd-aa0c-303036eee79d\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.547}}, {\"72667\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-03-27 05:16:51.000000+00:00\", \"2022-05-20 11:35:35.000000+00:00\"], \"session_ids\": [\"c503efc6-0781-430c-9961-314be48ada19\", \"4c2de502-d5f8-4e8e-bebe-9fc7cb1d5b9e\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 1.733}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 7 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"30327\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-09-29 07:58:02.000000+00:00\", \"2023-01-30 00:58:33.000000+00:00\", \"2019-01-20 01:53:42.000000+00:00\", \"2023-04-01 19:39:56.000000+00:00\", \"2019-07-15 21:59:37.000000+00:00\", \"2019-12-30 19:21:24.000000+00:00\", \"2023-03-31 11:05:06.000000+00:00\", \"2022-02-15 16:13:02.000000+00:00\"], \"session_ids\": [\"ec78e033-944c-431c-9ca8-72c3ebd7de16\", \"04d585ea-9bac-4ef8-be03-108a9b4efbb2\", \"24ff0d4f-ce47-4013-b143-4a82e5dbf3c0\", \"8032f741-7f73-448a-ab1c-1ec595cdc5c3\", \"de9318d9-d1b0-47c4-a626-b0144479f56e\", \"2777abf0-f782-4423-aab1-d2dd806a89e5\", \"9c062d78-9fc0-417b-a703-2ca3c2d57c0e\", \"3c2eacd5-6c02-49be-9371-e95a3222f3cc\"], \"total_duration\": 1085.0, \"total_sessions\": 8, \"mean_week_duration\": 4.954}}, {\"16481\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-09 13:28:13.000000+00:00\", \"2022-10-28 04:40:11.000000+00:00\", \"2021-05-11 09:16:41.000000+00:00\", \"2021-09-28 08:06:36.000000+00:00\", \"2022-01-18 17:53:30.000000+00:00\", \"2019-07-17 14:31:04.000000+00:00\"], \"session_ids\": [\"ad4c62f3-fbf3-4db8-993f-8085058fe0f4\", \"162af9e2-63aa-4146-815a-26962f474ddd\", \"134d9bc4-89c0-48d7-9ebb-77c25c554495\", \"c740ce93-487b-4c48-af35-010ad2409102\", \"fe0efc40-1542-4e60-a217-35b94debfa08\", \"102b8fb4-6245-41ce-8734-990c5fd30a14\"], \"total_duration\": 445.0, \"total_sessions\": 6, \"mean_week_duration\": 2.587}}, {\"41210\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-09 20:09:33.000000+00:00\", \"2023-03-16 20:35:05.000000+00:00\", \"2021-03-05 10:11:45.000000+00:00\", \"2020-05-01 21:44:58.000000+00:00\"], \"session_ids\": [\"6c967ab5-a719-4355-8d06-58a21753e3da\", \"2fd2a781-70df-498b-abff-df68d29c775a\", \"e974559c-c4ef-42b3-b332-778f38b34c4e\", \"1295ab83-874d-419c-90f5-8a2a43d1c82f\"], \"total_duration\": 2159.0, \"total_sessions\": 4, \"mean_week_duration\": 11.187}}, {\"60234\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-11-24 21:06:18.000000+00:00\", \"2022-03-24 03:24:02.000000+00:00\", \"2023-03-18 13:36:50.000000+00:00\"], \"session_ids\": [\"3e4d0ae3-3d7c-4eed-938a-95704e8e58f3\", \"edb8e773-d46b-4697-bcd7-6d24cb0bf97d\", \"4f38c278-76f0-4d3c-bff3-2878e154592f\"], \"total_duration\": 170.0, \"total_sessions\": 3, \"mean_week_duration\": 3.269}}, {\"54866\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-01 04:42:01.000000+00:00\", \"2022-11-23 09:29:27.000000+00:00\", \"2022-07-11 23:59:19.000000+00:00\"], \"session_ids\": [\"d4c97609-b1d7-425c-81a2-ef1b832cd1f9\", \"d5072492-ab10-4603-9aa9-4653fdfd7740\", \"a98a7bb5-f264-4430-b927-890db55c5283\"], \"total_duration\": 903.0, \"total_sessions\": 3, \"mean_week_duration\": 4.855}}, {\"99074\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-28 01:10:44.000000+00:00\", \"2019-10-15 09:14:23.000000+00:00\"], \"session_ids\": [\"26013fd5-25a1-4b6e-86e7-86108979db4d\", \"d662488f-ca8a-4821-a761-ea3ca425fa3a\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 1.578}}, {\"1165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-07-09 11:30:40.000000+00:00\", \"2022-03-09 04:27:34.000000+00:00\"], \"session_ids\": [\"9309491c-da53-445c-bbfc-85f246ece6ea\", \"bc4ba38d-c6c6-40b2-964b-0d7bb8fb1bf2\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 2.816}}]\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[{\"30327\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-09-29 07:58:02.000000+00:00\", \"2023-01-30 00:58:33.000000+00:00\", \"2019-01-20 01:53:42.000000+00:00\", \"2023-04-01 19:39:56.000000+00:00\", \"2019-07-15 21:59:37.000000+00:00\", \"2019-12-30 19:21:24.000000+00:00\", \"2023-03-31 11:05:06.000000+00:00\", \"2022-02-15 16:13:02.000000+00:00\"], \"session_ids\": [\"ec78e033-944c-431c-9ca8-72c3ebd7de16\", \"04d585ea-9bac-4ef8-be03-108a9b4efbb2\", \"24ff0d4f-ce47-4013-b143-4a82e5dbf3c0\", \"8032f741-7f73-448a-ab1c-1ec595cdc5c3\", \"de9318d9-d1b0-47c4-a626-b0144479f56e\", \"2777abf0-f782-4423-aab1-d2dd806a89e5\", \"9c062d78-9fc0-417b-a703-2ca3c2d57c0e\", \"3c2eacd5-6c02-49be-9371-e95a3222f3cc\"], \"total_duration\": 1085.0, \"total_sessions\": 8, \"mean_week_duration\": 4.954}}, {\"16481\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-09 13:28:13.000000+00:00\", \"2022-10-28 04:40:11.000000+00:00\", \"2021-05-11 09:16:41.000000+00:00\", \"2021-09-28 08:06:36.000000+00:00\", \"2022-01-18 17:53:30.000000+00:00\", \"2019-07-17 14:31:04.000000+00:00\"], \"session_ids\": [\"ad4c62f3-fbf3-4db8-993f-8085058fe0f4\", \"162af9e2-63aa-4146-815a-26962f474ddd\", \"134d9bc4-89c0-48d7-9ebb-77c25c554495\", \"c740ce93-487b-4c48-af35-010ad2409102\", \"fe0efc40-1542-4e60-a217-35b94debfa08\", \"102b8fb4-6245-41ce-8734-990c5fd30a14\"], \"total_duration\": 445.0, \"total_sessions\": 6, \"mean_week_duration\": 2.587}}, {\"41210\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-09 20:09:33.000000+00:00\", \"2023-03-16 20:35:05.000000+00:00\", \"2021-03-05 10:11:45.000000+00:00\", \"2020-05-01 21:44:58.000000+00:00\"], \"session_ids\": [\"6c967ab5-a719-4355-8d06-58a21753e3da\", \"2fd2a781-70df-498b-abff-df68d29c775a\", \"e974559c-c4ef-42b3-b332-778f38b34c4e\", \"1295ab83-874d-419c-90f5-8a2a43d1c82f\"], \"total_duration\": 2159.0, \"total_sessions\": 4, \"mean_week_duration\": 11.187}}, {\"60234\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2022-11-24 21:06:18.000000+00:00\", \"2022-03-24 03:24:02.000000+00:00\", \"2023-03-18 13:36:50.000000+00:00\"], \"session_ids\": [\"3e4d0ae3-3d7c-4eed-938a-95704e8e58f3\", \"edb8e773-d46b-4697-bcd7-6d24cb0bf97d\", \"4f38c278-76f0-4d3c-bff3-2878e154592f\"], \"total_duration\": 170.0, \"total_sessions\": 3, \"mean_week_duration\": 3.269}}, {\"54866\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-01 04:42:01.000000+00:00\", \"2022-11-23 09:29:27.000000+00:00\", \"2022-07-11 23:59:19.000000+00:00\"], \"session_ids\": [\"d4c97609-b1d7-425c-81a2-ef1b832cd1f9\", \"d5072492-ab10-4603-9aa9-4653fdfd7740\", \"a98a7bb5-f264-4430-b927-890db55c5283\"], \"total_duration\": 903.0, \"total_sessions\": 3, \"mean_week_duration\": 4.855}}, {\"99074\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-28 01:10:44.000000+00:00\", \"2019-10-15 09:14:23.000000+00:00\"], \"session_ids\": [\"26013fd5-25a1-4b6e-86e7-86108979db4d\", \"d662488f-ca8a-4821-a761-ea3ca425fa3a\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 1.578}}, {\"1165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-07-09 11:30:40.000000+00:00\", \"2022-03-09 04:27:34.000000+00:00\"], \"session_ids\": [\"9309491c-da53-445c-bbfc-85f246ece6ea\", \"bc4ba38d-c6c6-40b2-964b-0d7bb8fb1bf2\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 2.816}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into 2 users who don't live in cities Tokyo, Vienna, Santiago, Kuala Lumpur, Beijing, Paris, Sydney, Copenhagen + perform sorting by sessions total form the highest value to the lowest value additionaly save only 2 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{\"51945\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-09-16 09:41:54.000000+00:00\", \"2023-03-22 23:39:34.000000+00:00\", \"2020-06-07 06:31:16.000000+00:00\", \"2021-08-28 05:10:48.000000+00:00\", \"2019-07-23 08:26:28.000000+00:00\", \"2022-08-06 23:33:30.000000+00:00\", \"2022-08-01 21:42:56.000000+00:00\", \"2023-03-02 03:12:58.000000+00:00\"], \"session_ids\": [\"a22ef4e7-3e3d-473b-a652-951724ae5a5a\", \"7a044320-9b6c-4b75-abd1-4b9b92fe7866\", \"1cd89430-498c-4695-b808-3a9a6f0ad977\", \"f7848de3-5b0e-47c7-a4ce-0133ffd37f3b\", \"90dca4a8-e92f-4571-95da-ac44736dfb83\", \"8849a0f8-5c69-4f7f-8732-1befcd89daed\", \"4bcc6642-3a0b-4ee1-a4c4-2135fd6d1160\", \"1bc38110-0097-4a1e-b03b-26a0115e6859\"], \"total_duration\": 429.0, \"total_sessions\": 8, \"mean_week_duration\": 2.234}, \"86913\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-24 05:32:56.000000+00:00\", \"2021-12-05 14:14:30.000000+00:00\"], \"session_ids\": [\"8541d7d6-955f-4112-b694-0fa4c9ef5ba8\", \"7b3c8f88-9d26-4836-afcc-ed40af00f394\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 1.921}, \"51057\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-09 17:10:05.000000+00:00\", \"2022-11-28 09:06:58.000000+00:00\"], \"session_ids\": [\"cb8f0aa2-e73c-4b00-8e51-9f1869529390\", \"93c3449e-c280-4842-a23d-14f362a4a724\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.75}, \"55350\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-27 12:54:19.000000+00:00\", \"2023-04-26 21:44:05.000000+00:00\", \"2019-10-25 22:55:12.000000+00:00\", \"2020-05-05 13:13:55.000000+00:00\"], \"session_ids\": [\"89ca4072-bcbc-4a39-a962-b039584ac727\", \"ab4f2ed6-8349-492d-b8f9-98e28f8b43d5\", \"0af09fd3-31b1-46ed-8356-daafcdc7c034\", \"352b4b87-c13a-41f3-8366-3f5443d31ac2\"], \"total_duration\": 520.0, \"total_sessions\": 4, \"mean_week_duration\": 2.708}, \"42366\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-01 11:03:49.000000+00:00\", \"2022-02-16 08:00:01.000000+00:00\", \"2022-04-04 08:19:13.000000+00:00\"], \"session_ids\": [\"42de341d-de8a-43bd-80d3-3d06274b6985\", \"b3c1a497-ac3b-4cda-83e8-adbdf80b519c\", \"20ab5be9-656a-46d1-a33b-d2d4de5ac16c\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 7.714}, \"30093\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-07 12:58:30.000000+00:00\", \"2020-05-10 10:13:21.000000+00:00\", \"2019-03-28 16:21:56.000000+00:00\", \"2022-09-17 22:19:42.000000+00:00\"], \"session_ids\": [\"fe669e11-13ec-4cb1-8bef-b895c9b057e8\", \"cd7af9a6-2a3c-45e2-9d2f-b085120512bf\", \"291a48ec-4e03-4464-89c6-67e2b5d7071b\", \"c2381116-6dd8-4e09-a1ba-2677c541fbab\"], \"total_duration\": 1232.0, \"total_sessions\": 4, \"mean_week_duration\": 6.769}, \"54034\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-20 06:02:15.000000+00:00\", \"2022-04-01 02:29:52.000000+00:00\", \"2019-03-24 05:21:42.000000+00:00\"], \"session_ids\": [\"43075035-89e6-495e-8aaf-ff0a3ea1a61a\", \"d0dbc439-cc4e-48ea-967a-8179d8739186\", \"a79343e6-f6c9-4867-b4d4-838995cdff64\"], \"total_duration\": 990.0, \"total_sessions\": 3, \"mean_week_duration\": 6.266}, \"54567\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-27 01:12:57.000000+00:00\", \"2021-08-10 20:48:07.000000+00:00\", \"2019-07-20 20:59:59.000000+00:00\", \"2022-06-29 12:10:07.000000+00:00\", \"2021-07-27 22:41:53.000000+00:00\", \"2020-12-03 11:52:47.000000+00:00\", \"2019-08-11 11:46:49.000000+00:00\", \"2022-01-24 17:56:35.000000+00:00\", \"2021-04-12 10:16:23.000000+00:00\"], \"session_ids\": [\"8c6b5042-5b91-4350-b01a-d1540914e103\", \"4c94bca7-b12f-40b9-bfa0-aabdd8ce5b2d\", \"d844fdf2-1bec-4309-8841-f71d011da8e3\", \"eb2d3bd0-4d54-4450-ae6d-10c5797d2314\", \"e2ee757c-6fe7-4c02-95a0-9cad22e299a2\", \"4951730d-8c5f-4ed7-aedf-46c241fb1434\", \"6dd2b2dd-c557-44bd-9c76-95b306725dc9\", \"a209941e-e8a8-449c-925e-fae841a47de3\", \"7d10b09b-bbca-4afd-9821-c75a8a22044b\"], \"total_duration\": 1272.0, \"total_sessions\": 9, \"mean_week_duration\": 8.26}, \"4231\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-31 04:52:42.000000+00:00\", \"2019-01-04 09:45:38.000000+00:00\", \"2020-09-12 10:41:23.000000+00:00\", \"2020-04-05 07:32:03.000000+00:00\", \"2022-02-24 01:56:23.000000+00:00\", \"2022-01-08 21:01:57.000000+00:00\", \"2020-09-21 00:31:44.000000+00:00\", \"2020-12-11 23:16:36.000000+00:00\", \"2020-04-19 08:12:45.000000+00:00\", \"2022-06-23 07:51:15.000000+00:00\", \"2019-07-10 07:39:10.000000+00:00\"], \"session_ids\": [\"eb06d62b-3f83-449a-a593-d1d15c1fc86e\", \"f3267e00-d60d-4743-8ca1-5032cf66c285\", \"3475b568-0779-4fb1-a0b2-4165d2c88007\", \"4f27008a-222a-4932-b518-823ed2f6f892\", \"fae0ddc0-299a-4ba3-9d63-a41de8e93d60\", \"5a16c4db-4f60-4117-a4ca-16856cee6fe0\", \"8a59a843-858f-4430-94a6-b125ad869650\", \"9249465c-b1e5-44df-b588-0e211cf9cadb\", \"55f2d21a-ca7b-480c-922e-708defbc03b6\", \"b7ca362b-3a0b-4e1f-998d-872c15139985\", \"69a8388d-d642-478b-b49c-ebcf4bd5cf3a\"], \"total_duration\": 1389.0, \"total_sessions\": 11, \"mean_week_duration\": 6.285}, \"81203\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-22 06:28:26.000000+00:00\", \"2022-05-21 06:26:16.000000+00:00\", \"2021-04-29 09:23:37.000000+00:00\", \"2022-06-05 08:41:53.000000+00:00\", \"2022-11-27 05:27:30.000000+00:00\", \"2021-12-23 12:52:44.000000+00:00\"], \"session_ids\": [\"d6b16029-53f0-46bd-941b-32f4c5e42b04\", \"58d57426-3d57-403d-bfd2-542b3ff36d38\", \"8cc15739-63df-488b-aed1-6e4d329a7178\", \"10c4ab04-03ff-4ec4-89b1-3ea52ec061a0\", \"bbee31d4-bb2f-4fdb-be2d-8eb8e66c1383\", \"3c05828d-6025-42fd-a217-a6434ed6e563\"], \"total_duration\": 5115.0, \"total_sessions\": 6, \"mean_week_duration\": 61.627}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are not Tokyo, Vienna, Santiago, Kuala Lumpur, Beijing, Parare, Sydney, Copenhagen" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Tokyo\", \"Vienna\", \"Santiago\", \"Kuala Lumpur\", \"Beijing\", \"Paris\", \"Sydney\", \"Copenhagen\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"51945\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-09-16 09:41:54.000000+00:00\", \"2023-03-22 23:39:34.000000+00:00\", \"2020-06-07 06:31:16.000000+00:00\", \"2021-08-28 05:10:48.000000+00:00\", \"2019-07-23 08:26:28.000000+00:00\", \"2022-08-06 23:33:30.000000+00:00\", \"2022-08-01 21:42:56.000000+00:00\", \"2023-03-02 03:12:58.000000+00:00\"], \"session_ids\": [\"a22ef4e7-3e3d-473b-a652-951724ae5a5a\", \"7a044320-9b6c-4b75-abd1-4b9b92fe7866\", \"1cd89430-498c-4695-b808-3a9a6f0ad977\", \"f7848de3-5b0e-47c7-a4ce-0133ffd37f3b\", \"90dca4a8-e92f-4571-95da-ac44736dfb83\", \"8849a0f8-5c69-4f7f-8732-1befcd89daed\", \"4bcc6642-3a0b-4ee1-a4c4-2135fd6d1160\", \"1bc38110-0097-4a1e-b03b-26a0115e6859\"], \"total_duration\": 429.0, \"total_sessions\": 8, \"mean_week_duration\": 2.234}, \"86913\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-24 05:32:56.000000+00:00\", \"2021-12-05 14:14:30.000000+00:00\"], \"session_ids\": [\"8541d7d6-955f-4112-b694-0fa4c9ef5ba8\", \"7b3c8f88-9d26-4836-afcc-ed40af00f394\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 1.921}, \"51057\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-09 17:10:05.000000+00:00\", \"2022-11-28 09:06:58.000000+00:00\"], \"session_ids\": [\"cb8f0aa2-e73c-4b00-8e51-9f1869529390\", \"93c3449e-c280-4842-a23d-14f362a4a724\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.75}, \"55350\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-27 12:54:19.000000+00:00\", \"2023-04-26 21:44:05.000000+00:00\", \"2019-10-25 22:55:12.000000+00:00\", \"2020-05-05 13:13:55.000000+00:00\"], \"session_ids\": [\"89ca4072-bcbc-4a39-a962-b039584ac727\", \"ab4f2ed6-8349-492d-b8f9-98e28f8b43d5\", \"0af09fd3-31b1-46ed-8356-daafcdc7c034\", \"352b4b87-c13a-41f3-8366-3f5443d31ac2\"], \"total_duration\": 520.0, \"total_sessions\": 4, \"mean_week_duration\": 2.708}, \"42366\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-01 11:03:49.000000+00:00\", \"2022-02-16 08:00:01.000000+00:00\", \"2022-04-04 08:19:13.000000+00:00\"], \"session_ids\": [\"42de341d-de8a-43bd-80d3-3d06274b6985\", \"b3c1a497-ac3b-4cda-83e8-adbdf80b519c\", \"20ab5be9-656a-46d1-a33b-d2d4de5ac16c\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 7.714}, \"30093\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-07 12:58:30.000000+00:00\", \"2020-05-10 10:13:21.000000+00:00\", \"2019-03-28 16:21:56.000000+00:00\", \"2022-09-17 22:19:42.000000+00:00\"], \"session_ids\": [\"fe669e11-13ec-4cb1-8bef-b895c9b057e8\", \"cd7af9a6-2a3c-45e2-9d2f-b085120512bf\", \"291a48ec-4e03-4464-89c6-67e2b5d7071b\", \"c2381116-6dd8-4e09-a1ba-2677c541fbab\"], \"total_duration\": 1232.0, \"total_sessions\": 4, \"mean_week_duration\": 6.769}, \"54034\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-20 06:02:15.000000+00:00\", \"2022-04-01 02:29:52.000000+00:00\", \"2019-03-24 05:21:42.000000+00:00\"], \"session_ids\": [\"43075035-89e6-495e-8aaf-ff0a3ea1a61a\", \"d0dbc439-cc4e-48ea-967a-8179d8739186\", \"a79343e6-f6c9-4867-b4d4-838995cdff64\"], \"total_duration\": 990.0, \"total_sessions\": 3, \"mean_week_duration\": 6.266}, \"54567\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-27 01:12:57.000000+00:00\", \"2021-08-10 20:48:07.000000+00:00\", \"2019-07-20 20:59:59.000000+00:00\", \"2022-06-29 12:10:07.000000+00:00\", \"2021-07-27 22:41:53.000000+00:00\", \"2020-12-03 11:52:47.000000+00:00\", \"2019-08-11 11:46:49.000000+00:00\", \"2022-01-24 17:56:35.000000+00:00\", \"2021-04-12 10:16:23.000000+00:00\"], \"session_ids\": [\"8c6b5042-5b91-4350-b01a-d1540914e103\", \"4c94bca7-b12f-40b9-bfa0-aabdd8ce5b2d\", \"d844fdf2-1bec-4309-8841-f71d011da8e3\", \"eb2d3bd0-4d54-4450-ae6d-10c5797d2314\", \"e2ee757c-6fe7-4c02-95a0-9cad22e299a2\", \"4951730d-8c5f-4ed7-aedf-46c241fb1434\", \"6dd2b2dd-c557-44bd-9c76-95b306725dc9\", \"a209941e-e8a8-449c-925e-fae841a47de3\", \"7d10b09b-bbca-4afd-9821-c75a8a22044b\"], \"total_duration\": 1272.0, \"total_sessions\": 9, \"mean_week_duration\": 8.26}, \"4231\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-31 04:52:42.000000+00:00\", \"2019-01-04 09:45:38.000000+00:00\", \"2020-09-12 10:41:23.000000+00:00\", \"2020-04-05 07:32:03.000000+00:00\", \"2022-02-24 01:56:23.000000+00:00\", \"2022-01-08 21:01:57.000000+00:00\", \"2020-09-21 00:31:44.000000+00:00\", \"2020-12-11 23:16:36.000000+00:00\", \"2020-04-19 08:12:45.000000+00:00\", \"2022-06-23 07:51:15.000000+00:00\", \"2019-07-10 07:39:10.000000+00:00\"], \"session_ids\": [\"eb06d62b-3f83-449a-a593-d1d15c1fc86e\", \"f3267e00-d60d-4743-8ca1-5032cf66c285\", \"3475b568-0779-4fb1-a0b2-4165d2c88007\", \"4f27008a-222a-4932-b518-823ed2f6f892\", \"fae0ddc0-299a-4ba3-9d63-a41de8e93d60\", \"5a16c4db-4f60-4117-a4ca-16856cee6fe0\", \"8a59a843-858f-4430-94a6-b125ad869650\", \"9249465c-b1e5-44df-b588-0e211cf9cadb\", \"55f2d21a-ca7b-480c-922e-708defbc03b6\", \"b7ca362b-3a0b-4e1f-998d-872c15139985\", \"69a8388d-d642-478b-b49c-ebcf4bd5cf3a\"], \"total_duration\": 1389.0, \"total_sessions\": 11, \"mean_week_duration\": 6.285}, \"81203\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-22 06:28:26.000000+00:00\", \"2022-05-21 06:26:16.000000+00:00\", \"2021-04-29 09:23:37.000000+00:00\", \"2022-06-05 08:41:53.000000+00:00\", \"2022-11-27 05:27:30.000000+00:00\", \"2021-12-23 12:52:44.000000+00:00\"], \"session_ids\": [\"d6b16029-53f0-46bd-941b-32f4c5e42b04\", \"58d57426-3d57-403d-bfd2-542b3ff36d38\", \"8cc15739-63df-488b-aed1-6e4d329a7178\", \"10c4ab04-03ff-4ec4-89b1-3ea52ec061a0\", \"bbee31d4-bb2f-4fdb-be2d-8eb8e66c1383\", \"3c05828d-6025-42fd-a217-a6434ed6e563\"], \"total_duration\": 5115.0, \"total_sessions\": 6, \"mean_week_duration\": 61.627}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"4231\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-31 04:52:42.000000+00:00\", \"2019-01-04 09:45:38.000000+00:00\", \"2020-09-12 10:41:23.000000+00:00\", \"2020-04-05 07:32:03.000000+00:00\", \"2022-02-24 01:56:23.000000+00:00\", \"2022-01-08 21:01:57.000000+00:00\", \"2020-09-21 00:31:44.000000+00:00\", \"2020-12-11 23:16:36.000000+00:00\", \"2020-04-19 08:12:45.000000+00:00\", \"2022-06-23 07:51:15.000000+00:00\", \"2019-07-10 07:39:10.000000+00:00\"], \"session_ids\": [\"eb06d62b-3f83-449a-a593-d1d15c1fc86e\", \"f3267e00-d60d-4743-8ca1-5032cf66c285\", \"3475b568-0779-4fb1-a0b2-4165d2c88007\", \"4f27008a-222a-4932-b518-823ed2f6f892\", \"fae0ddc0-299a-4ba3-9d63-a41de8e93d60\", \"5a16c4db-4f60-4117-a4ca-16856cee6fe0\", \"8a59a843-858f-4430-94a6-b125ad869650\", \"9249465c-b1e5-44df-b588-0e211cf9cadb\", \"55f2d21a-ca7b-480c-922e-708defbc03b6\", \"b7ca362b-3a0b-4e1f-998d-872c15139985\", \"69a8388d-d642-478b-b49c-ebcf4bd5cf3a\"], \"total_duration\": 1389.0, \"total_sessions\": 11, \"mean_week_duration\": 6.285}}, {\"54567\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-27 01:12:57.000000+00:00\", \"2021-08-10 20:48:07.000000+00:00\", \"2019-07-20 20:59:59.000000+00:00\", \"2022-06-29 12:10:07.000000+00:00\", \"2021-07-27 22:41:53.000000+00:00\", \"2020-12-03 11:52:47.000000+00:00\", \"2019-08-11 11:46:49.000000+00:00\", \"2022-01-24 17:56:35.000000+00:00\", \"2021-04-12 10:16:23.000000+00:00\"], \"session_ids\": [\"8c6b5042-5b91-4350-b01a-d1540914e103\", \"4c94bca7-b12f-40b9-bfa0-aabdd8ce5b2d\", \"d844fdf2-1bec-4309-8841-f71d011da8e3\", \"eb2d3bd0-4d54-4450-ae6d-10c5797d2314\", \"e2ee757c-6fe7-4c02-95a0-9cad22e299a2\", \"4951730d-8c5f-4ed7-aedf-46c241fb1434\", \"6dd2b2dd-c557-44bd-9c76-95b306725dc9\", \"a209941e-e8a8-449c-925e-fae841a47de3\", \"7d10b09b-bbca-4afd-9821-c75a8a22044b\"], \"total_duration\": 1272.0, \"total_sessions\": 9, \"mean_week_duration\": 8.26}}, {\"51945\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-09-16 09:41:54.000000+00:00\", \"2023-03-22 23:39:34.000000+00:00\", \"2020-06-07 06:31:16.000000+00:00\", \"2021-08-28 05:10:48.000000+00:00\", \"2019-07-23 08:26:28.000000+00:00\", \"2022-08-06 23:33:30.000000+00:00\", \"2022-08-01 21:42:56.000000+00:00\", \"2023-03-02 03:12:58.000000+00:00\"], \"session_ids\": [\"a22ef4e7-3e3d-473b-a652-951724ae5a5a\", \"7a044320-9b6c-4b75-abd1-4b9b92fe7866\", \"1cd89430-498c-4695-b808-3a9a6f0ad977\", \"f7848de3-5b0e-47c7-a4ce-0133ffd37f3b\", \"90dca4a8-e92f-4571-95da-ac44736dfb83\", \"8849a0f8-5c69-4f7f-8732-1befcd89daed\", \"4bcc6642-3a0b-4ee1-a4c4-2135fd6d1160\", \"1bc38110-0097-4a1e-b03b-26a0115e6859\"], \"total_duration\": 429.0, \"total_sessions\": 8, \"mean_week_duration\": 2.234}}, {\"81203\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-03-22 06:28:26.000000+00:00\", \"2022-05-21 06:26:16.000000+00:00\", \"2021-04-29 09:23:37.000000+00:00\", \"2022-06-05 08:41:53.000000+00:00\", \"2022-11-27 05:27:30.000000+00:00\", \"2021-12-23 12:52:44.000000+00:00\"], \"session_ids\": [\"d6b16029-53f0-46bd-941b-32f4c5e42b04\", \"58d57426-3d57-403d-bfd2-542b3ff36d38\", \"8cc15739-63df-488b-aed1-6e4d329a7178\", \"10c4ab04-03ff-4ec4-89b1-3ea52ec061a0\", \"bbee31d4-bb2f-4fdb-be2d-8eb8e66c1383\", \"3c05828d-6025-42fd-a217-a6434ed6e563\"], \"total_duration\": 5115.0, \"total_sessions\": 6, \"mean_week_duration\": 61.627}}, {\"55350\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-27 12:54:19.000000+00:00\", \"2023-04-26 21:44:05.000000+00:00\", \"2019-10-25 22:55:12.000000+00:00\", \"2020-05-05 13:13:55.000000+00:00\"], \"session_ids\": [\"89ca4072-bcbc-4a39-a962-b039584ac727\", \"ab4f2ed6-8349-492d-b8f9-98e28f8b43d5\", \"0af09fd3-31b1-46ed-8356-daafcdc7c034\", \"352b4b87-c13a-41f3-8366-3f5443d31ac2\"], \"total_duration\": 520.0, \"total_sessions\": 4, \"mean_week_duration\": 2.708}}, {\"30093\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-07 12:58:30.000000+00:00\", \"2020-05-10 10:13:21.000000+00:00\", \"2019-03-28 16:21:56.000000+00:00\", \"2022-09-17 22:19:42.000000+00:00\"], \"session_ids\": [\"fe669e11-13ec-4cb1-8bef-b895c9b057e8\", \"cd7af9a6-2a3c-45e2-9d2f-b085120512bf\", \"291a48ec-4e03-4464-89c6-67e2b5d7071b\", \"c2381116-6dd8-4e09-a1ba-2677c541fbab\"], \"total_duration\": 1232.0, \"total_sessions\": 4, \"mean_week_duration\": 6.769}}, {\"42366\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-03-01 11:03:49.000000+00:00\", \"2022-02-16 08:00:01.000000+00:00\", \"2022-04-04 08:19:13.000000+00:00\"], \"session_ids\": [\"42de341d-de8a-43bd-80d3-3d06274b6985\", \"b3c1a497-ac3b-4cda-83e8-adbdf80b519c\", \"20ab5be9-656a-46d1-a33b-d2d4de5ac16c\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 7.714}}, {\"54034\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-20 06:02:15.000000+00:00\", \"2022-04-01 02:29:52.000000+00:00\", \"2019-03-24 05:21:42.000000+00:00\"], \"session_ids\": [\"43075035-89e6-495e-8aaf-ff0a3ea1a61a\", \"d0dbc439-cc4e-48ea-967a-8179d8739186\", \"a79343e6-f6c9-4867-b4d4-838995cdff64\"], \"total_duration\": 990.0, \"total_sessions\": 3, \"mean_week_duration\": 6.266}}, {\"86913\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-24 05:32:56.000000+00:00\", \"2021-12-05 14:14:30.000000+00:00\"], \"session_ids\": [\"8541d7d6-955f-4112-b694-0fa4c9ef5ba8\", \"7b3c8f88-9d26-4836-afcc-ed40af00f394\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 1.921}}, {\"51057\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-09 17:10:05.000000+00:00\", \"2022-11-28 09:06:58.000000+00:00\"], \"session_ids\": [\"cb8f0aa2-e73c-4b00-8e51-9f1869529390\", \"93c3449e-c280-4842-a23d-14f362a4a724\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 0.75}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"4231\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-31 04:52:42.000000+00:00\", \"2019-01-04 09:45:38.000000+00:00\", \"2020-09-12 10:41:23.000000+00:00\", \"2020-04-05 07:32:03.000000+00:00\", \"2022-02-24 01:56:23.000000+00:00\", \"2022-01-08 21:01:57.000000+00:00\", \"2020-09-21 00:31:44.000000+00:00\", \"2020-12-11 23:16:36.000000+00:00\", \"2020-04-19 08:12:45.000000+00:00\", \"2022-06-23 07:51:15.000000+00:00\", \"2019-07-10 07:39:10.000000+00:00\"], \"session_ids\": [\"eb06d62b-3f83-449a-a593-d1d15c1fc86e\", \"f3267e00-d60d-4743-8ca1-5032cf66c285\", \"3475b568-0779-4fb1-a0b2-4165d2c88007\", \"4f27008a-222a-4932-b518-823ed2f6f892\", \"fae0ddc0-299a-4ba3-9d63-a41de8e93d60\", \"5a16c4db-4f60-4117-a4ca-16856cee6fe0\", \"8a59a843-858f-4430-94a6-b125ad869650\", \"9249465c-b1e5-44df-b588-0e211cf9cadb\", \"55f2d21a-ca7b-480c-922e-708defbc03b6\", \"b7ca362b-3a0b-4e1f-998d-872c15139985\", \"69a8388d-d642-478b-b49c-ebcf4bd5cf3a\"], \"total_duration\": 1389.0, \"total_sessions\": 11, \"mean_week_duration\": 6.285}}, {\"54567\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-27 01:12:57.000000+00:00\", \"2021-08-10 20:48:07.000000+00:00\", \"2019-07-20 20:59:59.000000+00:00\", \"2022-06-29 12:10:07.000000+00:00\", \"2021-07-27 22:41:53.000000+00:00\", \"2020-12-03 11:52:47.000000+00:00\", \"2019-08-11 11:46:49.000000+00:00\", \"2022-01-24 17:56:35.000000+00:00\", \"2021-04-12 10:16:23.000000+00:00\"], \"session_ids\": [\"8c6b5042-5b91-4350-b01a-d1540914e103\", \"4c94bca7-b12f-40b9-bfa0-aabdd8ce5b2d\", \"d844fdf2-1bec-4309-8841-f71d011da8e3\", \"eb2d3bd0-4d54-4450-ae6d-10c5797d2314\", \"e2ee757c-6fe7-4c02-95a0-9cad22e299a2\", \"4951730d-8c5f-4ed7-aedf-46c241fb1434\", \"6dd2b2dd-c557-44bd-9c76-95b306725dc9\", \"a209941e-e8a8-449c-925e-fae841a47de3\", \"7d10b09b-bbca-4afd-9821-c75a8a22044b\"], \"total_duration\": 1272.0, \"total_sessions\": 9, \"mean_week_duration\": 8.26}}]\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[{\"4231\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-03-31 04:52:42.000000+00:00\", \"2019-01-04 09:45:38.000000+00:00\", \"2020-09-12 10:41:23.000000+00:00\", \"2020-04-05 07:32:03.000000+00:00\", \"2022-02-24 01:56:23.000000+00:00\", \"2022-01-08 21:01:57.000000+00:00\", \"2020-09-21 00:31:44.000000+00:00\", \"2020-12-11 23:16:36.000000+00:00\", \"2020-04-19 08:12:45.000000+00:00\", \"2022-06-23 07:51:15.000000+00:00\", \"2019-07-10 07:39:10.000000+00:00\"], \"session_ids\": [\"eb06d62b-3f83-449a-a593-d1d15c1fc86e\", \"f3267e00-d60d-4743-8ca1-5032cf66c285\", \"3475b568-0779-4fb1-a0b2-4165d2c88007\", \"4f27008a-222a-4932-b518-823ed2f6f892\", \"fae0ddc0-299a-4ba3-9d63-a41de8e93d60\", \"5a16c4db-4f60-4117-a4ca-16856cee6fe0\", \"8a59a843-858f-4430-94a6-b125ad869650\", \"9249465c-b1e5-44df-b588-0e211cf9cadb\", \"55f2d21a-ca7b-480c-922e-708defbc03b6\", \"b7ca362b-3a0b-4e1f-998d-872c15139985\", \"69a8388d-d642-478b-b49c-ebcf4bd5cf3a\"], \"total_duration\": 1389.0, \"total_sessions\": 11, \"mean_week_duration\": 6.285}}, {\"54567\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-27 01:12:57.000000+00:00\", \"2021-08-10 20:48:07.000000+00:00\", \"2019-07-20 20:59:59.000000+00:00\", \"2022-06-29 12:10:07.000000+00:00\", \"2021-07-27 22:41:53.000000+00:00\", \"2020-12-03 11:52:47.000000+00:00\", \"2019-08-11 11:46:49.000000+00:00\", \"2022-01-24 17:56:35.000000+00:00\", \"2021-04-12 10:16:23.000000+00:00\"], \"session_ids\": [\"8c6b5042-5b91-4350-b01a-d1540914e103\", \"4c94bca7-b12f-40b9-bfa0-aabdd8ce5b2d\", \"d844fdf2-1bec-4309-8841-f71d011da8e3\", \"eb2d3bd0-4d54-4450-ae6d-10c5797d2314\", \"e2ee757c-6fe7-4c02-95a0-9cad22e299a2\", \"4951730d-8c5f-4ed7-aedf-46c241fb1434\", \"6dd2b2dd-c557-44bd-9c76-95b306725dc9\", \"a209941e-e8a8-449c-925e-fae841a47de3\", \"7d10b09b-bbca-4afd-9821-c75a8a22044b\"], \"total_duration\": 1272.0, \"total_sessions\": 9, \"mean_week_duration\": 8.26}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about user with a app usage time per week that is lower than 3, exclusive + perform sorting by town name 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{\"16793\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-05-19 18:41:49.000000+00:00\", \"2021-01-19 10:22:04.000000+00:00\", \"2022-09-30 08:25:45.000000+00:00\"], \"session_ids\": [\"184fdd99-e55b-41c4-8aeb-d075a0551df9\", \"a71ada66-a04b-4475-a02b-84e55d7038a2\", \"2f5ade8f-cd89-451d-987a-ec09cb49a6cb\"], \"total_duration\": 62.0, \"total_sessions\": 3, \"mean_week_duration\": 0.697}, \"16751\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-12-25 07:46:01.000000+00:00\", \"2020-07-18 06:57:23.000000+00:00\"], \"session_ids\": [\"0d1b188b-7096-4614-af20-5f38b8f9e2c5\", \"8befecbd-4a42-4f49-9da1-80c389b6c090\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 10.0}, \"38564\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-03-21 09:19:30.000000+00:00\", \"2020-11-14 13:18:15.000000+00:00\", \"2022-03-16 17:23:13.000000+00:00\"], \"session_ids\": [\"f9f3a630-e4f8-47f3-ad22-48c3c2842574\", \"91522720-17dd-4e18-9636-fccdacf15fc6\", \"b11688c5-db1a-4b2d-a8bd-00ba6fe38eba\"], \"total_duration\": 458.0, \"total_sessions\": 3, \"mean_week_duration\": 6.543}, \"13714\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-02-24 03:03:27.000000+00:00\", \"2019-02-26 09:05:50.000000+00:00\", \"2019-02-27 13:34:29.000000+00:00\", \"2022-04-27 08:41:10.000000+00:00\", \"2021-04-25 03:53:05.000000+00:00\", \"2019-06-22 22:06:34.000000+00:00\", \"2021-05-16 04:00:40.000000+00:00\", \"2019-04-01 18:01:31.000000+00:00\"], \"session_ids\": [\"31bf31e4-fe07-441b-942c-63b58de17f5d\", \"852350f8-5188-42f6-a86e-e928cc60ac3a\", \"08aa8ca2-ae86-4741-ba4a-231211c0102b\", \"133c53f2-cef0-4d1c-a6ea-32093bbb334e\", \"583665e9-222d-428e-912f-50a17c26d21e\", \"3bc872f5-ed65-40d8-8d71-b980b15186c5\", \"4eea16e8-83be-433c-bc15-c1856df025a6\", \"cecf615f-7a7d-45db-afb4-f2d5068ddfb6\"], \"total_duration\": 695.0, \"total_sessions\": 8, \"mean_week_duration\": 3.325}, \"98305\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-02-05 18:23:33.000000+00:00\", \"2019-02-11 06:50:38.000000+00:00\"], \"session_ids\": [\"e1d5565d-4ef0-4d80-9cfd-2a19038fefdc\", \"9ce8d4dc-9111-4986-a8f4-0c12f1c58055\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.072}, \"28756\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-12-13 03:56:10.000000+00:00\", \"2020-06-02 05:15:15.000000+00:00\"], \"session_ids\": [\"3f6620b9-4896-424c-b251-537c29dc6556\", \"eb6bb560-81b8-4d25-b5e6-d191b72dffc8\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 4.1}, \"53916\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-11-05 18:31:37.000000+00:00\", \"2021-01-21 12:28:38.000000+00:00\", \"2021-10-17 01:14:42.000000+00:00\"], \"session_ids\": [\"6d0f3821-d3ed-4f49-bafa-c8faf4723dbd\", \"8cfd7635-39b6-42ec-b8eb-b038781b9ce9\", \"174da239-3a86-46a6-a3cf-24c6997fd939\"], \"total_duration\": 1023.0, \"total_sessions\": 3, \"mean_week_duration\": 20.46}, \"20581\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-22 07:57:36.000000+00:00\", \"2019-10-22 13:07:48.000000+00:00\"], \"session_ids\": [\"b9ba635a-5298-4f83-a68f-fca27b4c0615\", \"278b0f2e-a107-4f66-b4fc-95b89ea44569\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 1.27}, \"37503\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-02-18 08:42:09.000000+00:00\", \"2022-07-08 23:56:29.000000+00:00\", \"2022-04-01 21:52:48.000000+00:00\", \"2021-05-20 18:12:48.000000+00:00\", \"2021-03-29 11:02:03.000000+00:00\", \"2019-07-11 21:31:26.000000+00:00\", \"2019-10-08 10:27:11.000000+00:00\"], \"session_ids\": [\"570758a6-214d-4c08-bb36-ba79ec997a7d\", \"f6e201d4-ef91-4444-9e1a-d83d71307acd\", \"1ebf3dfb-f4f4-423a-982a-6aeb860439ce\", \"905a3c66-5438-4f4f-b941-b231766cb356\", \"af7a481b-0309-4616-a6b8-87bbd33391b0\", \"4860265b-d9bd-47b7-815c-6fad575b377a\", \"8972a59b-5864-45b1-a9e1-cc33e1f00465\"], \"total_duration\": 10059.0, \"total_sessions\": 7, \"mean_week_duration\": 64.07}, \"49578\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-04-02 22:11:49.000000+00:00\", \"2019-02-23 06:43:45.000000+00:00\"], \"session_ids\": [\"d60ede4c-0203-46c0-9b97-ccb03f3869a4\", \"f5a6ecf3-3f3e-4c89-9570-6e179414bbbc\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 2.282}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[3, 44]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"16793\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-05-19 18:41:49.000000+00:00\", \"2021-01-19 10:22:04.000000+00:00\", \"2022-09-30 08:25:45.000000+00:00\"], \"session_ids\": [\"184fdd99-e55b-41c4-8aeb-d075a0551df9\", \"a71ada66-a04b-4475-a02b-84e55d7038a2\", \"2f5ade8f-cd89-451d-987a-ec09cb49a6cb\"], \"total_duration\": 62.0, \"total_sessions\": 3, \"mean_week_duration\": 0.697}, \"98305\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-02-05 18:23:33.000000+00:00\", \"2019-02-11 06:50:38.000000+00:00\"], \"session_ids\": [\"e1d5565d-4ef0-4d80-9cfd-2a19038fefdc\", \"9ce8d4dc-9111-4986-a8f4-0c12f1c58055\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.072}, \"20581\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-22 07:57:36.000000+00:00\", \"2019-10-22 13:07:48.000000+00:00\"], \"session_ids\": [\"b9ba635a-5298-4f83-a68f-fca27b4c0615\", \"278b0f2e-a107-4f66-b4fc-95b89ea44569\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 1.27}, \"49578\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-04-02 22:11:49.000000+00:00\", \"2019-02-23 06:43:45.000000+00:00\"], \"session_ids\": [\"d60ede4c-0203-46c0-9b97-ccb03f3869a4\", \"f5a6ecf3-3f3e-4c89-9570-6e179414bbbc\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 2.282}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"49578\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-04-02 22:11:49.000000+00:00\", \"2019-02-23 06:43:45.000000+00:00\"], \"session_ids\": [\"d60ede4c-0203-46c0-9b97-ccb03f3869a4\", \"f5a6ecf3-3f3e-4c89-9570-6e179414bbbc\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 2.282}}, {\"98305\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-02-05 18:23:33.000000+00:00\", \"2019-02-11 06:50:38.000000+00:00\"], \"session_ids\": [\"e1d5565d-4ef0-4d80-9cfd-2a19038fefdc\", \"9ce8d4dc-9111-4986-a8f4-0c12f1c58055\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.072}}, {\"16793\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-05-19 18:41:49.000000+00:00\", \"2021-01-19 10:22:04.000000+00:00\", \"2022-09-30 08:25:45.000000+00:00\"], \"session_ids\": [\"184fdd99-e55b-41c4-8aeb-d075a0551df9\", \"a71ada66-a04b-4475-a02b-84e55d7038a2\", \"2f5ade8f-cd89-451d-987a-ec09cb49a6cb\"], \"total_duration\": 62.0, \"total_sessions\": 3, \"mean_week_duration\": 0.697}}, {\"20581\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-03-22 07:57:36.000000+00:00\", \"2019-10-22 13:07:48.000000+00:00\"], \"session_ids\": [\"b9ba635a-5298-4f83-a68f-fca27b4c0615\", \"278b0f2e-a107-4f66-b4fc-95b89ea44569\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 1.27}}]\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[{\"49578\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-04-02 22:11:49.000000+00:00\", \"2019-02-23 06:43:45.000000+00:00\"], \"session_ids\": [\"d60ede4c-0203-46c0-9b97-ccb03f3869a4\", \"f5a6ecf3-3f3e-4c89-9570-6e179414bbbc\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 2.282}}]\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[{\"49578\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-04-02 22:11:49.000000+00:00\", \"2019-02-23 06:43:45.000000+00:00\"], \"session_ids\": [\"d60ede4c-0203-46c0-9b97-ccb03f3869a4\", \"f5a6ecf3-3f3e-4c89-9570-6e179414bbbc\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 2.282}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on 8 users who have sum of duration of sessions per week strictly bigger than 34 and smaller than 24 additionaly put to use sorting by time using the app asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"64315\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-28 03:31:34.000000+00:00\", \"2023-03-02 12:56:58.000000+00:00\", \"2021-09-03 22:47:19.000000+00:00\", \"2020-05-18 20:11:32.000000+00:00\", \"2022-07-04 01:57:56.000000+00:00\"], \"session_ids\": [\"228d7eae-f425-47b8-8414-8096799db520\", \"dbdad4b1-9bc6-4e96-b4ae-ef90dc4b6a01\", \"a50ebce6-f208-46da-aa52-483da5adefc3\", \"dfe24c63-1b4d-4dfc-a54d-df0b4d65788c\", \"60016281-c76f-49e3-a618-3f788f4025b4\"], \"total_duration\": 2055.0, \"total_sessions\": 5, \"mean_week_duration\": 14.075}, \"58038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-02-21 11:38:01.000000+00:00\", \"2022-03-16 15:32:45.000000+00:00\"], \"session_ids\": [\"1310ab50-75ff-4eb2-af1a-5a9006e09c85\", \"d35698c1-2f0e-457a-84a7-b911cd0b46d6\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 3.232}, \"62549\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-31 20:54:52.000000+00:00\", \"2021-10-08 12:33:28.000000+00:00\", \"2021-03-30 22:48:16.000000+00:00\"], \"session_ids\": [\"a34cbf3a-5546-4d50-9a31-968b72f0e6f7\", \"ad10341b-89ce-4f4f-8928-203f29f3cd6c\", \"c1a3bc23-26f9-4855-bb10-b91e0fe383e9\"], \"total_duration\": 349.0, \"total_sessions\": 3, \"mean_week_duration\": 3.455}, \"14191\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-03-31 12:05:52.000000+00:00\", \"2019-04-20 00:44:59.000000+00:00\"], \"session_ids\": [\"b5d01858-4d22-49cb-83a2-0bf2954631e9\", \"c8f9aaa4-d891-4776-bbbe-333770fdaf5d\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 1.63}, \"51278\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-06-07 02:21:56.000000+00:00\", \"2020-03-28 03:35:16.000000+00:00\"], \"session_ids\": [\"9e04e1c6-95a5-42f4-b31c-e1b30aae0c1b\", \"f5dad587-5a7f-4a8a-a8ec-6dcbc99ed82d\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 6.587}, \"26876\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-10-23 02:57:12.000000+00:00\", \"2022-10-03 03:52:12.000000+00:00\", \"2020-04-28 14:31:10.000000+00:00\", \"2022-09-04 08:40:55.000000+00:00\", \"2022-10-30 23:12:24.000000+00:00\"], \"session_ids\": [\"2a54125a-dd3c-4887-88b5-005ea7682cae\", \"ed430754-d41a-459b-bfd2-c3b97d1981d3\", \"18f32b45-3f67-47ec-913d-60e259d1d92d\", \"0780b042-c70e-4dcc-8784-1dc615e30bf4\", \"8e3d8d9a-9925-41cb-ae3b-1b16ad3b4bbf\"], \"total_duration\": 1137.0, \"total_sessions\": 5, \"mean_week_duration\": 8.679}, \"1643\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-23 19:25:35.000000+00:00\", \"2019-06-15 21:52:52.000000+00:00\"], \"session_ids\": [\"60db5223-ec6b-4a7c-98f2-831d180d2d92\", \"8393af02-a238-4752-98ab-42b51b4a04e9\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 2.013}, \"42249\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-07 08:57:47.000000+00:00\", \"2021-07-28 19:34:37.000000+00:00\"], \"session_ids\": [\"288f34c2-7905-4501-98cd-cb3f077882c0\", \"00bb8715-aecc-4c9c-9c3d-7631ac249fe8\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}, \"40437\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-12-24 13:19:44.000000+00:00\", \"2022-05-14 07:22:43.000000+00:00\", \"2022-01-12 19:55:05.000000+00:00\"], \"session_ids\": [\"151ed824-c104-4d11-8a0c-bc8d08329ff8\", \"73c47f47-04e3-4968-a812-9e53498b53c8\", \"9344ef3b-056c-46ca-97ca-735b022fc957\"], \"total_duration\": 685.0, \"total_sessions\": 3, \"mean_week_duration\": 5.48}, \"26617\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-10 11:56:16.000000+00:00\", \"2022-10-27 22:24:07.000000+00:00\"], \"session_ids\": [\"dd92015b-29d3-414d-8059-c94ed83fac0c\", \"ad1a5db5-cceb-475b-a277-21fbbba6320c\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 1.404}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or less than 24 and are greater than 34" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[24, 34]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"64315\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-28 03:31:34.000000+00:00\", \"2023-03-02 12:56:58.000000+00:00\", \"2021-09-03 22:47:19.000000+00:00\", \"2020-05-18 20:11:32.000000+00:00\", \"2022-07-04 01:57:56.000000+00:00\"], \"session_ids\": [\"228d7eae-f425-47b8-8414-8096799db520\", \"dbdad4b1-9bc6-4e96-b4ae-ef90dc4b6a01\", \"a50ebce6-f208-46da-aa52-483da5adefc3\", \"dfe24c63-1b4d-4dfc-a54d-df0b4d65788c\", \"60016281-c76f-49e3-a618-3f788f4025b4\"], \"total_duration\": 2055.0, \"total_sessions\": 5, \"mean_week_duration\": 14.075}, \"58038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-02-21 11:38:01.000000+00:00\", \"2022-03-16 15:32:45.000000+00:00\"], \"session_ids\": [\"1310ab50-75ff-4eb2-af1a-5a9006e09c85\", \"d35698c1-2f0e-457a-84a7-b911cd0b46d6\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 3.232}, \"62549\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-31 20:54:52.000000+00:00\", \"2021-10-08 12:33:28.000000+00:00\", \"2021-03-30 22:48:16.000000+00:00\"], \"session_ids\": [\"a34cbf3a-5546-4d50-9a31-968b72f0e6f7\", \"ad10341b-89ce-4f4f-8928-203f29f3cd6c\", \"c1a3bc23-26f9-4855-bb10-b91e0fe383e9\"], \"total_duration\": 349.0, \"total_sessions\": 3, \"mean_week_duration\": 3.455}, \"14191\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-03-31 12:05:52.000000+00:00\", \"2019-04-20 00:44:59.000000+00:00\"], \"session_ids\": [\"b5d01858-4d22-49cb-83a2-0bf2954631e9\", \"c8f9aaa4-d891-4776-bbbe-333770fdaf5d\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 1.63}, \"51278\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-06-07 02:21:56.000000+00:00\", \"2020-03-28 03:35:16.000000+00:00\"], \"session_ids\": [\"9e04e1c6-95a5-42f4-b31c-e1b30aae0c1b\", \"f5dad587-5a7f-4a8a-a8ec-6dcbc99ed82d\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 6.587}, \"26876\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-10-23 02:57:12.000000+00:00\", \"2022-10-03 03:52:12.000000+00:00\", \"2020-04-28 14:31:10.000000+00:00\", \"2022-09-04 08:40:55.000000+00:00\", \"2022-10-30 23:12:24.000000+00:00\"], \"session_ids\": [\"2a54125a-dd3c-4887-88b5-005ea7682cae\", \"ed430754-d41a-459b-bfd2-c3b97d1981d3\", \"18f32b45-3f67-47ec-913d-60e259d1d92d\", \"0780b042-c70e-4dcc-8784-1dc615e30bf4\", \"8e3d8d9a-9925-41cb-ae3b-1b16ad3b4bbf\"], \"total_duration\": 1137.0, \"total_sessions\": 5, \"mean_week_duration\": 8.679}, \"1643\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-23 19:25:35.000000+00:00\", \"2019-06-15 21:52:52.000000+00:00\"], \"session_ids\": [\"60db5223-ec6b-4a7c-98f2-831d180d2d92\", \"8393af02-a238-4752-98ab-42b51b4a04e9\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 2.013}, \"42249\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-07 08:57:47.000000+00:00\", \"2021-07-28 19:34:37.000000+00:00\"], \"session_ids\": [\"288f34c2-7905-4501-98cd-cb3f077882c0\", \"00bb8715-aecc-4c9c-9c3d-7631ac249fe8\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}, \"40437\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-12-24 13:19:44.000000+00:00\", \"2022-05-14 07:22:43.000000+00:00\", \"2022-01-12 19:55:05.000000+00:00\"], \"session_ids\": [\"151ed824-c104-4d11-8a0c-bc8d08329ff8\", \"73c47f47-04e3-4968-a812-9e53498b53c8\", \"9344ef3b-056c-46ca-97ca-735b022fc957\"], \"total_duration\": 685.0, \"total_sessions\": 3, \"mean_week_duration\": 5.48}, \"26617\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-10 11:56:16.000000+00:00\", \"2022-10-27 22:24:07.000000+00:00\"], \"session_ids\": [\"dd92015b-29d3-414d-8059-c94ed83fac0c\", \"ad1a5db5-cceb-475b-a277-21fbbba6320c\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 1.404}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"42249\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-07 08:57:47.000000+00:00\", \"2021-07-28 19:34:37.000000+00:00\"], \"session_ids\": [\"288f34c2-7905-4501-98cd-cb3f077882c0\", \"00bb8715-aecc-4c9c-9c3d-7631ac249fe8\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}}, {\"1643\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-23 19:25:35.000000+00:00\", \"2019-06-15 21:52:52.000000+00:00\"], \"session_ids\": [\"60db5223-ec6b-4a7c-98f2-831d180d2d92\", \"8393af02-a238-4752-98ab-42b51b4a04e9\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 2.013}}, {\"58038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-02-21 11:38:01.000000+00:00\", \"2022-03-16 15:32:45.000000+00:00\"], \"session_ids\": [\"1310ab50-75ff-4eb2-af1a-5a9006e09c85\", \"d35698c1-2f0e-457a-84a7-b911cd0b46d6\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 3.232}}, {\"14191\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-03-31 12:05:52.000000+00:00\", \"2019-04-20 00:44:59.000000+00:00\"], \"session_ids\": [\"b5d01858-4d22-49cb-83a2-0bf2954631e9\", \"c8f9aaa4-d891-4776-bbbe-333770fdaf5d\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 1.63}}, {\"26617\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-10 11:56:16.000000+00:00\", \"2022-10-27 22:24:07.000000+00:00\"], \"session_ids\": [\"dd92015b-29d3-414d-8059-c94ed83fac0c\", \"ad1a5db5-cceb-475b-a277-21fbbba6320c\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 1.404}}, {\"62549\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-31 20:54:52.000000+00:00\", \"2021-10-08 12:33:28.000000+00:00\", \"2021-03-30 22:48:16.000000+00:00\"], \"session_ids\": [\"a34cbf3a-5546-4d50-9a31-968b72f0e6f7\", \"ad10341b-89ce-4f4f-8928-203f29f3cd6c\", \"c1a3bc23-26f9-4855-bb10-b91e0fe383e9\"], \"total_duration\": 349.0, \"total_sessions\": 3, \"mean_week_duration\": 3.455}}, {\"51278\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-06-07 02:21:56.000000+00:00\", \"2020-03-28 03:35:16.000000+00:00\"], \"session_ids\": [\"9e04e1c6-95a5-42f4-b31c-e1b30aae0c1b\", \"f5dad587-5a7f-4a8a-a8ec-6dcbc99ed82d\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 6.587}}, {\"40437\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-12-24 13:19:44.000000+00:00\", \"2022-05-14 07:22:43.000000+00:00\", \"2022-01-12 19:55:05.000000+00:00\"], \"session_ids\": [\"151ed824-c104-4d11-8a0c-bc8d08329ff8\", \"73c47f47-04e3-4968-a812-9e53498b53c8\", \"9344ef3b-056c-46ca-97ca-735b022fc957\"], \"total_duration\": 685.0, \"total_sessions\": 3, \"mean_week_duration\": 5.48}}, {\"26876\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-10-23 02:57:12.000000+00:00\", \"2022-10-03 03:52:12.000000+00:00\", \"2020-04-28 14:31:10.000000+00:00\", \"2022-09-04 08:40:55.000000+00:00\", \"2022-10-30 23:12:24.000000+00:00\"], \"session_ids\": [\"2a54125a-dd3c-4887-88b5-005ea7682cae\", \"ed430754-d41a-459b-bfd2-c3b97d1981d3\", \"18f32b45-3f67-47ec-913d-60e259d1d92d\", \"0780b042-c70e-4dcc-8784-1dc615e30bf4\", \"8e3d8d9a-9925-41cb-ae3b-1b16ad3b4bbf\"], \"total_duration\": 1137.0, \"total_sessions\": 5, \"mean_week_duration\": 8.679}}, {\"64315\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-28 03:31:34.000000+00:00\", \"2023-03-02 12:56:58.000000+00:00\", \"2021-09-03 22:47:19.000000+00:00\", \"2020-05-18 20:11:32.000000+00:00\", \"2022-07-04 01:57:56.000000+00:00\"], \"session_ids\": [\"228d7eae-f425-47b8-8414-8096799db520\", \"dbdad4b1-9bc6-4e96-b4ae-ef90dc4b6a01\", \"a50ebce6-f208-46da-aa52-483da5adefc3\", \"dfe24c63-1b4d-4dfc-a54d-df0b4d65788c\", \"60016281-c76f-49e3-a618-3f788f4025b4\"], \"total_duration\": 2055.0, \"total_sessions\": 5, \"mean_week_duration\": 14.075}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 8 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"42249\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-07 08:57:47.000000+00:00\", \"2021-07-28 19:34:37.000000+00:00\"], \"session_ids\": [\"288f34c2-7905-4501-98cd-cb3f077882c0\", \"00bb8715-aecc-4c9c-9c3d-7631ac249fe8\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}}, {\"1643\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-23 19:25:35.000000+00:00\", \"2019-06-15 21:52:52.000000+00:00\"], \"session_ids\": [\"60db5223-ec6b-4a7c-98f2-831d180d2d92\", \"8393af02-a238-4752-98ab-42b51b4a04e9\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 2.013}}, {\"58038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-02-21 11:38:01.000000+00:00\", \"2022-03-16 15:32:45.000000+00:00\"], \"session_ids\": [\"1310ab50-75ff-4eb2-af1a-5a9006e09c85\", \"d35698c1-2f0e-457a-84a7-b911cd0b46d6\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 3.232}}, {\"14191\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-03-31 12:05:52.000000+00:00\", \"2019-04-20 00:44:59.000000+00:00\"], \"session_ids\": [\"b5d01858-4d22-49cb-83a2-0bf2954631e9\", \"c8f9aaa4-d891-4776-bbbe-333770fdaf5d\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 1.63}}, {\"26617\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-10 11:56:16.000000+00:00\", \"2022-10-27 22:24:07.000000+00:00\"], \"session_ids\": [\"dd92015b-29d3-414d-8059-c94ed83fac0c\", \"ad1a5db5-cceb-475b-a277-21fbbba6320c\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 1.404}}, {\"62549\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-31 20:54:52.000000+00:00\", \"2021-10-08 12:33:28.000000+00:00\", \"2021-03-30 22:48:16.000000+00:00\"], \"session_ids\": [\"a34cbf3a-5546-4d50-9a31-968b72f0e6f7\", \"ad10341b-89ce-4f4f-8928-203f29f3cd6c\", \"c1a3bc23-26f9-4855-bb10-b91e0fe383e9\"], \"total_duration\": 349.0, \"total_sessions\": 3, \"mean_week_duration\": 3.455}}, {\"51278\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-06-07 02:21:56.000000+00:00\", \"2020-03-28 03:35:16.000000+00:00\"], \"session_ids\": [\"9e04e1c6-95a5-42f4-b31c-e1b30aae0c1b\", \"f5dad587-5a7f-4a8a-a8ec-6dcbc99ed82d\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 6.587}}, {\"40437\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-12-24 13:19:44.000000+00:00\", \"2022-05-14 07:22:43.000000+00:00\", \"2022-01-12 19:55:05.000000+00:00\"], \"session_ids\": [\"151ed824-c104-4d11-8a0c-bc8d08329ff8\", \"73c47f47-04e3-4968-a812-9e53498b53c8\", \"9344ef3b-056c-46ca-97ca-735b022fc957\"], \"total_duration\": 685.0, \"total_sessions\": 3, \"mean_week_duration\": 5.48}}]\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[{\"42249\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-07 08:57:47.000000+00:00\", \"2021-07-28 19:34:37.000000+00:00\"], \"session_ids\": [\"288f34c2-7905-4501-98cd-cb3f077882c0\", \"00bb8715-aecc-4c9c-9c3d-7631ac249fe8\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}}, {\"1643\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-11-23 19:25:35.000000+00:00\", \"2019-06-15 21:52:52.000000+00:00\"], \"session_ids\": [\"60db5223-ec6b-4a7c-98f2-831d180d2d92\", \"8393af02-a238-4752-98ab-42b51b4a04e9\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 2.013}}, {\"58038\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-02-21 11:38:01.000000+00:00\", \"2022-03-16 15:32:45.000000+00:00\"], \"session_ids\": [\"1310ab50-75ff-4eb2-af1a-5a9006e09c85\", \"d35698c1-2f0e-457a-84a7-b911cd0b46d6\"], \"total_duration\": 181.0, \"total_sessions\": 2, \"mean_week_duration\": 3.232}}, {\"14191\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-03-31 12:05:52.000000+00:00\", \"2019-04-20 00:44:59.000000+00:00\"], \"session_ids\": [\"b5d01858-4d22-49cb-83a2-0bf2954631e9\", \"c8f9aaa4-d891-4776-bbbe-333770fdaf5d\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 1.63}}, {\"26617\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-10 11:56:16.000000+00:00\", \"2022-10-27 22:24:07.000000+00:00\"], \"session_ids\": [\"dd92015b-29d3-414d-8059-c94ed83fac0c\", \"ad1a5db5-cceb-475b-a277-21fbbba6320c\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 1.404}}, {\"62549\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-31 20:54:52.000000+00:00\", \"2021-10-08 12:33:28.000000+00:00\", \"2021-03-30 22:48:16.000000+00:00\"], \"session_ids\": [\"a34cbf3a-5546-4d50-9a31-968b72f0e6f7\", \"ad10341b-89ce-4f4f-8928-203f29f3cd6c\", \"c1a3bc23-26f9-4855-bb10-b91e0fe383e9\"], \"total_duration\": 349.0, \"total_sessions\": 3, \"mean_week_duration\": 3.455}}, {\"51278\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-06-07 02:21:56.000000+00:00\", \"2020-03-28 03:35:16.000000+00:00\"], \"session_ids\": [\"9e04e1c6-95a5-42f4-b31c-e1b30aae0c1b\", \"f5dad587-5a7f-4a8a-a8ec-6dcbc99ed82d\"], \"total_duration\": 415.0, \"total_sessions\": 2, \"mean_week_duration\": 6.587}}, {\"40437\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-12-24 13:19:44.000000+00:00\", \"2022-05-14 07:22:43.000000+00:00\", \"2022-01-12 19:55:05.000000+00:00\"], \"session_ids\": [\"151ed824-c104-4d11-8a0c-bc8d08329ff8\", \"73c47f47-04e3-4968-a812-9e53498b53c8\", \"9344ef3b-056c-46ca-97ca-735b022fc957\"], \"total_duration\": 685.0, \"total_sessions\": 3, \"mean_week_duration\": 5.48}}]\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 5 users with a app usage time that is higher than 2174 and lower than 2816, exclusive 2816 inclusive 2174 , moreover execute sorting by town name form the highest to the lowest." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"32077\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-16 06:20:01.000000+00:00\", \"2021-09-10 07:06:47.000000+00:00\", \"2019-05-13 22:44:23.000000+00:00\", \"2023-03-27 13:56:02.000000+00:00\", \"2020-10-12 20:06:57.000000+00:00\", \"2021-01-02 13:27:12.000000+00:00\", \"2019-07-01 17:41:24.000000+00:00\", \"2019-02-16 22:08:44.000000+00:00\", \"2023-05-29 08:09:44.000000+00:00\", \"2020-08-26 10:38:38.000000+00:00\", \"2023-04-25 03:26:56.000000+00:00\"], \"session_ids\": [\"756d6933-729c-48b0-9e29-c33a471f1885\", \"16131cad-9383-4ef8-9fbf-ba68c40be16f\", \"68002ca3-5be1-4738-983e-dfa0c02e02fe\", \"dbcccc7a-7d65-4829-b59b-a420135c0a16\", \"7952f7a5-db42-41e8-a716-7649494ea194\", \"e3ffeeb8-1264-4c79-8993-6ce7347df0bd\", \"b7a49362-2c95-47f5-89b3-4072e99bf450\", \"a5ea150d-692a-4e2c-bb97-3c8f21e4f842\", \"8afb83f9-05ab-45d4-8cf7-f39882663818\", \"8ab0998d-e71b-4042-b419-03ae5f5ddebb\", \"ede1e049-7e22-4478-bf08-e54e1d9001eb\"], \"total_duration\": 34453.0, \"total_sessions\": 11, \"mean_week_duration\": 153.808}, \"73782\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-20 21:49:57.000000+00:00\", \"2019-01-02 14:15:33.000000+00:00\"], \"session_ids\": [\"f04e7cea-83e9-493a-a93c-52a5241ad16f\", \"c543e850-41b2-405e-98d2-fa99cc0d6d2a\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 4.368}, \"27185\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-12 11:20:09.000000+00:00\", \"2021-07-25 22:40:10.000000+00:00\", \"2020-03-21 00:13:08.000000+00:00\", \"2019-02-21 01:45:48.000000+00:00\"], \"session_ids\": [\"0f8eabfd-72bf-499f-8f30-050187dd0b34\", \"2a2d1a30-62d0-4b2c-8fdf-5cab8820adfb\", \"171814ec-a69e-4f10-8530-aeddc11c2df3\", \"1edaad05-f05b-4d1b-be31-38241b9491cf\"], \"total_duration\": 2124.0, \"total_sessions\": 4, \"mean_week_duration\": 15.851}, \"47610\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-01-05 05:20:49.000000+00:00\", \"2020-12-02 15:08:30.000000+00:00\", \"2019-08-22 01:25:56.000000+00:00\"], \"session_ids\": [\"3ec85727-ec2b-4dd5-b3c9-3d66be7a2f8d\", \"866f90ec-3163-4939-9e9d-ac51b14413d4\", \"73a7b24a-5290-48e7-8e8e-fe947074d24a\"], \"total_duration\": 308.0, \"total_sessions\": 3, \"mean_week_duration\": 2.484}, \"78334\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-30 10:09:09.000000+00:00\", \"2023-03-09 02:38:30.000000+00:00\", \"2021-03-24 19:06:03.000000+00:00\", \"2020-08-16 10:44:58.000000+00:00\", \"2022-07-29 10:16:39.000000+00:00\"], \"session_ids\": [\"1be264a4-e1c4-4dd2-8a48-9c3633e0a49e\", \"e747f050-8805-4582-8955-65dc969675d8\", \"684a85b2-bce9-42ad-983a-72dfab85eb7b\", \"8ccae7a6-2ca6-467e-b087-44aed21d2aeb\", \"72abd39f-89d0-457c-8cb3-bfa8e08e34a0\"], \"total_duration\": 3684.0, \"total_sessions\": 5, \"mean_week_duration\": 27.493}, \"30407\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2023-04-13 19:35:24.000000+00:00\", \"2022-12-15 20:38:46.000000+00:00\"], \"session_ids\": [\"ae50e7c0-2e93-4d8a-8bcf-0f07521b41a9\", \"c720043f-58fa-4580-86ae-29fdb362a5dc\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 8.235}, \"32697\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-27 15:55:40.000000+00:00\", \"2020-05-28 08:32:13.000000+00:00\", \"2020-06-24 19:46:15.000000+00:00\"], \"session_ids\": [\"089bd39f-104a-4574-b1e7-55022ce62aa2\", \"f21a4beb-0be4-4c75-a81b-07e890f640a1\", \"8a35e9e3-0742-45a1-9c1d-78dacf162675\"], \"total_duration\": 862.0, \"total_sessions\": 3, \"mean_week_duration\": 7.305}, \"19696\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-10-16 10:59:57.000000+00:00\", \"2021-11-03 18:44:03.000000+00:00\"], \"session_ids\": [\"fe1110ca-d1ad-4cb6-891f-9827642a3991\", \"68a8b291-849a-40a0-8fff-6efd077f8c73\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 138.667}, \"81081\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-04-21 15:52:51.000000+00:00\", \"2019-05-17 00:37:45.000000+00:00\"], \"session_ids\": [\"4c8407ba-534e-4940-86fe-b0c4ff8d0d19\", \"35928551-4ed3-4aa8-93ff-acffac241802\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.205}, \"7418\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Berlin\", \"datetimes\": [\"2021-12-14 13:43:39.000000+00:00\", \"2022-05-28 06:26:19.000000+00:00\", \"2022-11-09 16:23:19.000000+00:00\"], \"session_ids\": [\"4815535c-ebd6-457c-ae7a-a8c3d58a6fb1\", \"4b86ba3f-cfc0-4fa8-997d-76c27fc866e3\", \"25eee452-1008-47dd-bd59-d0f64e36b639\"], \"total_duration\": 275.0, \"total_sessions\": 3, \"mean_week_duration\": 5.729}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 2174 and are less than 2816" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[2174, 2816]]}}}\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 close out 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": "Offer me knowledge about user whose total_sessions is smaller than 8 and bigger than 4 as well as implement sorting by total sessoins count in desc 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{\"64407\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-13 00:26:52.000000+00:00\", \"2022-11-18 13:30:45.000000+00:00\", \"2019-05-02 23:18:47.000000+00:00\", \"2021-03-19 04:25:17.000000+00:00\", \"2023-03-09 12:41:30.000000+00:00\", \"2019-09-25 22:49:07.000000+00:00\", \"2019-05-04 17:52:15.000000+00:00\", \"2022-07-22 09:32:33.000000+00:00\", \"2019-07-28 02:23:23.000000+00:00\"], \"session_ids\": [\"d61a67cc-c67f-4d0f-871f-b91aca43bdd4\", \"a00272a0-5d6e-4b3c-8b56-3eb657b2fb30\", \"848febba-95b6-4485-a653-40f1d9189d98\", \"a7740371-ecc1-4230-a651-5b061f64f760\", \"f60bbed5-a181-4a3c-a9af-e90dce135fc5\", \"0b8337b4-c3cd-4eb6-a65d-79ec53f783ff\", \"ebf54915-4ca5-49d6-bb1e-441251c25ce6\", \"48d4c56c-c0e0-407f-8a07-f4da1aa1cc5f\", \"5da37db9-5dc3-4865-9607-3801460085ac\"], \"total_duration\": 27294.0, \"total_sessions\": 9, \"mean_week_duration\": 135.119}, \"1606\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-09-19 03:27:10.000000+00:00\", \"2020-01-17 03:21:15.000000+00:00\", \"2020-05-04 03:46:18.000000+00:00\", \"2019-06-19 07:19:00.000000+00:00\"], \"session_ids\": [\"fe23a707-5fb7-41a8-98a5-7b57e2d1aa73\", \"238548dd-6ed8-44a9-8fc9-92a5d5974a5c\", \"71ab7580-aecb-4b40-8612-1cc5977afb27\", \"9d0e4f8f-caa0-4857-bb5d-8837a9c19872\"], \"total_duration\": 94.0, \"total_sessions\": 4, \"mean_week_duration\": 0.797}, \"55526\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-10 01:26:58.000000+00:00\", \"2021-12-24 23:48:27.000000+00:00\", \"2021-11-30 14:51:45.000000+00:00\", \"2022-05-25 15:30:04.000000+00:00\", \"2023-01-14 02:20:01.000000+00:00\", \"2020-04-30 20:22:41.000000+00:00\", \"2023-06-22 19:23:34.000000+00:00\", \"2019-02-18 23:45:02.000000+00:00\"], \"session_ids\": [\"ddd3e164-f465-4bdb-a424-7fe10ca2fb7e\", \"582e2177-21c8-42d1-ab1e-21781a9e98f9\", \"c5be90b6-644d-430a-9d0b-ab056daa1900\", \"812fc4b5-7c3f-4bd2-affb-6c1521ced0ef\", \"758e2505-c9cb-4b90-a99f-a74d4e8a2b2f\", \"aae0f4a1-26af-46a0-b380-7a9c143e43a7\", \"af1bea3b-eeab-4bee-acb9-cfa21d316ec5\", \"4a8a6b5c-e368-485a-ade9-de49e486a1ca\"], \"total_duration\": 10590.0, \"total_sessions\": 8, \"mean_week_duration\": 46.652}, \"9890\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-19 00:29:29.000000+00:00\", \"2019-04-02 02:39:04.000000+00:00\"], \"session_ids\": [\"a2542cb1-23aa-4ba5-bf78-f51bde4773b1\", \"0b7f0aef-b810-4254-b173-a7ff43b650e7\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 2.66}, \"65744\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-01-11 13:59:16.000000+00:00\", \"2019-10-06 13:18:08.000000+00:00\"], \"session_ids\": [\"37b8d0d1-02a0-4443-ac9f-f7c4e833c247\", \"46e8d7c7-8e50-41a0-b5d1-c9f944106cc9\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 2.228}, \"54258\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-06 05:52:19.000000+00:00\", \"2019-02-15 23:51:48.000000+00:00\"], \"session_ids\": [\"3d207c87-018a-43e0-adcd-944450e5ed1c\", \"e2c2b263-35fb-4a39-9ac8-e2014efcddef\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}, \"42169\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-18 10:31:49.000000+00:00\", \"2019-10-01 17:22:46.000000+00:00\", \"2019-07-04 18:37:08.000000+00:00\", \"2020-04-30 19:09:10.000000+00:00\", \"2021-09-30 22:31:28.000000+00:00\", \"2021-09-08 06:42:11.000000+00:00\", \"2021-05-20 17:29:08.000000+00:00\"], \"session_ids\": [\"7ec7b4cc-daa2-4cf9-be2d-71004e0364e7\", \"61d21886-c475-482b-8ba2-d31bfa01c090\", \"6acc5201-e661-48e9-b6d1-be23e86f5c60\", \"770df8af-b022-46cf-96d8-8211c10cefdb\", \"5da6f217-1bba-4583-8651-c2d5347be43d\", \"021e34bf-caca-4166-a5d7-1fc2108be02e\", \"aa433b95-f828-40f0-bf18-e869b6b5a184\"], \"total_duration\": 86.0, \"total_sessions\": 7, \"mean_week_duration\": 0.694}, \"74619\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-29 12:16:40.000000+00:00\", \"2019-11-15 00:57:16.000000+00:00\"], \"session_ids\": [\"ad0c000f-2d19-482b-94c9-d04b352c42a4\", \"166c1c8a-4baf-42f8-bf2f-1166f12ca473\"], \"total_duration\": 380.0, \"total_sessions\": 2, \"mean_week_duration\": 2.331}, \"90769\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-19 01:08:08.000000+00:00\", \"2022-07-05 23:06:51.000000+00:00\", \"2021-07-07 20:23:02.000000+00:00\", \"2020-12-17 06:37:28.000000+00:00\"], \"session_ids\": [\"dd703449-c818-49ac-a02f-a1e780d87b44\", \"bcc0e7bf-1332-4d7e-bf3e-e9da4a4b9492\", \"d6d5f7e2-b51a-4a34-babd-c8bf8e793586\", \"6f7f06f6-eff6-49b3-a8a1-98d9a70e7e7d\"], \"total_duration\": 171.0, \"total_sessions\": 4, \"mean_week_duration\": 1.745}, \"95961\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 4}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-27 09:05:57.000000+00:00\", \"2020-09-22 22:58:42.000000+00:00\"], \"session_ids\": [\"5e051b87-333e-4664-9e23-f98029ea6398\", \"f756b7c6-0a82-4048-852e-5c6ae79bba16\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 2.237}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 4 and are equal or less than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"1606\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-09-19 03:27:10.000000+00:00\", \"2020-01-17 03:21:15.000000+00:00\", \"2020-05-04 03:46:18.000000+00:00\", \"2019-06-19 07:19:00.000000+00:00\"], \"session_ids\": [\"fe23a707-5fb7-41a8-98a5-7b57e2d1aa73\", \"238548dd-6ed8-44a9-8fc9-92a5d5974a5c\", \"71ab7580-aecb-4b40-8612-1cc5977afb27\", \"9d0e4f8f-caa0-4857-bb5d-8837a9c19872\"], \"total_duration\": 94.0, \"total_sessions\": 4, \"mean_week_duration\": 0.797}, \"55526\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-10 01:26:58.000000+00:00\", \"2021-12-24 23:48:27.000000+00:00\", \"2021-11-30 14:51:45.000000+00:00\", \"2022-05-25 15:30:04.000000+00:00\", \"2023-01-14 02:20:01.000000+00:00\", \"2020-04-30 20:22:41.000000+00:00\", \"2023-06-22 19:23:34.000000+00:00\", \"2019-02-18 23:45:02.000000+00:00\"], \"session_ids\": [\"ddd3e164-f465-4bdb-a424-7fe10ca2fb7e\", \"582e2177-21c8-42d1-ab1e-21781a9e98f9\", \"c5be90b6-644d-430a-9d0b-ab056daa1900\", \"812fc4b5-7c3f-4bd2-affb-6c1521ced0ef\", \"758e2505-c9cb-4b90-a99f-a74d4e8a2b2f\", \"aae0f4a1-26af-46a0-b380-7a9c143e43a7\", \"af1bea3b-eeab-4bee-acb9-cfa21d316ec5\", \"4a8a6b5c-e368-485a-ade9-de49e486a1ca\"], \"total_duration\": 10590.0, \"total_sessions\": 8, \"mean_week_duration\": 46.652}, \"42169\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-18 10:31:49.000000+00:00\", \"2019-10-01 17:22:46.000000+00:00\", \"2019-07-04 18:37:08.000000+00:00\", \"2020-04-30 19:09:10.000000+00:00\", \"2021-09-30 22:31:28.000000+00:00\", \"2021-09-08 06:42:11.000000+00:00\", \"2021-05-20 17:29:08.000000+00:00\"], \"session_ids\": [\"7ec7b4cc-daa2-4cf9-be2d-71004e0364e7\", \"61d21886-c475-482b-8ba2-d31bfa01c090\", \"6acc5201-e661-48e9-b6d1-be23e86f5c60\", \"770df8af-b022-46cf-96d8-8211c10cefdb\", \"5da6f217-1bba-4583-8651-c2d5347be43d\", \"021e34bf-caca-4166-a5d7-1fc2108be02e\", \"aa433b95-f828-40f0-bf18-e869b6b5a184\"], \"total_duration\": 86.0, \"total_sessions\": 7, \"mean_week_duration\": 0.694}, \"90769\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-19 01:08:08.000000+00:00\", \"2022-07-05 23:06:51.000000+00:00\", \"2021-07-07 20:23:02.000000+00:00\", \"2020-12-17 06:37:28.000000+00:00\"], \"session_ids\": [\"dd703449-c818-49ac-a02f-a1e780d87b44\", \"bcc0e7bf-1332-4d7e-bf3e-e9da4a4b9492\", \"d6d5f7e2-b51a-4a34-babd-c8bf8e793586\", \"6f7f06f6-eff6-49b3-a8a1-98d9a70e7e7d\"], \"total_duration\": 171.0, \"total_sessions\": 4, \"mean_week_duration\": 1.745}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"55526\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-10 01:26:58.000000+00:00\", \"2021-12-24 23:48:27.000000+00:00\", \"2021-11-30 14:51:45.000000+00:00\", \"2022-05-25 15:30:04.000000+00:00\", \"2023-01-14 02:20:01.000000+00:00\", \"2020-04-30 20:22:41.000000+00:00\", \"2023-06-22 19:23:34.000000+00:00\", \"2019-02-18 23:45:02.000000+00:00\"], \"session_ids\": [\"ddd3e164-f465-4bdb-a424-7fe10ca2fb7e\", \"582e2177-21c8-42d1-ab1e-21781a9e98f9\", \"c5be90b6-644d-430a-9d0b-ab056daa1900\", \"812fc4b5-7c3f-4bd2-affb-6c1521ced0ef\", \"758e2505-c9cb-4b90-a99f-a74d4e8a2b2f\", \"aae0f4a1-26af-46a0-b380-7a9c143e43a7\", \"af1bea3b-eeab-4bee-acb9-cfa21d316ec5\", \"4a8a6b5c-e368-485a-ade9-de49e486a1ca\"], \"total_duration\": 10590.0, \"total_sessions\": 8, \"mean_week_duration\": 46.652}}, {\"42169\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-18 10:31:49.000000+00:00\", \"2019-10-01 17:22:46.000000+00:00\", \"2019-07-04 18:37:08.000000+00:00\", \"2020-04-30 19:09:10.000000+00:00\", \"2021-09-30 22:31:28.000000+00:00\", \"2021-09-08 06:42:11.000000+00:00\", \"2021-05-20 17:29:08.000000+00:00\"], \"session_ids\": [\"7ec7b4cc-daa2-4cf9-be2d-71004e0364e7\", \"61d21886-c475-482b-8ba2-d31bfa01c090\", \"6acc5201-e661-48e9-b6d1-be23e86f5c60\", \"770df8af-b022-46cf-96d8-8211c10cefdb\", \"5da6f217-1bba-4583-8651-c2d5347be43d\", \"021e34bf-caca-4166-a5d7-1fc2108be02e\", \"aa433b95-f828-40f0-bf18-e869b6b5a184\"], \"total_duration\": 86.0, \"total_sessions\": 7, \"mean_week_duration\": 0.694}}, {\"1606\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-09-19 03:27:10.000000+00:00\", \"2020-01-17 03:21:15.000000+00:00\", \"2020-05-04 03:46:18.000000+00:00\", \"2019-06-19 07:19:00.000000+00:00\"], \"session_ids\": [\"fe23a707-5fb7-41a8-98a5-7b57e2d1aa73\", \"238548dd-6ed8-44a9-8fc9-92a5d5974a5c\", \"71ab7580-aecb-4b40-8612-1cc5977afb27\", \"9d0e4f8f-caa0-4857-bb5d-8837a9c19872\"], \"total_duration\": 94.0, \"total_sessions\": 4, \"mean_week_duration\": 0.797}}, {\"90769\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-19 01:08:08.000000+00:00\", \"2022-07-05 23:06:51.000000+00:00\", \"2021-07-07 20:23:02.000000+00:00\", \"2020-12-17 06:37:28.000000+00:00\"], \"session_ids\": [\"dd703449-c818-49ac-a02f-a1e780d87b44\", \"bcc0e7bf-1332-4d7e-bf3e-e9da4a4b9492\", \"d6d5f7e2-b51a-4a34-babd-c8bf8e793586\", \"6f7f06f6-eff6-49b3-a8a1-98d9a70e7e7d\"], \"total_duration\": 171.0, \"total_sessions\": 4, \"mean_week_duration\": 1.745}}]\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[{\"55526\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-10 01:26:58.000000+00:00\", \"2021-12-24 23:48:27.000000+00:00\", \"2021-11-30 14:51:45.000000+00:00\", \"2022-05-25 15:30:04.000000+00:00\", \"2023-01-14 02:20:01.000000+00:00\", \"2020-04-30 20:22:41.000000+00:00\", \"2023-06-22 19:23:34.000000+00:00\", \"2019-02-18 23:45:02.000000+00:00\"], \"session_ids\": [\"ddd3e164-f465-4bdb-a424-7fe10ca2fb7e\", \"582e2177-21c8-42d1-ab1e-21781a9e98f9\", \"c5be90b6-644d-430a-9d0b-ab056daa1900\", \"812fc4b5-7c3f-4bd2-affb-6c1521ced0ef\", \"758e2505-c9cb-4b90-a99f-a74d4e8a2b2f\", \"aae0f4a1-26af-46a0-b380-7a9c143e43a7\", \"af1bea3b-eeab-4bee-acb9-cfa21d316ec5\", \"4a8a6b5c-e368-485a-ade9-de49e486a1ca\"], \"total_duration\": 10590.0, \"total_sessions\": 8, \"mean_week_duration\": 46.652}}]\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[{\"55526\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-10 01:26:58.000000+00:00\", \"2021-12-24 23:48:27.000000+00:00\", \"2021-11-30 14:51:45.000000+00:00\", \"2022-05-25 15:30:04.000000+00:00\", \"2023-01-14 02:20:01.000000+00:00\", \"2020-04-30 20:22:41.000000+00:00\", \"2023-06-22 19:23:34.000000+00:00\", \"2019-02-18 23:45:02.000000+00:00\"], \"session_ids\": [\"ddd3e164-f465-4bdb-a424-7fe10ca2fb7e\", \"582e2177-21c8-42d1-ab1e-21781a9e98f9\", \"c5be90b6-644d-430a-9d0b-ab056daa1900\", \"812fc4b5-7c3f-4bd2-affb-6c1521ced0ef\", \"758e2505-c9cb-4b90-a99f-a74d4e8a2b2f\", \"aae0f4a1-26af-46a0-b380-7a9c143e43a7\", \"af1bea3b-eeab-4bee-acb9-cfa21d316ec5\", \"4a8a6b5c-e368-485a-ade9-de49e486a1ca\"], \"total_duration\": 10590.0, \"total_sessions\": 8, \"mean_week_duration\": 46.652}}]\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 users who belong to cities New Delhi, Reykjavik, Sydney, Bangkok , moreover sort by city_name form the lowest value to the highest value , and save only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"31072\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-07-21 09:47:09.000000+00:00\", \"2022-06-14 08:01:43.000000+00:00\"], \"session_ids\": [\"8ffbef18-9820-439f-90b0-045dab3da929\", \"001e87b4-ca1d-4c4c-8714-0508edb9b3bb\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 13.0}, \"53779\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-04-04 19:15:13.000000+00:00\", \"2021-10-30 07:18:10.000000+00:00\", \"2022-08-10 01:56:29.000000+00:00\", \"2021-07-07 05:00:08.000000+00:00\"], \"session_ids\": [\"1c420292-c26e-407f-bb15-eae1130cba12\", \"ee55f8c5-6218-4cf5-97db-82ccb8d3ddc3\", \"c9bbe33e-ed21-4205-ad39-37c51b9cf001\", \"2bf5335e-ef3e-4bae-9ad8-39f7aad6cf47\"], \"total_duration\": 116.0, \"total_sessions\": 4, \"mean_week_duration\": 1.275}, \"3916\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-31 12:25:11.000000+00:00\", \"2023-06-30 21:18:52.000000+00:00\", \"2022-08-22 03:39:02.000000+00:00\", \"2021-08-06 04:22:17.000000+00:00\", \"2022-11-07 18:13:41.000000+00:00\", \"2022-05-25 03:17:01.000000+00:00\", \"2021-04-28 02:34:55.000000+00:00\", \"2020-06-20 01:31:28.000000+00:00\", \"2022-07-09 02:06:30.000000+00:00\", \"2021-11-01 01:42:21.000000+00:00\", \"2020-02-19 03:34:47.000000+00:00\"], \"session_ids\": [\"7299689d-513e-4117-9d49-0c787f01384f\", \"f5d48a9b-fe98-407a-8de2-4ff657a4c2da\", \"7a2e5c2f-8c18-4dd3-b0ca-e7db5587296b\", \"aa6ed4f6-1bf6-42d1-8685-023ddb61468d\", \"f8967432-7544-40c0-a7e4-fb69c30bfbc5\", \"a0332b92-5b20-49ef-9d5e-8635522b5654\", \"5274d117-7dda-40a9-9b59-d3f26b40c0e2\", \"2ec3a221-7438-4be0-846a-d1c95f843aae\", \"306610a9-8ae9-4f6f-a7c8-f03750609958\", \"1598f8ca-6c46-4b71-84e4-ab88a39ac36f\", \"563e27ec-db8a-43ab-a517-9d0723f16748\"], \"total_duration\": 8931.0, \"total_sessions\": 11, \"mean_week_duration\": 50.744}, \"12180\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-09-06 17:53:23.000000+00:00\", \"2020-01-20 10:54:22.000000+00:00\"], \"session_ids\": [\"81800de1-4d99-48c7-8f01-4657e626dae2\", \"42d275b7-111f-4d17-9585-9f40edd1d598\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.85}, \"58602\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-19 01:52:15.000000+00:00\", \"2020-04-15 18:01:05.000000+00:00\", \"2020-03-11 23:33:07.000000+00:00\"], \"session_ids\": [\"c2c873d1-aa6d-48fb-a99e-36dbffead540\", \"4c1bc323-4276-4475-8daf-227bc3a47ded\", \"ccf650e2-3ff2-4fec-bc6e-03d5042231db\"], \"total_duration\": 78.0, \"total_sessions\": 3, \"mean_week_duration\": 0.876}, \"58215\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-04-10 13:19:18.000000+00:00\", \"2022-12-23 21:42:28.000000+00:00\", \"2023-06-18 15:42:04.000000+00:00\"], \"session_ids\": [\"ddb0d782-5870-45e5-9e47-99554d04522a\", \"7dd1f31a-d652-49b1-bd04-668aa3957b58\", \"a7d63db1-963b-4d50-9d88-a9b96fbd44f5\"], \"total_duration\": 267.0, \"total_sessions\": 3, \"mean_week_duration\": 4.306}, \"42949\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-11-07 14:25:51.000000+00:00\", \"2019-04-27 12:30:28.000000+00:00\", \"2020-06-11 00:04:07.000000+00:00\", \"2022-11-18 13:23:35.000000+00:00\"], \"session_ids\": [\"0d9bb20b-c194-4682-8fbd-742c39bcf202\", \"3b9ef1f6-75b2-4f32-b6a8-e06bc1313aa5\", \"54a7c420-464e-48c9-9b86-95cf927a53ba\", \"f552fa07-8ca3-45a5-b437-fd2c80f4befc\"], \"total_duration\": 1054.0, \"total_sessions\": 4, \"mean_week_duration\": 5.667}, \"58443\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-09-26 16:30:09.000000+00:00\", \"2023-01-27 18:40:19.000000+00:00\"], \"session_ids\": [\"4152a330-1dd0-4026-a560-a4ded78d483b\", \"1e9ab5d0-d08b-4bfa-ada6-7d05dcb185d6\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.423}, \"11772\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-11-04 00:01:43.000000+00:00\", \"2022-09-16 20:22:42.000000+00:00\"], \"session_ids\": [\"652945a4-92cc-4fe7-8325-fcad0edad1b2\", \"eb997f7b-9550-4cd8-a4c6-aeb44803f2cc\"], \"total_duration\": 256.0, \"total_sessions\": 2, \"mean_week_duration\": 1.707}, \"23444\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-12 22:36:34.000000+00:00\", \"2022-07-19 17:58:35.000000+00:00\"], \"session_ids\": [\"efc5c480-1e5b-4c8f-9047-c961ac993dc9\", \"03921803-590a-4ab9-8534-57c107540f37\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 0.892}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are New Delhi, Reykjavik, Sydney, Bangkok" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"New Delhi\", \"Reykjavik\", \"Sydney\", \"Bangkok\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 6 users with a sessions count that is <= 5 , put to use sorting by sessions summation in descending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58000\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-01-10 19:49:47.000000+00:00\", \"2022-06-29 14:38:09.000000+00:00\", \"2021-07-27 03:01:54.000000+00:00\"], \"session_ids\": [\"865f6ba7-df48-445a-a6c2-e031fa18e608\", \"1c2adc3d-aabd-4b67-8f15-e790b074b5ee\", \"8d1f8571-f50b-4cef-a480-adb877664fb1\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 1.895}, \"46742\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-09-18 13:01:32.000000+00:00\", \"2023-03-30 03:11:53.000000+00:00\", \"2019-09-01 01:03:27.000000+00:00\", \"2021-10-29 19:44:05.000000+00:00\", \"2019-02-01 15:37:00.000000+00:00\", \"2020-03-13 22:37:08.000000+00:00\", \"2019-02-17 03:15:27.000000+00:00\", \"2019-05-27 04:51:44.000000+00:00\", \"2021-08-15 11:15:07.000000+00:00\"], \"session_ids\": [\"d7728a09-85de-4af2-8f8b-29da32dac880\", \"edb848bd-b734-41c4-b249-4f4f4714ce54\", \"fd440c32-9b04-46d9-83d0-cb6cf0a19632\", \"1dd3e229-222f-47d7-bd7d-d448240fcf6d\", \"cb61fcd7-f50c-457e-aec7-f589ad317ecf\", \"9688c1c3-2bd3-49e7-a751-eb8265d5504b\", \"6274b189-f4a1-4591-8f02-207309501af3\", \"d3af6b80-d839-44c2-9deb-ea9eb4c0682b\", \"123b662b-b0a5-4ebc-a6ef-39bb098512c2\"], \"total_duration\": 1699.0, \"total_sessions\": 9, \"mean_week_duration\": 7.829}, \"97634\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-05-21 10:20:56.000000+00:00\", \"2019-08-17 01:59:15.000000+00:00\", \"2022-09-25 08:27:50.000000+00:00\", \"2021-06-29 14:59:29.000000+00:00\"], \"session_ids\": [\"a6390bbd-2226-4281-bc84-529780b3dc8d\", \"20bcaeca-bf44-47e8-a40b-83aac99c0328\", \"1cc6e754-ccb5-4e66-b8b2-af2ea6a13a76\", \"887f725b-97b6-4342-aed4-4ed20b835405\"], \"total_duration\": 865.0, \"total_sessions\": 4, \"mean_week_duration\": 5.307}, \"79877\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-11 01:21:38.000000+00:00\", \"2020-07-05 15:42:59.000000+00:00\"], \"session_ids\": [\"fe7352c8-3a19-4326-8d26-65fce098d569\", \"0970eecb-4783-4cc5-bbac-21b907f1e324\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 17.222}, \"95497\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-01-30 17:19:07.000000+00:00\", \"2020-12-30 23:22:27.000000+00:00\"], \"session_ids\": [\"d1dc4b98-9d54-4e26-99a4-c6db94aaae0a\", \"a345aa4a-8fe7-457d-9f93-839791dd236d\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 4.12}, \"2968\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-03 22:27:04.000000+00:00\", \"2020-03-16 11:12:44.000000+00:00\", \"2019-08-26 14:29:20.000000+00:00\"], \"session_ids\": [\"3c7012d3-745f-4977-ba63-c5c3542045ed\", \"313aa9be-d840-4991-a902-281294573b5f\", \"1d1eca34-1f87-4a73-a13a-b7e9f2e07b2f\"], \"total_duration\": 44.0, \"total_sessions\": 3, \"mean_week_duration\": 0.415}, \"46845\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-16 00:18:35.000000+00:00\", \"2022-11-20 20:58:49.000000+00:00\", \"2023-01-28 08:44:58.000000+00:00\"], \"session_ids\": [\"15796dba-ddf8-4864-bea8-624d18167992\", \"05f2ff2b-f004-4a60-9829-518066304fa8\", \"2c3ea024-dda4-4118-af64-70b12a677a22\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 0.641}, \"1035\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-12-07 10:01:10.000000+00:00\", \"2019-07-01 19:32:28.000000+00:00\", \"2021-11-16 16:02:28.000000+00:00\"], \"session_ids\": [\"14fc164c-a939-49c0-809f-7332c53ada22\", \"f3928aca-4a3c-4680-91c9-2b4cb9a641e4\", \"a9341a25-40a9-4404-8bf6-48d84b6b38ec\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.185}, \"59780\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-31 10:01:24.000000+00:00\", \"2020-12-04 05:39:28.000000+00:00\", \"2019-05-04 21:25:56.000000+00:00\", \"2023-02-23 05:54:31.000000+00:00\"], \"session_ids\": [\"7912af82-889e-4059-a0e3-914065ba62c8\", \"34cf0adb-e67d-4724-a6db-16fcd842d086\", \"cff56704-76f8-48e2-9148-b5d1b24bfc5f\", \"bd9a8fd2-6f16-43eb-83b1-ec3c7419a032\"], \"total_duration\": 1250.0, \"total_sessions\": 4, \"mean_week_duration\": 6.281}, \"58983\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-04 14:34:29.000000+00:00\", \"2020-05-29 17:55:49.000000+00:00\", \"2021-10-24 20:24:24.000000+00:00\"], \"session_ids\": [\"7993bfd0-332a-4202-82fa-4c14ec311d6c\", \"543d858a-c026-4c8a-b1a8-d97a61e13565\", \"cb5117a1-7ead-469d-af4f-cf2b7294a538\"], \"total_duration\": 74.0, \"total_sessions\": 3, \"mean_week_duration\": 0.822}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58000\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-01-10 19:49:47.000000+00:00\", \"2022-06-29 14:38:09.000000+00:00\", \"2021-07-27 03:01:54.000000+00:00\"], \"session_ids\": [\"865f6ba7-df48-445a-a6c2-e031fa18e608\", \"1c2adc3d-aabd-4b67-8f15-e790b074b5ee\", \"8d1f8571-f50b-4cef-a480-adb877664fb1\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 1.895}, \"97634\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-05-21 10:20:56.000000+00:00\", \"2019-08-17 01:59:15.000000+00:00\", \"2022-09-25 08:27:50.000000+00:00\", \"2021-06-29 14:59:29.000000+00:00\"], \"session_ids\": [\"a6390bbd-2226-4281-bc84-529780b3dc8d\", \"20bcaeca-bf44-47e8-a40b-83aac99c0328\", \"1cc6e754-ccb5-4e66-b8b2-af2ea6a13a76\", \"887f725b-97b6-4342-aed4-4ed20b835405\"], \"total_duration\": 865.0, \"total_sessions\": 4, \"mean_week_duration\": 5.307}, \"79877\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-11 01:21:38.000000+00:00\", \"2020-07-05 15:42:59.000000+00:00\"], \"session_ids\": [\"fe7352c8-3a19-4326-8d26-65fce098d569\", \"0970eecb-4783-4cc5-bbac-21b907f1e324\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 17.222}, \"95497\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-01-30 17:19:07.000000+00:00\", \"2020-12-30 23:22:27.000000+00:00\"], \"session_ids\": [\"d1dc4b98-9d54-4e26-99a4-c6db94aaae0a\", \"a345aa4a-8fe7-457d-9f93-839791dd236d\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 4.12}, \"2968\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-03 22:27:04.000000+00:00\", \"2020-03-16 11:12:44.000000+00:00\", \"2019-08-26 14:29:20.000000+00:00\"], \"session_ids\": [\"3c7012d3-745f-4977-ba63-c5c3542045ed\", \"313aa9be-d840-4991-a902-281294573b5f\", \"1d1eca34-1f87-4a73-a13a-b7e9f2e07b2f\"], \"total_duration\": 44.0, \"total_sessions\": 3, \"mean_week_duration\": 0.415}, \"46845\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-16 00:18:35.000000+00:00\", \"2022-11-20 20:58:49.000000+00:00\", \"2023-01-28 08:44:58.000000+00:00\"], \"session_ids\": [\"15796dba-ddf8-4864-bea8-624d18167992\", \"05f2ff2b-f004-4a60-9829-518066304fa8\", \"2c3ea024-dda4-4118-af64-70b12a677a22\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 0.641}, \"1035\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-12-07 10:01:10.000000+00:00\", \"2019-07-01 19:32:28.000000+00:00\", \"2021-11-16 16:02:28.000000+00:00\"], \"session_ids\": [\"14fc164c-a939-49c0-809f-7332c53ada22\", \"f3928aca-4a3c-4680-91c9-2b4cb9a641e4\", \"a9341a25-40a9-4404-8bf6-48d84b6b38ec\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.185}, \"59780\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-31 10:01:24.000000+00:00\", \"2020-12-04 05:39:28.000000+00:00\", \"2019-05-04 21:25:56.000000+00:00\", \"2023-02-23 05:54:31.000000+00:00\"], \"session_ids\": [\"7912af82-889e-4059-a0e3-914065ba62c8\", \"34cf0adb-e67d-4724-a6db-16fcd842d086\", \"cff56704-76f8-48e2-9148-b5d1b24bfc5f\", \"bd9a8fd2-6f16-43eb-83b1-ec3c7419a032\"], \"total_duration\": 1250.0, \"total_sessions\": 4, \"mean_week_duration\": 6.281}, \"58983\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-04 14:34:29.000000+00:00\", \"2020-05-29 17:55:49.000000+00:00\", \"2021-10-24 20:24:24.000000+00:00\"], \"session_ids\": [\"7993bfd0-332a-4202-82fa-4c14ec311d6c\", \"543d858a-c026-4c8a-b1a8-d97a61e13565\", \"cb5117a1-7ead-469d-af4f-cf2b7294a538\"], \"total_duration\": 74.0, \"total_sessions\": 3, \"mean_week_duration\": 0.822}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"97634\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-05-21 10:20:56.000000+00:00\", \"2019-08-17 01:59:15.000000+00:00\", \"2022-09-25 08:27:50.000000+00:00\", \"2021-06-29 14:59:29.000000+00:00\"], \"session_ids\": [\"a6390bbd-2226-4281-bc84-529780b3dc8d\", \"20bcaeca-bf44-47e8-a40b-83aac99c0328\", \"1cc6e754-ccb5-4e66-b8b2-af2ea6a13a76\", \"887f725b-97b6-4342-aed4-4ed20b835405\"], \"total_duration\": 865.0, \"total_sessions\": 4, \"mean_week_duration\": 5.307}}, {\"59780\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-31 10:01:24.000000+00:00\", \"2020-12-04 05:39:28.000000+00:00\", \"2019-05-04 21:25:56.000000+00:00\", \"2023-02-23 05:54:31.000000+00:00\"], \"session_ids\": [\"7912af82-889e-4059-a0e3-914065ba62c8\", \"34cf0adb-e67d-4724-a6db-16fcd842d086\", \"cff56704-76f8-48e2-9148-b5d1b24bfc5f\", \"bd9a8fd2-6f16-43eb-83b1-ec3c7419a032\"], \"total_duration\": 1250.0, \"total_sessions\": 4, \"mean_week_duration\": 6.281}}, {\"58000\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-01-10 19:49:47.000000+00:00\", \"2022-06-29 14:38:09.000000+00:00\", \"2021-07-27 03:01:54.000000+00:00\"], \"session_ids\": [\"865f6ba7-df48-445a-a6c2-e031fa18e608\", \"1c2adc3d-aabd-4b67-8f15-e790b074b5ee\", \"8d1f8571-f50b-4cef-a480-adb877664fb1\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 1.895}}, {\"2968\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-03 22:27:04.000000+00:00\", \"2020-03-16 11:12:44.000000+00:00\", \"2019-08-26 14:29:20.000000+00:00\"], \"session_ids\": [\"3c7012d3-745f-4977-ba63-c5c3542045ed\", \"313aa9be-d840-4991-a902-281294573b5f\", \"1d1eca34-1f87-4a73-a13a-b7e9f2e07b2f\"], \"total_duration\": 44.0, \"total_sessions\": 3, \"mean_week_duration\": 0.415}}, {\"46845\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-16 00:18:35.000000+00:00\", \"2022-11-20 20:58:49.000000+00:00\", \"2023-01-28 08:44:58.000000+00:00\"], \"session_ids\": [\"15796dba-ddf8-4864-bea8-624d18167992\", \"05f2ff2b-f004-4a60-9829-518066304fa8\", \"2c3ea024-dda4-4118-af64-70b12a677a22\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 0.641}}, {\"1035\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-12-07 10:01:10.000000+00:00\", \"2019-07-01 19:32:28.000000+00:00\", \"2021-11-16 16:02:28.000000+00:00\"], \"session_ids\": [\"14fc164c-a939-49c0-809f-7332c53ada22\", \"f3928aca-4a3c-4680-91c9-2b4cb9a641e4\", \"a9341a25-40a9-4404-8bf6-48d84b6b38ec\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.185}}, {\"58983\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-04 14:34:29.000000+00:00\", \"2020-05-29 17:55:49.000000+00:00\", \"2021-10-24 20:24:24.000000+00:00\"], \"session_ids\": [\"7993bfd0-332a-4202-82fa-4c14ec311d6c\", \"543d858a-c026-4c8a-b1a8-d97a61e13565\", \"cb5117a1-7ead-469d-af4f-cf2b7294a538\"], \"total_duration\": 74.0, \"total_sessions\": 3, \"mean_week_duration\": 0.822}}, {\"79877\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-11 01:21:38.000000+00:00\", \"2020-07-05 15:42:59.000000+00:00\"], \"session_ids\": [\"fe7352c8-3a19-4326-8d26-65fce098d569\", \"0970eecb-4783-4cc5-bbac-21b907f1e324\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 17.222}}, {\"95497\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-01-30 17:19:07.000000+00:00\", \"2020-12-30 23:22:27.000000+00:00\"], \"session_ids\": [\"d1dc4b98-9d54-4e26-99a4-c6db94aaae0a\", \"a345aa4a-8fe7-457d-9f93-839791dd236d\"], \"total_duration\": 412.0, \"total_sessions\": 2, \"mean_week_duration\": 4.12}}]\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[{\"97634\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-05-21 10:20:56.000000+00:00\", \"2019-08-17 01:59:15.000000+00:00\", \"2022-09-25 08:27:50.000000+00:00\", \"2021-06-29 14:59:29.000000+00:00\"], \"session_ids\": [\"a6390bbd-2226-4281-bc84-529780b3dc8d\", \"20bcaeca-bf44-47e8-a40b-83aac99c0328\", \"1cc6e754-ccb5-4e66-b8b2-af2ea6a13a76\", \"887f725b-97b6-4342-aed4-4ed20b835405\"], \"total_duration\": 865.0, \"total_sessions\": 4, \"mean_week_duration\": 5.307}}, {\"59780\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-31 10:01:24.000000+00:00\", \"2020-12-04 05:39:28.000000+00:00\", \"2019-05-04 21:25:56.000000+00:00\", \"2023-02-23 05:54:31.000000+00:00\"], \"session_ids\": [\"7912af82-889e-4059-a0e3-914065ba62c8\", \"34cf0adb-e67d-4724-a6db-16fcd842d086\", \"cff56704-76f8-48e2-9148-b5d1b24bfc5f\", \"bd9a8fd2-6f16-43eb-83b1-ec3c7419a032\"], \"total_duration\": 1250.0, \"total_sessions\": 4, \"mean_week_duration\": 6.281}}, {\"58000\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-01-10 19:49:47.000000+00:00\", \"2022-06-29 14:38:09.000000+00:00\", \"2021-07-27 03:01:54.000000+00:00\"], \"session_ids\": [\"865f6ba7-df48-445a-a6c2-e031fa18e608\", \"1c2adc3d-aabd-4b67-8f15-e790b074b5ee\", \"8d1f8571-f50b-4cef-a480-adb877664fb1\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 1.895}}, {\"2968\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-03 22:27:04.000000+00:00\", \"2020-03-16 11:12:44.000000+00:00\", \"2019-08-26 14:29:20.000000+00:00\"], \"session_ids\": [\"3c7012d3-745f-4977-ba63-c5c3542045ed\", \"313aa9be-d840-4991-a902-281294573b5f\", \"1d1eca34-1f87-4a73-a13a-b7e9f2e07b2f\"], \"total_duration\": 44.0, \"total_sessions\": 3, \"mean_week_duration\": 0.415}}, {\"46845\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-16 00:18:35.000000+00:00\", \"2022-11-20 20:58:49.000000+00:00\", \"2023-01-28 08:44:58.000000+00:00\"], \"session_ids\": [\"15796dba-ddf8-4864-bea8-624d18167992\", \"05f2ff2b-f004-4a60-9829-518066304fa8\", \"2c3ea024-dda4-4118-af64-70b12a677a22\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 0.641}}, {\"1035\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-12-07 10:01:10.000000+00:00\", \"2019-07-01 19:32:28.000000+00:00\", \"2021-11-16 16:02:28.000000+00:00\"], \"session_ids\": [\"14fc164c-a939-49c0-809f-7332c53ada22\", \"f3928aca-4a3c-4680-91c9-2b4cb9a641e4\", \"a9341a25-40a9-4404-8bf6-48d84b6b38ec\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.185}}]\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[{\"97634\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-05-21 10:20:56.000000+00:00\", \"2019-08-17 01:59:15.000000+00:00\", \"2022-09-25 08:27:50.000000+00:00\", \"2021-06-29 14:59:29.000000+00:00\"], \"session_ids\": [\"a6390bbd-2226-4281-bc84-529780b3dc8d\", \"20bcaeca-bf44-47e8-a40b-83aac99c0328\", \"1cc6e754-ccb5-4e66-b8b2-af2ea6a13a76\", \"887f725b-97b6-4342-aed4-4ed20b835405\"], \"total_duration\": 865.0, \"total_sessions\": 4, \"mean_week_duration\": 5.307}}, {\"59780\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-31 10:01:24.000000+00:00\", \"2020-12-04 05:39:28.000000+00:00\", \"2019-05-04 21:25:56.000000+00:00\", \"2023-02-23 05:54:31.000000+00:00\"], \"session_ids\": [\"7912af82-889e-4059-a0e3-914065ba62c8\", \"34cf0adb-e67d-4724-a6db-16fcd842d086\", \"cff56704-76f8-48e2-9148-b5d1b24bfc5f\", \"bd9a8fd2-6f16-43eb-83b1-ec3c7419a032\"], \"total_duration\": 1250.0, \"total_sessions\": 4, \"mean_week_duration\": 6.281}}, {\"58000\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-01-10 19:49:47.000000+00:00\", \"2022-06-29 14:38:09.000000+00:00\", \"2021-07-27 03:01:54.000000+00:00\"], \"session_ids\": [\"865f6ba7-df48-445a-a6c2-e031fa18e608\", \"1c2adc3d-aabd-4b67-8f15-e790b074b5ee\", \"8d1f8571-f50b-4cef-a480-adb877664fb1\"], \"total_duration\": 144.0, \"total_sessions\": 3, \"mean_week_duration\": 1.895}}, {\"2968\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-09-03 22:27:04.000000+00:00\", \"2020-03-16 11:12:44.000000+00:00\", \"2019-08-26 14:29:20.000000+00:00\"], \"session_ids\": [\"3c7012d3-745f-4977-ba63-c5c3542045ed\", \"313aa9be-d840-4991-a902-281294573b5f\", \"1d1eca34-1f87-4a73-a13a-b7e9f2e07b2f\"], \"total_duration\": 44.0, \"total_sessions\": 3, \"mean_week_duration\": 0.415}}, {\"46845\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-16 00:18:35.000000+00:00\", \"2022-11-20 20:58:49.000000+00:00\", \"2023-01-28 08:44:58.000000+00:00\"], \"session_ids\": [\"15796dba-ddf8-4864-bea8-624d18167992\", \"05f2ff2b-f004-4a60-9829-518066304fa8\", \"2c3ea024-dda4-4118-af64-70b12a677a22\"], \"total_duration\": 127.0, \"total_sessions\": 3, \"mean_week_duration\": 0.641}}, {\"1035\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-12-07 10:01:10.000000+00:00\", \"2019-07-01 19:32:28.000000+00:00\", \"2021-11-16 16:02:28.000000+00:00\"], \"session_ids\": [\"14fc164c-a939-49c0-809f-7332c53ada22\", \"f3928aca-4a3c-4680-91c9-2b4cb9a641e4\", \"a9341a25-40a9-4404-8bf6-48d84b6b38ec\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.185}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 5 users pieces of information whose site usage time per week is strictly bigger than 11 and apply sorting by count of sessions 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{\"45350\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-12-31 12:23:15.000000+00:00\", \"2021-10-11 11:00:43.000000+00:00\", \"2021-01-12 01:28:01.000000+00:00\", \"2023-02-08 13:57:48.000000+00:00\"], \"session_ids\": [\"7d3d2234-26b3-466f-99a9-890f02a08294\", \"6b322b18-7fe6-4179-9a8f-997c07e780fc\", \"6e03cc95-b8bc-4938-a38b-89d5f5b19420\", \"af9c4f77-4b99-4421-9abc-e7a01b2fc879\"], \"total_duration\": 878.0, \"total_sessions\": 4, \"mean_week_duration\": 5.387}, \"27492\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-04-24 12:05:48.000000+00:00\", \"2021-07-17 04:04:42.000000+00:00\"], \"session_ids\": [\"3562b58b-ff12-4520-8807-f06f0fdaf7ad\", \"aa15fcb7-308b-40a0-82de-8caf540a5f36\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 2.415}, \"70906\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-05-29 07:27:00.000000+00:00\", \"2021-02-28 22:57:48.000000+00:00\", \"2023-03-26 08:48:33.000000+00:00\", \"2021-07-02 12:18:07.000000+00:00\", \"2023-05-05 17:46:00.000000+00:00\"], \"session_ids\": [\"cc569fba-eb88-4a46-bc21-8e8a362dbb99\", \"0bc8bc05-6d70-49e5-9ff6-97d130dc429b\", \"bfb788e3-399b-4bef-b5ad-46cce4ffdaad\", \"a67e80ac-8bbb-4e65-a572-4b1e4b87f57d\", \"16db534e-cfaf-4a9e-af38-b72085cb5ab5\"], \"total_duration\": 684.0, \"total_sessions\": 5, \"mean_week_duration\": 6.0}, \"9844\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-03-08 16:42:44.000000+00:00\", \"2019-02-07 03:13:05.000000+00:00\", \"2022-08-27 21:18:27.000000+00:00\"], \"session_ids\": [\"d29ca1c2-f3ef-47a6-ae5a-2442b0afee54\", \"fcfbcdb5-c804-4e83-b15d-c709784bd123\", \"0484dfe7-f9d6-4553-9eb5-85f03d849f9a\"], \"total_duration\": 375.0, \"total_sessions\": 3, \"mean_week_duration\": 2.016}, \"81830\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-03 14:42:09.000000+00:00\", \"2020-11-05 03:15:25.000000+00:00\"], \"session_ids\": [\"f1e0de81-e479-4612-9184-622f913aa36b\", \"99713719-82a1-4b9d-8cf7-0856a1c01d58\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.494}, \"62221\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-31 08:24:15.000000+00:00\", \"2021-06-26 01:23:57.000000+00:00\", \"2019-10-29 10:18:27.000000+00:00\", \"2019-01-10 22:23:54.000000+00:00\", \"2021-09-13 19:06:23.000000+00:00\"], \"session_ids\": [\"2152216e-1cc5-4652-969f-b0a441e553f8\", \"ed47a623-137d-4564-8094-992c3f21a862\", \"b459b6d9-6599-4bc0-b721-adb10da83096\", \"40a6dd7b-df05-4f70-8f8f-908f4fb13bfe\", \"30e72162-ea37-4466-8920-76f6e0c3e259\"], \"total_duration\": 1363.0, \"total_sessions\": 5, \"mean_week_duration\": 8.519}, \"73196\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-09-15 17:25:16.000000+00:00\", \"2021-12-06 13:14:28.000000+00:00\", \"2021-02-04 05:34:58.000000+00:00\", \"2019-03-12 12:38:08.000000+00:00\", \"2023-05-12 18:52:01.000000+00:00\", \"2021-11-22 07:21:29.000000+00:00\", \"2022-05-04 13:41:04.000000+00:00\"], \"session_ids\": [\"5f6da4d1-eaba-4638-a61f-bde9207017e6\", \"999c05a4-3d08-458c-8250-bebd752eb3de\", \"9ab6431e-f9d7-4f38-b7f7-3b90bf99760e\", \"868e72cf-386f-4b81-8bc1-400d2be93a4e\", \"4105290b-598c-45fb-b39f-a2bc60c66e0f\", \"e56bfe2c-71e4-4314-ade8-a8218f3d00a0\", \"e231346a-18ed-4ed1-918a-bf7536670e17\"], \"total_duration\": 1586.0, \"total_sessions\": 7, \"mean_week_duration\": 7.275}, \"41870\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-08 07:13:36.000000+00:00\", \"2023-03-27 04:52:02.000000+00:00\", \"2021-12-07 20:58:28.000000+00:00\", \"2020-03-14 11:28:10.000000+00:00\", \"2020-07-11 02:56:06.000000+00:00\", \"2020-08-16 21:34:49.000000+00:00\", \"2019-09-03 17:25:13.000000+00:00\", \"2022-07-30 09:01:39.000000+00:00\", \"2021-12-07 18:10:02.000000+00:00\", \"2019-07-18 16:05:03.000000+00:00\"], \"session_ids\": [\"55c2e9cc-167b-4820-bc28-d9316933dcd3\", \"9a5c9bc4-a466-435b-b770-645751b1f11b\", \"54931a46-1607-469f-83e7-728c872a8118\", \"1146c4c8-77b6-48a4-99e3-b29cf9b7de50\", \"fe2c3fd3-48c4-45a7-9b5d-71eb45315fc6\", \"d1482067-da0e-4cc6-8c49-39ebba741145\", \"9823dcba-63c9-4466-a63d-9c1c981bf93f\", \"c239ebb2-afef-4344-9907-1f4ce00b54ea\", \"b385ff9e-1fda-4f23-ad26-d2c947f497de\", \"2bbf68f6-96eb-4131-8aaf-b01aedf61e03\"], \"total_duration\": 18815.0, \"total_sessions\": 10, \"mean_week_duration\": 97.487}, \"95776\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-03-17 14:16:56.000000+00:00\", \"2019-09-08 11:05:59.000000+00:00\"], \"session_ids\": [\"a749977b-b10e-43a5-a51a-d172b333605f\", \"09d105ad-d349-4333-9db5-bc6405999b72\"], \"total_duration\": 394.0, \"total_sessions\": 2, \"mean_week_duration\": 2.985}, \"99531\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-02-09 17:47:14.000000+00:00\", \"2022-08-05 13:59:03.000000+00:00\", \"2023-05-25 05:21:31.000000+00:00\", \"2019-10-21 11:44:40.000000+00:00\", \"2022-10-17 17:20:59.000000+00:00\"], \"session_ids\": [\"4bffd9d1-54e0-4aba-8509-4a425f8a4bbf\", \"d0021cd8-577f-4c4b-9969-f9f51da86ac3\", \"e062cffb-ef36-4ded-aaed-fcb7b45f7f4c\", \"0fb116fe-caed-4b4f-b748-34d2691ba304\", \"a20aa3bd-5a63-4d19-b275-1ebaaca63411\"], \"total_duration\": 3548.0, \"total_sessions\": 5, \"mean_week_duration\": 18.872}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 11" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[11, 35]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"41870\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-08 07:13:36.000000+00:00\", \"2023-03-27 04:52:02.000000+00:00\", \"2021-12-07 20:58:28.000000+00:00\", \"2020-03-14 11:28:10.000000+00:00\", \"2020-07-11 02:56:06.000000+00:00\", \"2020-08-16 21:34:49.000000+00:00\", \"2019-09-03 17:25:13.000000+00:00\", \"2022-07-30 09:01:39.000000+00:00\", \"2021-12-07 18:10:02.000000+00:00\", \"2019-07-18 16:05:03.000000+00:00\"], \"session_ids\": [\"55c2e9cc-167b-4820-bc28-d9316933dcd3\", \"9a5c9bc4-a466-435b-b770-645751b1f11b\", \"54931a46-1607-469f-83e7-728c872a8118\", \"1146c4c8-77b6-48a4-99e3-b29cf9b7de50\", \"fe2c3fd3-48c4-45a7-9b5d-71eb45315fc6\", \"d1482067-da0e-4cc6-8c49-39ebba741145\", \"9823dcba-63c9-4466-a63d-9c1c981bf93f\", \"c239ebb2-afef-4344-9907-1f4ce00b54ea\", \"b385ff9e-1fda-4f23-ad26-d2c947f497de\", \"2bbf68f6-96eb-4131-8aaf-b01aedf61e03\"], \"total_duration\": 18815.0, \"total_sessions\": 10, \"mean_week_duration\": 97.487}, \"99531\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-02-09 17:47:14.000000+00:00\", \"2022-08-05 13:59:03.000000+00:00\", \"2023-05-25 05:21:31.000000+00:00\", \"2019-10-21 11:44:40.000000+00:00\", \"2022-10-17 17:20:59.000000+00:00\"], \"session_ids\": [\"4bffd9d1-54e0-4aba-8509-4a425f8a4bbf\", \"d0021cd8-577f-4c4b-9969-f9f51da86ac3\", \"e062cffb-ef36-4ded-aaed-fcb7b45f7f4c\", \"0fb116fe-caed-4b4f-b748-34d2691ba304\", \"a20aa3bd-5a63-4d19-b275-1ebaaca63411\"], \"total_duration\": 3548.0, \"total_sessions\": 5, \"mean_week_duration\": 18.872}}\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[{\"99531\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-02-09 17:47:14.000000+00:00\", \"2022-08-05 13:59:03.000000+00:00\", \"2023-05-25 05:21:31.000000+00:00\", \"2019-10-21 11:44:40.000000+00:00\", \"2022-10-17 17:20:59.000000+00:00\"], \"session_ids\": [\"4bffd9d1-54e0-4aba-8509-4a425f8a4bbf\", \"d0021cd8-577f-4c4b-9969-f9f51da86ac3\", \"e062cffb-ef36-4ded-aaed-fcb7b45f7f4c\", \"0fb116fe-caed-4b4f-b748-34d2691ba304\", \"a20aa3bd-5a63-4d19-b275-1ebaaca63411\"], \"total_duration\": 3548.0, \"total_sessions\": 5, \"mean_week_duration\": 18.872}}, {\"41870\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-08 07:13:36.000000+00:00\", \"2023-03-27 04:52:02.000000+00:00\", \"2021-12-07 20:58:28.000000+00:00\", \"2020-03-14 11:28:10.000000+00:00\", \"2020-07-11 02:56:06.000000+00:00\", \"2020-08-16 21:34:49.000000+00:00\", \"2019-09-03 17:25:13.000000+00:00\", \"2022-07-30 09:01:39.000000+00:00\", \"2021-12-07 18:10:02.000000+00:00\", \"2019-07-18 16:05:03.000000+00:00\"], \"session_ids\": [\"55c2e9cc-167b-4820-bc28-d9316933dcd3\", \"9a5c9bc4-a466-435b-b770-645751b1f11b\", \"54931a46-1607-469f-83e7-728c872a8118\", \"1146c4c8-77b6-48a4-99e3-b29cf9b7de50\", \"fe2c3fd3-48c4-45a7-9b5d-71eb45315fc6\", \"d1482067-da0e-4cc6-8c49-39ebba741145\", \"9823dcba-63c9-4466-a63d-9c1c981bf93f\", \"c239ebb2-afef-4344-9907-1f4ce00b54ea\", \"b385ff9e-1fda-4f23-ad26-d2c947f497de\", \"2bbf68f6-96eb-4131-8aaf-b01aedf61e03\"], \"total_duration\": 18815.0, \"total_sessions\": 10, \"mean_week_duration\": 97.487}}]\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[{\"99531\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-02-09 17:47:14.000000+00:00\", \"2022-08-05 13:59:03.000000+00:00\", \"2023-05-25 05:21:31.000000+00:00\", \"2019-10-21 11:44:40.000000+00:00\", \"2022-10-17 17:20:59.000000+00:00\"], \"session_ids\": [\"4bffd9d1-54e0-4aba-8509-4a425f8a4bbf\", \"d0021cd8-577f-4c4b-9969-f9f51da86ac3\", \"e062cffb-ef36-4ded-aaed-fcb7b45f7f4c\", \"0fb116fe-caed-4b4f-b748-34d2691ba304\", \"a20aa3bd-5a63-4d19-b275-1ebaaca63411\"], \"total_duration\": 3548.0, \"total_sessions\": 5, \"mean_week_duration\": 18.872}}, {\"41870\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-08 07:13:36.000000+00:00\", \"2023-03-27 04:52:02.000000+00:00\", \"2021-12-07 20:58:28.000000+00:00\", \"2020-03-14 11:28:10.000000+00:00\", \"2020-07-11 02:56:06.000000+00:00\", \"2020-08-16 21:34:49.000000+00:00\", \"2019-09-03 17:25:13.000000+00:00\", \"2022-07-30 09:01:39.000000+00:00\", \"2021-12-07 18:10:02.000000+00:00\", \"2019-07-18 16:05:03.000000+00:00\"], \"session_ids\": [\"55c2e9cc-167b-4820-bc28-d9316933dcd3\", \"9a5c9bc4-a466-435b-b770-645751b1f11b\", \"54931a46-1607-469f-83e7-728c872a8118\", \"1146c4c8-77b6-48a4-99e3-b29cf9b7de50\", \"fe2c3fd3-48c4-45a7-9b5d-71eb45315fc6\", \"d1482067-da0e-4cc6-8c49-39ebba741145\", \"9823dcba-63c9-4466-a63d-9c1c981bf93f\", \"c239ebb2-afef-4344-9907-1f4ce00b54ea\", \"b385ff9e-1fda-4f23-ad26-d2c947f497de\", \"2bbf68f6-96eb-4131-8aaf-b01aedf61e03\"], \"total_duration\": 18815.0, \"total_sessions\": 10, \"mean_week_duration\": 97.487}}]\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[{\"99531\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-02-09 17:47:14.000000+00:00\", \"2022-08-05 13:59:03.000000+00:00\", \"2023-05-25 05:21:31.000000+00:00\", \"2019-10-21 11:44:40.000000+00:00\", \"2022-10-17 17:20:59.000000+00:00\"], \"session_ids\": [\"4bffd9d1-54e0-4aba-8509-4a425f8a4bbf\", \"d0021cd8-577f-4c4b-9969-f9f51da86ac3\", \"e062cffb-ef36-4ded-aaed-fcb7b45f7f4c\", \"0fb116fe-caed-4b4f-b748-34d2691ba304\", \"a20aa3bd-5a63-4d19-b275-1ebaaca63411\"], \"total_duration\": 3548.0, \"total_sessions\": 5, \"mean_week_duration\": 18.872}}, {\"41870\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-08 07:13:36.000000+00:00\", \"2023-03-27 04:52:02.000000+00:00\", \"2021-12-07 20:58:28.000000+00:00\", \"2020-03-14 11:28:10.000000+00:00\", \"2020-07-11 02:56:06.000000+00:00\", \"2020-08-16 21:34:49.000000+00:00\", \"2019-09-03 17:25:13.000000+00:00\", \"2022-07-30 09:01:39.000000+00:00\", \"2021-12-07 18:10:02.000000+00:00\", \"2019-07-18 16:05:03.000000+00:00\"], \"session_ids\": [\"55c2e9cc-167b-4820-bc28-d9316933dcd3\", \"9a5c9bc4-a466-435b-b770-645751b1f11b\", \"54931a46-1607-469f-83e7-728c872a8118\", \"1146c4c8-77b6-48a4-99e3-b29cf9b7de50\", \"fe2c3fd3-48c4-45a7-9b5d-71eb45315fc6\", \"d1482067-da0e-4cc6-8c49-39ebba741145\", \"9823dcba-63c9-4466-a63d-9c1c981bf93f\", \"c239ebb2-afef-4344-9907-1f4ce00b54ea\", \"b385ff9e-1fda-4f23-ad26-d2c947f497de\", \"2bbf68f6-96eb-4131-8aaf-b01aedf61e03\"], \"total_duration\": 18815.0, \"total_sessions\": 10, \"mean_week_duration\": 97.487}}]\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 is a resident of city Reykjavik as well as perform sorting by overall duration of sessions per week form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"94139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-09-12 06:23:28.000000+00:00\", \"2022-06-14 13:10:48.000000+00:00\", \"2019-01-16 18:08:46.000000+00:00\", \"2021-08-06 00:25:22.000000+00:00\"], \"session_ids\": [\"59d537b5-34c9-4dde-8110-bf3f0a5984f9\", \"6fc7c2ff-6373-4976-a0a0-2de984d81143\", \"7a98853f-9c0d-4928-8044-f7401b2ad974\", \"5c01c4de-f760-4230-b6b2-03a771ecc5b7\"], \"total_duration\": 189.0, \"total_sessions\": 4, \"mean_week_duration\": 1.062}, \"86416\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-02-07 18:56:53.000000+00:00\", \"2020-05-20 14:06:35.000000+00:00\", \"2020-11-19 21:43:07.000000+00:00\"], \"session_ids\": [\"6b97ea6b-e330-40d2-80bb-a75f90e82547\", \"d8715efa-b330-4708-8ab7-d85023f69bbd\", \"ff6c5c24-58dd-4990-9951-98486f2a7e04\"], \"total_duration\": 757.0, \"total_sessions\": 3, \"mean_week_duration\": 5.331}, \"55543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-01-07 23:23:35.000000+00:00\", \"2020-07-19 11:40:11.000000+00:00\"], \"session_ids\": [\"f205e53e-2e83-4c9f-9962-d9dfc7705561\", \"ff908257-4304-433e-9dcd-03876958f48a\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 12.32}, \"59218\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-26 18:37:24.000000+00:00\", \"2020-11-24 09:43:41.000000+00:00\", \"2021-08-18 17:15:42.000000+00:00\"], \"session_ids\": [\"7b35c595-c237-4c7e-96a8-5cdae3f3304f\", \"056640fe-9f5a-4582-ace6-cb91162ac32f\", \"bc888833-e3d7-4033-8f1c-192e7bc80307\"], \"total_duration\": 1005.0, \"total_sessions\": 3, \"mean_week_duration\": 9.306}, \"95705\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2022-10-02 16:55:03.000000+00:00\", \"2019-10-25 03:21:20.000000+00:00\"], \"session_ids\": [\"5f181d52-e2b5-4ac8-9aa8-d79e6c268c59\", \"96e3068a-28b2-4a46-9c82-2f3dc7a045ff\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 1.351}, \"64529\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-03-20 00:57:09.000000+00:00\", \"2021-03-27 02:17:22.000000+00:00\"], \"session_ids\": [\"4851cd65-8766-4bb0-b951-a3fd37667229\", \"11743033-7336-4fb7-b421-614b90046bbe\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 4.333}, \"50216\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2023-04-09 21:19:26.000000+00:00\", \"2021-03-03 18:17:00.000000+00:00\", \"2021-10-01 15:17:03.000000+00:00\", \"2019-08-01 04:05:05.000000+00:00\", \"2021-08-25 12:35:13.000000+00:00\", \"2020-06-11 06:09:29.000000+00:00\"], \"session_ids\": [\"a26bf0f3-eeb2-4d73-8811-e6f234dcb487\", \"c73bfb47-cc79-4b17-b8b4-375f9d9f2a26\", \"60da1377-95cf-4de4-b54a-02b82848e084\", \"e14c98cc-ccd2-4657-8544-6b0596f3a87f\", \"252e6e09-a10c-4ce0-9eab-341cc146cced\", \"8fe5466b-f7ea-4d0e-90af-6dbad932c4db\"], \"total_duration\": 462.0, \"total_sessions\": 6, \"mean_week_duration\": 2.394}, \"37958\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-01-27 07:58:38.000000+00:00\", \"2019-09-15 11:03:34.000000+00:00\"], \"session_ids\": [\"61211c8e-a476-450d-910e-8ac9e78b847f\", \"a1b99740-7feb-4e5d-bf21-cab8e14a8769\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.939}, \"28332\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-16 22:06:13.000000+00:00\", \"2019-08-17 08:50:04.000000+00:00\"], \"session_ids\": [\"dc6790dd-608c-444a-98b6-795fd3295a86\", \"77f7314a-91b8-41b6-91a4-9b92e7e17736\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.151}, \"22766\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-02-05 06:51:38.000000+00:00\", \"2019-03-15 01:31:41.000000+00:00\", \"2019-08-19 07:09:02.000000+00:00\", \"2020-11-08 01:10:48.000000+00:00\"], \"session_ids\": [\"d2b201d8-54cf-4f3f-86f9-a4d6777fd4d0\", \"3223c7dc-5d34-431a-9030-45fd9251d4fb\", \"91eed17f-86c3-415f-a5cf-5040c02ba712\", \"bd215b8e-68f3-49d3-8dd5-4b5b7f6bd010\"], \"total_duration\": 1372.0, \"total_sessions\": 4, \"mean_week_duration\": 9.026}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is Reykjavik" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Reykjavik\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\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 close out 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": "Provide me an information about 7 users whose duration summation of sessions per week exceeds 14 while staying below 39, exclusively 14 , and perform sorting by duration total in desc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"16578\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-07-23 06:18:05.000000+00:00\", \"2021-01-27 16:53:09.000000+00:00\", \"2021-01-25 08:36:06.000000+00:00\", \"2019-03-29 18:07:00.000000+00:00\"], \"session_ids\": [\"92cbf289-1f3e-4dc2-bc6a-f57d7a72134b\", \"dbf53e9e-4a81-4da3-85ca-ed6eb61405b6\", \"60cc373d-c7eb-4273-a419-0cf4ae163138\", \"20c1a9ed-b4e6-4dc5-896b-6ebb57b7205b\"], \"total_duration\": 915.0, \"total_sessions\": 4, \"mean_week_duration\": 5.289}, \"71123\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-04-14 04:56:10.000000+00:00\", \"2023-04-06 20:16:04.000000+00:00\", \"2019-05-28 15:46:07.000000+00:00\"], \"session_ids\": [\"f6965905-e7ad-4432-bbe3-96980b803f53\", \"60aea52b-52f4-4673-a006-99cb3790dc0a\", \"a7140480-c740-4f8c-8e5f-8b8acd8b48cb\"], \"total_duration\": 64.0, \"total_sessions\": 3, \"mean_week_duration\": 0.315}, \"57646\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-03-31 19:28:11.000000+00:00\", \"2019-04-11 11:52:45.000000+00:00\", \"2021-01-31 12:17:42.000000+00:00\", \"2022-10-24 12:20:05.000000+00:00\", \"2021-01-14 05:15:34.000000+00:00\", \"2019-05-06 18:19:14.000000+00:00\", \"2020-10-06 16:21:05.000000+00:00\", \"2022-02-20 20:59:13.000000+00:00\", \"2022-08-31 00:54:25.000000+00:00\"], \"session_ids\": [\"5f4b32e3-cfd4-4fe2-875c-539c097900b8\", \"e850e47f-c421-4306-980b-60671aac3690\", \"62f09875-2e75-4066-a350-e41b00dd3808\", \"45f869c8-645e-4add-8e85-6287870de857\", \"f0db8ab8-184a-494e-8655-ac3f06b8bfc6\", \"dc528617-f98c-4855-88ba-f75263ab682b\", \"a3792ff3-523d-4c94-a934-fb86d59e17d2\", \"bbda02fd-fd79-4d50-a9aa-6aa2efd89da4\", \"10acc2f5-54ae-4085-a345-272228a01972\"], \"total_duration\": 13153.0, \"total_sessions\": 9, \"mean_week_duration\": 63.236}, \"37664\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-16 15:34:33.000000+00:00\", \"2022-02-15 06:16:00.000000+00:00\"], \"session_ids\": [\"cc1ef4b1-b304-452b-893e-434ab5ae1947\", \"e162833f-07cb-40e0-a0cb-5192eb1635ff\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.877}, \"51717\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-12 16:50:22.000000+00:00\", \"2021-04-12 07:38:39.000000+00:00\"], \"session_ids\": [\"96ade8e6-e1e5-435d-9a66-ab0367af6a4b\", \"876233b5-7bb7-41c5-b408-3a24bc1c6857\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 4.432}, \"94511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-06-06 12:16:53.000000+00:00\", \"2020-11-19 02:39:17.000000+00:00\", \"2021-03-02 18:43:03.000000+00:00\", \"2022-08-15 12:57:15.000000+00:00\", \"2019-04-01 14:29:45.000000+00:00\"], \"session_ids\": [\"1d01ad53-0c45-4ebe-88c0-4a9fdfd5ce39\", \"ffde0627-753a-49f4-90fc-cfdd212aad6f\", \"038bd063-4e54-455a-ab44-fe0e71996dc3\", \"a625233d-e1fc-4304-b59d-8d4b825c2c68\", \"49801eee-9f51-43d8-9037-f62d1f4c7d21\"], \"total_duration\": 40.0, \"total_sessions\": 5, \"mean_week_duration\": 0.227}, \"31980\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-07-28 10:13:58.000000+00:00\", \"2021-08-17 15:14:49.000000+00:00\"], \"session_ids\": [\"d4ad4f68-2e44-4728-8593-4faf3bd50a3b\", \"0c5129d3-658b-4635-8550-a7175a9320c3\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 8.14}, \"21030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-06 10:39:46.000000+00:00\", \"2023-01-23 03:30:35.000000+00:00\", \"2023-02-09 02:55:33.000000+00:00\"], \"session_ids\": [\"fedc20cf-bcc2-4c84-82e0-4a1385ffcdaa\", \"54889b33-b31e-4bbb-92a2-01df471a4a4a\", \"d646dd81-62f8-4d95-ae20-c0d2695814f9\"], \"total_duration\": 182.0, \"total_sessions\": 3, \"mean_week_duration\": 30.333}, \"10278\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-20 19:24:13.000000+00:00\", \"2023-02-10 14:07:19.000000+00:00\", \"2023-05-25 06:48:59.000000+00:00\", \"2022-03-21 13:57:18.000000+00:00\"], \"session_ids\": [\"bec65385-ece5-4fb8-9096-6921970542ad\", \"87eeb606-b2c6-4199-b2ff-07298debea2a\", \"b0f992f1-1e5c-4fcd-8a7c-8412ded372e4\", \"35fc23f1-f9e0-4154-b1b1-4e786a8c555d\"], \"total_duration\": 624.0, \"total_sessions\": 4, \"mean_week_duration\": 4.457}, \"92042\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-08-28 08:27:01.000000+00:00\", \"2022-02-23 08:53:45.000000+00:00\"], \"session_ids\": [\"7bd132de-9f23-49c5-abb8-d0d6fae86451\", \"d66f201e-2780-4856-8334-bbf9a6788e45\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 1.154}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 14 and are equal or less than 39" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[14, 39]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"21030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-06 10:39:46.000000+00:00\", \"2023-01-23 03:30:35.000000+00:00\", \"2023-02-09 02:55:33.000000+00:00\"], \"session_ids\": [\"fedc20cf-bcc2-4c84-82e0-4a1385ffcdaa\", \"54889b33-b31e-4bbb-92a2-01df471a4a4a\", \"d646dd81-62f8-4d95-ae20-c0d2695814f9\"], \"total_duration\": 182.0, \"total_sessions\": 3, \"mean_week_duration\": 30.333}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"21030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-06 10:39:46.000000+00:00\", \"2023-01-23 03:30:35.000000+00:00\", \"2023-02-09 02:55:33.000000+00:00\"], \"session_ids\": [\"fedc20cf-bcc2-4c84-82e0-4a1385ffcdaa\", \"54889b33-b31e-4bbb-92a2-01df471a4a4a\", \"d646dd81-62f8-4d95-ae20-c0d2695814f9\"], \"total_duration\": 182.0, \"total_sessions\": 3, \"mean_week_duration\": 30.333}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 7 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"21030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-06 10:39:46.000000+00:00\", \"2023-01-23 03:30:35.000000+00:00\", \"2023-02-09 02:55:33.000000+00:00\"], \"session_ids\": [\"fedc20cf-bcc2-4c84-82e0-4a1385ffcdaa\", \"54889b33-b31e-4bbb-92a2-01df471a4a4a\", \"d646dd81-62f8-4d95-ae20-c0d2695814f9\"], \"total_duration\": 182.0, \"total_sessions\": 3, \"mean_week_duration\": 30.333}}]\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[{\"21030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-03-06 10:39:46.000000+00:00\", \"2023-01-23 03:30:35.000000+00:00\", \"2023-02-09 02:55:33.000000+00:00\"], \"session_ids\": [\"fedc20cf-bcc2-4c84-82e0-4a1385ffcdaa\", \"54889b33-b31e-4bbb-92a2-01df471a4a4a\", \"d646dd81-62f8-4d95-ae20-c0d2695814f9\"], \"total_duration\": 182.0, \"total_sessions\": 3, \"mean_week_duration\": 30.333}}]\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 eager to find out about users whose duration summation is smaller than 128 and bigger than 3400 (not including) as well as sort by overall quantity of sessions in asc order." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"21291\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-06 16:43:06.000000+00:00\", \"2022-08-31 02:05:12.000000+00:00\", \"2021-09-13 04:12:30.000000+00:00\", \"2021-05-09 16:45:54.000000+00:00\"], \"session_ids\": [\"3e21253c-0ae1-4e85-a1ee-7c8b0c2bab8f\", \"44188498-a3be-4dde-a163-beabab189fe3\", \"1005d169-24da-4d65-8f57-9c8d4456c384\", \"6d0dab51-1b31-4172-88f3-1f5e013c6f95\"], \"total_duration\": 37.0, \"total_sessions\": 4, \"mean_week_duration\": 0.536}, \"15985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-22 02:34:11.000000+00:00\", \"2020-01-11 03:54:21.000000+00:00\"], \"session_ids\": [\"718d2081-0ce5-4b54-851a-7cb5bda98ca2\", \"88ad1fa4-fdf7-42bc-bf71-a51e6836fe2e\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 1.875}, \"62180\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-12-08 23:45:32.000000+00:00\", \"2021-03-04 03:50:40.000000+00:00\"], \"session_ids\": [\"7fd0bef2-4899-49a4-a0f1-9e686d292f88\", \"3efa1165-5627-4f13-8a82-33db86fa6c14\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.825}, \"80383\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-01-29 17:46:15.000000+00:00\", \"2020-12-10 07:49:09.000000+00:00\"], \"session_ids\": [\"e51dfc46-bd68-4b6e-9ed6-8fba91b21b34\", \"16347db5-f41b-47a8-8ef8-cae0bb1fe958\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}, \"50927\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-03 07:08:48.000000+00:00\", \"2022-02-19 14:21:00.000000+00:00\"], \"session_ids\": [\"a63542cb-8d3a-4eb3-8ed9-f56c1f0e2bce\", \"e504fe41-3e59-41a6-9ec4-4d0c433ec57e\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.911}, \"6221\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-23 11:54:37.000000+00:00\", \"2021-11-05 06:49:09.000000+00:00\"], \"session_ids\": [\"59a0862a-5d15-4b82-a2b4-69b494f17a8c\", \"9255779f-5b6c-4f45-af4b-1547af7979fa\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.105}, \"86012\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-27 04:11:38.000000+00:00\", \"2022-07-26 12:25:25.000000+00:00\"], \"session_ids\": [\"18df5ffc-5423-407e-b9c0-10f3d0faaba3\", \"7e72c29e-cce0-4a24-ad45-9ae671bc75d7\"], \"total_duration\": 474.0, \"total_sessions\": 2, \"mean_week_duration\": 2.855}, \"40404\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-06-11 09:57:32.000000+00:00\", \"2021-09-27 20:57:44.000000+00:00\", \"2020-02-07 01:45:19.000000+00:00\"], \"session_ids\": [\"24cc3628-ea56-46c7-a5c7-761e411b17b7\", \"912904b4-e39a-4700-97ab-8d8317c9e9aa\", \"562e7aba-d762-43f6-bd17-915032c7bbfb\"], \"total_duration\": 357.0, \"total_sessions\": 3, \"mean_week_duration\": 4.151}, \"22520\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-20 09:03:16.000000+00:00\", \"2020-03-29 18:44:06.000000+00:00\"], \"session_ids\": [\"cfce55d3-2468-432c-84d0-765f8bb88049\", \"79c70cfa-d031-42e1-9dc4-cd0d7863e229\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 1.788}, \"73815\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-12-11 12:52:15.000000+00:00\", \"2020-10-26 01:30:21.000000+00:00\", \"2022-12-22 01:54:04.000000+00:00\", \"2021-06-17 02:13:35.000000+00:00\", \"2019-12-26 10:48:57.000000+00:00\", \"2020-01-08 12:51:22.000000+00:00\", \"2022-10-06 15:38:10.000000+00:00\"], \"session_ids\": [\"ec077d70-f3c7-4861-9c1b-bb2d0dbee737\", \"6bb64e01-545c-4712-9973-db803775835a\", \"4848d5d3-1507-44af-86f4-8645ca5840df\", \"0b46c304-c38f-4cff-8d57-2808aca4c516\", \"1351ad93-486a-46cd-b18a-a50616244f9f\", \"3833cf3f-b9cf-4801-a618-494b082e89fc\", \"5be29f3c-1b9b-4070-9732-a8a7602ff5c5\"], \"total_duration\": 1723.0, \"total_sessions\": 7, \"mean_week_duration\": 11.045}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or less than 128 and are greater than 3400" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[128, 3400]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"21291\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-08-06 16:43:06.000000+00:00\", \"2022-08-31 02:05:12.000000+00:00\", \"2021-09-13 04:12:30.000000+00:00\", \"2021-05-09 16:45:54.000000+00:00\"], \"session_ids\": [\"3e21253c-0ae1-4e85-a1ee-7c8b0c2bab8f\", \"44188498-a3be-4dde-a163-beabab189fe3\", \"1005d169-24da-4d65-8f57-9c8d4456c384\", \"6d0dab51-1b31-4172-88f3-1f5e013c6f95\"], \"total_duration\": 37.0, \"total_sessions\": 4, \"mean_week_duration\": 0.536}, \"62180\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-12-08 23:45:32.000000+00:00\", \"2021-03-04 03:50:40.000000+00:00\"], \"session_ids\": [\"7fd0bef2-4899-49a4-a0f1-9e686d292f88\", \"3efa1165-5627-4f13-8a82-33db86fa6c14\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.825}, \"50927\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-03 07:08:48.000000+00:00\", \"2022-02-19 14:21:00.000000+00:00\"], \"session_ids\": [\"a63542cb-8d3a-4eb3-8ed9-f56c1f0e2bce\", \"e504fe41-3e59-41a6-9ec4-4d0c433ec57e\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.911}, \"6221\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-07-23 11:54:37.000000+00:00\", \"2021-11-05 06:49:09.000000+00:00\"], \"session_ids\": [\"59a0862a-5d15-4b82-a2b4-69b494f17a8c\", \"9255779f-5b6c-4f45-af4b-1547af7979fa\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 1.105}}\n```\n" } ]