conversations
list
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about user whose time using the app is bigger than 2773 and smaller than 184 (not including) + execute sorting by time using the app from the smallest to the largest." } ]
[ { "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{\"70789\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-05-23 12:45:47.000000+00:00\", \"2022-02-22 09:55:06.000000+00:00\"], \"session_ids\": [\"7b922f9d-eb8c-43c3-bd8e-cf96107417c5\", \"aca690f3-35c4-4497-afba-8eefbb2b9e44\"], \"total_duration\": 208.0, \"total_sessions\": 2, \"mean_week_duration\": 3.2}, \"18892\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-05-31 15:47:16.000000+00:00\", \"2022-03-16 02:10:12.000000+00:00\"], \"session_ids\": [\"af509d19-19b4-4a10-8011-0f29217d43d1\", \"1af8c6de-7b09-4841-bb2c-6543e2c6b0d0\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.664}, \"97318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-11 17:18:26.000000+00:00\", \"2021-12-11 17:43:35.000000+00:00\", \"2020-08-28 17:50:57.000000+00:00\"], \"session_ids\": [\"c4335141-154b-4ee1-a842-46afb37b2d22\", \"545c5f29-e492-46d4-bd7c-0718449a938f\", \"1e376d6e-3f39-4942-a986-7d14de92ed2a\"], \"total_duration\": 614.0, \"total_sessions\": 3, \"mean_week_duration\": 7.224}, \"80309\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-11 03:45:16.000000+00:00\", \"2020-09-27 18:09:35.000000+00:00\", \"2019-10-29 18:16:11.000000+00:00\", \"2019-09-08 13:23:40.000000+00:00\", \"2019-12-06 10:32:07.000000+00:00\"], \"session_ids\": [\"46e94542-97ae-4c0e-a551-a2f7665d6e08\", \"6844611b-4b8a-4c0e-9e8f-3e9f54498fb7\", \"c7b623ed-5248-429d-ad2a-a71db3339c1d\", \"4334bb0a-08e4-4c81-80f5-6ed574ead232\", \"7ef40965-1b40-4c0c-ae88-0781be9ce3c7\"], \"total_duration\": 92.0, \"total_sessions\": 5, \"mean_week_duration\": 1.353}, \"36661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-01-05 20:18:11.000000+00:00\", \"2019-04-19 19:56:59.000000+00:00\"], \"session_ids\": [\"b3cb78b7-482e-4848-8cd2-bf4b4991c3c5\", \"41f6520d-f443-4910-a837-b8325a272341\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}, \"71555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-05 21:18:26.000000+00:00\", \"2020-04-17 07:47:28.000000+00:00\", \"2023-05-19 11:32:59.000000+00:00\", \"2022-12-31 19:11:25.000000+00:00\", \"2022-08-20 06:01:35.000000+00:00\", \"2021-03-03 03:29:27.000000+00:00\"], \"session_ids\": [\"f4fa1100-cfba-42e1-95ad-406cbd465025\", \"0a654221-e2f5-4030-9fea-332792edde2d\", \"60ce2629-af05-49f8-ba06-2350626a31ed\", \"541be4e9-3283-4127-8635-d2ff3670d32c\", \"bc858478-1240-4df6-8297-79a33104cfa2\", \"49d84458-2b18-42fc-a306-ef8ca78d57fc\"], \"total_duration\": 3026.0, \"total_sessions\": 6, \"mean_week_duration\": 18.12}, \"42146\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-05-22 23:56:34.000000+00:00\", \"2021-04-16 21:06:42.000000+00:00\"], \"session_ids\": [\"17dc24d5-4c0a-4a5f-bb3d-95a55752f55f\", \"4fe2d3c5-61cb-4be1-ab27-b1f2728d7d31\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 3.426}, \"49920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-31 05:12:38.000000+00:00\", \"2019-06-06 19:46:22.000000+00:00\", \"2021-11-16 08:50:47.000000+00:00\", \"2023-03-28 04:13:12.000000+00:00\", \"2020-03-26 00:58:50.000000+00:00\", \"2021-05-31 16:38:24.000000+00:00\", \"2021-12-19 05:52:12.000000+00:00\", \"2022-09-02 14:00:43.000000+00:00\", \"2020-11-27 08:33:36.000000+00:00\", \"2019-04-02 05:35:08.000000+00:00\"], \"session_ids\": [\"a23cedfe-9c38-461f-98d3-d635e5e39980\", \"f5ed8701-0a1d-4131-ab2d-add14045aa3d\", \"f4320ff9-931b-40de-a3f0-7b7dbfba299c\", \"73accd9a-3897-4509-a1b5-4c912d569761\", \"8dbbbd25-ae53-4d65-860e-f51f3eb7277e\", \"dac5aba4-1431-475d-80b0-630727703971\", \"2bdb7dc1-b0b8-4533-9103-fc106db4833c\", \"de88dfeb-4ed4-4af4-b5a2-8f3da474e178\", \"43ebd781-7b73-4b3d-882b-be70c6d2fca6\", \"3f5ecc2d-32f1-44e9-9611-258e98dcf5cf\"], \"total_duration\": 4703.0, \"total_sessions\": 10, \"mean_week_duration\": 21.673}, \"13963\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-05 08:25:02.000000+00:00\", \"2020-06-05 19:35:19.000000+00:00\"], \"session_ids\": [\"03bca002-cd8f-48d7-9740-a44fb0556e5d\", \"7aa028aa-1440-42ad-b3d5-296d58493eeb\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 7.897}, \"64762\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-04-07 22:46:33.000000+00:00\", \"2021-04-15 10:11:45.000000+00:00\"], \"session_ids\": [\"f819ba51-9da0-4d92-a9b2-fcd2e39da30c\", \"65b20bd0-8499-470c-8e4a-2dbce4b3b3d7\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.942}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are less than 184 and are equal or greater than 2773" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_duration\": [[184, 2773]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"80309\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-11 03:45:16.000000+00:00\", \"2020-09-27 18:09:35.000000+00:00\", \"2019-10-29 18:16:11.000000+00:00\", \"2019-09-08 13:23:40.000000+00:00\", \"2019-12-06 10:32:07.000000+00:00\"], \"session_ids\": [\"46e94542-97ae-4c0e-a551-a2f7665d6e08\", \"6844611b-4b8a-4c0e-9e8f-3e9f54498fb7\", \"c7b623ed-5248-429d-ad2a-a71db3339c1d\", \"4334bb0a-08e4-4c81-80f5-6ed574ead232\", \"7ef40965-1b40-4c0c-ae88-0781be9ce3c7\"], \"total_duration\": 92.0, \"total_sessions\": 5, \"mean_week_duration\": 1.353}, \"36661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-01-05 20:18:11.000000+00:00\", \"2019-04-19 19:56:59.000000+00:00\"], \"session_ids\": [\"b3cb78b7-482e-4848-8cd2-bf4b4991c3c5\", \"41f6520d-f443-4910-a837-b8325a272341\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}, \"42146\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-05-22 23:56:34.000000+00:00\", \"2021-04-16 21:06:42.000000+00:00\"], \"session_ids\": [\"17dc24d5-4c0a-4a5f-bb3d-95a55752f55f\", \"4fe2d3c5-61cb-4be1-ab27-b1f2728d7d31\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 3.426}, \"64762\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-04-07 22:46:33.000000+00:00\", \"2021-04-15 10:11:45.000000+00:00\"], \"session_ids\": [\"f819ba51-9da0-4d92-a9b2-fcd2e39da30c\", \"65b20bd0-8499-470c-8e4a-2dbce4b3b3d7\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.942}, \"71555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-05 21:18:26.000000+00:00\", \"2020-04-17 07:47:28.000000+00:00\", \"2023-05-19 11:32:59.000000+00:00\", \"2022-12-31 19:11:25.000000+00:00\", \"2022-08-20 06:01:35.000000+00:00\", \"2021-03-03 03:29:27.000000+00:00\"], \"session_ids\": [\"f4fa1100-cfba-42e1-95ad-406cbd465025\", \"0a654221-e2f5-4030-9fea-332792edde2d\", \"60ce2629-af05-49f8-ba06-2350626a31ed\", \"541be4e9-3283-4127-8635-d2ff3670d32c\", \"bc858478-1240-4df6-8297-79a33104cfa2\", \"49d84458-2b18-42fc-a306-ef8ca78d57fc\"], \"total_duration\": 3026.0, \"total_sessions\": 6, \"mean_week_duration\": 18.12}, \"49920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-31 05:12:38.000000+00:00\", \"2019-06-06 19:46:22.000000+00:00\", \"2021-11-16 08:50:47.000000+00:00\", \"2023-03-28 04:13:12.000000+00:00\", \"2020-03-26 00:58:50.000000+00:00\", \"2021-05-31 16:38:24.000000+00:00\", \"2021-12-19 05:52:12.000000+00:00\", \"2022-09-02 14:00:43.000000+00:00\", \"2020-11-27 08:33:36.000000+00:00\", \"2019-04-02 05:35:08.000000+00:00\"], \"session_ids\": [\"a23cedfe-9c38-461f-98d3-d635e5e39980\", \"f5ed8701-0a1d-4131-ab2d-add14045aa3d\", \"f4320ff9-931b-40de-a3f0-7b7dbfba299c\", \"73accd9a-3897-4509-a1b5-4c912d569761\", \"8dbbbd25-ae53-4d65-860e-f51f3eb7277e\", \"dac5aba4-1431-475d-80b0-630727703971\", \"2bdb7dc1-b0b8-4533-9103-fc106db4833c\", \"de88dfeb-4ed4-4af4-b5a2-8f3da474e178\", \"43ebd781-7b73-4b3d-882b-be70c6d2fca6\", \"3f5ecc2d-32f1-44e9-9611-258e98dcf5cf\"], \"total_duration\": 4703.0, \"total_sessions\": 10, \"mean_week_duration\": 21.673}}\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[{\"36661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-01-05 20:18:11.000000+00:00\", \"2019-04-19 19:56:59.000000+00:00\"], \"session_ids\": [\"b3cb78b7-482e-4848-8cd2-bf4b4991c3c5\", \"41f6520d-f443-4910-a837-b8325a272341\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}}, {\"80309\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-11 03:45:16.000000+00:00\", \"2020-09-27 18:09:35.000000+00:00\", \"2019-10-29 18:16:11.000000+00:00\", \"2019-09-08 13:23:40.000000+00:00\", \"2019-12-06 10:32:07.000000+00:00\"], \"session_ids\": [\"46e94542-97ae-4c0e-a551-a2f7665d6e08\", \"6844611b-4b8a-4c0e-9e8f-3e9f54498fb7\", \"c7b623ed-5248-429d-ad2a-a71db3339c1d\", \"4334bb0a-08e4-4c81-80f5-6ed574ead232\", \"7ef40965-1b40-4c0c-ae88-0781be9ce3c7\"], \"total_duration\": 92.0, \"total_sessions\": 5, \"mean_week_duration\": 1.353}}, {\"64762\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2023-04-07 22:46:33.000000+00:00\", \"2021-04-15 10:11:45.000000+00:00\"], \"session_ids\": [\"f819ba51-9da0-4d92-a9b2-fcd2e39da30c\", \"65b20bd0-8499-470c-8e4a-2dbce4b3b3d7\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.942}}, {\"42146\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-05-22 23:56:34.000000+00:00\", \"2021-04-16 21:06:42.000000+00:00\"], \"session_ids\": [\"17dc24d5-4c0a-4a5f-bb3d-95a55752f55f\", \"4fe2d3c5-61cb-4be1-ab27-b1f2728d7d31\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 3.426}}, {\"71555\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-05 21:18:26.000000+00:00\", \"2020-04-17 07:47:28.000000+00:00\", \"2023-05-19 11:32:59.000000+00:00\", \"2022-12-31 19:11:25.000000+00:00\", \"2022-08-20 06:01:35.000000+00:00\", \"2021-03-03 03:29:27.000000+00:00\"], \"session_ids\": [\"f4fa1100-cfba-42e1-95ad-406cbd465025\", \"0a654221-e2f5-4030-9fea-332792edde2d\", \"60ce2629-af05-49f8-ba06-2350626a31ed\", \"541be4e9-3283-4127-8635-d2ff3670d32c\", \"bc858478-1240-4df6-8297-79a33104cfa2\", \"49d84458-2b18-42fc-a306-ef8ca78d57fc\"], \"total_duration\": 3026.0, \"total_sessions\": 6, \"mean_week_duration\": 18.12}}, {\"49920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-05-31 05:12:38.000000+00:00\", \"2019-06-06 19:46:22.000000+00:00\", \"2021-11-16 08:50:47.000000+00:00\", \"2023-03-28 04:13:12.000000+00:00\", \"2020-03-26 00:58:50.000000+00:00\", \"2021-05-31 16:38:24.000000+00:00\", \"2021-12-19 05:52:12.000000+00:00\", \"2022-09-02 14:00:43.000000+00:00\", \"2020-11-27 08:33:36.000000+00:00\", \"2019-04-02 05:35:08.000000+00:00\"], \"session_ids\": [\"a23cedfe-9c38-461f-98d3-d635e5e39980\", \"f5ed8701-0a1d-4131-ab2d-add14045aa3d\", \"f4320ff9-931b-40de-a3f0-7b7dbfba299c\", \"73accd9a-3897-4509-a1b5-4c912d569761\", \"8dbbbd25-ae53-4d65-860e-f51f3eb7277e\", \"dac5aba4-1431-475d-80b0-630727703971\", \"2bdb7dc1-b0b8-4533-9103-fc106db4833c\", \"de88dfeb-4ed4-4af4-b5a2-8f3da474e178\", \"43ebd781-7b73-4b3d-882b-be70c6d2fca6\", \"3f5ecc2d-32f1-44e9-9611-258e98dcf5cf\"], \"total_duration\": 4703.0, \"total_sessions\": 10, \"mean_week_duration\": 21.673}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"36661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-01-05 20:18:11.000000+00:00\", \"2019-04-19 19:56:59.000000+00:00\"], \"session_ids\": [\"b3cb78b7-482e-4848-8cd2-bf4b4991c3c5\", \"41f6520d-f443-4910-a837-b8325a272341\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}}]\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[{\"36661\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-01-05 20:18:11.000000+00:00\", \"2019-04-19 19:56:59.000000+00:00\"], \"session_ids\": [\"b3cb78b7-482e-4848-8cd2-bf4b4991c3c5\", \"41f6520d-f443-4910-a837-b8325a272341\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 1.2}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on user whose mean week duration is strictly smaller than 9 and bigger than 42 in addition sort by mean_week_duration in asc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"21136\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-10-06 22:00:59.000000+00:00\", \"2022-01-25 10:23:55.000000+00:00\"], \"session_ids\": [\"3e66c8ca-8eff-47a0-829d-aef89e4b6902\", \"6e1c10c5-8093-4ca9-aa1c-6a5730559b1b\"], \"total_duration\": 269.0, \"total_sessions\": 2, \"mean_week_duration\": 16.812}, \"42045\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-10-04 17:24:22.000000+00:00\", \"2022-07-18 05:45:13.000000+00:00\", \"2020-08-27 09:25:25.000000+00:00\", \"2020-04-13 09:45:38.000000+00:00\", \"2020-06-10 18:08:30.000000+00:00\"], \"session_ids\": [\"f87bd664-f39b-469f-944b-ef2894ab8f70\", \"3e5cb164-c4dd-4496-8f8e-ff8c9835b3de\", \"dc44cad7-9f01-44f9-b954-7a05fd8819c3\", \"9da7b6c8-4511-467f-9fd6-afd03ca65104\", \"bb52987c-e0b9-4d90-9c85-c7211989720d\"], \"total_duration\": 2148.0, \"total_sessions\": 5, \"mean_week_duration\": 18.203}, \"9157\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-16 21:10:54.000000+00:00\", \"2023-06-04 17:57:08.000000+00:00\"], \"session_ids\": [\"e71d7e39-dd6f-4b9d-8529-b365047b4b89\", \"3df0a393-dcd0-451b-9267-f900aeb8eb3c\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 2.627}, \"77927\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-12-31 20:19:42.000000+00:00\", \"2019-05-05 15:42:08.000000+00:00\", \"2021-03-10 05:48:34.000000+00:00\", \"2021-03-13 21:11:48.000000+00:00\", \"2019-08-24 23:39:44.000000+00:00\"], \"session_ids\": [\"2191cd73-0544-4824-98c2-ce2e8f6a2466\", \"30335479-e307-4c6b-aa70-a27f597b829e\", \"8292b221-ffee-40b7-b5c2-183eedcec489\", \"b7553f92-1011-43be-b69e-234c114cb3bb\", \"21e9e09d-73c8-4a67-88e1-fb7d2a38d353\"], \"total_duration\": 798.0, \"total_sessions\": 5, \"mean_week_duration\": 8.227}, \"21627\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-06-19 13:05:29.000000+00:00\", \"2019-04-04 20:41:21.000000+00:00\", \"2022-04-26 20:33:33.000000+00:00\", \"2020-01-22 07:02:49.000000+00:00\", \"2019-08-22 12:51:27.000000+00:00\", \"2022-03-25 17:42:41.000000+00:00\", \"2022-05-30 20:23:02.000000+00:00\"], \"session_ids\": [\"89b22b46-758f-459e-ad5b-3098832143d7\", \"d8e17d44-31bd-4fda-a319-e3ad27df1676\", \"271fd19c-a4c0-4c64-9de6-a6ee21381c0c\", \"3dc7b671-66c0-4dc1-ad66-de36c69f2ba5\", \"6f5065c6-3d9a-4298-92a4-fd112cacbeec\", \"1bc0bc37-2af1-479b-9634-859d653d3088\", \"365e369d-8bb6-40db-8ebb-e5d79fe0d1fa\"], \"total_duration\": 2619.0, \"total_sessions\": 7, \"mean_week_duration\": 15.873}, \"2245\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-11-12 04:49:30.000000+00:00\", \"2019-07-08 12:31:12.000000+00:00\", \"2019-03-13 15:09:16.000000+00:00\"], \"session_ids\": [\"673bf159-d25c-47d1-a8be-6efcac6af5e3\", \"83dd5c74-3dc3-4572-9e30-818c3993918b\", \"394fe41c-d7cc-4eef-9dc1-e099303820be\"], \"total_duration\": 506.0, \"total_sessions\": 3, \"mean_week_duration\": 5.816}, \"93940\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-06 14:47:15.000000+00:00\", \"2020-11-18 12:42:50.000000+00:00\"], \"session_ids\": [\"be5b164a-fe50-4e65-8c06-533f17140e54\", \"505a8510-c6c1-4d4f-836a-24a5bc1a3a89\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 2.602}, \"67793\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-04-26 19:09:47.000000+00:00\", \"2019-12-21 08:35:23.000000+00:00\", \"2022-03-19 20:18:57.000000+00:00\"], \"session_ids\": [\"28ad104d-b32b-4567-b207-11f66cb412ca\", \"158af8f5-ad8f-4cd3-b852-d15911c0791d\", \"00821e7d-86f6-44fe-ae2c-1e7f5c6510a7\"], \"total_duration\": 1016.0, \"total_sessions\": 3, \"mean_week_duration\": 8.684}, \"20690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-07 17:21:02.000000+00:00\", \"2021-02-15 03:06:59.000000+00:00\", \"2023-02-09 10:37:04.000000+00:00\"], \"session_ids\": [\"b9e28667-3650-4243-90d0-ac7b5a81f7eb\", \"f45b67d6-b501-4555-ad61-8cfddd86a323\", \"d4338947-064d-4628-8b4c-92890611235a\"], \"total_duration\": 123.0, \"total_sessions\": 3, \"mean_week_duration\": 1.183}, \"80604\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-10-17 16:59:35.000000+00:00\", \"2023-03-13 17:17:18.000000+00:00\"], \"session_ids\": [\"dab9ca24-60b9-4eb2-9491-125c7e62795b\", \"59798f9d-a4d4-415f-9463-873eccba662c\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 2.857}}\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 9 and are equal or greater than 42" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[9, 42]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"9157\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-16 21:10:54.000000+00:00\", \"2023-06-04 17:57:08.000000+00:00\"], \"session_ids\": [\"e71d7e39-dd6f-4b9d-8529-b365047b4b89\", \"3df0a393-dcd0-451b-9267-f900aeb8eb3c\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 2.627}, \"77927\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-12-31 20:19:42.000000+00:00\", \"2019-05-05 15:42:08.000000+00:00\", \"2021-03-10 05:48:34.000000+00:00\", \"2021-03-13 21:11:48.000000+00:00\", \"2019-08-24 23:39:44.000000+00:00\"], \"session_ids\": [\"2191cd73-0544-4824-98c2-ce2e8f6a2466\", \"30335479-e307-4c6b-aa70-a27f597b829e\", \"8292b221-ffee-40b7-b5c2-183eedcec489\", \"b7553f92-1011-43be-b69e-234c114cb3bb\", \"21e9e09d-73c8-4a67-88e1-fb7d2a38d353\"], \"total_duration\": 798.0, \"total_sessions\": 5, \"mean_week_duration\": 8.227}, \"2245\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-11-12 04:49:30.000000+00:00\", \"2019-07-08 12:31:12.000000+00:00\", \"2019-03-13 15:09:16.000000+00:00\"], \"session_ids\": [\"673bf159-d25c-47d1-a8be-6efcac6af5e3\", \"83dd5c74-3dc3-4572-9e30-818c3993918b\", \"394fe41c-d7cc-4eef-9dc1-e099303820be\"], \"total_duration\": 506.0, \"total_sessions\": 3, \"mean_week_duration\": 5.816}, \"93940\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-06 14:47:15.000000+00:00\", \"2020-11-18 12:42:50.000000+00:00\"], \"session_ids\": [\"be5b164a-fe50-4e65-8c06-533f17140e54\", \"505a8510-c6c1-4d4f-836a-24a5bc1a3a89\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 2.602}, \"67793\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-04-26 19:09:47.000000+00:00\", \"2019-12-21 08:35:23.000000+00:00\", \"2022-03-19 20:18:57.000000+00:00\"], \"session_ids\": [\"28ad104d-b32b-4567-b207-11f66cb412ca\", \"158af8f5-ad8f-4cd3-b852-d15911c0791d\", \"00821e7d-86f6-44fe-ae2c-1e7f5c6510a7\"], \"total_duration\": 1016.0, \"total_sessions\": 3, \"mean_week_duration\": 8.684}, \"20690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-07 17:21:02.000000+00:00\", \"2021-02-15 03:06:59.000000+00:00\", \"2023-02-09 10:37:04.000000+00:00\"], \"session_ids\": [\"b9e28667-3650-4243-90d0-ac7b5a81f7eb\", \"f45b67d6-b501-4555-ad61-8cfddd86a323\", \"d4338947-064d-4628-8b4c-92890611235a\"], \"total_duration\": 123.0, \"total_sessions\": 3, \"mean_week_duration\": 1.183}, \"80604\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-10-17 16:59:35.000000+00:00\", \"2023-03-13 17:17:18.000000+00:00\"], \"session_ids\": [\"dab9ca24-60b9-4eb2-9491-125c7e62795b\", \"59798f9d-a4d4-415f-9463-873eccba662c\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 2.857}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"20690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-07 17:21:02.000000+00:00\", \"2021-02-15 03:06:59.000000+00:00\", \"2023-02-09 10:37:04.000000+00:00\"], \"session_ids\": [\"b9e28667-3650-4243-90d0-ac7b5a81f7eb\", \"f45b67d6-b501-4555-ad61-8cfddd86a323\", \"d4338947-064d-4628-8b4c-92890611235a\"], \"total_duration\": 123.0, \"total_sessions\": 3, \"mean_week_duration\": 1.183}}, {\"93940\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-06 14:47:15.000000+00:00\", \"2020-11-18 12:42:50.000000+00:00\"], \"session_ids\": [\"be5b164a-fe50-4e65-8c06-533f17140e54\", \"505a8510-c6c1-4d4f-836a-24a5bc1a3a89\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 2.602}}, {\"9157\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-16 21:10:54.000000+00:00\", \"2023-06-04 17:57:08.000000+00:00\"], \"session_ids\": [\"e71d7e39-dd6f-4b9d-8529-b365047b4b89\", \"3df0a393-dcd0-451b-9267-f900aeb8eb3c\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 2.627}}, {\"80604\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-10-17 16:59:35.000000+00:00\", \"2023-03-13 17:17:18.000000+00:00\"], \"session_ids\": [\"dab9ca24-60b9-4eb2-9491-125c7e62795b\", \"59798f9d-a4d4-415f-9463-873eccba662c\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 2.857}}, {\"2245\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-11-12 04:49:30.000000+00:00\", \"2019-07-08 12:31:12.000000+00:00\", \"2019-03-13 15:09:16.000000+00:00\"], \"session_ids\": [\"673bf159-d25c-47d1-a8be-6efcac6af5e3\", \"83dd5c74-3dc3-4572-9e30-818c3993918b\", \"394fe41c-d7cc-4eef-9dc1-e099303820be\"], \"total_duration\": 506.0, \"total_sessions\": 3, \"mean_week_duration\": 5.816}}, {\"77927\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-12-31 20:19:42.000000+00:00\", \"2019-05-05 15:42:08.000000+00:00\", \"2021-03-10 05:48:34.000000+00:00\", \"2021-03-13 21:11:48.000000+00:00\", \"2019-08-24 23:39:44.000000+00:00\"], \"session_ids\": [\"2191cd73-0544-4824-98c2-ce2e8f6a2466\", \"30335479-e307-4c6b-aa70-a27f597b829e\", \"8292b221-ffee-40b7-b5c2-183eedcec489\", \"b7553f92-1011-43be-b69e-234c114cb3bb\", \"21e9e09d-73c8-4a67-88e1-fb7d2a38d353\"], \"total_duration\": 798.0, \"total_sessions\": 5, \"mean_week_duration\": 8.227}}, {\"67793\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-04-26 19:09:47.000000+00:00\", \"2019-12-21 08:35:23.000000+00:00\", \"2022-03-19 20:18:57.000000+00:00\"], \"session_ids\": [\"28ad104d-b32b-4567-b207-11f66cb412ca\", \"158af8f5-ad8f-4cd3-b852-d15911c0791d\", \"00821e7d-86f6-44fe-ae2c-1e7f5c6510a7\"], \"total_duration\": 1016.0, \"total_sessions\": 3, \"mean_week_duration\": 8.684}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"20690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-07 17:21:02.000000+00:00\", \"2021-02-15 03:06:59.000000+00:00\", \"2023-02-09 10:37:04.000000+00:00\"], \"session_ids\": [\"b9e28667-3650-4243-90d0-ac7b5a81f7eb\", \"f45b67d6-b501-4555-ad61-8cfddd86a323\", \"d4338947-064d-4628-8b4c-92890611235a\"], \"total_duration\": 123.0, \"total_sessions\": 3, \"mean_week_duration\": 1.183}}]\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[{\"20690\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-03-07 17:21:02.000000+00:00\", \"2021-02-15 03:06:59.000000+00:00\", \"2023-02-09 10:37:04.000000+00:00\"], \"session_ids\": [\"b9e28667-3650-4243-90d0-ac7b5a81f7eb\", \"f45b67d6-b501-4555-ad61-8cfddd86a323\", \"d4338947-064d-4628-8b4c-92890611235a\"], \"total_duration\": 123.0, \"total_sessions\": 3, \"mean_week_duration\": 1.183}}]\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": "Give me details on 3 users who have time spent on the site = 744 in addition sort by sessions summation descendingly." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"55583\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-03-13 08:12:11.000000+00:00\", \"2019-12-19 05:22:10.000000+00:00\", \"2020-01-25 23:01:53.000000+00:00\", \"2021-10-26 22:14:15.000000+00:00\", \"2023-02-24 01:29:18.000000+00:00\", \"2020-01-18 21:06:15.000000+00:00\", \"2020-11-07 08:47:31.000000+00:00\", \"2019-07-22 20:37:16.000000+00:00\", \"2021-04-12 18:39:42.000000+00:00\", \"2020-03-08 12:31:18.000000+00:00\", \"2021-01-08 03:24:08.000000+00:00\"], \"session_ids\": [\"b6a89579-61ca-4ba6-94fe-a50fa7e678d6\", \"8311753c-29d9-484f-b073-7c0c4b3071ad\", \"a50cbdaa-19c3-4498-b0e5-5b6f29b9ca85\", \"12d1ff68-fc22-407c-b9de-fd3bb9a2d641\", \"0db18db7-a77f-46c1-8485-ac8798ac8ead\", \"2d634ca9-8fbd-4be6-9e27-bdb2055a1da3\", \"0ef2b97e-7032-44bb-ae2f-fb945a4fbb07\", \"611e1d99-b221-4056-8fef-065e1bfd6453\", \"a8bbe9c9-bea6-4853-af98-5cbf6317b044\", \"221d5bb2-dfe6-4fb1-82c4-6138cfcd8bf4\", \"e27b7862-9507-416b-bf33-16d49eade59c\"], \"total_duration\": 43555.0, \"total_sessions\": 11, \"mean_week_duration\": 210.411}, \"97213\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-04-07 01:20:05.000000+00:00\", \"2021-10-01 18:32:22.000000+00:00\", \"2022-10-18 18:46:09.000000+00:00\"], \"session_ids\": [\"84e2340b-2d78-42cb-a4f1-312d51b62f98\", \"f60e2ac9-455c-4511-8cfd-a9c0cc251cdc\", \"4e459b2b-ecc4-4670-8497-1ccd24ad0e34\"], \"total_duration\": 1013.0, \"total_sessions\": 3, \"mean_week_duration\": 12.823}, \"40591\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-01 20:34:56.000000+00:00\", \"2020-12-15 07:25:21.000000+00:00\"], \"session_ids\": [\"1f575b28-98c2-41f7-83b3-b9ba55778d00\", \"baafce6a-d4c4-4244-8250-522c6679e324\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.931}, \"40014\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-08-10 14:26:34.000000+00:00\", \"2019-06-29 03:13:14.000000+00:00\"], \"session_ids\": [\"5eb6c4ff-022c-4d37-8c08-d9c82e07d42f\", \"2d8ac8a8-b54b-4dc8-8a3a-67a2e6197da1\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 2.405}, \"98688\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-11-25 13:14:47.000000+00:00\", \"2023-03-13 08:45:58.000000+00:00\"], \"session_ids\": [\"bf1c4610-e00d-4c30-af81-fe1611118164\", \"6cce1480-60e6-443a-88d9-e84766156415\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.267}, \"65434\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-10-08 07:31:26.000000+00:00\", \"2021-01-31 17:53:03.000000+00:00\", \"2023-05-18 14:20:47.000000+00:00\", \"2021-06-13 21:59:42.000000+00:00\", \"2021-01-23 08:20:23.000000+00:00\"], \"session_ids\": [\"d8fbc403-3622-4b8a-b7c2-b8a7995a40a3\", \"8d53e768-9e27-453a-96c6-b7008a5ad932\", \"0f5b60d0-cc88-46cc-be2c-e0785c77c6e9\", \"437fe06d-2864-4be7-8d84-e1fb53d36e51\", \"d05f24b3-1732-4bbf-9dd7-4bb2b362cdc4\"], \"total_duration\": 2836.0, \"total_sessions\": 5, \"mean_week_duration\": 23.438}, \"38751\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-06-04 13:54:20.000000+00:00\", \"2022-02-27 19:27:23.000000+00:00\", \"2021-06-19 03:44:50.000000+00:00\", \"2021-02-12 07:36:14.000000+00:00\", \"2021-11-19 11:58:34.000000+00:00\"], \"session_ids\": [\"71da4bb8-9f11-4ad4-8fdf-71248778a86f\", \"0309b519-25b4-4ba3-a0ec-1e5e6ebcc2b1\", \"e3f4252f-52f4-46ab-bf9c-eec28e594a44\", \"bcb9ec10-2286-466f-835b-1354961947a3\", \"22ea19f1-ce59-4702-a3fa-2e521ce356e2\"], \"total_duration\": 3429.0, \"total_sessions\": 5, \"mean_week_duration\": 28.339}, \"80488\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-10 06:51:23.000000+00:00\", \"2022-11-26 00:02:01.000000+00:00\", \"2020-04-04 22:09:09.000000+00:00\", \"2020-03-26 23:45:40.000000+00:00\"], \"session_ids\": [\"844528d1-df1c-4646-a3c7-abdb15895e58\", \"effca206-4e02-4cb0-b30d-683372b5e1b7\", \"4cfe97c6-7907-4068-adb8-c96fedb7d55a\", \"628ac5ef-5852-4e8e-99d2-9a1358f8d15b\"], \"total_duration\": 575.0, \"total_sessions\": 4, \"mean_week_duration\": 4.107}, \"80591\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-14 01:52:14.000000+00:00\", \"2022-04-11 11:29:58.000000+00:00\"], \"session_ids\": [\"918850ca-71ba-4eff-9e61-d5c13449bbe2\", \"659e436c-61ed-4b55-a4e1-84aa172e650b\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 1.014}, \"51846\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-08-25 05:00:39.000000+00:00\", \"2021-06-17 04:34:16.000000+00:00\", \"2021-02-03 23:50:18.000000+00:00\"], \"session_ids\": [\"efd322eb-3b3b-48e5-a845-da7e0254059d\", \"dd57af05-3a7c-4c69-9e9d-ccbcf7c5e71b\", \"f653a71d-ca6d-4a3b-a5d0-5866cde23f58\"], \"total_duration\": 601.0, \"total_sessions\": 3, \"mean_week_duration\": 6.326}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are 744" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"==\"]]}, \"all_values\": {\"total_duration\": [[744, 4078]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 8 users who are currently living in city Buenos Aires , moreover put to use sorting by sessions total in descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"34377\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-21 20:16:56.000000+00:00\", \"2021-10-05 12:17:09.000000+00:00\", \"2022-04-16 21:04:01.000000+00:00\"], \"session_ids\": [\"d312cffa-8b2b-4684-92a0-814ee8a0d43f\", \"68967198-d450-4a6f-aefd-6e60b114fba6\", \"994a62a9-2777-4cbd-b37d-7a89ef1ae17e\"], \"total_duration\": 33.0, \"total_sessions\": 3, \"mean_week_duration\": 0.458}, \"89940\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-02 06:43:00.000000+00:00\", \"2021-10-14 03:45:24.000000+00:00\", \"2020-08-27 05:15:18.000000+00:00\"], \"session_ids\": [\"69f383f2-6972-44ad-849c-0707246b38a5\", \"edd2483f-bd20-4aed-b334-e9d94d22007b\", \"419a24c4-af74-4d6e-8c69-ab4a9456fb8c\"], \"total_duration\": 633.0, \"total_sessions\": 3, \"mean_week_duration\": 10.729}, \"84263\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-07-08 18:12:52.000000+00:00\", \"2019-03-31 21:08:01.000000+00:00\", \"2021-08-17 01:06:20.000000+00:00\", \"2019-04-26 14:11:03.000000+00:00\"], \"session_ids\": [\"725bca84-3b96-406b-b84a-bfd4b5cf83a2\", \"3d8e912a-d2a0-4fa9-89b0-6f72aa95442b\", \"d217d05a-9ccc-4625-8d37-9db86cdc24f7\", \"2b253350-0079-41dc-a52d-c365b4f6fccd\"], \"total_duration\": 68.0, \"total_sessions\": 4, \"mean_week_duration\": 0.398}, \"72588\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-02-14 02:29:15.000000+00:00\", \"2022-09-19 08:08:27.000000+00:00\"], \"session_ids\": [\"5fef79f4-7e0e-401a-8971-63d1617ca78a\", \"eb93f32b-71cf-44e1-9061-d51fc421b292\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 16.762}, \"77024\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-01-07 12:25:47.000000+00:00\", \"2020-05-09 06:03:57.000000+00:00\"], \"session_ids\": [\"0bdbbe72-0d28-4b3f-92a2-6b797f84ac79\", \"6f3a9e3b-4fd9-491f-82fd-451347077fa6\"], \"total_duration\": 367.0, \"total_sessions\": 2, \"mean_week_duration\": 5.243}, \"4133\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-01-12 21:43:14.000000+00:00\", \"2022-09-17 19:14:17.000000+00:00\", \"2020-07-12 09:20:33.000000+00:00\", \"2022-01-02 19:48:08.000000+00:00\", \"2019-03-08 01:37:55.000000+00:00\"], \"session_ids\": [\"e3878f19-89bf-4262-a457-b7714be5ca8a\", \"9b103d15-3e9d-4aa9-b71a-40e069aeed9c\", \"c21855bb-0040-443f-bff1-58a32fdd0dec\", \"1a67e141-950f-48b9-8904-93b1a4dd4a61\", \"ec4d1463-cd10-46b6-97fc-1cdf07255e58\"], \"total_duration\": 1885.0, \"total_sessions\": 5, \"mean_week_duration\": 10.189}, \"63138\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-11-16 16:29:46.000000+00:00\", \"2021-03-15 02:26:51.000000+00:00\"], \"session_ids\": [\"e75bf8a2-c144-4f97-8e4d-d46a969be349\", \"3a09f1ca-68f9-44b8-aceb-28bd8607dd63\"], \"total_duration\": 266.0, \"total_sessions\": 2, \"mean_week_duration\": 3.023}, \"45369\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-06 19:21:13.000000+00:00\", \"2020-01-20 09:40:07.000000+00:00\", \"2019-05-02 01:42:53.000000+00:00\", \"2022-07-26 14:45:23.000000+00:00\", \"2021-08-13 21:57:09.000000+00:00\"], \"session_ids\": [\"b4e6fe93-5d93-4539-a175-335cb92b6e86\", \"1ea12970-8dbf-4521-9c9b-a42ab0ad92aa\", \"8031226a-61e9-4fe0-910b-06abf5d3cce3\", \"06e13982-ab04-4dd2-8377-292771a607e4\", \"ed6ae4ae-7355-4c97-a709-5ee2a3fa56ef\"], \"total_duration\": 3161.0, \"total_sessions\": 5, \"mean_week_duration\": 18.704}, \"22444\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-10 04:31:29.000000+00:00\", \"2022-03-23 07:21:43.000000+00:00\"], \"session_ids\": [\"3653b8c3-04ad-45a7-b722-fc0c6f788b47\", \"1c38b27a-3536-42d7-885c-80f73876fc5e\"], \"total_duration\": 168.0, \"total_sessions\": 2, \"mean_week_duration\": 56.0}, \"61770\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-02 12:38:49.000000+00:00\", \"2022-10-27 14:33:22.000000+00:00\"], \"session_ids\": [\"79607d94-84f9-43dd-aaa6-c31ad5552ca4\", \"6d888b46-ae63-4941-9a7a-78f440e53aba\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 4.031}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is Buenos Aires" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Buenos Aires\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into user who has app usage time greater than 715 + perform sorting by duration of sessions per week ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"76217\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-01-22 08:58:48.000000+00:00\", \"2020-05-11 12:01:42.000000+00:00\"], \"session_ids\": [\"a0d97269-a5cd-4bb9-9837-1516731ad548\", \"7cf982d4-7999-47c1-a6ad-2e43cd09dfab\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.574}, \"24597\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-07 05:00:21.000000+00:00\", \"2021-06-22 04:34:15.000000+00:00\"], \"session_ids\": [\"c6cea2c1-a380-4976-a36a-d9a88ff3d2a0\", \"f77adc30-a42a-4ec1-8c1e-bf6e0fc41d84\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 2.99}, \"33397\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-03-09 01:31:50.000000+00:00\", \"2019-10-06 23:04:16.000000+00:00\"], \"session_ids\": [\"3e62183a-fa8a-4a91-a38d-d0fc05d50f8e\", \"14f4979f-43fd-4d2c-830d-40acffa5868f\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 9.71}, \"38876\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-02-02 19:01:21.000000+00:00\", \"2021-06-14 23:03:57.000000+00:00\", \"2023-03-02 08:17:33.000000+00:00\", \"2019-07-23 11:47:24.000000+00:00\"], \"session_ids\": [\"b72cb9e4-8a23-4d9f-ad11-0b9ee3d0b44e\", \"02310a2b-4940-40c8-a6d1-258052ff618f\", \"7b294c75-0437-4f3c-8082-e2b5ad889970\", \"e46efd28-c0b9-45fb-875c-382655a2373f\"], \"total_duration\": 832.0, \"total_sessions\": 4, \"mean_week_duration\": 4.402}, \"18495\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-04 03:32:03.000000+00:00\", \"2019-07-31 06:22:58.000000+00:00\"], \"session_ids\": [\"06be5438-ddb9-4bf3-bb13-509c5b0b210f\", \"5119f6d3-b75f-42b0-9f24-8a7e9a093490\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 10.2}, \"56891\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-10-24 05:57:51.000000+00:00\", \"2020-11-22 22:43:44.000000+00:00\", \"2020-06-23 10:45:14.000000+00:00\"], \"session_ids\": [\"372eb87a-7d8b-43e5-9081-6938d52cd635\", \"2b202e0f-f7a5-42c0-9f98-d745e168d162\", \"7b65d751-293a-4e53-9b11-b3c12d48138a\"], \"total_duration\": 502.0, \"total_sessions\": 3, \"mean_week_duration\": 4.115}, \"13735\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-01-18 16:11:31.000000+00:00\", \"2020-10-20 20:10:11.000000+00:00\", \"2019-09-03 10:29:03.000000+00:00\", \"2021-07-07 10:44:44.000000+00:00\", \"2020-05-06 02:05:45.000000+00:00\", \"2022-02-22 07:23:20.000000+00:00\", \"2022-07-05 07:00:42.000000+00:00\"], \"session_ids\": [\"a1c78894-4d03-4775-8822-5f901b69736b\", \"c1e25d8d-55a3-4dcc-bc77-9fe2582d00eb\", \"eca3e089-c0d6-4455-9286-df19d066728d\", \"1cf5c69e-7906-4548-99ab-6b216132f755\", \"70303be0-40d3-4986-8342-e72b8d37fca7\", \"eaddd8f3-efbc-4a3c-8e29-6b6a91b24151\", \"ddaaae58-a806-441f-8b47-38e364988b9c\"], \"total_duration\": 5043.0, \"total_sessions\": 7, \"mean_week_duration\": 27.862}, \"31513\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-01-12 12:51:05.000000+00:00\", \"2021-12-12 22:15:44.000000+00:00\", \"2020-12-19 16:51:23.000000+00:00\", \"2021-06-29 10:24:51.000000+00:00\"], \"session_ids\": [\"259c4007-5a02-4811-b09d-52b59bbed522\", \"c328e442-b175-4e70-b751-a6bdd69796c9\", \"e1c5ee99-e114-47ce-a140-5b3485c6c61c\", \"0f9866b2-06ca-4f82-8e46-af1dd31aba57\"], \"total_duration\": 75.0, \"total_sessions\": 4, \"mean_week_duration\": 0.75}, \"29366\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-08-22 17:31:06.000000+00:00\", \"2021-06-02 10:46:04.000000+00:00\"], \"session_ids\": [\"361eceeb-2034-4dd7-a902-1314cd950a37\", \"083c17f6-9331-45eb-ab14-970c48801cc5\"], \"total_duration\": 481.0, \"total_sessions\": 2, \"mean_week_duration\": 5.172}, \"47245\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-01-12 18:42:58.000000+00:00\", \"2020-09-15 13:53:41.000000+00:00\"], \"session_ids\": [\"d0932479-c5f4-457b-8138-1ced88e3c5b3\", \"492a6113-74d7-42ef-ba7f-7605a11170d9\"], \"total_duration\": 186.0, \"total_sessions\": 2, \"mean_week_duration\": 5.167}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 715" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[715, 3184]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"38876\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-02-02 19:01:21.000000+00:00\", \"2021-06-14 23:03:57.000000+00:00\", \"2023-03-02 08:17:33.000000+00:00\", \"2019-07-23 11:47:24.000000+00:00\"], \"session_ids\": [\"b72cb9e4-8a23-4d9f-ad11-0b9ee3d0b44e\", \"02310a2b-4940-40c8-a6d1-258052ff618f\", \"7b294c75-0437-4f3c-8082-e2b5ad889970\", \"e46efd28-c0b9-45fb-875c-382655a2373f\"], \"total_duration\": 832.0, \"total_sessions\": 4, \"mean_week_duration\": 4.402}, \"13735\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-01-18 16:11:31.000000+00:00\", \"2020-10-20 20:10:11.000000+00:00\", \"2019-09-03 10:29:03.000000+00:00\", \"2021-07-07 10:44:44.000000+00:00\", \"2020-05-06 02:05:45.000000+00:00\", \"2022-02-22 07:23:20.000000+00:00\", \"2022-07-05 07:00:42.000000+00:00\"], \"session_ids\": [\"a1c78894-4d03-4775-8822-5f901b69736b\", \"c1e25d8d-55a3-4dcc-bc77-9fe2582d00eb\", \"eca3e089-c0d6-4455-9286-df19d066728d\", \"1cf5c69e-7906-4548-99ab-6b216132f755\", \"70303be0-40d3-4986-8342-e72b8d37fca7\", \"eaddd8f3-efbc-4a3c-8e29-6b6a91b24151\", \"ddaaae58-a806-441f-8b47-38e364988b9c\"], \"total_duration\": 5043.0, \"total_sessions\": 7, \"mean_week_duration\": 27.862}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"38876\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-02-02 19:01:21.000000+00:00\", \"2021-06-14 23:03:57.000000+00:00\", \"2023-03-02 08:17:33.000000+00:00\", \"2019-07-23 11:47:24.000000+00:00\"], \"session_ids\": [\"b72cb9e4-8a23-4d9f-ad11-0b9ee3d0b44e\", \"02310a2b-4940-40c8-a6d1-258052ff618f\", \"7b294c75-0437-4f3c-8082-e2b5ad889970\", \"e46efd28-c0b9-45fb-875c-382655a2373f\"], \"total_duration\": 832.0, \"total_sessions\": 4, \"mean_week_duration\": 4.402}}, {\"13735\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-01-18 16:11:31.000000+00:00\", \"2020-10-20 20:10:11.000000+00:00\", \"2019-09-03 10:29:03.000000+00:00\", \"2021-07-07 10:44:44.000000+00:00\", \"2020-05-06 02:05:45.000000+00:00\", \"2022-02-22 07:23:20.000000+00:00\", \"2022-07-05 07:00:42.000000+00:00\"], \"session_ids\": [\"a1c78894-4d03-4775-8822-5f901b69736b\", \"c1e25d8d-55a3-4dcc-bc77-9fe2582d00eb\", \"eca3e089-c0d6-4455-9286-df19d066728d\", \"1cf5c69e-7906-4548-99ab-6b216132f755\", \"70303be0-40d3-4986-8342-e72b8d37fca7\", \"eaddd8f3-efbc-4a3c-8e29-6b6a91b24151\", \"ddaaae58-a806-441f-8b47-38e364988b9c\"], \"total_duration\": 5043.0, \"total_sessions\": 7, \"mean_week_duration\": 27.862}}]\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[{\"38876\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-02-02 19:01:21.000000+00:00\", \"2021-06-14 23:03:57.000000+00:00\", \"2023-03-02 08:17:33.000000+00:00\", \"2019-07-23 11:47:24.000000+00:00\"], \"session_ids\": [\"b72cb9e4-8a23-4d9f-ad11-0b9ee3d0b44e\", \"02310a2b-4940-40c8-a6d1-258052ff618f\", \"7b294c75-0437-4f3c-8082-e2b5ad889970\", \"e46efd28-c0b9-45fb-875c-382655a2373f\"], \"total_duration\": 832.0, \"total_sessions\": 4, \"mean_week_duration\": 4.402}}]\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[{\"38876\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-02-02 19:01:21.000000+00:00\", \"2021-06-14 23:03:57.000000+00:00\", \"2023-03-02 08:17:33.000000+00:00\", \"2019-07-23 11:47:24.000000+00:00\"], \"session_ids\": [\"b72cb9e4-8a23-4d9f-ad11-0b9ee3d0b44e\", \"02310a2b-4940-40c8-a6d1-258052ff618f\", \"7b294c75-0437-4f3c-8082-e2b5ad889970\", \"e46efd28-c0b9-45fb-875c-382655a2373f\"], \"total_duration\": 832.0, \"total_sessions\": 4, \"mean_week_duration\": 4.402}}]\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 with information about user who has average_week_duration greater than 3 (not including) + put to use sorting by overall quantity of sessions in asc order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"96806\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-01-09 11:44:44.000000+00:00\", \"2019-06-17 03:32:03.000000+00:00\"], \"session_ids\": [\"f11e56c2-252a-498c-9aec-8dc59a2d588f\", \"d0b1194b-37bd-4989-8fd6-efbd89dd4026\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 0.634}, \"28063\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-24 03:00:03.000000+00:00\", \"2020-08-21 23:00:49.000000+00:00\", \"2023-02-20 17:05:51.000000+00:00\"], \"session_ids\": [\"5935488c-33f3-492e-8ec0-5ccfed519b7c\", \"b88971e7-8b94-4b78-8ed0-069f1e3111aa\", \"bf950ac4-fda8-47ef-93dd-85392b922e6e\"], \"total_duration\": 532.0, \"total_sessions\": 3, \"mean_week_duration\": 4.061}, \"77006\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-03-02 07:32:30.000000+00:00\", \"2020-08-27 15:46:12.000000+00:00\", \"2023-02-12 17:37:09.000000+00:00\", \"2022-09-08 02:34:58.000000+00:00\", \"2019-11-15 19:56:46.000000+00:00\"], \"session_ids\": [\"f315a7b8-eef8-496c-9abc-0abeefb8ae29\", \"d2209ab2-59cb-446f-b630-e6123cb9b231\", \"fa81e06a-9962-4bf9-968b-5fb43df7cf6a\", \"c1328853-099e-4ee7-9114-ce3af384ce8e\", \"fa0b7728-5acc-4557-887e-bcbf1e829ad4\"], \"total_duration\": 435.0, \"total_sessions\": 5, \"mean_week_duration\": 2.529}, \"57942\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-05-14 09:48:18.000000+00:00\", \"2020-11-17 11:53:12.000000+00:00\", \"2022-01-15 09:34:10.000000+00:00\", \"2021-07-08 04:56:19.000000+00:00\", \"2020-05-07 17:41:43.000000+00:00\", \"2021-01-18 03:27:38.000000+00:00\"], \"session_ids\": [\"60bc7253-aae3-400b-a7df-5c44f13f9b61\", \"7a6afd5b-907d-47f1-a74f-e0ed7dcb20b6\", \"de1a2b2c-26bb-470d-984f-0fad4be05ec5\", \"a6388566-910f-40df-ac99-f62d5e7074de\", \"94e8996f-ba4c-4760-a210-7b575f93418d\", \"ccb8ec26-0187-47bc-9339-0a4d96be86ee\"], \"total_duration\": 70.0, \"total_sessions\": 6, \"mean_week_duration\": 0.787}, \"50227\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-07-22 18:50:48.000000+00:00\", \"2022-11-12 04:13:05.000000+00:00\", \"2020-05-11 12:34:41.000000+00:00\", \"2022-05-17 18:25:42.000000+00:00\"], \"session_ids\": [\"0678f999-b2a5-40c9-9199-44de6bf48b47\", \"a1fb6c7d-2469-474d-a291-ed189c2c2f9a\", \"085c99cb-081f-488b-ac0c-e1fa0d86902f\", \"dd3b8144-4e04-4116-af79-ebe25be62d45\"], \"total_duration\": 638.0, \"total_sessions\": 4, \"mean_week_duration\": 3.688}, \"41684\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-12-02 18:35:25.000000+00:00\", \"2020-04-10 01:31:23.000000+00:00\", \"2020-04-05 21:40:31.000000+00:00\", \"2022-04-22 06:40:06.000000+00:00\", \"2022-12-14 18:32:52.000000+00:00\", \"2021-09-23 12:38:52.000000+00:00\", \"2020-05-03 20:46:34.000000+00:00\", \"2023-04-30 01:31:24.000000+00:00\", \"2020-02-19 03:06:14.000000+00:00\", \"2019-11-02 09:49:46.000000+00:00\"], \"session_ids\": [\"b3d0d052-79b1-4a1e-9e6c-69b06d8da780\", \"613ae0ec-6539-421b-ac8e-fc325d5a78ce\", \"bfebb2db-42ed-465b-9587-70eb7f34fdc9\", \"b22ef857-eb82-4169-af87-544ff67e9284\", \"9b8f3694-beee-4279-b213-6709acfd5f15\", \"a658548c-9f13-4685-940c-d7dee6e2cb72\", \"78b45a04-e04c-4f0f-9fa6-075d5011e784\", \"a91575fc-a53d-4827-af7c-74dbb8692cb2\", \"c7f8ee7a-69b4-4484-b17b-3e5763252c53\", \"70d55dde-bce8-46d9-90a2-918be327c266\"], \"total_duration\": 119.0, \"total_sessions\": 10, \"mean_week_duration\": 0.654}, \"6247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-17 02:01:17.000000+00:00\", \"2022-02-25 21:01:40.000000+00:00\", \"2019-12-27 03:34:13.000000+00:00\", \"2021-05-10 17:25:44.000000+00:00\"], \"session_ids\": [\"c3b9c735-f268-4a68-b190-dbccf3a1f9fa\", \"d682b473-5fc8-4771-8ba6-a3042bf21ea5\", \"085765f6-6d09-45b7-94ad-21e01d206234\", \"db563dbe-a409-45ca-b977-2faa2f6513fa\"], \"total_duration\": 203.0, \"total_sessions\": 4, \"mean_week_duration\": 1.147}, \"45044\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-02-20 04:44:05.000000+00:00\", \"2023-05-01 07:39:45.000000+00:00\"], \"session_ids\": [\"427cab9e-0ade-4ef4-9994-7dd0280b1b8d\", \"383c66ba-0322-49ab-9ff6-6c9305b5bdde\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 10.5}, \"22163\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-02-06 05:38:23.000000+00:00\", \"2019-03-15 17:34:57.000000+00:00\"], \"session_ids\": [\"2f87b8d4-2465-4a46-974a-065516bee177\", \"62bfea7f-9a08-4fb3-b1b7-3570e23239de\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 0.446}, \"89635\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-17 00:31:26.000000+00:00\", \"2021-07-14 08:33:53.000000+00:00\"], \"session_ids\": [\"4e162e84-dfed-4215-bbfa-ae09f06412a9\", \"18a34044-44cf-4bc2-9240-324b4d8fdc01\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 38.2}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[3, 31]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"28063\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-24 03:00:03.000000+00:00\", \"2020-08-21 23:00:49.000000+00:00\", \"2023-02-20 17:05:51.000000+00:00\"], \"session_ids\": [\"5935488c-33f3-492e-8ec0-5ccfed519b7c\", \"b88971e7-8b94-4b78-8ed0-069f1e3111aa\", \"bf950ac4-fda8-47ef-93dd-85392b922e6e\"], \"total_duration\": 532.0, \"total_sessions\": 3, \"mean_week_duration\": 4.061}, \"50227\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-07-22 18:50:48.000000+00:00\", \"2022-11-12 04:13:05.000000+00:00\", \"2020-05-11 12:34:41.000000+00:00\", \"2022-05-17 18:25:42.000000+00:00\"], \"session_ids\": [\"0678f999-b2a5-40c9-9199-44de6bf48b47\", \"a1fb6c7d-2469-474d-a291-ed189c2c2f9a\", \"085c99cb-081f-488b-ac0c-e1fa0d86902f\", \"dd3b8144-4e04-4116-af79-ebe25be62d45\"], \"total_duration\": 638.0, \"total_sessions\": 4, \"mean_week_duration\": 3.688}, \"45044\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-02-20 04:44:05.000000+00:00\", \"2023-05-01 07:39:45.000000+00:00\"], \"session_ids\": [\"427cab9e-0ade-4ef4-9994-7dd0280b1b8d\", \"383c66ba-0322-49ab-9ff6-6c9305b5bdde\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 10.5}, \"89635\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-17 00:31:26.000000+00:00\", \"2021-07-14 08:33:53.000000+00:00\"], \"session_ids\": [\"4e162e84-dfed-4215-bbfa-ae09f06412a9\", \"18a34044-44cf-4bc2-9240-324b4d8fdc01\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 38.2}}\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[{\"45044\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-02-20 04:44:05.000000+00:00\", \"2023-05-01 07:39:45.000000+00:00\"], \"session_ids\": [\"427cab9e-0ade-4ef4-9994-7dd0280b1b8d\", \"383c66ba-0322-49ab-9ff6-6c9305b5bdde\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 10.5}}, {\"89635\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-17 00:31:26.000000+00:00\", \"2021-07-14 08:33:53.000000+00:00\"], \"session_ids\": [\"4e162e84-dfed-4215-bbfa-ae09f06412a9\", \"18a34044-44cf-4bc2-9240-324b4d8fdc01\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 38.2}}, {\"28063\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-24 03:00:03.000000+00:00\", \"2020-08-21 23:00:49.000000+00:00\", \"2023-02-20 17:05:51.000000+00:00\"], \"session_ids\": [\"5935488c-33f3-492e-8ec0-5ccfed519b7c\", \"b88971e7-8b94-4b78-8ed0-069f1e3111aa\", \"bf950ac4-fda8-47ef-93dd-85392b922e6e\"], \"total_duration\": 532.0, \"total_sessions\": 3, \"mean_week_duration\": 4.061}}, {\"50227\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-07-22 18:50:48.000000+00:00\", \"2022-11-12 04:13:05.000000+00:00\", \"2020-05-11 12:34:41.000000+00:00\", \"2022-05-17 18:25:42.000000+00:00\"], \"session_ids\": [\"0678f999-b2a5-40c9-9199-44de6bf48b47\", \"a1fb6c7d-2469-474d-a291-ed189c2c2f9a\", \"085c99cb-081f-488b-ac0c-e1fa0d86902f\", \"dd3b8144-4e04-4116-af79-ebe25be62d45\"], \"total_duration\": 638.0, \"total_sessions\": 4, \"mean_week_duration\": 3.688}}]\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[{\"45044\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-02-20 04:44:05.000000+00:00\", \"2023-05-01 07:39:45.000000+00:00\"], \"session_ids\": [\"427cab9e-0ade-4ef4-9994-7dd0280b1b8d\", \"383c66ba-0322-49ab-9ff6-6c9305b5bdde\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 10.5}}]\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[{\"45044\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-02-20 04:44:05.000000+00:00\", \"2023-05-01 07:39:45.000000+00:00\"], \"session_ids\": [\"427cab9e-0ade-4ef4-9994-7dd0280b1b8d\", \"383c66ba-0322-49ab-9ff6-6c9305b5bdde\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 10.5}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into user who has total sessions greater than 2 (not including) and less than 7 + perform sorting by sum of sessions in asc additionaly get rid of all records, except 3." } ]
[ { "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{\"92093\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-23 17:02:55.000000+00:00\", \"2019-12-08 13:31:42.000000+00:00\"], \"session_ids\": [\"cbf341ee-abf8-43f3-8001-7b33ee55a44f\", \"c2a01c25-d6eb-4f84-b0ae-7153aa43882a\"], \"total_duration\": 389.0, \"total_sessions\": 2, \"mean_week_duration\": 19.45}, \"29268\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-09-28 15:20:58.000000+00:00\", \"2019-08-07 14:38:10.000000+00:00\"], \"session_ids\": [\"a7b170ee-472d-4af5-8187-79be16258ef3\", \"aae5b850-ae79-4412-90df-fc04e06a1b4b\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 41.5}, \"27688\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-06-02 09:16:07.000000+00:00\", \"2021-09-29 05:44:17.000000+00:00\"], \"session_ids\": [\"b92b96a5-2485-457c-a965-3199d04cc1a3\", \"6d531103-9d63-4439-97ca-7e6de4b0c364\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.681}, \"8808\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2023-01-29 11:27:37.000000+00:00\", \"2020-05-19 19:26:11.000000+00:00\", \"2020-02-12 00:15:40.000000+00:00\", \"2021-06-24 01:48:43.000000+00:00\", \"2022-08-04 15:44:28.000000+00:00\", \"2022-12-27 15:18:11.000000+00:00\", \"2020-07-03 03:35:32.000000+00:00\", \"2019-06-08 16:56:03.000000+00:00\"], \"session_ids\": [\"b04a5aec-3f2d-4955-9328-f29584cbc114\", \"cfff5f8a-2176-43fa-9477-f4786c35d040\", \"d87423d9-9021-46e1-9d7c-d7610a5336ba\", \"9fd782bb-b8f7-4a6b-958b-c2a9b4ec0497\", \"153e356a-f7fc-4beb-ba2a-c21e958c0d13\", \"2da5db2f-d24c-44d6-88eb-a19fff3fc908\", \"b4977b85-b58e-4fb7-9699-ea4588b075e3\", \"f91fea5a-9971-406f-805f-92a17ea5fb1e\"], \"total_duration\": 4682.0, \"total_sessions\": 8, \"mean_week_duration\": 24.642}, \"86101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-23 16:40:50.000000+00:00\", \"2021-05-30 07:38:13.000000+00:00\", \"2021-06-13 02:30:32.000000+00:00\"], \"session_ids\": [\"5a81afc7-b907-487b-8fb3-7d1264f2376a\", \"372b9f83-5db0-400f-966c-d01803b462ed\", \"fb6e3cfe-d91d-4bbe-9857-5a0b3fd530fc\"], \"total_duration\": 56.0, \"total_sessions\": 3, \"mean_week_duration\": 3.5}, \"11523\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-11 14:05:49.000000+00:00\", \"2021-06-19 09:30:59.000000+00:00\", \"2021-04-12 15:07:47.000000+00:00\", \"2020-12-30 14:38:46.000000+00:00\", \"2021-04-10 22:21:20.000000+00:00\"], \"session_ids\": [\"fb8da1c6-8843-49cb-a220-bbad20d9459a\", \"2a805181-2327-419f-83c3-875ea75b3e0f\", \"01b7fc21-061e-42d3-b662-bf9c468fbaf0\", \"17e0039d-dde5-4860-9505-bbb4abe14eb5\", \"4b8cfc3f-97a5-4921-93a1-f1e3f96fcebe\"], \"total_duration\": 2986.0, \"total_sessions\": 5, \"mean_week_duration\": 66.356}, \"73813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-01 01:23:55.000000+00:00\", \"2022-01-19 05:21:07.000000+00:00\", \"2022-12-07 23:12:03.000000+00:00\", \"2019-03-21 06:50:14.000000+00:00\", \"2022-08-01 07:42:32.000000+00:00\", \"2019-12-05 18:46:55.000000+00:00\"], \"session_ids\": [\"fad82ee4-33e3-4a5d-8952-71e9fc9a5a65\", \"d76e3e84-9185-48d0-94ee-0ec53f01bf0a\", \"2a70d4de-cb82-4ab8-bbf1-b7793d89d89c\", \"71acab85-02c9-452e-b3c1-10af6c2babf5\", \"8fb73f3c-9f02-4d2a-8652-b1f5d3b1354a\", \"4a314642-4606-4605-ae77-5f7424a8c025\"], \"total_duration\": 63.0, \"total_sessions\": 6, \"mean_week_duration\": 0.325}, \"67287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-01-16 17:29:47.000000+00:00\", \"2021-01-18 17:39:41.000000+00:00\", \"2020-10-12 10:58:59.000000+00:00\", \"2020-06-12 16:19:00.000000+00:00\"], \"session_ids\": [\"90669f2d-1aa4-49c7-896f-75d998d5bf3f\", \"c01d299c-fdcf-47a6-b3f2-d2c740333dee\", \"8b98d2af-2486-4057-aa57-1b22ace31a94\", \"78196e4e-3661-4f6a-8967-2af5db214684\"], \"total_duration\": 121.0, \"total_sessions\": 4, \"mean_week_duration\": 1.44}, \"7733\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-19 10:40:40.000000+00:00\", \"2020-10-01 06:17:25.000000+00:00\"], \"session_ids\": [\"ed27685a-78be-4806-9e47-41ddad762279\", \"78fd2511-913d-4f04-bbca-58dd459aab52\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 1.56}, \"28792\": {\"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\": \"Johannesburg\", \"datetimes\": [\"2022-11-02 19:38:16.000000+00:00\", \"2023-03-22 02:53:56.000000+00:00\", \"2023-03-27 13:34:23.000000+00:00\"], \"session_ids\": [\"c133d01a-33f8-4ff9-ada2-09ca6f6cc476\", \"d47d5828-c739-4399-ac1c-90b132e9d63b\", \"da7d7291-3f70-4aaa-a4ec-a67feb180bde\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 3.286}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are greater than 2 and are equal or less than 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[2, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"86101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-23 16:40:50.000000+00:00\", \"2021-05-30 07:38:13.000000+00:00\", \"2021-06-13 02:30:32.000000+00:00\"], \"session_ids\": [\"5a81afc7-b907-487b-8fb3-7d1264f2376a\", \"372b9f83-5db0-400f-966c-d01803b462ed\", \"fb6e3cfe-d91d-4bbe-9857-5a0b3fd530fc\"], \"total_duration\": 56.0, \"total_sessions\": 3, \"mean_week_duration\": 3.5}, \"11523\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-11 14:05:49.000000+00:00\", \"2021-06-19 09:30:59.000000+00:00\", \"2021-04-12 15:07:47.000000+00:00\", \"2020-12-30 14:38:46.000000+00:00\", \"2021-04-10 22:21:20.000000+00:00\"], \"session_ids\": [\"fb8da1c6-8843-49cb-a220-bbad20d9459a\", \"2a805181-2327-419f-83c3-875ea75b3e0f\", \"01b7fc21-061e-42d3-b662-bf9c468fbaf0\", \"17e0039d-dde5-4860-9505-bbb4abe14eb5\", \"4b8cfc3f-97a5-4921-93a1-f1e3f96fcebe\"], \"total_duration\": 2986.0, \"total_sessions\": 5, \"mean_week_duration\": 66.356}, \"73813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-01 01:23:55.000000+00:00\", \"2022-01-19 05:21:07.000000+00:00\", \"2022-12-07 23:12:03.000000+00:00\", \"2019-03-21 06:50:14.000000+00:00\", \"2022-08-01 07:42:32.000000+00:00\", \"2019-12-05 18:46:55.000000+00:00\"], \"session_ids\": [\"fad82ee4-33e3-4a5d-8952-71e9fc9a5a65\", \"d76e3e84-9185-48d0-94ee-0ec53f01bf0a\", \"2a70d4de-cb82-4ab8-bbf1-b7793d89d89c\", \"71acab85-02c9-452e-b3c1-10af6c2babf5\", \"8fb73f3c-9f02-4d2a-8652-b1f5d3b1354a\", \"4a314642-4606-4605-ae77-5f7424a8c025\"], \"total_duration\": 63.0, \"total_sessions\": 6, \"mean_week_duration\": 0.325}, \"67287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-01-16 17:29:47.000000+00:00\", \"2021-01-18 17:39:41.000000+00:00\", \"2020-10-12 10:58:59.000000+00:00\", \"2020-06-12 16:19:00.000000+00:00\"], \"session_ids\": [\"90669f2d-1aa4-49c7-896f-75d998d5bf3f\", \"c01d299c-fdcf-47a6-b3f2-d2c740333dee\", \"8b98d2af-2486-4057-aa57-1b22ace31a94\", \"78196e4e-3661-4f6a-8967-2af5db214684\"], \"total_duration\": 121.0, \"total_sessions\": 4, \"mean_week_duration\": 1.44}, \"28792\": {\"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\": \"Johannesburg\", \"datetimes\": [\"2022-11-02 19:38:16.000000+00:00\", \"2023-03-22 02:53:56.000000+00:00\", \"2023-03-27 13:34:23.000000+00:00\"], \"session_ids\": [\"c133d01a-33f8-4ff9-ada2-09ca6f6cc476\", \"d47d5828-c739-4399-ac1c-90b132e9d63b\", \"da7d7291-3f70-4aaa-a4ec-a67feb180bde\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 3.286}}\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[{\"86101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-23 16:40:50.000000+00:00\", \"2021-05-30 07:38:13.000000+00:00\", \"2021-06-13 02:30:32.000000+00:00\"], \"session_ids\": [\"5a81afc7-b907-487b-8fb3-7d1264f2376a\", \"372b9f83-5db0-400f-966c-d01803b462ed\", \"fb6e3cfe-d91d-4bbe-9857-5a0b3fd530fc\"], \"total_duration\": 56.0, \"total_sessions\": 3, \"mean_week_duration\": 3.5}}, {\"28792\": {\"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\": \"Johannesburg\", \"datetimes\": [\"2022-11-02 19:38:16.000000+00:00\", \"2023-03-22 02:53:56.000000+00:00\", \"2023-03-27 13:34:23.000000+00:00\"], \"session_ids\": [\"c133d01a-33f8-4ff9-ada2-09ca6f6cc476\", \"d47d5828-c739-4399-ac1c-90b132e9d63b\", \"da7d7291-3f70-4aaa-a4ec-a67feb180bde\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 3.286}}, {\"67287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-01-16 17:29:47.000000+00:00\", \"2021-01-18 17:39:41.000000+00:00\", \"2020-10-12 10:58:59.000000+00:00\", \"2020-06-12 16:19:00.000000+00:00\"], \"session_ids\": [\"90669f2d-1aa4-49c7-896f-75d998d5bf3f\", \"c01d299c-fdcf-47a6-b3f2-d2c740333dee\", \"8b98d2af-2486-4057-aa57-1b22ace31a94\", \"78196e4e-3661-4f6a-8967-2af5db214684\"], \"total_duration\": 121.0, \"total_sessions\": 4, \"mean_week_duration\": 1.44}}, {\"11523\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-11 14:05:49.000000+00:00\", \"2021-06-19 09:30:59.000000+00:00\", \"2021-04-12 15:07:47.000000+00:00\", \"2020-12-30 14:38:46.000000+00:00\", \"2021-04-10 22:21:20.000000+00:00\"], \"session_ids\": [\"fb8da1c6-8843-49cb-a220-bbad20d9459a\", \"2a805181-2327-419f-83c3-875ea75b3e0f\", \"01b7fc21-061e-42d3-b662-bf9c468fbaf0\", \"17e0039d-dde5-4860-9505-bbb4abe14eb5\", \"4b8cfc3f-97a5-4921-93a1-f1e3f96fcebe\"], \"total_duration\": 2986.0, \"total_sessions\": 5, \"mean_week_duration\": 66.356}}, {\"73813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-01 01:23:55.000000+00:00\", \"2022-01-19 05:21:07.000000+00:00\", \"2022-12-07 23:12:03.000000+00:00\", \"2019-03-21 06:50:14.000000+00:00\", \"2022-08-01 07:42:32.000000+00:00\", \"2019-12-05 18:46:55.000000+00:00\"], \"session_ids\": [\"fad82ee4-33e3-4a5d-8952-71e9fc9a5a65\", \"d76e3e84-9185-48d0-94ee-0ec53f01bf0a\", \"2a70d4de-cb82-4ab8-bbf1-b7793d89d89c\", \"71acab85-02c9-452e-b3c1-10af6c2babf5\", \"8fb73f3c-9f02-4d2a-8652-b1f5d3b1354a\", \"4a314642-4606-4605-ae77-5f7424a8c025\"], \"total_duration\": 63.0, \"total_sessions\": 6, \"mean_week_duration\": 0.325}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"86101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-23 16:40:50.000000+00:00\", \"2021-05-30 07:38:13.000000+00:00\", \"2021-06-13 02:30:32.000000+00:00\"], \"session_ids\": [\"5a81afc7-b907-487b-8fb3-7d1264f2376a\", \"372b9f83-5db0-400f-966c-d01803b462ed\", \"fb6e3cfe-d91d-4bbe-9857-5a0b3fd530fc\"], \"total_duration\": 56.0, \"total_sessions\": 3, \"mean_week_duration\": 3.5}}, {\"28792\": {\"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\": \"Johannesburg\", \"datetimes\": [\"2022-11-02 19:38:16.000000+00:00\", \"2023-03-22 02:53:56.000000+00:00\", \"2023-03-27 13:34:23.000000+00:00\"], \"session_ids\": [\"c133d01a-33f8-4ff9-ada2-09ca6f6cc476\", \"d47d5828-c739-4399-ac1c-90b132e9d63b\", \"da7d7291-3f70-4aaa-a4ec-a67feb180bde\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 3.286}}, {\"67287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-01-16 17:29:47.000000+00:00\", \"2021-01-18 17:39:41.000000+00:00\", \"2020-10-12 10:58:59.000000+00:00\", \"2020-06-12 16:19:00.000000+00:00\"], \"session_ids\": [\"90669f2d-1aa4-49c7-896f-75d998d5bf3f\", \"c01d299c-fdcf-47a6-b3f2-d2c740333dee\", \"8b98d2af-2486-4057-aa57-1b22ace31a94\", \"78196e4e-3661-4f6a-8967-2af5db214684\"], \"total_duration\": 121.0, \"total_sessions\": 4, \"mean_week_duration\": 1.44}}]\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[{\"86101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-02-23 16:40:50.000000+00:00\", \"2021-05-30 07:38:13.000000+00:00\", \"2021-06-13 02:30:32.000000+00:00\"], \"session_ids\": [\"5a81afc7-b907-487b-8fb3-7d1264f2376a\", \"372b9f83-5db0-400f-966c-d01803b462ed\", \"fb6e3cfe-d91d-4bbe-9857-5a0b3fd530fc\"], \"total_duration\": 56.0, \"total_sessions\": 3, \"mean_week_duration\": 3.5}}, {\"28792\": {\"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\": \"Johannesburg\", \"datetimes\": [\"2022-11-02 19:38:16.000000+00:00\", \"2023-03-22 02:53:56.000000+00:00\", \"2023-03-27 13:34:23.000000+00:00\"], \"session_ids\": [\"c133d01a-33f8-4ff9-ada2-09ca6f6cc476\", \"d47d5828-c739-4399-ac1c-90b132e9d63b\", \"da7d7291-3f70-4aaa-a4ec-a67feb180bde\"], \"total_duration\": 69.0, \"total_sessions\": 3, \"mean_week_duration\": 3.286}}, {\"67287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-01-16 17:29:47.000000+00:00\", \"2021-01-18 17:39:41.000000+00:00\", \"2020-10-12 10:58:59.000000+00:00\", \"2020-06-12 16:19:00.000000+00:00\"], \"session_ids\": [\"90669f2d-1aa4-49c7-896f-75d998d5bf3f\", \"c01d299c-fdcf-47a6-b3f2-d2c740333dee\", \"8b98d2af-2486-4057-aa57-1b22ace31a94\", \"78196e4e-3661-4f6a-8967-2af5db214684\"], \"total_duration\": 121.0, \"total_sessions\": 4, \"mean_week_duration\": 1.44}}]\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": "Give me details on 5 users who have the smallest value of total_sessions in addition execute sorting by town center name asc." } ]
[ { "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{\"74954\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-12-04 02:14:04.000000+00:00\", \"2023-04-23 15:01:49.000000+00:00\"], \"session_ids\": [\"1a1d7626-b9d0-4688-a4dc-e0fab2d4f0d5\", \"17f01fbc-637a-4bed-8a2e-aa7ba18a4b20\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.232}, \"6644\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-06-28 07:16:05.000000+00:00\", \"2019-08-15 12:55:03.000000+00:00\", \"2022-02-17 05:35:57.000000+00:00\"], \"session_ids\": [\"dca09b37-37bd-499d-a676-fca9dabb33aa\", \"2a3bc58e-a17b-4c17-b41f-42ebdf2e0c8a\", \"f65e4cfc-2c73-4c49-af85-b16e82ddef6c\"], \"total_duration\": 620.0, \"total_sessions\": 3, \"mean_week_duration\": 4.733}, \"32968\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-02-09 17:02:10.000000+00:00\", \"2022-10-16 10:05:40.000000+00:00\", \"2019-05-26 09:10:06.000000+00:00\", \"2023-06-19 07:13:55.000000+00:00\", \"2023-04-18 19:27:08.000000+00:00\"], \"session_ids\": [\"169ef57b-e3ff-4713-8839-b4f471fd62a5\", \"169db22e-1250-4104-973e-9c57831bad6b\", \"e74aea2a-6871-493d-9e94-ee3304a20842\", \"dda09e94-fb56-4c71-9b74-197f03f7ff34\", \"dc800656-be76-4051-9335-2e5340e3cf5f\"], \"total_duration\": 1568.0, \"total_sessions\": 5, \"mean_week_duration\": 7.396}, \"5159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-13 17:51:46.000000+00:00\", \"2020-03-29 21:57:54.000000+00:00\"], \"session_ids\": [\"336c399e-4086-4ba7-84e8-3e4f771eba7e\", \"6f680a0f-98bf-4769-b11d-542b9f64f836\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.551}, \"94329\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-11-23 16:45:41.000000+00:00\", \"2019-10-04 10:45:53.000000+00:00\"], \"session_ids\": [\"6b3c2047-11ca-4668-98de-56494cfdc1cb\", \"42b94be6-cfaf-4e13-98f6-ae97cd7cb55f\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.545}, \"32046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-05 10:43:53.000000+00:00\", \"2019-03-11 04:56:50.000000+00:00\"], \"session_ids\": [\"a66bde8e-a3bb-46d3-a134-9d11e21893e2\", \"a1a7a51b-cc91-4039-bdbc-12395345f4d1\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.692}, \"29649\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-03-19 13:41:27.000000+00:00\", \"2021-07-26 12:44:27.000000+00:00\", \"2021-04-15 08:44:06.000000+00:00\"], \"session_ids\": [\"2164dd0f-e374-49de-a833-4d1e9cdec7ab\", \"345968e9-1910-44a8-b00a-08153ef181f2\", \"934c187b-68a5-417f-97fe-08de100da02b\"], \"total_duration\": 1078.0, \"total_sessions\": 3, \"mean_week_duration\": 15.183}, \"88191\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-13 15:18:15.000000+00:00\", \"2021-05-14 01:08:28.000000+00:00\", \"2022-06-09 15:43:52.000000+00:00\"], \"session_ids\": [\"ca3f6bbf-1071-4a42-83b1-76db8990c748\", \"6f1cb84d-5f40-4ec1-972e-373ae7be9e12\", \"d91317ea-0eaf-473e-8da0-81532b17d831\"], \"total_duration\": 677.0, \"total_sessions\": 3, \"mean_week_duration\": 4.454}, \"18154\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-14 19:54:45.000000+00:00\", \"2021-08-22 06:26:09.000000+00:00\", \"2019-11-10 16:38:37.000000+00:00\", \"2021-06-23 05:43:52.000000+00:00\", \"2021-08-09 14:28:37.000000+00:00\", \"2019-04-26 12:19:26.000000+00:00\", \"2021-02-05 10:33:20.000000+00:00\", \"2022-06-24 03:39:31.000000+00:00\", \"2021-06-17 23:32:22.000000+00:00\", \"2020-12-12 23:35:12.000000+00:00\"], \"session_ids\": [\"dbe5061d-f327-4b49-af58-fd946451fd79\", \"1f729ba3-085a-4c80-8dbe-4f0273115cb2\", \"953f56f4-c33b-482c-9aa4-129e2763c20d\", \"57b2af1b-b31f-4795-b6f5-ab90f239c038\", \"a5fb478e-f964-40d2-b3d3-5ce29aeceb6c\", \"3a5473fb-8d01-443b-9dfd-b9d4479dbadd\", \"70891560-bfb8-4f8c-a874-0379eb57dc33\", \"8929ebac-c69a-4a72-bd3e-96a0aecda0a6\", \"d7acf672-ab71-4cd5-b3e2-6ab49c7cfbba\", \"6797a13e-195f-4460-a27e-099ed4cd0f36\"], \"total_duration\": 38973.0, \"total_sessions\": 10, \"mean_week_duration\": 236.2}, \"78781\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-26 16:57:22.000000+00:00\", \"2019-03-31 11:11:10.000000+00:00\", \"2019-03-20 12:59:22.000000+00:00\", \"2019-05-18 04:08:55.000000+00:00\", \"2020-04-27 02:26:33.000000+00:00\", \"2021-11-29 04:16:58.000000+00:00\"], \"session_ids\": [\"7d681556-53f6-4455-8839-bd0dfd257937\", \"af46b9c1-95c7-42b2-ab47-40c5ae14c87c\", \"eddceaff-57de-4631-b584-f85c7f558cea\", \"50a42a17-a56b-4436-baf4-d06cd23e4367\", \"99382082-940d-48d6-bdbb-59f2a6386d1e\", \"45470865-a7af-4d83-afae-08b281151711\"], \"total_duration\": 2479.0, \"total_sessions\": 6, \"mean_week_duration\": 17.582}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the lowest 5 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 5}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"74954\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-12-04 02:14:04.000000+00:00\", \"2023-04-23 15:01:49.000000+00:00\"], \"session_ids\": [\"1a1d7626-b9d0-4688-a4dc-e0fab2d4f0d5\", \"17f01fbc-637a-4bed-8a2e-aa7ba18a4b20\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.232}}, {\"5159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-13 17:51:46.000000+00:00\", \"2020-03-29 21:57:54.000000+00:00\"], \"session_ids\": [\"336c399e-4086-4ba7-84e8-3e4f771eba7e\", \"6f680a0f-98bf-4769-b11d-542b9f64f836\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.551}}, {\"94329\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-11-23 16:45:41.000000+00:00\", \"2019-10-04 10:45:53.000000+00:00\"], \"session_ids\": [\"6b3c2047-11ca-4668-98de-56494cfdc1cb\", \"42b94be6-cfaf-4e13-98f6-ae97cd7cb55f\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.545}}, {\"32046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-05 10:43:53.000000+00:00\", \"2019-03-11 04:56:50.000000+00:00\"], \"session_ids\": [\"a66bde8e-a3bb-46d3-a134-9d11e21893e2\", \"a1a7a51b-cc91-4039-bdbc-12395345f4d1\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.692}}, {\"6644\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-06-28 07:16:05.000000+00:00\", \"2019-08-15 12:55:03.000000+00:00\", \"2022-02-17 05:35:57.000000+00:00\"], \"session_ids\": [\"dca09b37-37bd-499d-a676-fca9dabb33aa\", \"2a3bc58e-a17b-4c17-b41f-42ebdf2e0c8a\", \"f65e4cfc-2c73-4c49-af85-b16e82ddef6c\"], \"total_duration\": 620.0, \"total_sessions\": 3, \"mean_week_duration\": 4.733}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"6644\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-06-28 07:16:05.000000+00:00\", \"2019-08-15 12:55:03.000000+00:00\", \"2022-02-17 05:35:57.000000+00:00\"], \"session_ids\": [\"dca09b37-37bd-499d-a676-fca9dabb33aa\", \"2a3bc58e-a17b-4c17-b41f-42ebdf2e0c8a\", \"f65e4cfc-2c73-4c49-af85-b16e82ddef6c\"], \"total_duration\": 620.0, \"total_sessions\": 3, \"mean_week_duration\": 4.733}}, {\"74954\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-12-04 02:14:04.000000+00:00\", \"2023-04-23 15:01:49.000000+00:00\"], \"session_ids\": [\"1a1d7626-b9d0-4688-a4dc-e0fab2d4f0d5\", \"17f01fbc-637a-4bed-8a2e-aa7ba18a4b20\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.232}}, {\"94329\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-11-23 16:45:41.000000+00:00\", \"2019-10-04 10:45:53.000000+00:00\"], \"session_ids\": [\"6b3c2047-11ca-4668-98de-56494cfdc1cb\", \"42b94be6-cfaf-4e13-98f6-ae97cd7cb55f\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.545}}, {\"32046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-05 10:43:53.000000+00:00\", \"2019-03-11 04:56:50.000000+00:00\"], \"session_ids\": [\"a66bde8e-a3bb-46d3-a134-9d11e21893e2\", \"a1a7a51b-cc91-4039-bdbc-12395345f4d1\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.692}}, {\"5159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-13 17:51:46.000000+00:00\", \"2020-03-29 21:57:54.000000+00:00\"], \"session_ids\": [\"336c399e-4086-4ba7-84e8-3e4f771eba7e\", \"6f680a0f-98bf-4769-b11d-542b9f64f836\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.551}}]\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[{\"6644\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-06-28 07:16:05.000000+00:00\", \"2019-08-15 12:55:03.000000+00:00\", \"2022-02-17 05:35:57.000000+00:00\"], \"session_ids\": [\"dca09b37-37bd-499d-a676-fca9dabb33aa\", \"2a3bc58e-a17b-4c17-b41f-42ebdf2e0c8a\", \"f65e4cfc-2c73-4c49-af85-b16e82ddef6c\"], \"total_duration\": 620.0, \"total_sessions\": 3, \"mean_week_duration\": 4.733}}, {\"74954\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-12-04 02:14:04.000000+00:00\", \"2023-04-23 15:01:49.000000+00:00\"], \"session_ids\": [\"1a1d7626-b9d0-4688-a4dc-e0fab2d4f0d5\", \"17f01fbc-637a-4bed-8a2e-aa7ba18a4b20\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.232}}, {\"94329\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-11-23 16:45:41.000000+00:00\", \"2019-10-04 10:45:53.000000+00:00\"], \"session_ids\": [\"6b3c2047-11ca-4668-98de-56494cfdc1cb\", \"42b94be6-cfaf-4e13-98f6-ae97cd7cb55f\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.545}}, {\"32046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-05 10:43:53.000000+00:00\", \"2019-03-11 04:56:50.000000+00:00\"], \"session_ids\": [\"a66bde8e-a3bb-46d3-a134-9d11e21893e2\", \"a1a7a51b-cc91-4039-bdbc-12395345f4d1\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.692}}, {\"5159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-13 17:51:46.000000+00:00\", \"2020-03-29 21:57:54.000000+00:00\"], \"session_ids\": [\"336c399e-4086-4ba7-84e8-3e4f771eba7e\", \"6f680a0f-98bf-4769-b11d-542b9f64f836\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.551}}]\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[{\"6644\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-06-28 07:16:05.000000+00:00\", \"2019-08-15 12:55:03.000000+00:00\", \"2022-02-17 05:35:57.000000+00:00\"], \"session_ids\": [\"dca09b37-37bd-499d-a676-fca9dabb33aa\", \"2a3bc58e-a17b-4c17-b41f-42ebdf2e0c8a\", \"f65e4cfc-2c73-4c49-af85-b16e82ddef6c\"], \"total_duration\": 620.0, \"total_sessions\": 3, \"mean_week_duration\": 4.733}}, {\"74954\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-12-04 02:14:04.000000+00:00\", \"2023-04-23 15:01:49.000000+00:00\"], \"session_ids\": [\"1a1d7626-b9d0-4688-a4dc-e0fab2d4f0d5\", \"17f01fbc-637a-4bed-8a2e-aa7ba18a4b20\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.232}}, {\"94329\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2021-11-23 16:45:41.000000+00:00\", \"2019-10-04 10:45:53.000000+00:00\"], \"session_ids\": [\"6b3c2047-11ca-4668-98de-56494cfdc1cb\", \"42b94be6-cfaf-4e13-98f6-ae97cd7cb55f\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.545}}, {\"32046\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-05 10:43:53.000000+00:00\", \"2019-03-11 04:56:50.000000+00:00\"], \"session_ids\": [\"a66bde8e-a3bb-46d3-a134-9d11e21893e2\", \"a1a7a51b-cc91-4039-bdbc-12395345f4d1\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 2.692}}, {\"5159\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-13 17:51:46.000000+00:00\", \"2020-03-29 21:57:54.000000+00:00\"], \"session_ids\": [\"336c399e-4086-4ba7-84e8-3e4f771eba7e\", \"6f680a0f-98bf-4769-b11d-542b9f64f836\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.551}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into user who is the primary user in terms of quantity of sessions also do sorting by time in app per week in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"65545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-26 22:58:52.000000+00:00\", \"2021-09-15 03:56:28.000000+00:00\", \"2019-01-27 23:04:29.000000+00:00\", \"2020-09-14 00:52:01.000000+00:00\", \"2020-09-16 08:41:31.000000+00:00\", \"2022-09-30 12:50:31.000000+00:00\"], \"session_ids\": [\"6d54f790-ba4d-4852-a6ff-45bf7d872971\", \"c77c348f-3fa7-491a-93f6-5b98df11a224\", \"5d077ae1-7192-4c68-916e-a4cc5274bc7e\", \"e9196535-4370-4866-aafb-817b2d19d419\", \"cd65e84b-3d05-48ce-a6f8-a37febaa3eda\", \"e85023c7-e409-4d22-aa08-0749b10a41d1\"], \"total_duration\": 118.0, \"total_sessions\": 6, \"mean_week_duration\": 0.615}, \"84791\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-05-23 17:56:15.000000+00:00\", \"2022-01-18 12:17:30.000000+00:00\"], \"session_ids\": [\"7b6eec49-ef04-4a89-8507-1446c1bad021\", \"6fe10684-c0a3-4643-bbdb-51132a5a9bad\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.271}, \"14397\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-09-30 03:00:06.000000+00:00\", \"2019-07-31 09:23:11.000000+00:00\"], \"session_ids\": [\"7c43f0d7-01e1-4bb8-954f-6293b65fe38f\", \"712f20a2-339c-46ce-ba55-b9eb8b7cb29d\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 2.478}, \"76070\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-06-01 10:30:50.000000+00:00\", \"2021-12-17 21:30:26.000000+00:00\"], \"session_ids\": [\"25e4ed64-6384-4faf-a9d3-8fce2349743a\", \"873496a5-0477-4b19-84f7-f24ea35c3066\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 1.039}, \"3821\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-03-13 10:08:45.000000+00:00\", \"2019-01-30 07:49:10.000000+00:00\"], \"session_ids\": [\"ec1411d7-2677-4a54-9948-013224ce35db\", \"10ba5fd5-4512-443a-99e5-c3ae444f88b1\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 6.5}, \"32272\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-02-20 07:21:46.000000+00:00\", \"2023-02-22 09:49:54.000000+00:00\"], \"session_ids\": [\"5c8a94b0-f89c-4691-ba74-c4ae8b7440e9\", \"45dad86f-f039-41d5-a50f-495c8e2bc29d\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 0.703}, \"69666\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-01 10:40:33.000000+00:00\", \"2023-03-14 14:38:50.000000+00:00\"], \"session_ids\": [\"3e9347d9-b8dd-4858-822d-8c57915f366b\", \"2b070942-a354-4c40-9ac9-54abe18ce696\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.189}, \"76180\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-09 02:10:53.000000+00:00\", \"2020-11-05 11:57:05.000000+00:00\", \"2020-03-20 01:55:10.000000+00:00\"], \"session_ids\": [\"41ddea57-748e-4bc2-96fc-4cf79a14f228\", \"2e4d0ce3-eeb6-46aa-b47b-c0e103403b4e\", \"73cef89c-56c1-4d83-ae2a-72000e219f4b\"], \"total_duration\": 49.0, \"total_sessions\": 3, \"mean_week_duration\": 0.671}, \"45479\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-12-19 09:48:07.000000+00:00\", \"2021-03-23 06:12:17.000000+00:00\"], \"session_ids\": [\"6bc839bb-ae17-4972-a679-a4122f9c1705\", \"db55ea2c-44ef-4aca-b366-82b96f570cea\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 1.205}, \"84280\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-06-16 07:56:23.000000+00:00\", \"2020-05-21 14:14:27.000000+00:00\", \"2020-09-28 20:29:51.000000+00:00\", \"2021-07-08 20:30:12.000000+00:00\"], \"session_ids\": [\"eb3fb16c-8699-4d46-9a4a-c16b47903c93\", \"1f9b2d72-9183-41fb-a5c8-e808a9d1e5aa\", \"250996a7-4db5-4f2c-9615-b31134d3f4a4\", \"89c7207b-3a4c-4179-8c79-9ef1eb39c27a\"], \"total_duration\": 345.0, \"total_sessions\": 4, \"mean_week_duration\": 3.194}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the highest 1 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": 1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-26 22:58:52.000000+00:00\", \"2021-09-15 03:56:28.000000+00:00\", \"2019-01-27 23:04:29.000000+00:00\", \"2020-09-14 00:52:01.000000+00:00\", \"2020-09-16 08:41:31.000000+00:00\", \"2022-09-30 12:50:31.000000+00:00\"], \"session_ids\": [\"6d54f790-ba4d-4852-a6ff-45bf7d872971\", \"c77c348f-3fa7-491a-93f6-5b98df11a224\", \"5d077ae1-7192-4c68-916e-a4cc5274bc7e\", \"e9196535-4370-4866-aafb-817b2d19d419\", \"cd65e84b-3d05-48ce-a6f8-a37febaa3eda\", \"e85023c7-e409-4d22-aa08-0749b10a41d1\"], \"total_duration\": 118.0, \"total_sessions\": 6, \"mean_week_duration\": 0.615}}, {\"84280\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-06-16 07:56:23.000000+00:00\", \"2020-05-21 14:14:27.000000+00:00\", \"2020-09-28 20:29:51.000000+00:00\", \"2021-07-08 20:30:12.000000+00:00\"], \"session_ids\": [\"eb3fb16c-8699-4d46-9a4a-c16b47903c93\", \"1f9b2d72-9183-41fb-a5c8-e808a9d1e5aa\", \"250996a7-4db5-4f2c-9615-b31134d3f4a4\", \"89c7207b-3a4c-4179-8c79-9ef1eb39c27a\"], \"total_duration\": 345.0, \"total_sessions\": 4, \"mean_week_duration\": 3.194}}, {\"76180\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-09 02:10:53.000000+00:00\", \"2020-11-05 11:57:05.000000+00:00\", \"2020-03-20 01:55:10.000000+00:00\"], \"session_ids\": [\"41ddea57-748e-4bc2-96fc-4cf79a14f228\", \"2e4d0ce3-eeb6-46aa-b47b-c0e103403b4e\", \"73cef89c-56c1-4d83-ae2a-72000e219f4b\"], \"total_duration\": 49.0, \"total_sessions\": 3, \"mean_week_duration\": 0.671}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-26 22:58:52.000000+00:00\", \"2021-09-15 03:56:28.000000+00:00\", \"2019-01-27 23:04:29.000000+00:00\", \"2020-09-14 00:52:01.000000+00:00\", \"2020-09-16 08:41:31.000000+00:00\", \"2022-09-30 12:50:31.000000+00:00\"], \"session_ids\": [\"6d54f790-ba4d-4852-a6ff-45bf7d872971\", \"c77c348f-3fa7-491a-93f6-5b98df11a224\", \"5d077ae1-7192-4c68-916e-a4cc5274bc7e\", \"e9196535-4370-4866-aafb-817b2d19d419\", \"cd65e84b-3d05-48ce-a6f8-a37febaa3eda\", \"e85023c7-e409-4d22-aa08-0749b10a41d1\"], \"total_duration\": 118.0, \"total_sessions\": 6, \"mean_week_duration\": 0.615}}, {\"76180\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-09 02:10:53.000000+00:00\", \"2020-11-05 11:57:05.000000+00:00\", \"2020-03-20 01:55:10.000000+00:00\"], \"session_ids\": [\"41ddea57-748e-4bc2-96fc-4cf79a14f228\", \"2e4d0ce3-eeb6-46aa-b47b-c0e103403b4e\", \"73cef89c-56c1-4d83-ae2a-72000e219f4b\"], \"total_duration\": 49.0, \"total_sessions\": 3, \"mean_week_duration\": 0.671}}, {\"84280\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-06-16 07:56:23.000000+00:00\", \"2020-05-21 14:14:27.000000+00:00\", \"2020-09-28 20:29:51.000000+00:00\", \"2021-07-08 20:30:12.000000+00:00\"], \"session_ids\": [\"eb3fb16c-8699-4d46-9a4a-c16b47903c93\", \"1f9b2d72-9183-41fb-a5c8-e808a9d1e5aa\", \"250996a7-4db5-4f2c-9615-b31134d3f4a4\", \"89c7207b-3a4c-4179-8c79-9ef1eb39c27a\"], \"total_duration\": 345.0, \"total_sessions\": 4, \"mean_week_duration\": 3.194}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-26 22:58:52.000000+00:00\", \"2021-09-15 03:56:28.000000+00:00\", \"2019-01-27 23:04:29.000000+00:00\", \"2020-09-14 00:52:01.000000+00:00\", \"2020-09-16 08:41:31.000000+00:00\", \"2022-09-30 12:50:31.000000+00:00\"], \"session_ids\": [\"6d54f790-ba4d-4852-a6ff-45bf7d872971\", \"c77c348f-3fa7-491a-93f6-5b98df11a224\", \"5d077ae1-7192-4c68-916e-a4cc5274bc7e\", \"e9196535-4370-4866-aafb-817b2d19d419\", \"cd65e84b-3d05-48ce-a6f8-a37febaa3eda\", \"e85023c7-e409-4d22-aa08-0749b10a41d1\"], \"total_duration\": 118.0, \"total_sessions\": 6, \"mean_week_duration\": 0.615}}]\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[{\"65545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-26 22:58:52.000000+00:00\", \"2021-09-15 03:56:28.000000+00:00\", \"2019-01-27 23:04:29.000000+00:00\", \"2020-09-14 00:52:01.000000+00:00\", \"2020-09-16 08:41:31.000000+00:00\", \"2022-09-30 12:50:31.000000+00:00\"], \"session_ids\": [\"6d54f790-ba4d-4852-a6ff-45bf7d872971\", \"c77c348f-3fa7-491a-93f6-5b98df11a224\", \"5d077ae1-7192-4c68-916e-a4cc5274bc7e\", \"e9196535-4370-4866-aafb-817b2d19d419\", \"cd65e84b-3d05-48ce-a6f8-a37febaa3eda\", \"e85023c7-e409-4d22-aa08-0749b10a41d1\"], \"total_duration\": 118.0, \"total_sessions\": 6, \"mean_week_duration\": 0.615}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about 7 users with a overall quantity of sessions that is higher than 2 and lower than 8, exclusive 2 inclusive 8 , moreover apply sorting by sessions count 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{\"63503\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-07 16:59:13.000000+00:00\", \"2022-09-06 14:58:34.000000+00:00\", \"2021-11-22 14:59:25.000000+00:00\"], \"session_ids\": [\"7601c344-733a-4f2c-8522-d69139be0336\", \"76b60de5-563c-4a09-8b9b-210e691c7e0d\", \"8a968ecb-dc02-45ef-b67b-fbb3ccdbd477\"], \"total_duration\": 401.0, \"total_sessions\": 3, \"mean_week_duration\": 9.114}, \"67975\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-11-29 18:17:48.000000+00:00\", \"2022-08-11 16:40:13.000000+00:00\", \"2022-07-10 14:52:12.000000+00:00\", \"2021-07-25 14:43:45.000000+00:00\"], \"session_ids\": [\"57937eed-5403-4dcb-8977-7e5553dc5942\", \"ac98b6cb-350b-4e8c-9658-2049a1cac729\", \"aa54914c-92f5-476b-9a87-4fedda181fa4\", \"49320751-2293-40a8-89f7-899210e79a20\"], \"total_duration\": 84.0, \"total_sessions\": 4, \"mean_week_duration\": 0.944}, \"14228\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-10-09 05:22:11.000000+00:00\", \"2019-05-12 05:30:59.000000+00:00\", \"2019-12-13 05:42:50.000000+00:00\", \"2019-02-25 20:23:04.000000+00:00\", \"2020-12-12 01:14:07.000000+00:00\"], \"session_ids\": [\"d6878d4c-7866-41c6-a1bf-67cd6e345e3f\", \"6b351caa-2b0a-4fe5-804e-98dd8c451af4\", \"fad2b4b2-2287-406b-b23e-e70bac8f4623\", \"fe89e6e5-2cc4-46aa-bb4e-bd53c545fcb1\", \"ee525e27-7ae3-49d9-b77e-31da35dfd3f2\"], \"total_duration\": 2513.0, \"total_sessions\": 5, \"mean_week_duration\": 18.343}, \"53808\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-05 10:24:24.000000+00:00\", \"2021-01-25 13:21:14.000000+00:00\", \"2019-10-12 00:49:25.000000+00:00\", \"2022-04-25 23:23:04.000000+00:00\", \"2021-05-17 13:16:52.000000+00:00\", \"2023-04-05 21:40:24.000000+00:00\", \"2019-02-17 23:29:11.000000+00:00\"], \"session_ids\": [\"84293505-a7e8-47ea-8a1d-1e1f5ae3664b\", \"31865ba7-7561-4b1d-a424-bed4dc04d990\", \"c170badd-07fd-498d-88a7-b042d1f42c92\", \"60262bce-5bba-42e7-8639-1b79d4f6e69b\", \"f445755e-5ebf-422f-a75e-02300d7b8094\", \"f0360be3-56f4-4264-b334-c23cbfa8a1e0\", \"83026f12-16e7-4fb4-a77a-ebc61bc2a8ee\"], \"total_duration\": 11072.0, \"total_sessions\": 7, \"mean_week_duration\": 51.259}, \"14964\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-05-25 20:25:03.000000+00:00\", \"2022-04-22 11:52:54.000000+00:00\", \"2023-04-13 05:21:19.000000+00:00\", \"2020-06-23 11:31:37.000000+00:00\"], \"session_ids\": [\"8dd8c057-b7c8-44a6-b82e-8cf09978cef2\", \"641762ec-2c45-4d1b-80da-e1c025ae775d\", \"7dfdad8b-d664-4cf3-9ad7-8c96fd84f854\", \"0aac69e3-097f-4a2d-b24e-be618d3b587a\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.19}, \"61394\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-11 21:34:19.000000+00:00\", \"2019-11-09 14:25:44.000000+00:00\", \"2021-08-09 01:06:27.000000+00:00\", \"2020-07-16 04:24:24.000000+00:00\"], \"session_ids\": [\"9693c54f-d61d-435e-8065-bcc674952f91\", \"a8684da8-c2ad-4706-9540-f1a55e474146\", \"14252803-ba49-41ff-80d7-815ef1d7be0c\", \"6000712a-d1b1-465f-a51f-13ea005db03b\"], \"total_duration\": 1592.0, \"total_sessions\": 4, \"mean_week_duration\": 8.894}, \"32826\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-17 11:27:33.000000+00:00\", \"2021-01-18 03:55:33.000000+00:00\", \"2021-07-04 18:29:11.000000+00:00\", \"2020-08-15 08:23:52.000000+00:00\", \"2019-03-27 15:01:13.000000+00:00\", \"2023-05-31 06:49:22.000000+00:00\"], \"session_ids\": [\"13a8cfef-4c91-41d6-b6ba-3a6319a87473\", \"fc4e61b1-b4da-41a1-9aeb-839e5a73bbe6\", \"d2bfd50b-8330-44e1-bf0f-7574c1f13161\", \"2ea0f065-f992-4716-9498-224884bebb67\", \"464ee8c1-3c24-4e3a-acaf-bb172c26713b\", \"730a05ce-c52b-40be-9cdf-9a3c89498cd0\"], \"total_duration\": 4908.0, \"total_sessions\": 6, \"mean_week_duration\": 22.514}, \"11138\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-01-26 06:41:28.000000+00:00\", \"2022-08-26 18:12:30.000000+00:00\"], \"session_ids\": [\"b778b0fd-ed47-4aea-965f-f85d86cb2dc5\", \"8503a3a8-d589-4ce6-a02d-247dbb60c4e4\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.548}, \"48648\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-17 02:28:46.000000+00:00\", \"2023-03-12 04:10:19.000000+00:00\", \"2022-09-04 08:48:02.000000+00:00\"], \"session_ids\": [\"e7c6771e-c48f-4e2f-8456-70716cce8c8d\", \"51f60071-4e16-47ed-8774-b6cbd4f7c343\", \"67a8815a-c5a1-47ff-b391-38dc095bf409\"], \"total_duration\": 453.0, \"total_sessions\": 3, \"mean_week_duration\": 9.638}, \"13581\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-13 15:40:27.000000+00:00\", \"2019-11-17 15:30:37.000000+00:00\", \"2020-11-29 21:42:03.000000+00:00\", \"2019-10-21 17:51:50.000000+00:00\", \"2022-03-31 07:14:37.000000+00:00\", \"2020-07-18 02:03:27.000000+00:00\"], \"session_ids\": [\"1db35b9a-3ee7-4bb1-b3aa-a8a7f1462966\", \"47f26d1e-d584-4246-9aa2-5f61263347e9\", \"c02f8a71-3c19-4e83-a507-abc76a6384fb\", \"ac64e75a-a22f-47ee-8bb5-6a6f192cb0d0\", \"6de5d69b-c8d6-4560-a06f-a7a71f9db33c\", \"6fec2534-b425-4153-a349-b470848fe774\"], \"total_duration\": 2475.0, \"total_sessions\": 6, \"mean_week_duration\": 19.336}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are greater than 2 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\": [[2, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"63503\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-07 16:59:13.000000+00:00\", \"2022-09-06 14:58:34.000000+00:00\", \"2021-11-22 14:59:25.000000+00:00\"], \"session_ids\": [\"7601c344-733a-4f2c-8522-d69139be0336\", \"76b60de5-563c-4a09-8b9b-210e691c7e0d\", \"8a968ecb-dc02-45ef-b67b-fbb3ccdbd477\"], \"total_duration\": 401.0, \"total_sessions\": 3, \"mean_week_duration\": 9.114}, \"67975\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-11-29 18:17:48.000000+00:00\", \"2022-08-11 16:40:13.000000+00:00\", \"2022-07-10 14:52:12.000000+00:00\", \"2021-07-25 14:43:45.000000+00:00\"], \"session_ids\": [\"57937eed-5403-4dcb-8977-7e5553dc5942\", \"ac98b6cb-350b-4e8c-9658-2049a1cac729\", \"aa54914c-92f5-476b-9a87-4fedda181fa4\", \"49320751-2293-40a8-89f7-899210e79a20\"], \"total_duration\": 84.0, \"total_sessions\": 4, \"mean_week_duration\": 0.944}, \"14228\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-10-09 05:22:11.000000+00:00\", \"2019-05-12 05:30:59.000000+00:00\", \"2019-12-13 05:42:50.000000+00:00\", \"2019-02-25 20:23:04.000000+00:00\", \"2020-12-12 01:14:07.000000+00:00\"], \"session_ids\": [\"d6878d4c-7866-41c6-a1bf-67cd6e345e3f\", \"6b351caa-2b0a-4fe5-804e-98dd8c451af4\", \"fad2b4b2-2287-406b-b23e-e70bac8f4623\", \"fe89e6e5-2cc4-46aa-bb4e-bd53c545fcb1\", \"ee525e27-7ae3-49d9-b77e-31da35dfd3f2\"], \"total_duration\": 2513.0, \"total_sessions\": 5, \"mean_week_duration\": 18.343}, \"53808\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-05 10:24:24.000000+00:00\", \"2021-01-25 13:21:14.000000+00:00\", \"2019-10-12 00:49:25.000000+00:00\", \"2022-04-25 23:23:04.000000+00:00\", \"2021-05-17 13:16:52.000000+00:00\", \"2023-04-05 21:40:24.000000+00:00\", \"2019-02-17 23:29:11.000000+00:00\"], \"session_ids\": [\"84293505-a7e8-47ea-8a1d-1e1f5ae3664b\", \"31865ba7-7561-4b1d-a424-bed4dc04d990\", \"c170badd-07fd-498d-88a7-b042d1f42c92\", \"60262bce-5bba-42e7-8639-1b79d4f6e69b\", \"f445755e-5ebf-422f-a75e-02300d7b8094\", \"f0360be3-56f4-4264-b334-c23cbfa8a1e0\", \"83026f12-16e7-4fb4-a77a-ebc61bc2a8ee\"], \"total_duration\": 11072.0, \"total_sessions\": 7, \"mean_week_duration\": 51.259}, \"14964\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-05-25 20:25:03.000000+00:00\", \"2022-04-22 11:52:54.000000+00:00\", \"2023-04-13 05:21:19.000000+00:00\", \"2020-06-23 11:31:37.000000+00:00\"], \"session_ids\": [\"8dd8c057-b7c8-44a6-b82e-8cf09978cef2\", \"641762ec-2c45-4d1b-80da-e1c025ae775d\", \"7dfdad8b-d664-4cf3-9ad7-8c96fd84f854\", \"0aac69e3-097f-4a2d-b24e-be618d3b587a\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.19}, \"61394\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-11 21:34:19.000000+00:00\", \"2019-11-09 14:25:44.000000+00:00\", \"2021-08-09 01:06:27.000000+00:00\", \"2020-07-16 04:24:24.000000+00:00\"], \"session_ids\": [\"9693c54f-d61d-435e-8065-bcc674952f91\", \"a8684da8-c2ad-4706-9540-f1a55e474146\", \"14252803-ba49-41ff-80d7-815ef1d7be0c\", \"6000712a-d1b1-465f-a51f-13ea005db03b\"], \"total_duration\": 1592.0, \"total_sessions\": 4, \"mean_week_duration\": 8.894}, \"32826\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-17 11:27:33.000000+00:00\", \"2021-01-18 03:55:33.000000+00:00\", \"2021-07-04 18:29:11.000000+00:00\", \"2020-08-15 08:23:52.000000+00:00\", \"2019-03-27 15:01:13.000000+00:00\", \"2023-05-31 06:49:22.000000+00:00\"], \"session_ids\": [\"13a8cfef-4c91-41d6-b6ba-3a6319a87473\", \"fc4e61b1-b4da-41a1-9aeb-839e5a73bbe6\", \"d2bfd50b-8330-44e1-bf0f-7574c1f13161\", \"2ea0f065-f992-4716-9498-224884bebb67\", \"464ee8c1-3c24-4e3a-acaf-bb172c26713b\", \"730a05ce-c52b-40be-9cdf-9a3c89498cd0\"], \"total_duration\": 4908.0, \"total_sessions\": 6, \"mean_week_duration\": 22.514}, \"48648\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-17 02:28:46.000000+00:00\", \"2023-03-12 04:10:19.000000+00:00\", \"2022-09-04 08:48:02.000000+00:00\"], \"session_ids\": [\"e7c6771e-c48f-4e2f-8456-70716cce8c8d\", \"51f60071-4e16-47ed-8774-b6cbd4f7c343\", \"67a8815a-c5a1-47ff-b391-38dc095bf409\"], \"total_duration\": 453.0, \"total_sessions\": 3, \"mean_week_duration\": 9.638}, \"13581\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-13 15:40:27.000000+00:00\", \"2019-11-17 15:30:37.000000+00:00\", \"2020-11-29 21:42:03.000000+00:00\", \"2019-10-21 17:51:50.000000+00:00\", \"2022-03-31 07:14:37.000000+00:00\", \"2020-07-18 02:03:27.000000+00:00\"], \"session_ids\": [\"1db35b9a-3ee7-4bb1-b3aa-a8a7f1462966\", \"47f26d1e-d584-4246-9aa2-5f61263347e9\", \"c02f8a71-3c19-4e83-a507-abc76a6384fb\", \"ac64e75a-a22f-47ee-8bb5-6a6f192cb0d0\", \"6de5d69b-c8d6-4560-a06f-a7a71f9db33c\", \"6fec2534-b425-4153-a349-b470848fe774\"], \"total_duration\": 2475.0, \"total_sessions\": 6, \"mean_week_duration\": 19.336}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"53808\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-05 10:24:24.000000+00:00\", \"2021-01-25 13:21:14.000000+00:00\", \"2019-10-12 00:49:25.000000+00:00\", \"2022-04-25 23:23:04.000000+00:00\", \"2021-05-17 13:16:52.000000+00:00\", \"2023-04-05 21:40:24.000000+00:00\", \"2019-02-17 23:29:11.000000+00:00\"], \"session_ids\": [\"84293505-a7e8-47ea-8a1d-1e1f5ae3664b\", \"31865ba7-7561-4b1d-a424-bed4dc04d990\", \"c170badd-07fd-498d-88a7-b042d1f42c92\", \"60262bce-5bba-42e7-8639-1b79d4f6e69b\", \"f445755e-5ebf-422f-a75e-02300d7b8094\", \"f0360be3-56f4-4264-b334-c23cbfa8a1e0\", \"83026f12-16e7-4fb4-a77a-ebc61bc2a8ee\"], \"total_duration\": 11072.0, \"total_sessions\": 7, \"mean_week_duration\": 51.259}}, {\"32826\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-17 11:27:33.000000+00:00\", \"2021-01-18 03:55:33.000000+00:00\", \"2021-07-04 18:29:11.000000+00:00\", \"2020-08-15 08:23:52.000000+00:00\", \"2019-03-27 15:01:13.000000+00:00\", \"2023-05-31 06:49:22.000000+00:00\"], \"session_ids\": [\"13a8cfef-4c91-41d6-b6ba-3a6319a87473\", \"fc4e61b1-b4da-41a1-9aeb-839e5a73bbe6\", \"d2bfd50b-8330-44e1-bf0f-7574c1f13161\", \"2ea0f065-f992-4716-9498-224884bebb67\", \"464ee8c1-3c24-4e3a-acaf-bb172c26713b\", \"730a05ce-c52b-40be-9cdf-9a3c89498cd0\"], \"total_duration\": 4908.0, \"total_sessions\": 6, \"mean_week_duration\": 22.514}}, {\"13581\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-13 15:40:27.000000+00:00\", \"2019-11-17 15:30:37.000000+00:00\", \"2020-11-29 21:42:03.000000+00:00\", \"2019-10-21 17:51:50.000000+00:00\", \"2022-03-31 07:14:37.000000+00:00\", \"2020-07-18 02:03:27.000000+00:00\"], \"session_ids\": [\"1db35b9a-3ee7-4bb1-b3aa-a8a7f1462966\", \"47f26d1e-d584-4246-9aa2-5f61263347e9\", \"c02f8a71-3c19-4e83-a507-abc76a6384fb\", \"ac64e75a-a22f-47ee-8bb5-6a6f192cb0d0\", \"6de5d69b-c8d6-4560-a06f-a7a71f9db33c\", \"6fec2534-b425-4153-a349-b470848fe774\"], \"total_duration\": 2475.0, \"total_sessions\": 6, \"mean_week_duration\": 19.336}}, {\"14228\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-10-09 05:22:11.000000+00:00\", \"2019-05-12 05:30:59.000000+00:00\", \"2019-12-13 05:42:50.000000+00:00\", \"2019-02-25 20:23:04.000000+00:00\", \"2020-12-12 01:14:07.000000+00:00\"], \"session_ids\": [\"d6878d4c-7866-41c6-a1bf-67cd6e345e3f\", \"6b351caa-2b0a-4fe5-804e-98dd8c451af4\", \"fad2b4b2-2287-406b-b23e-e70bac8f4623\", \"fe89e6e5-2cc4-46aa-bb4e-bd53c545fcb1\", \"ee525e27-7ae3-49d9-b77e-31da35dfd3f2\"], \"total_duration\": 2513.0, \"total_sessions\": 5, \"mean_week_duration\": 18.343}}, {\"67975\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-11-29 18:17:48.000000+00:00\", \"2022-08-11 16:40:13.000000+00:00\", \"2022-07-10 14:52:12.000000+00:00\", \"2021-07-25 14:43:45.000000+00:00\"], \"session_ids\": [\"57937eed-5403-4dcb-8977-7e5553dc5942\", \"ac98b6cb-350b-4e8c-9658-2049a1cac729\", \"aa54914c-92f5-476b-9a87-4fedda181fa4\", \"49320751-2293-40a8-89f7-899210e79a20\"], \"total_duration\": 84.0, \"total_sessions\": 4, \"mean_week_duration\": 0.944}}, {\"14964\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-05-25 20:25:03.000000+00:00\", \"2022-04-22 11:52:54.000000+00:00\", \"2023-04-13 05:21:19.000000+00:00\", \"2020-06-23 11:31:37.000000+00:00\"], \"session_ids\": [\"8dd8c057-b7c8-44a6-b82e-8cf09978cef2\", \"641762ec-2c45-4d1b-80da-e1c025ae775d\", \"7dfdad8b-d664-4cf3-9ad7-8c96fd84f854\", \"0aac69e3-097f-4a2d-b24e-be618d3b587a\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.19}}, {\"61394\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-11 21:34:19.000000+00:00\", \"2019-11-09 14:25:44.000000+00:00\", \"2021-08-09 01:06:27.000000+00:00\", \"2020-07-16 04:24:24.000000+00:00\"], \"session_ids\": [\"9693c54f-d61d-435e-8065-bcc674952f91\", \"a8684da8-c2ad-4706-9540-f1a55e474146\", \"14252803-ba49-41ff-80d7-815ef1d7be0c\", \"6000712a-d1b1-465f-a51f-13ea005db03b\"], \"total_duration\": 1592.0, \"total_sessions\": 4, \"mean_week_duration\": 8.894}}, {\"63503\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-11-07 16:59:13.000000+00:00\", \"2022-09-06 14:58:34.000000+00:00\", \"2021-11-22 14:59:25.000000+00:00\"], \"session_ids\": [\"7601c344-733a-4f2c-8522-d69139be0336\", \"76b60de5-563c-4a09-8b9b-210e691c7e0d\", \"8a968ecb-dc02-45ef-b67b-fbb3ccdbd477\"], \"total_duration\": 401.0, \"total_sessions\": 3, \"mean_week_duration\": 9.114}}, {\"48648\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-17 02:28:46.000000+00:00\", \"2023-03-12 04:10:19.000000+00:00\", \"2022-09-04 08:48:02.000000+00:00\"], \"session_ids\": [\"e7c6771e-c48f-4e2f-8456-70716cce8c8d\", \"51f60071-4e16-47ed-8774-b6cbd4f7c343\", \"67a8815a-c5a1-47ff-b391-38dc095bf409\"], \"total_duration\": 453.0, \"total_sessions\": 3, \"mean_week_duration\": 9.638}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 7 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"53808\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-05 10:24:24.000000+00:00\", \"2021-01-25 13:21:14.000000+00:00\", \"2019-10-12 00:49:25.000000+00:00\", \"2022-04-25 23:23:04.000000+00:00\", \"2021-05-17 13:16:52.000000+00:00\", \"2023-04-05 21:40:24.000000+00:00\", \"2019-02-17 23:29:11.000000+00:00\"], \"session_ids\": [\"84293505-a7e8-47ea-8a1d-1e1f5ae3664b\", \"31865ba7-7561-4b1d-a424-bed4dc04d990\", \"c170badd-07fd-498d-88a7-b042d1f42c92\", \"60262bce-5bba-42e7-8639-1b79d4f6e69b\", \"f445755e-5ebf-422f-a75e-02300d7b8094\", \"f0360be3-56f4-4264-b334-c23cbfa8a1e0\", \"83026f12-16e7-4fb4-a77a-ebc61bc2a8ee\"], \"total_duration\": 11072.0, \"total_sessions\": 7, \"mean_week_duration\": 51.259}}, {\"32826\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-17 11:27:33.000000+00:00\", \"2021-01-18 03:55:33.000000+00:00\", \"2021-07-04 18:29:11.000000+00:00\", \"2020-08-15 08:23:52.000000+00:00\", \"2019-03-27 15:01:13.000000+00:00\", \"2023-05-31 06:49:22.000000+00:00\"], \"session_ids\": [\"13a8cfef-4c91-41d6-b6ba-3a6319a87473\", \"fc4e61b1-b4da-41a1-9aeb-839e5a73bbe6\", \"d2bfd50b-8330-44e1-bf0f-7574c1f13161\", \"2ea0f065-f992-4716-9498-224884bebb67\", \"464ee8c1-3c24-4e3a-acaf-bb172c26713b\", \"730a05ce-c52b-40be-9cdf-9a3c89498cd0\"], \"total_duration\": 4908.0, \"total_sessions\": 6, \"mean_week_duration\": 22.514}}, {\"13581\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-13 15:40:27.000000+00:00\", \"2019-11-17 15:30:37.000000+00:00\", \"2020-11-29 21:42:03.000000+00:00\", \"2019-10-21 17:51:50.000000+00:00\", \"2022-03-31 07:14:37.000000+00:00\", \"2020-07-18 02:03:27.000000+00:00\"], \"session_ids\": [\"1db35b9a-3ee7-4bb1-b3aa-a8a7f1462966\", \"47f26d1e-d584-4246-9aa2-5f61263347e9\", \"c02f8a71-3c19-4e83-a507-abc76a6384fb\", \"ac64e75a-a22f-47ee-8bb5-6a6f192cb0d0\", \"6de5d69b-c8d6-4560-a06f-a7a71f9db33c\", \"6fec2534-b425-4153-a349-b470848fe774\"], \"total_duration\": 2475.0, \"total_sessions\": 6, \"mean_week_duration\": 19.336}}, {\"14228\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-10-09 05:22:11.000000+00:00\", \"2019-05-12 05:30:59.000000+00:00\", \"2019-12-13 05:42:50.000000+00:00\", \"2019-02-25 20:23:04.000000+00:00\", \"2020-12-12 01:14:07.000000+00:00\"], \"session_ids\": [\"d6878d4c-7866-41c6-a1bf-67cd6e345e3f\", \"6b351caa-2b0a-4fe5-804e-98dd8c451af4\", \"fad2b4b2-2287-406b-b23e-e70bac8f4623\", \"fe89e6e5-2cc4-46aa-bb4e-bd53c545fcb1\", \"ee525e27-7ae3-49d9-b77e-31da35dfd3f2\"], \"total_duration\": 2513.0, \"total_sessions\": 5, \"mean_week_duration\": 18.343}}, {\"67975\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-11-29 18:17:48.000000+00:00\", \"2022-08-11 16:40:13.000000+00:00\", \"2022-07-10 14:52:12.000000+00:00\", \"2021-07-25 14:43:45.000000+00:00\"], \"session_ids\": [\"57937eed-5403-4dcb-8977-7e5553dc5942\", \"ac98b6cb-350b-4e8c-9658-2049a1cac729\", \"aa54914c-92f5-476b-9a87-4fedda181fa4\", \"49320751-2293-40a8-89f7-899210e79a20\"], \"total_duration\": 84.0, \"total_sessions\": 4, \"mean_week_duration\": 0.944}}, {\"14964\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-05-25 20:25:03.000000+00:00\", \"2022-04-22 11:52:54.000000+00:00\", \"2023-04-13 05:21:19.000000+00:00\", \"2020-06-23 11:31:37.000000+00:00\"], \"session_ids\": [\"8dd8c057-b7c8-44a6-b82e-8cf09978cef2\", \"641762ec-2c45-4d1b-80da-e1c025ae775d\", \"7dfdad8b-d664-4cf3-9ad7-8c96fd84f854\", \"0aac69e3-097f-4a2d-b24e-be618d3b587a\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.19}}, {\"61394\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-11 21:34:19.000000+00:00\", \"2019-11-09 14:25:44.000000+00:00\", \"2021-08-09 01:06:27.000000+00:00\", \"2020-07-16 04:24:24.000000+00:00\"], \"session_ids\": [\"9693c54f-d61d-435e-8065-bcc674952f91\", \"a8684da8-c2ad-4706-9540-f1a55e474146\", \"14252803-ba49-41ff-80d7-815ef1d7be0c\", \"6000712a-d1b1-465f-a51f-13ea005db03b\"], \"total_duration\": 1592.0, \"total_sessions\": 4, \"mean_week_duration\": 8.894}}]\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[{\"53808\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-05 10:24:24.000000+00:00\", \"2021-01-25 13:21:14.000000+00:00\", \"2019-10-12 00:49:25.000000+00:00\", \"2022-04-25 23:23:04.000000+00:00\", \"2021-05-17 13:16:52.000000+00:00\", \"2023-04-05 21:40:24.000000+00:00\", \"2019-02-17 23:29:11.000000+00:00\"], \"session_ids\": [\"84293505-a7e8-47ea-8a1d-1e1f5ae3664b\", \"31865ba7-7561-4b1d-a424-bed4dc04d990\", \"c170badd-07fd-498d-88a7-b042d1f42c92\", \"60262bce-5bba-42e7-8639-1b79d4f6e69b\", \"f445755e-5ebf-422f-a75e-02300d7b8094\", \"f0360be3-56f4-4264-b334-c23cbfa8a1e0\", \"83026f12-16e7-4fb4-a77a-ebc61bc2a8ee\"], \"total_duration\": 11072.0, \"total_sessions\": 7, \"mean_week_duration\": 51.259}}, {\"32826\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-17 11:27:33.000000+00:00\", \"2021-01-18 03:55:33.000000+00:00\", \"2021-07-04 18:29:11.000000+00:00\", \"2020-08-15 08:23:52.000000+00:00\", \"2019-03-27 15:01:13.000000+00:00\", \"2023-05-31 06:49:22.000000+00:00\"], \"session_ids\": [\"13a8cfef-4c91-41d6-b6ba-3a6319a87473\", \"fc4e61b1-b4da-41a1-9aeb-839e5a73bbe6\", \"d2bfd50b-8330-44e1-bf0f-7574c1f13161\", \"2ea0f065-f992-4716-9498-224884bebb67\", \"464ee8c1-3c24-4e3a-acaf-bb172c26713b\", \"730a05ce-c52b-40be-9cdf-9a3c89498cd0\"], \"total_duration\": 4908.0, \"total_sessions\": 6, \"mean_week_duration\": 22.514}}, {\"13581\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-13 15:40:27.000000+00:00\", \"2019-11-17 15:30:37.000000+00:00\", \"2020-11-29 21:42:03.000000+00:00\", \"2019-10-21 17:51:50.000000+00:00\", \"2022-03-31 07:14:37.000000+00:00\", \"2020-07-18 02:03:27.000000+00:00\"], \"session_ids\": [\"1db35b9a-3ee7-4bb1-b3aa-a8a7f1462966\", \"47f26d1e-d584-4246-9aa2-5f61263347e9\", \"c02f8a71-3c19-4e83-a507-abc76a6384fb\", \"ac64e75a-a22f-47ee-8bb5-6a6f192cb0d0\", \"6de5d69b-c8d6-4560-a06f-a7a71f9db33c\", \"6fec2534-b425-4153-a349-b470848fe774\"], \"total_duration\": 2475.0, \"total_sessions\": 6, \"mean_week_duration\": 19.336}}, {\"14228\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-10-09 05:22:11.000000+00:00\", \"2019-05-12 05:30:59.000000+00:00\", \"2019-12-13 05:42:50.000000+00:00\", \"2019-02-25 20:23:04.000000+00:00\", \"2020-12-12 01:14:07.000000+00:00\"], \"session_ids\": [\"d6878d4c-7866-41c6-a1bf-67cd6e345e3f\", \"6b351caa-2b0a-4fe5-804e-98dd8c451af4\", \"fad2b4b2-2287-406b-b23e-e70bac8f4623\", \"fe89e6e5-2cc4-46aa-bb4e-bd53c545fcb1\", \"ee525e27-7ae3-49d9-b77e-31da35dfd3f2\"], \"total_duration\": 2513.0, \"total_sessions\": 5, \"mean_week_duration\": 18.343}}, {\"67975\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-11-29 18:17:48.000000+00:00\", \"2022-08-11 16:40:13.000000+00:00\", \"2022-07-10 14:52:12.000000+00:00\", \"2021-07-25 14:43:45.000000+00:00\"], \"session_ids\": [\"57937eed-5403-4dcb-8977-7e5553dc5942\", \"ac98b6cb-350b-4e8c-9658-2049a1cac729\", \"aa54914c-92f5-476b-9a87-4fedda181fa4\", \"49320751-2293-40a8-89f7-899210e79a20\"], \"total_duration\": 84.0, \"total_sessions\": 4, \"mean_week_duration\": 0.944}}, {\"14964\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-05-25 20:25:03.000000+00:00\", \"2022-04-22 11:52:54.000000+00:00\", \"2023-04-13 05:21:19.000000+00:00\", \"2020-06-23 11:31:37.000000+00:00\"], \"session_ids\": [\"8dd8c057-b7c8-44a6-b82e-8cf09978cef2\", \"641762ec-2c45-4d1b-80da-e1c025ae775d\", \"7dfdad8b-d664-4cf3-9ad7-8c96fd84f854\", \"0aac69e3-097f-4a2d-b24e-be618d3b587a\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.19}}, {\"61394\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-11 21:34:19.000000+00:00\", \"2019-11-09 14:25:44.000000+00:00\", \"2021-08-09 01:06:27.000000+00:00\", \"2020-07-16 04:24:24.000000+00:00\"], \"session_ids\": [\"9693c54f-d61d-435e-8065-bcc674952f91\", \"a8684da8-c2ad-4706-9540-f1a55e474146\", \"14252803-ba49-41ff-80d7-815ef1d7be0c\", \"6000712a-d1b1-465f-a51f-13ea005db03b\"], \"total_duration\": 1592.0, \"total_sessions\": 4, \"mean_week_duration\": 8.894}}]\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 4 users whose overall sessions count is strictly bigger than 7 and smaller than 4 plus execute sorting by total sessoins count form the lowest value to the highest value , moreover save only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"10244\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-24 06:11:00.000000+00:00\", \"2019-09-06 00:18:23.000000+00:00\", \"2021-12-29 03:31:03.000000+00:00\", \"2019-03-25 16:52:33.000000+00:00\", \"2020-11-11 09:29:29.000000+00:00\", \"2023-01-27 23:23:17.000000+00:00\", \"2023-01-02 09:27:41.000000+00:00\", \"2022-09-28 02:30:21.000000+00:00\", \"2023-06-15 18:00:37.000000+00:00\", \"2020-06-11 06:47:22.000000+00:00\", \"2021-05-31 06:56:15.000000+00:00\"], \"session_ids\": [\"ceb2ee1d-a887-4171-904b-c41a04f7c33e\", \"d44fe7ff-ca1c-47ce-9a3b-dcc737036a49\", \"8f07a1f7-d108-4117-b119-0b5a2e9fc760\", \"1b9b0f57-38e8-478b-a584-be5d962d18c6\", \"915645c0-2187-4455-b8a8-78319acb138b\", \"25ab3dc2-e40e-455d-8549-d058f179ca0b\", \"70250bf7-8e65-463c-873d-c29987f88773\", \"7ef63172-1a4f-45d5-927f-3eea1f1a6851\", \"570059a9-f5e5-4d51-a6b2-264dbf507bfd\", \"4d5e2715-5618-4736-850e-a933147c8876\", \"0044caee-b24e-4f21-8262-f505496e2bf5\"], \"total_duration\": 256.0, \"total_sessions\": 11, \"mean_week_duration\": 1.158}, \"79818\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-02 02:18:59.000000+00:00\", \"2020-01-25 05:41:45.000000+00:00\", \"2022-04-12 00:05:16.000000+00:00\", \"2019-01-08 05:06:52.000000+00:00\"], \"session_ids\": [\"82b0835d-1fc2-45ae-96b2-7d83e4ac06bf\", \"81df446b-5dfa-4cfb-a15b-7dba611621cd\", \"ec640d49-8262-41a5-910b-d1d957d84665\", \"76053c15-cd2e-4c38-a069-f84273b1afa2\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.207}, \"80361\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-09-05 03:24:33.000000+00:00\", \"2021-10-14 19:05:36.000000+00:00\", \"2022-10-06 12:48:25.000000+00:00\", \"2019-07-18 17:57:36.000000+00:00\", \"2022-06-10 13:00:23.000000+00:00\"], \"session_ids\": [\"ec9ceca6-f3b7-461d-9d56-671d25f844cc\", \"d979569f-579f-43ed-a4ca-f477c1685e02\", \"4622f7ff-0008-400f-aaa9-be497b7e1258\", \"c1eb81eb-1735-41b7-8839-13f0ac374b29\", \"7b559ea8-4b9e-4df6-84b7-f309aed495bb\"], \"total_duration\": 47.0, \"total_sessions\": 5, \"mean_week_duration\": 0.28}, \"9325\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 8, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-01-07 04:26:23.000000+00:00\", \"2020-01-23 08:16:31.000000+00:00\", \"2021-06-08 22:23:25.000000+00:00\", \"2022-05-26 02:55:46.000000+00:00\"], \"session_ids\": [\"48f1dff8-fd56-4472-8367-7a203f0ba97f\", \"edf8edc0-4a2b-4e1e-ac47-09a517c959a0\", \"05b5420a-7ad4-4f97-962e-61803b3e236a\", \"e8b719ad-1088-4f31-b848-41d7a01db456\"], \"total_duration\": 31.0, \"total_sessions\": 4, \"mean_week_duration\": 0.254}, \"25548\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-11-27 22:24:04.000000+00:00\", \"2021-03-07 18:20:52.000000+00:00\", \"2019-06-24 18:59:10.000000+00:00\", \"2019-06-18 16:47:56.000000+00:00\"], \"session_ids\": [\"3cc40265-7967-478e-ac4f-f8f16d760271\", \"d8c94621-3e8d-44b2-8e76-e72cfa809d41\", \"36ba315e-4619-41a9-9b70-2b77afeabdde\", \"2a13e88a-c5fb-453d-912d-607e0f8243cb\"], \"total_duration\": 1500.0, \"total_sessions\": 4, \"mean_week_duration\": 16.667}, \"26547\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-02-01 16:18:38.000000+00:00\", \"2021-02-10 11:17:11.000000+00:00\", \"2022-03-06 18:12:35.000000+00:00\"], \"session_ids\": [\"7057c715-eec2-4a7b-83aa-cfd1c8b822fd\", \"74e079ae-226e-49b3-8b77-e53b27b67d5f\", \"01b700a7-f906-4d84-b3dd-2c7acc56f27d\"], \"total_duration\": 518.0, \"total_sessions\": 3, \"mean_week_duration\": 4.709}, \"13839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-29 13:49:42.000000+00:00\", \"2019-04-12 03:17:02.000000+00:00\"], \"session_ids\": [\"c67ac3e2-222e-4e8e-a9f4-c07b0875a9d0\", \"2862021b-1792-4395-a39c-7e8de698b1ca\"], \"total_duration\": 478.0, \"total_sessions\": 2, \"mean_week_duration\": 7.469}, \"67605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-05 18:24:36.000000+00:00\", \"2020-11-03 18:34:33.000000+00:00\"], \"session_ids\": [\"0f41c1f7-48c8-4e35-b1c3-966834340ae8\", \"0f94dda7-37ad-41ce-9601-6452c4f4eb3a\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 14.889}, \"22395\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-05-03 02:02:56.000000+00:00\", \"2021-08-14 14:33:26.000000+00:00\", \"2019-07-21 11:27:31.000000+00:00\", \"2023-03-30 21:01:37.000000+00:00\", \"2019-07-27 20:04:49.000000+00:00\", \"2021-04-16 11:29:22.000000+00:00\"], \"session_ids\": [\"247466df-31f3-45e3-8f36-3d2e332a5bfb\", \"89913036-4440-463c-a279-873571c4d9b6\", \"a38f7d5e-7a24-4ba9-83c6-c7962ba1e6f6\", \"07b2cd9d-2f7b-4614-a7a3-48f0d8d540b7\", \"f3a37b5e-f69c-4b95-8fea-cbdd11e43156\", \"4c68060e-b6a6-44ff-9bdb-6d44dd797084\"], \"total_duration\": 6249.0, \"total_sessions\": 6, \"mean_week_duration\": 31.561}, \"1420\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-07-31 01:10:27.000000+00:00\", \"2020-07-22 08:02:43.000000+00:00\"], \"session_ids\": [\"ed803648-678e-4a3b-888e-1d317e264269\", \"20a5b739-19a4-4e75-a89f-da4a9c6b1c5a\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 117.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or less than 4 and are greater than 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[4, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"79818\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-02 02:18:59.000000+00:00\", \"2020-01-25 05:41:45.000000+00:00\", \"2022-04-12 00:05:16.000000+00:00\", \"2019-01-08 05:06:52.000000+00:00\"], \"session_ids\": [\"82b0835d-1fc2-45ae-96b2-7d83e4ac06bf\", \"81df446b-5dfa-4cfb-a15b-7dba611621cd\", \"ec640d49-8262-41a5-910b-d1d957d84665\", \"76053c15-cd2e-4c38-a069-f84273b1afa2\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.207}, \"9325\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 8, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-01-07 04:26:23.000000+00:00\", \"2020-01-23 08:16:31.000000+00:00\", \"2021-06-08 22:23:25.000000+00:00\", \"2022-05-26 02:55:46.000000+00:00\"], \"session_ids\": [\"48f1dff8-fd56-4472-8367-7a203f0ba97f\", \"edf8edc0-4a2b-4e1e-ac47-09a517c959a0\", \"05b5420a-7ad4-4f97-962e-61803b3e236a\", \"e8b719ad-1088-4f31-b848-41d7a01db456\"], \"total_duration\": 31.0, \"total_sessions\": 4, \"mean_week_duration\": 0.254}, \"25548\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-11-27 22:24:04.000000+00:00\", \"2021-03-07 18:20:52.000000+00:00\", \"2019-06-24 18:59:10.000000+00:00\", \"2019-06-18 16:47:56.000000+00:00\"], \"session_ids\": [\"3cc40265-7967-478e-ac4f-f8f16d760271\", \"d8c94621-3e8d-44b2-8e76-e72cfa809d41\", \"36ba315e-4619-41a9-9b70-2b77afeabdde\", \"2a13e88a-c5fb-453d-912d-607e0f8243cb\"], \"total_duration\": 1500.0, \"total_sessions\": 4, \"mean_week_duration\": 16.667}, \"26547\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-02-01 16:18:38.000000+00:00\", \"2021-02-10 11:17:11.000000+00:00\", \"2022-03-06 18:12:35.000000+00:00\"], \"session_ids\": [\"7057c715-eec2-4a7b-83aa-cfd1c8b822fd\", \"74e079ae-226e-49b3-8b77-e53b27b67d5f\", \"01b700a7-f906-4d84-b3dd-2c7acc56f27d\"], \"total_duration\": 518.0, \"total_sessions\": 3, \"mean_week_duration\": 4.709}, \"13839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-29 13:49:42.000000+00:00\", \"2019-04-12 03:17:02.000000+00:00\"], \"session_ids\": [\"c67ac3e2-222e-4e8e-a9f4-c07b0875a9d0\", \"2862021b-1792-4395-a39c-7e8de698b1ca\"], \"total_duration\": 478.0, \"total_sessions\": 2, \"mean_week_duration\": 7.469}, \"67605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-05 18:24:36.000000+00:00\", \"2020-11-03 18:34:33.000000+00:00\"], \"session_ids\": [\"0f41c1f7-48c8-4e35-b1c3-966834340ae8\", \"0f94dda7-37ad-41ce-9601-6452c4f4eb3a\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 14.889}, \"1420\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-07-31 01:10:27.000000+00:00\", \"2020-07-22 08:02:43.000000+00:00\"], \"session_ids\": [\"ed803648-678e-4a3b-888e-1d317e264269\", \"20a5b739-19a4-4e75-a89f-da4a9c6b1c5a\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 117.0}, \"10244\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-24 06:11:00.000000+00:00\", \"2019-09-06 00:18:23.000000+00:00\", \"2021-12-29 03:31:03.000000+00:00\", \"2019-03-25 16:52:33.000000+00:00\", \"2020-11-11 09:29:29.000000+00:00\", \"2023-01-27 23:23:17.000000+00:00\", \"2023-01-02 09:27:41.000000+00:00\", \"2022-09-28 02:30:21.000000+00:00\", \"2023-06-15 18:00:37.000000+00:00\", \"2020-06-11 06:47:22.000000+00:00\", \"2021-05-31 06:56:15.000000+00:00\"], \"session_ids\": [\"ceb2ee1d-a887-4171-904b-c41a04f7c33e\", \"d44fe7ff-ca1c-47ce-9a3b-dcc737036a49\", \"8f07a1f7-d108-4117-b119-0b5a2e9fc760\", \"1b9b0f57-38e8-478b-a584-be5d962d18c6\", \"915645c0-2187-4455-b8a8-78319acb138b\", \"25ab3dc2-e40e-455d-8549-d058f179ca0b\", \"70250bf7-8e65-463c-873d-c29987f88773\", \"7ef63172-1a4f-45d5-927f-3eea1f1a6851\", \"570059a9-f5e5-4d51-a6b2-264dbf507bfd\", \"4d5e2715-5618-4736-850e-a933147c8876\", \"0044caee-b24e-4f21-8262-f505496e2bf5\"], \"total_duration\": 256.0, \"total_sessions\": 11, \"mean_week_duration\": 1.158}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"13839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-29 13:49:42.000000+00:00\", \"2019-04-12 03:17:02.000000+00:00\"], \"session_ids\": [\"c67ac3e2-222e-4e8e-a9f4-c07b0875a9d0\", \"2862021b-1792-4395-a39c-7e8de698b1ca\"], \"total_duration\": 478.0, \"total_sessions\": 2, \"mean_week_duration\": 7.469}}, {\"67605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-05 18:24:36.000000+00:00\", \"2020-11-03 18:34:33.000000+00:00\"], \"session_ids\": [\"0f41c1f7-48c8-4e35-b1c3-966834340ae8\", \"0f94dda7-37ad-41ce-9601-6452c4f4eb3a\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 14.889}}, {\"1420\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-07-31 01:10:27.000000+00:00\", \"2020-07-22 08:02:43.000000+00:00\"], \"session_ids\": [\"ed803648-678e-4a3b-888e-1d317e264269\", \"20a5b739-19a4-4e75-a89f-da4a9c6b1c5a\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 117.0}}, {\"26547\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-02-01 16:18:38.000000+00:00\", \"2021-02-10 11:17:11.000000+00:00\", \"2022-03-06 18:12:35.000000+00:00\"], \"session_ids\": [\"7057c715-eec2-4a7b-83aa-cfd1c8b822fd\", \"74e079ae-226e-49b3-8b77-e53b27b67d5f\", \"01b700a7-f906-4d84-b3dd-2c7acc56f27d\"], \"total_duration\": 518.0, \"total_sessions\": 3, \"mean_week_duration\": 4.709}}, {\"79818\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-01-02 02:18:59.000000+00:00\", \"2020-01-25 05:41:45.000000+00:00\", \"2022-04-12 00:05:16.000000+00:00\", \"2019-01-08 05:06:52.000000+00:00\"], \"session_ids\": [\"82b0835d-1fc2-45ae-96b2-7d83e4ac06bf\", \"81df446b-5dfa-4cfb-a15b-7dba611621cd\", \"ec640d49-8262-41a5-910b-d1d957d84665\", \"76053c15-cd2e-4c38-a069-f84273b1afa2\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.207}}, {\"9325\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 8, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-01-07 04:26:23.000000+00:00\", \"2020-01-23 08:16:31.000000+00:00\", \"2021-06-08 22:23:25.000000+00:00\", \"2022-05-26 02:55:46.000000+00:00\"], \"session_ids\": [\"48f1dff8-fd56-4472-8367-7a203f0ba97f\", \"edf8edc0-4a2b-4e1e-ac47-09a517c959a0\", \"05b5420a-7ad4-4f97-962e-61803b3e236a\", \"e8b719ad-1088-4f31-b848-41d7a01db456\"], \"total_duration\": 31.0, \"total_sessions\": 4, \"mean_week_duration\": 0.254}}, {\"25548\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-11-27 22:24:04.000000+00:00\", \"2021-03-07 18:20:52.000000+00:00\", \"2019-06-24 18:59:10.000000+00:00\", \"2019-06-18 16:47:56.000000+00:00\"], \"session_ids\": [\"3cc40265-7967-478e-ac4f-f8f16d760271\", \"d8c94621-3e8d-44b2-8e76-e72cfa809d41\", \"36ba315e-4619-41a9-9b70-2b77afeabdde\", \"2a13e88a-c5fb-453d-912d-607e0f8243cb\"], \"total_duration\": 1500.0, \"total_sessions\": 4, \"mean_week_duration\": 16.667}}, {\"10244\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-24 06:11:00.000000+00:00\", \"2019-09-06 00:18:23.000000+00:00\", \"2021-12-29 03:31:03.000000+00:00\", \"2019-03-25 16:52:33.000000+00:00\", \"2020-11-11 09:29:29.000000+00:00\", \"2023-01-27 23:23:17.000000+00:00\", \"2023-01-02 09:27:41.000000+00:00\", \"2022-09-28 02:30:21.000000+00:00\", \"2023-06-15 18:00:37.000000+00:00\", \"2020-06-11 06:47:22.000000+00:00\", \"2021-05-31 06:56:15.000000+00:00\"], \"session_ids\": [\"ceb2ee1d-a887-4171-904b-c41a04f7c33e\", \"d44fe7ff-ca1c-47ce-9a3b-dcc737036a49\", \"8f07a1f7-d108-4117-b119-0b5a2e9fc760\", \"1b9b0f57-38e8-478b-a584-be5d962d18c6\", \"915645c0-2187-4455-b8a8-78319acb138b\", \"25ab3dc2-e40e-455d-8549-d058f179ca0b\", \"70250bf7-8e65-463c-873d-c29987f88773\", \"7ef63172-1a4f-45d5-927f-3eea1f1a6851\", \"570059a9-f5e5-4d51-a6b2-264dbf507bfd\", \"4d5e2715-5618-4736-850e-a933147c8876\", \"0044caee-b24e-4f21-8262-f505496e2bf5\"], \"total_duration\": 256.0, \"total_sessions\": 11, \"mean_week_duration\": 1.158}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"13839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-29 13:49:42.000000+00:00\", \"2019-04-12 03:17:02.000000+00:00\"], \"session_ids\": [\"c67ac3e2-222e-4e8e-a9f4-c07b0875a9d0\", \"2862021b-1792-4395-a39c-7e8de698b1ca\"], \"total_duration\": 478.0, \"total_sessions\": 2, \"mean_week_duration\": 7.469}}, {\"67605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-05 18:24:36.000000+00:00\", \"2020-11-03 18:34:33.000000+00:00\"], \"session_ids\": [\"0f41c1f7-48c8-4e35-b1c3-966834340ae8\", \"0f94dda7-37ad-41ce-9601-6452c4f4eb3a\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 14.889}}, {\"1420\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-07-31 01:10:27.000000+00:00\", \"2020-07-22 08:02:43.000000+00:00\"], \"session_ids\": [\"ed803648-678e-4a3b-888e-1d317e264269\", \"20a5b739-19a4-4e75-a89f-da4a9c6b1c5a\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 117.0}}]\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[{\"13839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-29 13:49:42.000000+00:00\", \"2019-04-12 03:17:02.000000+00:00\"], \"session_ids\": [\"c67ac3e2-222e-4e8e-a9f4-c07b0875a9d0\", \"2862021b-1792-4395-a39c-7e8de698b1ca\"], \"total_duration\": 478.0, \"total_sessions\": 2, \"mean_week_duration\": 7.469}}, {\"67605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-05 18:24:36.000000+00:00\", \"2020-11-03 18:34:33.000000+00:00\"], \"session_ids\": [\"0f41c1f7-48c8-4e35-b1c3-966834340ae8\", \"0f94dda7-37ad-41ce-9601-6452c4f4eb3a\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 14.889}}, {\"1420\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-07-31 01:10:27.000000+00:00\", \"2020-07-22 08:02:43.000000+00:00\"], \"session_ids\": [\"ed803648-678e-4a3b-888e-1d317e264269\", \"20a5b739-19a4-4e75-a89f-da4a9c6b1c5a\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 117.0}}]\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": "Inform me regarding 8 users with a app usage time per week that is above 1 additionaly sort by site usage time per week in asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"20710\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-10-30 14:03:46.000000+00:00\", \"2021-05-31 15:48:48.000000+00:00\", \"2023-02-15 23:36:05.000000+00:00\"], \"session_ids\": [\"19d7719b-21d8-4d1d-af12-bf07ab8fff9e\", \"1559719e-2f13-42eb-9299-9c300510db9e\", \"72be2710-6fbe-4ccf-ac18-e21c112c53e8\"], \"total_duration\": 57.0, \"total_sessions\": 3, \"mean_week_duration\": 0.633}, \"83485\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-06 00:53:46.000000+00:00\", \"2019-10-28 17:32:11.000000+00:00\"], \"session_ids\": [\"77430b55-2821-4c38-8be6-f96ee59b625a\", \"81a27aaa-092c-4c53-babd-4670ee32924e\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 28.0}, \"29396\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-04 18:10:16.000000+00:00\", \"2023-01-07 00:06:28.000000+00:00\"], \"session_ids\": [\"cd2d2d07-b373-4a68-bfa1-f3df33053f60\", \"ae549e86-82ff-41a0-a578-6e003ec6e93d\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 1.538}, \"94383\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-12-20 06:08:55.000000+00:00\", \"2022-10-06 00:50:03.000000+00:00\", \"2020-07-31 01:07:45.000000+00:00\"], \"session_ids\": [\"969cea87-4a25-4cec-b780-e17f5d6381ef\", \"b083062f-c0e6-4ff6-a5c5-1cf447acec2b\", \"48570527-fd29-4f1b-8571-bb26856c422b\"], \"total_duration\": 125.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}, \"55893\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-21 09:22:56.000000+00:00\", \"2021-05-18 10:53:23.000000+00:00\"], \"session_ids\": [\"2110f092-6c00-454f-85e2-db8a54ab5fee\", \"9b2b43d2-81c5-40db-b4dd-f32ddb007bfa\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 10.429}, \"94675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-03 09:39:41.000000+00:00\", \"2019-08-10 13:41:53.000000+00:00\"], \"session_ids\": [\"5d43c256-94f0-44be-a283-46aeeadee056\", \"f159d5ed-8d85-4b45-82dc-c77f51884724\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"91507\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-20 09:26:54.000000+00:00\", \"2022-03-04 13:37:00.000000+00:00\", \"2020-04-26 15:01:54.000000+00:00\"], \"session_ids\": [\"bebc1c3a-3a20-4da8-8df1-9d200f946463\", \"d04217d9-7678-4b04-89db-442d492fe861\", \"37b78053-3133-4bc4-b803-1503cd53034e\"], \"total_duration\": 589.0, \"total_sessions\": 3, \"mean_week_duration\": 6.072}, \"92568\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-06-01 18:10:21.000000+00:00\", \"2023-06-14 23:48:15.000000+00:00\"], \"session_ids\": [\"f95a7faa-e01e-4c02-935c-ae84d89c18c5\", \"07f692b5-ff0f-4a3b-9298-24ed5c8b43e5\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.477}, \"91427\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-14 13:13:45.000000+00:00\", \"2020-03-01 20:19:43.000000+00:00\"], \"session_ids\": [\"cd475189-7889-4a0d-85b3-8bd8497300ab\", \"5799a29e-762e-4a15-9d3d-7fe5c01d7bda\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 1.415}, \"47811\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-02-11 08:14:53.000000+00:00\", \"2022-08-05 09:32:38.000000+00:00\", \"2022-07-06 06:13:00.000000+00:00\"], \"session_ids\": [\"8808e51c-cd3b-43bc-a3b3-d921d51eebd2\", \"ece748aa-471e-40c0-b3f9-cc0d01625022\", \"c9f04b17-409a-4124-b7f5-ff5c985e9f0d\"], \"total_duration\": 313.0, \"total_sessions\": 3, \"mean_week_duration\": 2.408}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or greater than 1" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\"]]}, \"all_values\": {\"mean_week_duration\": [[1, 34]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83485\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-06 00:53:46.000000+00:00\", \"2019-10-28 17:32:11.000000+00:00\"], \"session_ids\": [\"77430b55-2821-4c38-8be6-f96ee59b625a\", \"81a27aaa-092c-4c53-babd-4670ee32924e\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 28.0}, \"29396\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-04 18:10:16.000000+00:00\", \"2023-01-07 00:06:28.000000+00:00\"], \"session_ids\": [\"cd2d2d07-b373-4a68-bfa1-f3df33053f60\", \"ae549e86-82ff-41a0-a578-6e003ec6e93d\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 1.538}, \"94383\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-12-20 06:08:55.000000+00:00\", \"2022-10-06 00:50:03.000000+00:00\", \"2020-07-31 01:07:45.000000+00:00\"], \"session_ids\": [\"969cea87-4a25-4cec-b780-e17f5d6381ef\", \"b083062f-c0e6-4ff6-a5c5-1cf447acec2b\", \"48570527-fd29-4f1b-8571-bb26856c422b\"], \"total_duration\": 125.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}, \"55893\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-21 09:22:56.000000+00:00\", \"2021-05-18 10:53:23.000000+00:00\"], \"session_ids\": [\"2110f092-6c00-454f-85e2-db8a54ab5fee\", \"9b2b43d2-81c5-40db-b4dd-f32ddb007bfa\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 10.429}, \"94675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-03 09:39:41.000000+00:00\", \"2019-08-10 13:41:53.000000+00:00\"], \"session_ids\": [\"5d43c256-94f0-44be-a283-46aeeadee056\", \"f159d5ed-8d85-4b45-82dc-c77f51884724\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"91507\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-20 09:26:54.000000+00:00\", \"2022-03-04 13:37:00.000000+00:00\", \"2020-04-26 15:01:54.000000+00:00\"], \"session_ids\": [\"bebc1c3a-3a20-4da8-8df1-9d200f946463\", \"d04217d9-7678-4b04-89db-442d492fe861\", \"37b78053-3133-4bc4-b803-1503cd53034e\"], \"total_duration\": 589.0, \"total_sessions\": 3, \"mean_week_duration\": 6.072}, \"92568\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-06-01 18:10:21.000000+00:00\", \"2023-06-14 23:48:15.000000+00:00\"], \"session_ids\": [\"f95a7faa-e01e-4c02-935c-ae84d89c18c5\", \"07f692b5-ff0f-4a3b-9298-24ed5c8b43e5\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.477}, \"91427\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-14 13:13:45.000000+00:00\", \"2020-03-01 20:19:43.000000+00:00\"], \"session_ids\": [\"cd475189-7889-4a0d-85b3-8bd8497300ab\", \"5799a29e-762e-4a15-9d3d-7fe5c01d7bda\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 1.415}, \"47811\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-02-11 08:14:53.000000+00:00\", \"2022-08-05 09:32:38.000000+00:00\", \"2022-07-06 06:13:00.000000+00:00\"], \"session_ids\": [\"8808e51c-cd3b-43bc-a3b3-d921d51eebd2\", \"ece748aa-471e-40c0-b3f9-cc0d01625022\", \"c9f04b17-409a-4124-b7f5-ff5c985e9f0d\"], \"total_duration\": 313.0, \"total_sessions\": 3, \"mean_week_duration\": 2.408}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"94383\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-12-20 06:08:55.000000+00:00\", \"2022-10-06 00:50:03.000000+00:00\", \"2020-07-31 01:07:45.000000+00:00\"], \"session_ids\": [\"969cea87-4a25-4cec-b780-e17f5d6381ef\", \"b083062f-c0e6-4ff6-a5c5-1cf447acec2b\", \"48570527-fd29-4f1b-8571-bb26856c422b\"], \"total_duration\": 125.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}}, {\"91427\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-14 13:13:45.000000+00:00\", \"2020-03-01 20:19:43.000000+00:00\"], \"session_ids\": [\"cd475189-7889-4a0d-85b3-8bd8497300ab\", \"5799a29e-762e-4a15-9d3d-7fe5c01d7bda\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 1.415}}, {\"92568\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-06-01 18:10:21.000000+00:00\", \"2023-06-14 23:48:15.000000+00:00\"], \"session_ids\": [\"f95a7faa-e01e-4c02-935c-ae84d89c18c5\", \"07f692b5-ff0f-4a3b-9298-24ed5c8b43e5\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.477}}, {\"29396\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-04 18:10:16.000000+00:00\", \"2023-01-07 00:06:28.000000+00:00\"], \"session_ids\": [\"cd2d2d07-b373-4a68-bfa1-f3df33053f60\", \"ae549e86-82ff-41a0-a578-6e003ec6e93d\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 1.538}}, {\"47811\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-02-11 08:14:53.000000+00:00\", \"2022-08-05 09:32:38.000000+00:00\", \"2022-07-06 06:13:00.000000+00:00\"], \"session_ids\": [\"8808e51c-cd3b-43bc-a3b3-d921d51eebd2\", \"ece748aa-471e-40c0-b3f9-cc0d01625022\", \"c9f04b17-409a-4124-b7f5-ff5c985e9f0d\"], \"total_duration\": 313.0, \"total_sessions\": 3, \"mean_week_duration\": 2.408}}, {\"94675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-03 09:39:41.000000+00:00\", \"2019-08-10 13:41:53.000000+00:00\"], \"session_ids\": [\"5d43c256-94f0-44be-a283-46aeeadee056\", \"f159d5ed-8d85-4b45-82dc-c77f51884724\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}}, {\"91507\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-20 09:26:54.000000+00:00\", \"2022-03-04 13:37:00.000000+00:00\", \"2020-04-26 15:01:54.000000+00:00\"], \"session_ids\": [\"bebc1c3a-3a20-4da8-8df1-9d200f946463\", \"d04217d9-7678-4b04-89db-442d492fe861\", \"37b78053-3133-4bc4-b803-1503cd53034e\"], \"total_duration\": 589.0, \"total_sessions\": 3, \"mean_week_duration\": 6.072}}, {\"55893\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-21 09:22:56.000000+00:00\", \"2021-05-18 10:53:23.000000+00:00\"], \"session_ids\": [\"2110f092-6c00-454f-85e2-db8a54ab5fee\", \"9b2b43d2-81c5-40db-b4dd-f32ddb007bfa\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 10.429}}, {\"83485\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-06 00:53:46.000000+00:00\", \"2019-10-28 17:32:11.000000+00:00\"], \"session_ids\": [\"77430b55-2821-4c38-8be6-f96ee59b625a\", \"81a27aaa-092c-4c53-babd-4670ee32924e\"], \"total_duration\": 420.0, \"total_sessions\": 2, \"mean_week_duration\": 28.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 8 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"94383\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-12-20 06:08:55.000000+00:00\", \"2022-10-06 00:50:03.000000+00:00\", \"2020-07-31 01:07:45.000000+00:00\"], \"session_ids\": [\"969cea87-4a25-4cec-b780-e17f5d6381ef\", \"b083062f-c0e6-4ff6-a5c5-1cf447acec2b\", \"48570527-fd29-4f1b-8571-bb26856c422b\"], \"total_duration\": 125.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}}, {\"91427\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-14 13:13:45.000000+00:00\", \"2020-03-01 20:19:43.000000+00:00\"], \"session_ids\": [\"cd475189-7889-4a0d-85b3-8bd8497300ab\", \"5799a29e-762e-4a15-9d3d-7fe5c01d7bda\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 1.415}}, {\"92568\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-06-01 18:10:21.000000+00:00\", \"2023-06-14 23:48:15.000000+00:00\"], \"session_ids\": [\"f95a7faa-e01e-4c02-935c-ae84d89c18c5\", \"07f692b5-ff0f-4a3b-9298-24ed5c8b43e5\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.477}}, {\"29396\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-04 18:10:16.000000+00:00\", \"2023-01-07 00:06:28.000000+00:00\"], \"session_ids\": [\"cd2d2d07-b373-4a68-bfa1-f3df33053f60\", \"ae549e86-82ff-41a0-a578-6e003ec6e93d\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 1.538}}, {\"47811\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-02-11 08:14:53.000000+00:00\", \"2022-08-05 09:32:38.000000+00:00\", \"2022-07-06 06:13:00.000000+00:00\"], \"session_ids\": [\"8808e51c-cd3b-43bc-a3b3-d921d51eebd2\", \"ece748aa-471e-40c0-b3f9-cc0d01625022\", \"c9f04b17-409a-4124-b7f5-ff5c985e9f0d\"], \"total_duration\": 313.0, \"total_sessions\": 3, \"mean_week_duration\": 2.408}}, {\"94675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-03 09:39:41.000000+00:00\", \"2019-08-10 13:41:53.000000+00:00\"], \"session_ids\": [\"5d43c256-94f0-44be-a283-46aeeadee056\", \"f159d5ed-8d85-4b45-82dc-c77f51884724\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}}, {\"91507\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-20 09:26:54.000000+00:00\", \"2022-03-04 13:37:00.000000+00:00\", \"2020-04-26 15:01:54.000000+00:00\"], \"session_ids\": [\"bebc1c3a-3a20-4da8-8df1-9d200f946463\", \"d04217d9-7678-4b04-89db-442d492fe861\", \"37b78053-3133-4bc4-b803-1503cd53034e\"], \"total_duration\": 589.0, \"total_sessions\": 3, \"mean_week_duration\": 6.072}}, {\"55893\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-21 09:22:56.000000+00:00\", \"2021-05-18 10:53:23.000000+00:00\"], \"session_ids\": [\"2110f092-6c00-454f-85e2-db8a54ab5fee\", \"9b2b43d2-81c5-40db-b4dd-f32ddb007bfa\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 10.429}}]\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[{\"94383\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-12-20 06:08:55.000000+00:00\", \"2022-10-06 00:50:03.000000+00:00\", \"2020-07-31 01:07:45.000000+00:00\"], \"session_ids\": [\"969cea87-4a25-4cec-b780-e17f5d6381ef\", \"b083062f-c0e6-4ff6-a5c5-1cf447acec2b\", \"48570527-fd29-4f1b-8571-bb26856c422b\"], \"total_duration\": 125.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}}, {\"91427\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-14 13:13:45.000000+00:00\", \"2020-03-01 20:19:43.000000+00:00\"], \"session_ids\": [\"cd475189-7889-4a0d-85b3-8bd8497300ab\", \"5799a29e-762e-4a15-9d3d-7fe5c01d7bda\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 1.415}}, {\"92568\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-06-01 18:10:21.000000+00:00\", \"2023-06-14 23:48:15.000000+00:00\"], \"session_ids\": [\"f95a7faa-e01e-4c02-935c-ae84d89c18c5\", \"07f692b5-ff0f-4a3b-9298-24ed5c8b43e5\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.477}}, {\"29396\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-04 18:10:16.000000+00:00\", \"2023-01-07 00:06:28.000000+00:00\"], \"session_ids\": [\"cd2d2d07-b373-4a68-bfa1-f3df33053f60\", \"ae549e86-82ff-41a0-a578-6e003ec6e93d\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 1.538}}, {\"47811\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-02-11 08:14:53.000000+00:00\", \"2022-08-05 09:32:38.000000+00:00\", \"2022-07-06 06:13:00.000000+00:00\"], \"session_ids\": [\"8808e51c-cd3b-43bc-a3b3-d921d51eebd2\", \"ece748aa-471e-40c0-b3f9-cc0d01625022\", \"c9f04b17-409a-4124-b7f5-ff5c985e9f0d\"], \"total_duration\": 313.0, \"total_sessions\": 3, \"mean_week_duration\": 2.408}}, {\"94675\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-03 09:39:41.000000+00:00\", \"2019-08-10 13:41:53.000000+00:00\"], \"session_ids\": [\"5d43c256-94f0-44be-a283-46aeeadee056\", \"f159d5ed-8d85-4b45-82dc-c77f51884724\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}}, {\"91507\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-20 09:26:54.000000+00:00\", \"2022-03-04 13:37:00.000000+00:00\", \"2020-04-26 15:01:54.000000+00:00\"], \"session_ids\": [\"bebc1c3a-3a20-4da8-8df1-9d200f946463\", \"d04217d9-7678-4b04-89db-442d492fe861\", \"37b78053-3133-4bc4-b803-1503cd53034e\"], \"total_duration\": 589.0, \"total_sessions\": 3, \"mean_week_duration\": 6.072}}, {\"55893\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-21 09:22:56.000000+00:00\", \"2021-05-18 10:53:23.000000+00:00\"], \"session_ids\": [\"2110f092-6c00-454f-85e2-db8a54ab5fee\", \"9b2b43d2-81c5-40db-b4dd-f32ddb007bfa\"], \"total_duration\": 146.0, \"total_sessions\": 2, \"mean_week_duration\": 10.429}}]\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 users with a sum of sessions that is higher than 10 and lower than 2, exclusive 2 and implement sorting by town_name from the smallest to the largest." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"9237\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-01-04 04:21:52.000000+00:00\", \"2022-07-02 00:44:53.000000+00:00\", \"2021-02-03 23:04:41.000000+00:00\", \"2020-10-30 14:08:15.000000+00:00\"], \"session_ids\": [\"d3f175c1-744c-4deb-abb9-fd20f4f9dc0f\", \"60cf923c-3cc6-470a-aa63-17f6072772e7\", \"dd918dc2-4a4a-4af0-9806-2a5c42aa9e1b\", \"81b8af5d-b031-4de4-94c0-add125f1ee4a\"], \"total_duration\": 643.0, \"total_sessions\": 4, \"mean_week_duration\": 7.391}, \"54487\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-29 19:34:30.000000+00:00\", \"2021-05-09 01:13:34.000000+00:00\"], \"session_ids\": [\"5caefbfe-58cc-4447-9516-dd595d9630e9\", \"bfd11dde-eea4-4c7b-89fd-00ef28ee2249\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 29.5}, \"4336\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-01-27 11:30:44.000000+00:00\", \"2019-02-16 07:38:57.000000+00:00\", \"2020-05-18 08:22:48.000000+00:00\", \"2020-11-14 05:57:08.000000+00:00\"], \"session_ids\": [\"2d853384-5a98-4986-9eca-5f0a93bb2f9a\", \"fab82549-e8f2-4d90-b151-92b20f7f4ea7\", \"c6ce9513-52ef-43b9-905d-e21379697226\", \"486c2fca-d649-47d1-97fe-f838e7271001\"], \"total_duration\": 1644.0, \"total_sessions\": 4, \"mean_week_duration\": 17.489}, \"96907\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-04 00:50:02.000000+00:00\", \"2022-09-18 02:46:05.000000+00:00\", \"2022-09-19 12:48:17.000000+00:00\"], \"session_ids\": [\"dfd16c43-9670-432c-a8f5-de5cb6f3da5d\", \"5da50d59-7f2e-407e-9bb3-e5a6367ce487\", \"b31c5c09-0e99-4bec-9397-a9844146ae97\"], \"total_duration\": 62.0, \"total_sessions\": 3, \"mean_week_duration\": 1.476}, \"26650\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-09-14 17:05:56.000000+00:00\", \"2021-10-09 02:48:00.000000+00:00\", \"2020-10-06 00:33:42.000000+00:00\", \"2023-02-22 09:58:17.000000+00:00\"], \"session_ids\": [\"decc82e7-a648-473a-aa0d-e6359f050454\", \"72eaa761-3c47-466c-96c0-8e3dd80525e3\", \"b7518275-e429-4a48-9038-7b638ba06fda\", \"67d06522-3adc-42ec-973f-4f846b658819\"], \"total_duration\": 288.0, \"total_sessions\": 4, \"mean_week_duration\": 2.25}, \"72452\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-03-21 19:12:39.000000+00:00\", \"2021-02-20 23:04:25.000000+00:00\"], \"session_ids\": [\"3dcf4b4c-4984-4c70-ad7a-a77dfe7af821\", \"f4aa2659-b307-4d33-930f-a2c97e02d899\"], \"total_duration\": 291.0, \"total_sessions\": 2, \"mean_week_duration\": 6.062}, \"46265\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-08-24 21:15:00.000000+00:00\", \"2023-01-15 00:14:58.000000+00:00\"], \"session_ids\": [\"3b249359-6a9d-4629-8c9a-92f795a48314\", \"e6065dd5-e7ec-462e-83d9-f2c2502dc813\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 4.233}, \"77060\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-11-03 04:03:12.000000+00:00\", \"2021-10-18 11:50:34.000000+00:00\", \"2021-01-21 08:12:02.000000+00:00\", \"2020-07-27 08:45:28.000000+00:00\", \"2019-03-08 17:31:39.000000+00:00\"], \"session_ids\": [\"0a6ece79-ab76-42c6-b305-9725133ae99a\", \"9148ec33-876c-4124-9004-d4fb680a7d59\", \"cb5d2f66-6c97-4a33-8dc6-bfac4378a9ec\", \"ef8cbd97-cf90-45e3-925b-fce224aa0b85\", \"ab50542a-8e76-433b-b602-09147ab43d2d\"], \"total_duration\": 2299.0, \"total_sessions\": 5, \"mean_week_duration\": 16.781}, \"38690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-02-22 06:41:29.000000+00:00\", \"2022-03-12 16:18:26.000000+00:00\"], \"session_ids\": [\"0d8fe98e-476f-40ba-9000-43dcc66caf33\", \"57017a9a-5981-4a13-a5d5-19f0c94f72e8\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.1}, \"4573\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-07-26 13:52:45.000000+00:00\", \"2022-10-14 01:29:06.000000+00:00\"], \"session_ids\": [\"8b51b1c4-74c0-42b3-a11d-4cde5445b685\", \"315de997-879c-4c87-b170-517263d3f5aa\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 0.851}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are less than 2 and are equal or greater than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\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 insights into 6 users who are currently living in city Belize City + carry out sorting by total sessions 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{\"18159\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-08-10 14:22:37.000000+00:00\", \"2022-07-02 21:41:24.000000+00:00\", \"2021-12-05 18:03:35.000000+00:00\", \"2023-05-26 21:29:52.000000+00:00\", \"2023-03-29 11:36:03.000000+00:00\", \"2020-02-04 02:52:25.000000+00:00\", \"2021-12-15 03:04:47.000000+00:00\", \"2022-10-13 06:51:14.000000+00:00\", \"2020-02-25 16:42:16.000000+00:00\"], \"session_ids\": [\"037427e8-0d53-4190-bb60-340b5d03128f\", \"cdae400f-3de3-4804-84f2-9a47e87f7319\", \"92c37ac9-70ff-46fd-ac08-bd4f68b4606d\", \"60b6e906-9e59-417e-a44b-4fa747b67090\", \"f75dabf0-0b30-45ca-8c45-cd0bbee096fd\", \"a7ab860e-2d86-4db9-889a-93cb45fe8386\", \"a16f049c-5fbb-49bf-8be9-f02e02640e18\", \"8bff0e44-3ede-4e82-9b8d-f7a7a3542348\", \"210855aa-048a-4ac2-923a-45b29b49ab3a\"], \"total_duration\": 244.0, \"total_sessions\": 9, \"mean_week_duration\": 1.41}, \"52650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-11-09 10:03:04.000000+00:00\", \"2022-09-17 03:59:15.000000+00:00\"], \"session_ids\": [\"dfdd6c27-3308-4beb-8cff-2c0044499079\", \"201370fd-cee0-4b22-9126-f6512fa41a0e\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 0.887}, \"8471\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2022-11-10 09:03:45.000000+00:00\", \"2019-08-10 22:08:53.000000+00:00\"], \"session_ids\": [\"71ab627d-0646-46f4-a578-e68732a4a8a1\", \"1437560f-4ebd-4f93-9471-0afe47153fb3\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 1.429}, \"98638\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-07-28 10:13:57.000000+00:00\", \"2022-09-23 00:39:05.000000+00:00\", \"2023-02-18 22:29:09.000000+00:00\", \"2020-09-16 12:48:13.000000+00:00\"], \"session_ids\": [\"9bfc5219-4d95-4c11-acc3-ec9c1fa0cab0\", \"a93c796e-cfe2-49ba-9e15-8a8d07489752\", \"f076abb0-f354-49a8-986c-6e3cd841f081\", \"ab213b41-bf5a-4e91-badb-73e2d28ef086\"], \"total_duration\": 1387.0, \"total_sessions\": 4, \"mean_week_duration\": 10.921}, \"18136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-04-13 00:43:43.000000+00:00\", \"2019-01-17 15:14:17.000000+00:00\", \"2020-09-05 14:15:09.000000+00:00\"], \"session_ids\": [\"868f32bc-aaf1-4381-9b88-dba762dabebe\", \"9aea2523-310e-4699-b783-1213fd79bb96\", \"37750fa8-6725-4849-80cf-0a575e401a9f\"], \"total_duration\": 502.0, \"total_sessions\": 3, \"mean_week_duration\": 5.837}, \"13505\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-04-25 08:53:19.000000+00:00\", \"2020-03-02 15:32:43.000000+00:00\", \"2022-02-12 09:39:43.000000+00:00\"], \"session_ids\": [\"db5c4d7c-4098-4391-90d2-e52bbba7b2e5\", \"165297c2-d2d0-4a2a-a6fd-291f3f11cfd9\", \"e7aabf11-f7dd-470c-8f0c-edfebc754eaa\"], \"total_duration\": 135.0, \"total_sessions\": 3, \"mean_week_duration\": 0.823}, \"49384\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-10-05 20:54:45.000000+00:00\", \"2022-10-31 22:57:52.000000+00:00\"], \"session_ids\": [\"2dfe8ae7-5373-421f-9bcc-e22e808cbb50\", \"3ddcff00-984c-4eba-b12f-9b2c9620b39b\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.839}, \"29667\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-09-20 19:42:23.000000+00:00\", \"2019-08-11 16:48:54.000000+00:00\"], \"session_ids\": [\"6dc1910d-3e51-4a34-9db0-d9baed9808f0\", \"513eeaea-61d4-4a8f-a921-004612dd9f70\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.442}, \"34574\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-09-19 02:25:09.000000+00:00\", \"2022-05-07 21:00:25.000000+00:00\", \"2021-07-18 04:04:41.000000+00:00\"], \"session_ids\": [\"522e623b-5dad-4bd7-aa95-8944e8fb29b8\", \"cf15177c-0f8e-4bb7-ae17-456cc6d977c8\", \"5397bd67-a3ab-44b1-ab9e-342f0f56d08e\"], \"total_duration\": 1082.0, \"total_sessions\": 3, \"mean_week_duration\": 12.729}, \"45759\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-04-02 00:25:11.000000+00:00\", \"2022-10-06 11:05:44.000000+00:00\", \"2019-04-23 04:59:32.000000+00:00\", \"2021-06-11 20:18:23.000000+00:00\", \"2021-03-03 00:27:59.000000+00:00\", \"2021-03-15 00:40:53.000000+00:00\", \"2023-03-26 21:01:03.000000+00:00\", \"2022-07-23 12:56:35.000000+00:00\"], \"session_ids\": [\"81e6e79d-77f2-4b7f-bf85-5d0083c02ef3\", \"5ae9e5a8-f17f-4eb1-979b-271c1206ec0d\", \"89133480-26e9-4b1d-9c36-276fcd6e81f6\", \"324f53bf-928d-458a-88f6-47437903be8b\", \"3a2d7b09-4fc1-4f56-a2e7-7c0bae78fd91\", \"b81658d4-1991-4308-800a-fdd67b7b875b\", \"49bc859e-9b48-4efe-ab8c-cff839ab300c\", \"05b30543-78b6-43c4-a7d3-ff311b25f706\"], \"total_duration\": 12267.0, \"total_sessions\": 8, \"mean_week_duration\": 59.549}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is Belize City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Belize City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 7 users whose total duration amount is strictly less than 3013 and strictly greater than 109 as well as perform sorting by total duration from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"59077\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-23 12:20:49.000000+00:00\", \"2023-06-11 00:14:41.000000+00:00\"], \"session_ids\": [\"64a9e0b9-83b2-4210-a0e9-024a23bbc98e\", \"5f85aca5-a26a-4bc8-9905-7dbd92ac64b5\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 0.571}, \"21636\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-02-18 23:47:51.000000+00:00\", \"2019-09-11 06:25:33.000000+00:00\"], \"session_ids\": [\"fc3393ca-2a36-4ab1-9852-62c039365327\", \"9b12a1cd-5a17-434c-b9d9-48e30a580245\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 5.348}, \"64859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-20 12:16:05.000000+00:00\", \"2022-06-14 20:30:40.000000+00:00\", \"2019-06-01 03:09:16.000000+00:00\", \"2021-06-17 12:19:53.000000+00:00\"], \"session_ids\": [\"9e35f7be-e75a-4f60-9a78-250259dd57bf\", \"4c1c4fc7-bd69-4122-83ad-41acf54c9ceb\", \"bc68d1aa-60d1-44dd-be75-e0cd1498527b\", \"fddee19c-cc68-4825-8247-664e9050a5d2\"], \"total_duration\": 292.0, \"total_sessions\": 4, \"mean_week_duration\": 1.836}, \"76436\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-12-03 21:04:20.000000+00:00\", \"2022-01-31 13:50:46.000000+00:00\", \"2022-05-04 04:53:15.000000+00:00\"], \"session_ids\": [\"7ff828e6-6c79-4b52-a872-24548cf3d3a0\", \"04f6f5e5-d4c9-47f7-893f-1dc37a1f99c3\", \"4343edc2-725f-4334-b0d9-77fc88373063\"], \"total_duration\": 168.0, \"total_sessions\": 3, \"mean_week_duration\": 1.333}, \"22937\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-11-01 15:44:33.000000+00:00\", \"2021-02-08 04:46:06.000000+00:00\", \"2022-07-06 11:40:41.000000+00:00\", \"2021-10-04 02:03:54.000000+00:00\", \"2019-01-12 20:36:23.000000+00:00\"], \"session_ids\": [\"846ea7e3-b49d-4c03-a607-510eff1102df\", \"082a2dbc-a5cd-41a6-8d1e-9f0571a71fc2\", \"58e703e8-609c-4cf9-bb63-a25526fa034b\", \"b899e007-e267-4613-8212-82961ce647ac\", \"304b37dd-41e3-4d22-b6c9-611e94c3097e\"], \"total_duration\": 1704.0, \"total_sessions\": 5, \"mean_week_duration\": 9.363}, \"25226\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-02-12 16:48:01.000000+00:00\", \"2020-09-28 15:25:46.000000+00:00\"], \"session_ids\": [\"58afc875-8b22-4d8e-8dca-c655ea53ed38\", \"ccc98b65-73d3-4047-8738-86d9edc4a191\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.576}, \"53619\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-28 07:52:01.000000+00:00\", \"2022-09-16 09:53:22.000000+00:00\"], \"session_ids\": [\"eacc8310-f68b-4e72-9acd-24b84f0f347a\", \"ebdb0b7a-1bf8-4d36-9467-f2e7dc12a13b\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 1.126}, \"46136\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-13 02:58:26.000000+00:00\", \"2021-04-02 01:05:19.000000+00:00\", \"2020-05-28 05:50:56.000000+00:00\"], \"session_ids\": [\"7589c686-7d4d-4f49-b8b6-a9de3217a87c\", \"b1ceec56-6261-42d1-b329-457c23a417ba\", \"b3c90915-bce0-44e7-aad3-89eae3b7b3d2\"], \"total_duration\": 798.0, \"total_sessions\": 3, \"mean_week_duration\": 7.189}, \"49135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-06 13:18:55.000000+00:00\", \"2021-07-23 01:59:26.000000+00:00\"], \"session_ids\": [\"d4217881-ea97-4195-ae73-66c838df1668\", \"f6018f5a-f85a-43d4-9072-c6e3681327e2\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 8.304}, \"81722\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-04 17:23:42.000000+00:00\", \"2019-01-16 01:27:22.000000+00:00\", \"2019-11-17 14:07:36.000000+00:00\", \"2020-03-12 15:22:01.000000+00:00\", \"2019-07-25 14:19:53.000000+00:00\"], \"session_ids\": [\"07717336-b8c0-4bd0-b931-b0ba6665dac2\", \"c4a40d5c-2a98-472e-8d08-b77078655ba1\", \"3c53568f-4bb4-4c16-af2f-93d73a353764\", \"bcd27b04-0545-4b0c-abba-ce0656b55ebf\", \"eff489b5-6f3b-4e30-93be-94dadd084b1b\"], \"total_duration\": 1382.0, \"total_sessions\": 5, \"mean_week_duration\": 22.656}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 109 and are less than 3013" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[109, 3013]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"59077\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-23 12:20:49.000000+00:00\", \"2023-06-11 00:14:41.000000+00:00\"], \"session_ids\": [\"64a9e0b9-83b2-4210-a0e9-024a23bbc98e\", \"5f85aca5-a26a-4bc8-9905-7dbd92ac64b5\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 0.571}, \"21636\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-02-18 23:47:51.000000+00:00\", \"2019-09-11 06:25:33.000000+00:00\"], \"session_ids\": [\"fc3393ca-2a36-4ab1-9852-62c039365327\", \"9b12a1cd-5a17-434c-b9d9-48e30a580245\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 5.348}, \"64859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-20 12:16:05.000000+00:00\", \"2022-06-14 20:30:40.000000+00:00\", \"2019-06-01 03:09:16.000000+00:00\", \"2021-06-17 12:19:53.000000+00:00\"], \"session_ids\": [\"9e35f7be-e75a-4f60-9a78-250259dd57bf\", \"4c1c4fc7-bd69-4122-83ad-41acf54c9ceb\", \"bc68d1aa-60d1-44dd-be75-e0cd1498527b\", \"fddee19c-cc68-4825-8247-664e9050a5d2\"], \"total_duration\": 292.0, \"total_sessions\": 4, \"mean_week_duration\": 1.836}, \"76436\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-12-03 21:04:20.000000+00:00\", \"2022-01-31 13:50:46.000000+00:00\", \"2022-05-04 04:53:15.000000+00:00\"], \"session_ids\": [\"7ff828e6-6c79-4b52-a872-24548cf3d3a0\", \"04f6f5e5-d4c9-47f7-893f-1dc37a1f99c3\", \"4343edc2-725f-4334-b0d9-77fc88373063\"], \"total_duration\": 168.0, \"total_sessions\": 3, \"mean_week_duration\": 1.333}, \"22937\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-11-01 15:44:33.000000+00:00\", \"2021-02-08 04:46:06.000000+00:00\", \"2022-07-06 11:40:41.000000+00:00\", \"2021-10-04 02:03:54.000000+00:00\", \"2019-01-12 20:36:23.000000+00:00\"], \"session_ids\": [\"846ea7e3-b49d-4c03-a607-510eff1102df\", \"082a2dbc-a5cd-41a6-8d1e-9f0571a71fc2\", \"58e703e8-609c-4cf9-bb63-a25526fa034b\", \"b899e007-e267-4613-8212-82961ce647ac\", \"304b37dd-41e3-4d22-b6c9-611e94c3097e\"], \"total_duration\": 1704.0, \"total_sessions\": 5, \"mean_week_duration\": 9.363}, \"53619\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-28 07:52:01.000000+00:00\", \"2022-09-16 09:53:22.000000+00:00\"], \"session_ids\": [\"eacc8310-f68b-4e72-9acd-24b84f0f347a\", \"ebdb0b7a-1bf8-4d36-9467-f2e7dc12a13b\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 1.126}, \"46136\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-13 02:58:26.000000+00:00\", \"2021-04-02 01:05:19.000000+00:00\", \"2020-05-28 05:50:56.000000+00:00\"], \"session_ids\": [\"7589c686-7d4d-4f49-b8b6-a9de3217a87c\", \"b1ceec56-6261-42d1-b329-457c23a417ba\", \"b3c90915-bce0-44e7-aad3-89eae3b7b3d2\"], \"total_duration\": 798.0, \"total_sessions\": 3, \"mean_week_duration\": 7.189}, \"49135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-06 13:18:55.000000+00:00\", \"2021-07-23 01:59:26.000000+00:00\"], \"session_ids\": [\"d4217881-ea97-4195-ae73-66c838df1668\", \"f6018f5a-f85a-43d4-9072-c6e3681327e2\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 8.304}, \"81722\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-04 17:23:42.000000+00:00\", \"2019-01-16 01:27:22.000000+00:00\", \"2019-11-17 14:07:36.000000+00:00\", \"2020-03-12 15:22:01.000000+00:00\", \"2019-07-25 14:19:53.000000+00:00\"], \"session_ids\": [\"07717336-b8c0-4bd0-b931-b0ba6665dac2\", \"c4a40d5c-2a98-472e-8d08-b77078655ba1\", \"3c53568f-4bb4-4c16-af2f-93d73a353764\", \"bcd27b04-0545-4b0c-abba-ce0656b55ebf\", \"eff489b5-6f3b-4e30-93be-94dadd084b1b\"], \"total_duration\": 1382.0, \"total_sessions\": 5, \"mean_week_duration\": 22.656}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"22937\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-11-01 15:44:33.000000+00:00\", \"2021-02-08 04:46:06.000000+00:00\", \"2022-07-06 11:40:41.000000+00:00\", \"2021-10-04 02:03:54.000000+00:00\", \"2019-01-12 20:36:23.000000+00:00\"], \"session_ids\": [\"846ea7e3-b49d-4c03-a607-510eff1102df\", \"082a2dbc-a5cd-41a6-8d1e-9f0571a71fc2\", \"58e703e8-609c-4cf9-bb63-a25526fa034b\", \"b899e007-e267-4613-8212-82961ce647ac\", \"304b37dd-41e3-4d22-b6c9-611e94c3097e\"], \"total_duration\": 1704.0, \"total_sessions\": 5, \"mean_week_duration\": 9.363}}, {\"81722\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-04 17:23:42.000000+00:00\", \"2019-01-16 01:27:22.000000+00:00\", \"2019-11-17 14:07:36.000000+00:00\", \"2020-03-12 15:22:01.000000+00:00\", \"2019-07-25 14:19:53.000000+00:00\"], \"session_ids\": [\"07717336-b8c0-4bd0-b931-b0ba6665dac2\", \"c4a40d5c-2a98-472e-8d08-b77078655ba1\", \"3c53568f-4bb4-4c16-af2f-93d73a353764\", \"bcd27b04-0545-4b0c-abba-ce0656b55ebf\", \"eff489b5-6f3b-4e30-93be-94dadd084b1b\"], \"total_duration\": 1382.0, \"total_sessions\": 5, \"mean_week_duration\": 22.656}}, {\"46136\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-13 02:58:26.000000+00:00\", \"2021-04-02 01:05:19.000000+00:00\", \"2020-05-28 05:50:56.000000+00:00\"], \"session_ids\": [\"7589c686-7d4d-4f49-b8b6-a9de3217a87c\", \"b1ceec56-6261-42d1-b329-457c23a417ba\", \"b3c90915-bce0-44e7-aad3-89eae3b7b3d2\"], \"total_duration\": 798.0, \"total_sessions\": 3, \"mean_week_duration\": 7.189}}, {\"49135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-06 13:18:55.000000+00:00\", \"2021-07-23 01:59:26.000000+00:00\"], \"session_ids\": [\"d4217881-ea97-4195-ae73-66c838df1668\", \"f6018f5a-f85a-43d4-9072-c6e3681327e2\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 8.304}}, {\"64859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-20 12:16:05.000000+00:00\", \"2022-06-14 20:30:40.000000+00:00\", \"2019-06-01 03:09:16.000000+00:00\", \"2021-06-17 12:19:53.000000+00:00\"], \"session_ids\": [\"9e35f7be-e75a-4f60-9a78-250259dd57bf\", \"4c1c4fc7-bd69-4122-83ad-41acf54c9ceb\", \"bc68d1aa-60d1-44dd-be75-e0cd1498527b\", \"fddee19c-cc68-4825-8247-664e9050a5d2\"], \"total_duration\": 292.0, \"total_sessions\": 4, \"mean_week_duration\": 1.836}}, {\"53619\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-28 07:52:01.000000+00:00\", \"2022-09-16 09:53:22.000000+00:00\"], \"session_ids\": [\"eacc8310-f68b-4e72-9acd-24b84f0f347a\", \"ebdb0b7a-1bf8-4d36-9467-f2e7dc12a13b\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 1.126}}, {\"76436\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-12-03 21:04:20.000000+00:00\", \"2022-01-31 13:50:46.000000+00:00\", \"2022-05-04 04:53:15.000000+00:00\"], \"session_ids\": [\"7ff828e6-6c79-4b52-a872-24548cf3d3a0\", \"04f6f5e5-d4c9-47f7-893f-1dc37a1f99c3\", \"4343edc2-725f-4334-b0d9-77fc88373063\"], \"total_duration\": 168.0, \"total_sessions\": 3, \"mean_week_duration\": 1.333}}, {\"21636\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-02-18 23:47:51.000000+00:00\", \"2019-09-11 06:25:33.000000+00:00\"], \"session_ids\": [\"fc3393ca-2a36-4ab1-9852-62c039365327\", \"9b12a1cd-5a17-434c-b9d9-48e30a580245\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 5.348}}, {\"59077\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-23 12:20:49.000000+00:00\", \"2023-06-11 00:14:41.000000+00:00\"], \"session_ids\": [\"64a9e0b9-83b2-4210-a0e9-024a23bbc98e\", \"5f85aca5-a26a-4bc8-9905-7dbd92ac64b5\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 0.571}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 7 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"22937\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-11-01 15:44:33.000000+00:00\", \"2021-02-08 04:46:06.000000+00:00\", \"2022-07-06 11:40:41.000000+00:00\", \"2021-10-04 02:03:54.000000+00:00\", \"2019-01-12 20:36:23.000000+00:00\"], \"session_ids\": [\"846ea7e3-b49d-4c03-a607-510eff1102df\", \"082a2dbc-a5cd-41a6-8d1e-9f0571a71fc2\", \"58e703e8-609c-4cf9-bb63-a25526fa034b\", \"b899e007-e267-4613-8212-82961ce647ac\", \"304b37dd-41e3-4d22-b6c9-611e94c3097e\"], \"total_duration\": 1704.0, \"total_sessions\": 5, \"mean_week_duration\": 9.363}}, {\"81722\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-04 17:23:42.000000+00:00\", \"2019-01-16 01:27:22.000000+00:00\", \"2019-11-17 14:07:36.000000+00:00\", \"2020-03-12 15:22:01.000000+00:00\", \"2019-07-25 14:19:53.000000+00:00\"], \"session_ids\": [\"07717336-b8c0-4bd0-b931-b0ba6665dac2\", \"c4a40d5c-2a98-472e-8d08-b77078655ba1\", \"3c53568f-4bb4-4c16-af2f-93d73a353764\", \"bcd27b04-0545-4b0c-abba-ce0656b55ebf\", \"eff489b5-6f3b-4e30-93be-94dadd084b1b\"], \"total_duration\": 1382.0, \"total_sessions\": 5, \"mean_week_duration\": 22.656}}, {\"46136\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-13 02:58:26.000000+00:00\", \"2021-04-02 01:05:19.000000+00:00\", \"2020-05-28 05:50:56.000000+00:00\"], \"session_ids\": [\"7589c686-7d4d-4f49-b8b6-a9de3217a87c\", \"b1ceec56-6261-42d1-b329-457c23a417ba\", \"b3c90915-bce0-44e7-aad3-89eae3b7b3d2\"], \"total_duration\": 798.0, \"total_sessions\": 3, \"mean_week_duration\": 7.189}}, {\"49135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-06 13:18:55.000000+00:00\", \"2021-07-23 01:59:26.000000+00:00\"], \"session_ids\": [\"d4217881-ea97-4195-ae73-66c838df1668\", \"f6018f5a-f85a-43d4-9072-c6e3681327e2\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 8.304}}, {\"64859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-20 12:16:05.000000+00:00\", \"2022-06-14 20:30:40.000000+00:00\", \"2019-06-01 03:09:16.000000+00:00\", \"2021-06-17 12:19:53.000000+00:00\"], \"session_ids\": [\"9e35f7be-e75a-4f60-9a78-250259dd57bf\", \"4c1c4fc7-bd69-4122-83ad-41acf54c9ceb\", \"bc68d1aa-60d1-44dd-be75-e0cd1498527b\", \"fddee19c-cc68-4825-8247-664e9050a5d2\"], \"total_duration\": 292.0, \"total_sessions\": 4, \"mean_week_duration\": 1.836}}, {\"53619\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-28 07:52:01.000000+00:00\", \"2022-09-16 09:53:22.000000+00:00\"], \"session_ids\": [\"eacc8310-f68b-4e72-9acd-24b84f0f347a\", \"ebdb0b7a-1bf8-4d36-9467-f2e7dc12a13b\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 1.126}}, {\"76436\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-12-03 21:04:20.000000+00:00\", \"2022-01-31 13:50:46.000000+00:00\", \"2022-05-04 04:53:15.000000+00:00\"], \"session_ids\": [\"7ff828e6-6c79-4b52-a872-24548cf3d3a0\", \"04f6f5e5-d4c9-47f7-893f-1dc37a1f99c3\", \"4343edc2-725f-4334-b0d9-77fc88373063\"], \"total_duration\": 168.0, \"total_sessions\": 3, \"mean_week_duration\": 1.333}}]\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[{\"22937\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-11-01 15:44:33.000000+00:00\", \"2021-02-08 04:46:06.000000+00:00\", \"2022-07-06 11:40:41.000000+00:00\", \"2021-10-04 02:03:54.000000+00:00\", \"2019-01-12 20:36:23.000000+00:00\"], \"session_ids\": [\"846ea7e3-b49d-4c03-a607-510eff1102df\", \"082a2dbc-a5cd-41a6-8d1e-9f0571a71fc2\", \"58e703e8-609c-4cf9-bb63-a25526fa034b\", \"b899e007-e267-4613-8212-82961ce647ac\", \"304b37dd-41e3-4d22-b6c9-611e94c3097e\"], \"total_duration\": 1704.0, \"total_sessions\": 5, \"mean_week_duration\": 9.363}}, {\"81722\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-02-04 17:23:42.000000+00:00\", \"2019-01-16 01:27:22.000000+00:00\", \"2019-11-17 14:07:36.000000+00:00\", \"2020-03-12 15:22:01.000000+00:00\", \"2019-07-25 14:19:53.000000+00:00\"], \"session_ids\": [\"07717336-b8c0-4bd0-b931-b0ba6665dac2\", \"c4a40d5c-2a98-472e-8d08-b77078655ba1\", \"3c53568f-4bb4-4c16-af2f-93d73a353764\", \"bcd27b04-0545-4b0c-abba-ce0656b55ebf\", \"eff489b5-6f3b-4e30-93be-94dadd084b1b\"], \"total_duration\": 1382.0, \"total_sessions\": 5, \"mean_week_duration\": 22.656}}, {\"46136\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-13 02:58:26.000000+00:00\", \"2021-04-02 01:05:19.000000+00:00\", \"2020-05-28 05:50:56.000000+00:00\"], \"session_ids\": [\"7589c686-7d4d-4f49-b8b6-a9de3217a87c\", \"b1ceec56-6261-42d1-b329-457c23a417ba\", \"b3c90915-bce0-44e7-aad3-89eae3b7b3d2\"], \"total_duration\": 798.0, \"total_sessions\": 3, \"mean_week_duration\": 7.189}}, {\"49135\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-06 13:18:55.000000+00:00\", \"2021-07-23 01:59:26.000000+00:00\"], \"session_ids\": [\"d4217881-ea97-4195-ae73-66c838df1668\", \"f6018f5a-f85a-43d4-9072-c6e3681327e2\"], \"total_duration\": 382.0, \"total_sessions\": 2, \"mean_week_duration\": 8.304}}, {\"64859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-11-20 12:16:05.000000+00:00\", \"2022-06-14 20:30:40.000000+00:00\", \"2019-06-01 03:09:16.000000+00:00\", \"2021-06-17 12:19:53.000000+00:00\"], \"session_ids\": [\"9e35f7be-e75a-4f60-9a78-250259dd57bf\", \"4c1c4fc7-bd69-4122-83ad-41acf54c9ceb\", \"bc68d1aa-60d1-44dd-be75-e0cd1498527b\", \"fddee19c-cc68-4825-8247-664e9050a5d2\"], \"total_duration\": 292.0, \"total_sessions\": 4, \"mean_week_duration\": 1.836}}, {\"53619\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-28 07:52:01.000000+00:00\", \"2022-09-16 09:53:22.000000+00:00\"], \"session_ids\": [\"eacc8310-f68b-4e72-9acd-24b84f0f347a\", \"ebdb0b7a-1bf8-4d36-9467-f2e7dc12a13b\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 1.126}}, {\"76436\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-12-03 21:04:20.000000+00:00\", \"2022-01-31 13:50:46.000000+00:00\", \"2022-05-04 04:53:15.000000+00:00\"], \"session_ids\": [\"7ff828e6-6c79-4b52-a872-24548cf3d3a0\", \"04f6f5e5-d4c9-47f7-893f-1dc37a1f99c3\", \"4343edc2-725f-4334-b0d9-77fc88373063\"], \"total_duration\": 168.0, \"total_sessions\": 3, \"mean_week_duration\": 1.333}}]\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": "Show user to me whose overall sessions count is strictly greater than 5 and less than 5 , put to use sorting by sum of duration of sessions per week risingly." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"40747\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-22 08:40:03.000000+00:00\", \"2022-08-01 08:14:16.000000+00:00\", \"2020-12-26 19:05:19.000000+00:00\", \"2023-02-24 23:42:14.000000+00:00\"], \"session_ids\": [\"c8c7d6d5-a209-4f9d-ae11-b2b2794e2256\", \"46b833a8-716e-4cdd-a203-46503b4f0932\", \"3bb1d58f-cc8d-4be9-9f39-180a79cfb353\", \"1b14f505-4991-479a-b154-6cf11942ac93\"], \"total_duration\": 109.0, \"total_sessions\": 4, \"mean_week_duration\": 0.712}, \"22198\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-04-17 16:14:59.000000+00:00\", \"2021-02-15 20:12:51.000000+00:00\"], \"session_ids\": [\"911548ee-6734-4b1e-9580-b0a3f2df0ef6\", \"18997642-2f46-4c9a-a6cd-bced39dbabba\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 6.444}, \"67554\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-11-21 08:06:57.000000+00:00\", \"2020-07-13 04:49:21.000000+00:00\", \"2021-08-07 20:20:47.000000+00:00\", \"2020-05-09 10:37:02.000000+00:00\", \"2022-09-22 13:15:55.000000+00:00\", \"2019-01-07 09:49:55.000000+00:00\", \"2020-10-27 19:04:23.000000+00:00\", \"2020-11-07 18:55:09.000000+00:00\", \"2019-02-19 04:32:14.000000+00:00\", \"2022-08-22 13:36:04.000000+00:00\"], \"session_ids\": [\"b73d6299-97e9-4b57-9006-0e10a8d6c915\", \"2bafde34-a01d-4698-bfde-5a83d3e585f6\", \"ec729185-1006-4780-8cb1-b14dccd20c39\", \"145b2bb0-6769-4e7c-b0eb-0c786ec451d3\", \"bf2d4c99-4f3d-4ae1-a901-d160ab0233ec\", \"37d8a311-d99c-4214-882a-98c023b05e6e\", \"e673585c-8edc-4d74-be24-4baf1e42839f\", \"319e9094-27c1-42ce-a532-fe522dbe555b\", \"4dc41131-ab99-4f17-94a1-8efc384b0c85\", \"06952d70-b90d-48e6-8606-95fdccaa1dc3\"], \"total_duration\": 10710.0, \"total_sessions\": 10, \"mean_week_duration\": 55.206}, \"2248\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-05 04:10:05.000000+00:00\", \"2021-09-22 20:09:36.000000+00:00\", \"2020-05-18 05:30:53.000000+00:00\", \"2021-01-10 17:53:59.000000+00:00\", \"2023-04-20 21:31:18.000000+00:00\", \"2022-06-07 16:46:24.000000+00:00\", \"2023-01-14 03:45:41.000000+00:00\", \"2019-12-22 16:54:43.000000+00:00\", \"2023-06-08 11:42:42.000000+00:00\"], \"session_ids\": [\"5878ef04-e51e-46f0-b38b-14710ab972f9\", \"ba51df00-8d0c-4659-a789-a837a08936fa\", \"b23e741c-5bda-447c-bba4-8fb2c1929724\", \"e19e66b2-8642-47da-874f-c8f622797540\", \"9c06bbb8-29a8-4b39-a2f6-562f3a121c47\", \"4f7f3690-542c-4246-abb6-1fba87ff70f9\", \"c37856a2-fdb0-4dc9-befa-629622e0a53e\", \"135f6d25-ad07-45a0-9bf6-9cf9ef383deb\", \"d4d0b3f4-6103-4716-910d-de186873a19c\"], \"total_duration\": 7584.0, \"total_sessions\": 9, \"mean_week_duration\": 41.901}, \"88702\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-23 02:45:25.000000+00:00\", \"2020-11-03 22:11:19.000000+00:00\", \"2023-05-10 04:29:48.000000+00:00\", \"2021-03-25 21:05:11.000000+00:00\", \"2020-08-13 13:31:03.000000+00:00\", \"2022-01-15 18:11:17.000000+00:00\", \"2021-08-30 13:00:15.000000+00:00\", \"2019-07-31 12:46:06.000000+00:00\", \"2022-03-27 11:45:30.000000+00:00\"], \"session_ids\": [\"d1a8ab57-ccfb-4431-af4b-8e2426cc6d66\", \"76e661f9-9997-4dee-8f39-e412e67a133b\", \"9e698ec0-9ab5-4629-ac33-be01f2755dca\", \"a08d2213-1c18-44ba-ae41-263ec4b8a604\", \"18fd49a4-4df3-4425-be2d-3176883e79ce\", \"1c660416-f7ae-4c4f-a4ad-9b2534704a87\", \"699c8b61-56d5-4274-840a-9e92b77942a6\", \"ff1510f3-8a92-4915-a524-db01d20bf65c\", \"cc5f2e38-36b2-4abd-a382-5036607d2340\"], \"total_duration\": 173.0, \"total_sessions\": 9, \"mean_week_duration\": 0.878}, \"31488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-06-26 06:33:45.000000+00:00\", \"2023-02-23 19:25:16.000000+00:00\", \"2019-09-09 04:02:42.000000+00:00\", \"2023-03-12 04:23:56.000000+00:00\", \"2020-05-19 09:19:14.000000+00:00\", \"2021-11-01 02:47:41.000000+00:00\", \"2021-07-17 00:33:27.000000+00:00\", \"2020-08-17 06:39:57.000000+00:00\", \"2022-12-26 00:08:16.000000+00:00\", \"2020-11-15 04:48:05.000000+00:00\"], \"session_ids\": [\"3e0b5f89-4952-4e3d-8538-d47ddc981656\", \"06a04c94-bece-43cb-b7d5-9fce3c7c85a1\", \"3a3757d9-993a-4024-b9e7-f49287ea4e28\", \"e2adae28-7de4-41b9-a557-80fb56bec95f\", \"708c80c8-053b-4b0a-9f29-52d13bebc46c\", \"21e9ce2d-4c78-411c-a589-b88cd6f5bc27\", \"e1c51ac0-9699-4dfb-848c-5258bc322c5b\", \"9c931d76-76de-400f-a31b-0b2c0c9b7722\", \"57f0d22b-5692-43da-aeb0-008e04e50b13\", \"423636c1-ef5f-456a-96a4-6daa9c3233ad\"], \"total_duration\": 16209.0, \"total_sessions\": 10, \"mean_week_duration\": 83.552}, \"81752\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-17 21:02:47.000000+00:00\", \"2023-05-08 05:32:40.000000+00:00\"], \"session_ids\": [\"6a9ae841-d650-4427-8a26-7388b2a0c47e\", \"560518ea-f215-4512-bc67-bc6ca03c2459\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.433}, \"44616\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-21 03:34:22.000000+00:00\", \"2021-05-19 23:42:36.000000+00:00\"], \"session_ids\": [\"5f67f153-e13d-47bd-b930-7d49a9b1e9c6\", \"9941d1fe-2c7f-414d-b482-adfcb50ae5dd\"], \"total_duration\": 203.0, \"total_sessions\": 2, \"mean_week_duration\": 9.227}, \"71278\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 9, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-09 18:33:55.000000+00:00\", \"2021-10-11 02:17:24.000000+00:00\"], \"session_ids\": [\"0261fa49-0d02-4dfa-9349-8b28363aab0e\", \"07f7c3ef-33fc-4383-acca-a980420d95cc\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.479}, \"66850\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-01 18:03:47.000000+00:00\", \"2023-03-24 08:27:45.000000+00:00\"], \"session_ids\": [\"95c85634-d34e-4279-8495-4f780e1026bf\", \"ae4a7dcd-66de-495d-8622-db2f11c9b97e\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 4.894}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 5 and are greater than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[5, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"40747\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-22 08:40:03.000000+00:00\", \"2022-08-01 08:14:16.000000+00:00\", \"2020-12-26 19:05:19.000000+00:00\", \"2023-02-24 23:42:14.000000+00:00\"], \"session_ids\": [\"c8c7d6d5-a209-4f9d-ae11-b2b2794e2256\", \"46b833a8-716e-4cdd-a203-46503b4f0932\", \"3bb1d58f-cc8d-4be9-9f39-180a79cfb353\", \"1b14f505-4991-479a-b154-6cf11942ac93\"], \"total_duration\": 109.0, \"total_sessions\": 4, \"mean_week_duration\": 0.712}, \"22198\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-04-17 16:14:59.000000+00:00\", \"2021-02-15 20:12:51.000000+00:00\"], \"session_ids\": [\"911548ee-6734-4b1e-9580-b0a3f2df0ef6\", \"18997642-2f46-4c9a-a6cd-bced39dbabba\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 6.444}, \"81752\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-17 21:02:47.000000+00:00\", \"2023-05-08 05:32:40.000000+00:00\"], \"session_ids\": [\"6a9ae841-d650-4427-8a26-7388b2a0c47e\", \"560518ea-f215-4512-bc67-bc6ca03c2459\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.433}, \"44616\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-21 03:34:22.000000+00:00\", \"2021-05-19 23:42:36.000000+00:00\"], \"session_ids\": [\"5f67f153-e13d-47bd-b930-7d49a9b1e9c6\", \"9941d1fe-2c7f-414d-b482-adfcb50ae5dd\"], \"total_duration\": 203.0, \"total_sessions\": 2, \"mean_week_duration\": 9.227}, \"71278\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 9, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-09 18:33:55.000000+00:00\", \"2021-10-11 02:17:24.000000+00:00\"], \"session_ids\": [\"0261fa49-0d02-4dfa-9349-8b28363aab0e\", \"07f7c3ef-33fc-4383-acca-a980420d95cc\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.479}, \"66850\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-01 18:03:47.000000+00:00\", \"2023-03-24 08:27:45.000000+00:00\"], \"session_ids\": [\"95c85634-d34e-4279-8495-4f780e1026bf\", \"ae4a7dcd-66de-495d-8622-db2f11c9b97e\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 4.894}, \"67554\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-11-21 08:06:57.000000+00:00\", \"2020-07-13 04:49:21.000000+00:00\", \"2021-08-07 20:20:47.000000+00:00\", \"2020-05-09 10:37:02.000000+00:00\", \"2022-09-22 13:15:55.000000+00:00\", \"2019-01-07 09:49:55.000000+00:00\", \"2020-10-27 19:04:23.000000+00:00\", \"2020-11-07 18:55:09.000000+00:00\", \"2019-02-19 04:32:14.000000+00:00\", \"2022-08-22 13:36:04.000000+00:00\"], \"session_ids\": [\"b73d6299-97e9-4b57-9006-0e10a8d6c915\", \"2bafde34-a01d-4698-bfde-5a83d3e585f6\", \"ec729185-1006-4780-8cb1-b14dccd20c39\", \"145b2bb0-6769-4e7c-b0eb-0c786ec451d3\", \"bf2d4c99-4f3d-4ae1-a901-d160ab0233ec\", \"37d8a311-d99c-4214-882a-98c023b05e6e\", \"e673585c-8edc-4d74-be24-4baf1e42839f\", \"319e9094-27c1-42ce-a532-fe522dbe555b\", \"4dc41131-ab99-4f17-94a1-8efc384b0c85\", \"06952d70-b90d-48e6-8606-95fdccaa1dc3\"], \"total_duration\": 10710.0, \"total_sessions\": 10, \"mean_week_duration\": 55.206}, \"2248\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-05 04:10:05.000000+00:00\", \"2021-09-22 20:09:36.000000+00:00\", \"2020-05-18 05:30:53.000000+00:00\", \"2021-01-10 17:53:59.000000+00:00\", \"2023-04-20 21:31:18.000000+00:00\", \"2022-06-07 16:46:24.000000+00:00\", \"2023-01-14 03:45:41.000000+00:00\", \"2019-12-22 16:54:43.000000+00:00\", \"2023-06-08 11:42:42.000000+00:00\"], \"session_ids\": [\"5878ef04-e51e-46f0-b38b-14710ab972f9\", \"ba51df00-8d0c-4659-a789-a837a08936fa\", \"b23e741c-5bda-447c-bba4-8fb2c1929724\", \"e19e66b2-8642-47da-874f-c8f622797540\", \"9c06bbb8-29a8-4b39-a2f6-562f3a121c47\", \"4f7f3690-542c-4246-abb6-1fba87ff70f9\", \"c37856a2-fdb0-4dc9-befa-629622e0a53e\", \"135f6d25-ad07-45a0-9bf6-9cf9ef383deb\", \"d4d0b3f4-6103-4716-910d-de186873a19c\"], \"total_duration\": 7584.0, \"total_sessions\": 9, \"mean_week_duration\": 41.901}, \"88702\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-23 02:45:25.000000+00:00\", \"2020-11-03 22:11:19.000000+00:00\", \"2023-05-10 04:29:48.000000+00:00\", \"2021-03-25 21:05:11.000000+00:00\", \"2020-08-13 13:31:03.000000+00:00\", \"2022-01-15 18:11:17.000000+00:00\", \"2021-08-30 13:00:15.000000+00:00\", \"2019-07-31 12:46:06.000000+00:00\", \"2022-03-27 11:45:30.000000+00:00\"], \"session_ids\": [\"d1a8ab57-ccfb-4431-af4b-8e2426cc6d66\", \"76e661f9-9997-4dee-8f39-e412e67a133b\", \"9e698ec0-9ab5-4629-ac33-be01f2755dca\", \"a08d2213-1c18-44ba-ae41-263ec4b8a604\", \"18fd49a4-4df3-4425-be2d-3176883e79ce\", \"1c660416-f7ae-4c4f-a4ad-9b2534704a87\", \"699c8b61-56d5-4274-840a-9e92b77942a6\", \"ff1510f3-8a92-4915-a524-db01d20bf65c\", \"cc5f2e38-36b2-4abd-a382-5036607d2340\"], \"total_duration\": 173.0, \"total_sessions\": 9, \"mean_week_duration\": 0.878}, \"31488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-06-26 06:33:45.000000+00:00\", \"2023-02-23 19:25:16.000000+00:00\", \"2019-09-09 04:02:42.000000+00:00\", \"2023-03-12 04:23:56.000000+00:00\", \"2020-05-19 09:19:14.000000+00:00\", \"2021-11-01 02:47:41.000000+00:00\", \"2021-07-17 00:33:27.000000+00:00\", \"2020-08-17 06:39:57.000000+00:00\", \"2022-12-26 00:08:16.000000+00:00\", \"2020-11-15 04:48:05.000000+00:00\"], \"session_ids\": [\"3e0b5f89-4952-4e3d-8538-d47ddc981656\", \"06a04c94-bece-43cb-b7d5-9fce3c7c85a1\", \"3a3757d9-993a-4024-b9e7-f49287ea4e28\", \"e2adae28-7de4-41b9-a557-80fb56bec95f\", \"708c80c8-053b-4b0a-9f29-52d13bebc46c\", \"21e9ce2d-4c78-411c-a589-b88cd6f5bc27\", \"e1c51ac0-9699-4dfb-848c-5258bc322c5b\", \"9c931d76-76de-400f-a31b-0b2c0c9b7722\", \"57f0d22b-5692-43da-aeb0-008e04e50b13\", \"423636c1-ef5f-456a-96a4-6daa9c3233ad\"], \"total_duration\": 16209.0, \"total_sessions\": 10, \"mean_week_duration\": 83.552}}\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[{\"81752\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-17 21:02:47.000000+00:00\", \"2023-05-08 05:32:40.000000+00:00\"], \"session_ids\": [\"6a9ae841-d650-4427-8a26-7388b2a0c47e\", \"560518ea-f215-4512-bc67-bc6ca03c2459\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.433}}, {\"71278\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 9, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-09 18:33:55.000000+00:00\", \"2021-10-11 02:17:24.000000+00:00\"], \"session_ids\": [\"0261fa49-0d02-4dfa-9349-8b28363aab0e\", \"07f7c3ef-33fc-4383-acca-a980420d95cc\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.479}}, {\"40747\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-03-22 08:40:03.000000+00:00\", \"2022-08-01 08:14:16.000000+00:00\", \"2020-12-26 19:05:19.000000+00:00\", \"2023-02-24 23:42:14.000000+00:00\"], \"session_ids\": [\"c8c7d6d5-a209-4f9d-ae11-b2b2794e2256\", \"46b833a8-716e-4cdd-a203-46503b4f0932\", \"3bb1d58f-cc8d-4be9-9f39-180a79cfb353\", \"1b14f505-4991-479a-b154-6cf11942ac93\"], \"total_duration\": 109.0, \"total_sessions\": 4, \"mean_week_duration\": 0.712}}, {\"88702\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-03-23 02:45:25.000000+00:00\", \"2020-11-03 22:11:19.000000+00:00\", \"2023-05-10 04:29:48.000000+00:00\", \"2021-03-25 21:05:11.000000+00:00\", \"2020-08-13 13:31:03.000000+00:00\", \"2022-01-15 18:11:17.000000+00:00\", \"2021-08-30 13:00:15.000000+00:00\", \"2019-07-31 12:46:06.000000+00:00\", \"2022-03-27 11:45:30.000000+00:00\"], \"session_ids\": [\"d1a8ab57-ccfb-4431-af4b-8e2426cc6d66\", \"76e661f9-9997-4dee-8f39-e412e67a133b\", \"9e698ec0-9ab5-4629-ac33-be01f2755dca\", \"a08d2213-1c18-44ba-ae41-263ec4b8a604\", \"18fd49a4-4df3-4425-be2d-3176883e79ce\", \"1c660416-f7ae-4c4f-a4ad-9b2534704a87\", \"699c8b61-56d5-4274-840a-9e92b77942a6\", \"ff1510f3-8a92-4915-a524-db01d20bf65c\", \"cc5f2e38-36b2-4abd-a382-5036607d2340\"], \"total_duration\": 173.0, \"total_sessions\": 9, \"mean_week_duration\": 0.878}}, {\"66850\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-01 18:03:47.000000+00:00\", \"2023-03-24 08:27:45.000000+00:00\"], \"session_ids\": [\"95c85634-d34e-4279-8495-4f780e1026bf\", \"ae4a7dcd-66de-495d-8622-db2f11c9b97e\"], \"total_duration\": 230.0, \"total_sessions\": 2, \"mean_week_duration\": 4.894}}, {\"22198\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-04-17 16:14:59.000000+00:00\", \"2021-02-15 20:12:51.000000+00:00\"], \"session_ids\": [\"911548ee-6734-4b1e-9580-b0a3f2df0ef6\", \"18997642-2f46-4c9a-a6cd-bced39dbabba\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 6.444}}, {\"44616\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-21 03:34:22.000000+00:00\", \"2021-05-19 23:42:36.000000+00:00\"], \"session_ids\": [\"5f67f153-e13d-47bd-b930-7d49a9b1e9c6\", \"9941d1fe-2c7f-414d-b482-adfcb50ae5dd\"], \"total_duration\": 203.0, \"total_sessions\": 2, \"mean_week_duration\": 9.227}}, {\"2248\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-04-05 04:10:05.000000+00:00\", \"2021-09-22 20:09:36.000000+00:00\", \"2020-05-18 05:30:53.000000+00:00\", \"2021-01-10 17:53:59.000000+00:00\", \"2023-04-20 21:31:18.000000+00:00\", \"2022-06-07 16:46:24.000000+00:00\", \"2023-01-14 03:45:41.000000+00:00\", \"2019-12-22 16:54:43.000000+00:00\", \"2023-06-08 11:42:42.000000+00:00\"], \"session_ids\": [\"5878ef04-e51e-46f0-b38b-14710ab972f9\", \"ba51df00-8d0c-4659-a789-a837a08936fa\", \"b23e741c-5bda-447c-bba4-8fb2c1929724\", \"e19e66b2-8642-47da-874f-c8f622797540\", \"9c06bbb8-29a8-4b39-a2f6-562f3a121c47\", \"4f7f3690-542c-4246-abb6-1fba87ff70f9\", \"c37856a2-fdb0-4dc9-befa-629622e0a53e\", \"135f6d25-ad07-45a0-9bf6-9cf9ef383deb\", \"d4d0b3f4-6103-4716-910d-de186873a19c\"], \"total_duration\": 7584.0, \"total_sessions\": 9, \"mean_week_duration\": 41.901}}, {\"67554\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-11-21 08:06:57.000000+00:00\", \"2020-07-13 04:49:21.000000+00:00\", \"2021-08-07 20:20:47.000000+00:00\", \"2020-05-09 10:37:02.000000+00:00\", \"2022-09-22 13:15:55.000000+00:00\", \"2019-01-07 09:49:55.000000+00:00\", \"2020-10-27 19:04:23.000000+00:00\", \"2020-11-07 18:55:09.000000+00:00\", \"2019-02-19 04:32:14.000000+00:00\", \"2022-08-22 13:36:04.000000+00:00\"], \"session_ids\": [\"b73d6299-97e9-4b57-9006-0e10a8d6c915\", \"2bafde34-a01d-4698-bfde-5a83d3e585f6\", \"ec729185-1006-4780-8cb1-b14dccd20c39\", \"145b2bb0-6769-4e7c-b0eb-0c786ec451d3\", \"bf2d4c99-4f3d-4ae1-a901-d160ab0233ec\", \"37d8a311-d99c-4214-882a-98c023b05e6e\", \"e673585c-8edc-4d74-be24-4baf1e42839f\", \"319e9094-27c1-42ce-a532-fe522dbe555b\", \"4dc41131-ab99-4f17-94a1-8efc384b0c85\", \"06952d70-b90d-48e6-8606-95fdccaa1dc3\"], \"total_duration\": 10710.0, \"total_sessions\": 10, \"mean_week_duration\": 55.206}}, {\"31488\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-06-26 06:33:45.000000+00:00\", \"2023-02-23 19:25:16.000000+00:00\", \"2019-09-09 04:02:42.000000+00:00\", \"2023-03-12 04:23:56.000000+00:00\", \"2020-05-19 09:19:14.000000+00:00\", \"2021-11-01 02:47:41.000000+00:00\", \"2021-07-17 00:33:27.000000+00:00\", \"2020-08-17 06:39:57.000000+00:00\", \"2022-12-26 00:08:16.000000+00:00\", \"2020-11-15 04:48:05.000000+00:00\"], \"session_ids\": [\"3e0b5f89-4952-4e3d-8538-d47ddc981656\", \"06a04c94-bece-43cb-b7d5-9fce3c7c85a1\", \"3a3757d9-993a-4024-b9e7-f49287ea4e28\", \"e2adae28-7de4-41b9-a557-80fb56bec95f\", \"708c80c8-053b-4b0a-9f29-52d13bebc46c\", \"21e9ce2d-4c78-411c-a589-b88cd6f5bc27\", \"e1c51ac0-9699-4dfb-848c-5258bc322c5b\", \"9c931d76-76de-400f-a31b-0b2c0c9b7722\", \"57f0d22b-5692-43da-aeb0-008e04e50b13\", \"423636c1-ef5f-456a-96a4-6daa9c3233ad\"], \"total_duration\": 16209.0, \"total_sessions\": 10, \"mean_week_duration\": 83.552}}]\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[{\"81752\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-17 21:02:47.000000+00:00\", \"2023-05-08 05:32:40.000000+00:00\"], \"session_ids\": [\"6a9ae841-d650-4427-8a26-7388b2a0c47e\", \"560518ea-f215-4512-bc67-bc6ca03c2459\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.433}}]\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[{\"81752\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-17 21:02:47.000000+00:00\", \"2023-05-08 05:32:40.000000+00:00\"], \"session_ids\": [\"6a9ae841-d650-4427-8a26-7388b2a0c47e\", \"560518ea-f215-4512-bc67-bc6ca03c2459\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 0.433}}]\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 quantity of sessions exceeds 5 while staying below 9, exclusively 9 also carry out sorting by city title risingly also keep 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{\"72761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 5}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-15 10:13:50.000000+00:00\", \"2021-07-13 23:04:28.000000+00:00\", \"2021-05-05 04:48:31.000000+00:00\", \"2023-05-12 18:33:54.000000+00:00\", \"2021-05-24 06:01:34.000000+00:00\", \"2019-11-15 22:24:26.000000+00:00\"], \"session_ids\": [\"934a594e-d476-4828-89e3-16bb94ab7db1\", \"55fe2e00-4032-475c-85dc-4d515463445a\", \"65ebc756-d6aa-4c01-9a39-ba9c9aa3b80d\", \"33ef828c-dbd9-4bd8-8fdc-68a97b442ffb\", \"fce3ba42-696d-4a78-88d2-5618a1182570\", \"42850678-e328-48c7-acd0-38ef4c5c1b2a\"], \"total_duration\": 1138.0, \"total_sessions\": 6, \"mean_week_duration\": 6.253}, \"77924\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-24 04:25:27.000000+00:00\", \"2020-12-05 13:15:24.000000+00:00\"], \"session_ids\": [\"8c8a57ca-6dfd-44af-8656-cbfeeeea8253\", \"88c45d59-d5d7-43a7-a52c-0cd5d9da730f\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 0.79}, \"24307\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-06-25 06:39:04.000000+00:00\", \"2022-12-11 15:55:41.000000+00:00\", \"2022-03-15 12:45:42.000000+00:00\", \"2019-06-27 15:41:12.000000+00:00\"], \"session_ids\": [\"161046b2-4d48-4fe4-a516-3e1667cfc11f\", \"5036216c-9a69-4f39-adb4-92efbc42fd2e\", \"50571adb-543a-4739-ad71-bc9c2201069c\", \"81bc3199-8b0b-41d8-ac0c-d776634e4f42\"], \"total_duration\": 189.0, \"total_sessions\": 4, \"mean_week_duration\": 1.044}, \"77617\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-09-06 07:22:34.000000+00:00\", \"2023-02-09 16:49:36.000000+00:00\"], \"session_ids\": [\"d780733e-3900-4f58-b781-00a55701c766\", \"ba19def4-6760-4fc1-84b6-9802ca4dfc78\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 0.631}, \"74117\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-14 11:37:23.000000+00:00\", \"2023-03-08 08:03:05.000000+00:00\"], \"session_ids\": [\"76cf566e-e003-4976-b464-4a8435823aee\", \"838992a6-9bd5-4039-8c43-6b4c6d190dea\"], \"total_duration\": 226.0, \"total_sessions\": 2, \"mean_week_duration\": 28.25}, \"99657\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-01 21:28:12.000000+00:00\", \"2021-11-06 05:11:48.000000+00:00\"], \"session_ids\": [\"56e2e65e-a812-4e73-9bd0-2688c3e93a46\", \"cdcddd29-533b-4d0a-ae88-310fa07a0893\"], \"total_duration\": 377.0, \"total_sessions\": 2, \"mean_week_duration\": 17.952}, \"35531\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-06-10 06:44:18.000000+00:00\", \"2022-04-22 01:49:34.000000+00:00\"], \"session_ids\": [\"2b53d887-89cc-418a-a4da-8c56571df03e\", \"be39d977-be47-47da-8425-301891c5bf01\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 1.711}, \"40186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-05-12 15:30:31.000000+00:00\", \"2020-03-20 14:08:29.000000+00:00\", \"2020-09-07 22:44:57.000000+00:00\"], \"session_ids\": [\"514473be-aaaf-4b36-9412-81ce1796c7cf\", \"8ef75872-3804-492a-ad79-8c7bec489b41\", \"7689a036-c794-4367-a2ef-cdb505055284\"], \"total_duration\": 366.0, \"total_sessions\": 3, \"mean_week_duration\": 2.232}, \"78270\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-04-29 21:26:03.000000+00:00\", \"2022-10-15 04:06:23.000000+00:00\"], \"session_ids\": [\"206ca763-4dbe-4d9a-a3cd-39058ee817c6\", \"eb96edd3-986c-4cd3-8b30-0ff8782f59bf\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.814}, \"88073\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-05 02:53:52.000000+00:00\", \"2022-09-30 13:42:55.000000+00:00\"], \"session_ids\": [\"803b5f0f-6a23-44a1-b379-0c03445022ea\", \"c06c0f08-295e-4e9b-9815-9c4b7f7e05bb\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 5.143}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 5 and are less than 9" }, { "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{\"72761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 5}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-15 10:13:50.000000+00:00\", \"2021-07-13 23:04:28.000000+00:00\", \"2021-05-05 04:48:31.000000+00:00\", \"2023-05-12 18:33:54.000000+00:00\", \"2021-05-24 06:01:34.000000+00:00\", \"2019-11-15 22:24:26.000000+00:00\"], \"session_ids\": [\"934a594e-d476-4828-89e3-16bb94ab7db1\", \"55fe2e00-4032-475c-85dc-4d515463445a\", \"65ebc756-d6aa-4c01-9a39-ba9c9aa3b80d\", \"33ef828c-dbd9-4bd8-8fdc-68a97b442ffb\", \"fce3ba42-696d-4a78-88d2-5618a1182570\", \"42850678-e328-48c7-acd0-38ef4c5c1b2a\"], \"total_duration\": 1138.0, \"total_sessions\": 6, \"mean_week_duration\": 6.253}}\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[{\"72761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 5}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-15 10:13:50.000000+00:00\", \"2021-07-13 23:04:28.000000+00:00\", \"2021-05-05 04:48:31.000000+00:00\", \"2023-05-12 18:33:54.000000+00:00\", \"2021-05-24 06:01:34.000000+00:00\", \"2019-11-15 22:24:26.000000+00:00\"], \"session_ids\": [\"934a594e-d476-4828-89e3-16bb94ab7db1\", \"55fe2e00-4032-475c-85dc-4d515463445a\", \"65ebc756-d6aa-4c01-9a39-ba9c9aa3b80d\", \"33ef828c-dbd9-4bd8-8fdc-68a97b442ffb\", \"fce3ba42-696d-4a78-88d2-5618a1182570\", \"42850678-e328-48c7-acd0-38ef4c5c1b2a\"], \"total_duration\": 1138.0, \"total_sessions\": 6, \"mean_week_duration\": 6.253}}]\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[{\"72761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 5}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-15 10:13:50.000000+00:00\", \"2021-07-13 23:04:28.000000+00:00\", \"2021-05-05 04:48:31.000000+00:00\", \"2023-05-12 18:33:54.000000+00:00\", \"2021-05-24 06:01:34.000000+00:00\", \"2019-11-15 22:24:26.000000+00:00\"], \"session_ids\": [\"934a594e-d476-4828-89e3-16bb94ab7db1\", \"55fe2e00-4032-475c-85dc-4d515463445a\", \"65ebc756-d6aa-4c01-9a39-ba9c9aa3b80d\", \"33ef828c-dbd9-4bd8-8fdc-68a97b442ffb\", \"fce3ba42-696d-4a78-88d2-5618a1182570\", \"42850678-e328-48c7-acd0-38ef4c5c1b2a\"], \"total_duration\": 1138.0, \"total_sessions\": 6, \"mean_week_duration\": 6.253}}]\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[{\"72761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 5}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-15 10:13:50.000000+00:00\", \"2021-07-13 23:04:28.000000+00:00\", \"2021-05-05 04:48:31.000000+00:00\", \"2023-05-12 18:33:54.000000+00:00\", \"2021-05-24 06:01:34.000000+00:00\", \"2019-11-15 22:24:26.000000+00:00\"], \"session_ids\": [\"934a594e-d476-4828-89e3-16bb94ab7db1\", \"55fe2e00-4032-475c-85dc-4d515463445a\", \"65ebc756-d6aa-4c01-9a39-ba9c9aa3b80d\", \"33ef828c-dbd9-4bd8-8fdc-68a97b442ffb\", \"fce3ba42-696d-4a78-88d2-5618a1182570\", \"42850678-e328-48c7-acd0-38ef4c5c1b2a\"], \"total_duration\": 1138.0, \"total_sessions\": 6, \"mean_week_duration\": 6.253}}]\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 have duration summation of sessions per week less than 43 (not including) and greater than 19 , execute sorting by overall total duration in descending order." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"60149\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Paris\", \"datetimes\": [\"2020-06-20 02:11:01.000000+00:00\", \"2022-06-17 12:10:46.000000+00:00\", \"2022-03-18 16:43:02.000000+00:00\"], \"session_ids\": [\"06439893-dd08-4ff9-829f-83ec7791d73e\", \"fe0a99fa-f27a-4d1b-91fe-eb2c0b1aab77\", \"dc429c3c-ec4c-4bc5-97fc-b4d39849abb1\"], \"total_duration\": 68.0, \"total_sessions\": 3, \"mean_week_duration\": 0.654}, \"15680\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-02-09 01:44:31.000000+00:00\", \"2021-02-27 10:42:46.000000+00:00\", \"2020-02-28 08:51:31.000000+00:00\", \"2022-09-23 17:19:27.000000+00:00\"], \"session_ids\": [\"fa5cd045-c254-4e74-8cf0-ab1aa903bdc9\", \"bb7a5c51-2f6d-4a64-b0ca-e4155c8ee20b\", \"f7cfca9c-6f8c-42c3-8858-b67cdfb9ddb6\", \"efc2d4b7-c396-4e9b-9a27-2f0b033d035f\"], \"total_duration\": 291.0, \"total_sessions\": 4, \"mean_week_duration\": 2.172}, \"87981\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-02-06 06:53:01.000000+00:00\", \"2019-07-18 19:18:36.000000+00:00\"], \"session_ids\": [\"e51aab5a-1c04-4413-b83d-e8eaa6b2259c\", \"910a27f5-e902-452f-acc6-b912dbdf09cb\"], \"total_duration\": 375.0, \"total_sessions\": 2, \"mean_week_duration\": 12.931}, \"6579\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-24 17:31:59.000000+00:00\", \"2023-03-08 03:41:59.000000+00:00\"], \"session_ids\": [\"f221031b-5695-4e10-9cf4-23220b751b5e\", \"5301d4af-2d8a-4c9d-93a2-78de19c45f61\"], \"total_duration\": 272.0, \"total_sessions\": 2, \"mean_week_duration\": 1.511}, \"57829\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-04-27 18:14:17.000000+00:00\", \"2022-03-23 16:11:14.000000+00:00\", \"2022-03-03 18:30:38.000000+00:00\", \"2021-06-23 13:43:08.000000+00:00\"], \"session_ids\": [\"75085f39-2662-4183-9329-627a03e8c250\", \"e02c5bf3-1d8b-45c3-a72c-ca48feb26db3\", \"d7a1a480-6496-4948-ad93-9479566ca3fb\", \"decabf13-51a8-436c-bfb3-a703ec4ce17f\"], \"total_duration\": 1384.0, \"total_sessions\": 4, \"mean_week_duration\": 9.105}, \"32326\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-12-09 08:43:32.000000+00:00\", \"2020-07-23 11:48:16.000000+00:00\"], \"session_ids\": [\"e21af540-f479-42cd-8942-7e26540954a7\", \"625ad980-3ca0-4ac0-836f-f14d22385f1d\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 2.636}, \"80183\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-16 04:49:39.000000+00:00\", \"2022-02-25 20:41:06.000000+00:00\", \"2019-02-16 02:08:03.000000+00:00\", \"2020-12-10 12:08:46.000000+00:00\", \"2022-02-26 21:31:42.000000+00:00\", \"2019-07-04 23:23:32.000000+00:00\", \"2020-12-20 07:24:39.000000+00:00\", \"2021-12-20 23:10:27.000000+00:00\", \"2020-08-03 02:35:04.000000+00:00\"], \"session_ids\": [\"bd6fd392-4f87-4a33-9163-f0389b435695\", \"160295fa-328f-4da7-aaba-c7e1a1185cc3\", \"2ca82fc1-d969-4464-a46d-15e450fded26\", \"bfc1c0fd-52fc-4f75-bbe0-4016cc433267\", \"767c73d1-f852-4140-b399-4675c034f1e6\", \"c5d7b889-ec58-4483-898e-ec70b413eb10\", \"da33d251-7fa6-4651-acfe-5bc675c05e6a\", \"f8ac63cc-52bd-43ef-911f-fb93b4864efe\", \"af33a6db-fa6b-4601-b993-86c5dfe9caee\"], \"total_duration\": 477.0, \"total_sessions\": 9, \"mean_week_duration\": 3.019}, \"40887\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-06-13 16:49:14.000000+00:00\", \"2019-08-02 08:42:37.000000+00:00\", \"2020-09-02 05:28:37.000000+00:00\"], \"session_ids\": [\"e0565d2f-b38a-430b-a1d2-e137e0809cab\", \"76f2aeef-70a4-4a96-a88d-fe72957cba6f\", \"44dcddbe-5264-45d3-8b72-7e2189ceb4a9\"], \"total_duration\": 432.0, \"total_sessions\": 3, \"mean_week_duration\": 4.408}, \"30400\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-07 14:39:09.000000+00:00\", \"2022-10-19 06:45:20.000000+00:00\", \"2021-12-22 21:30:48.000000+00:00\"], \"session_ids\": [\"30c0b8f8-fd21-4f71-aa68-63ea02998826\", \"1faea5f6-dd0b-4a8e-890e-fe1687a8d34a\", \"099de978-791c-4d61-95d3-6ce7a8dcd2cf\"], \"total_duration\": 134.0, \"total_sessions\": 3, \"mean_week_duration\": 0.779}, \"64326\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-09-04 20:50:10.000000+00:00\", \"2021-03-31 23:46:27.000000+00:00\"], \"session_ids\": [\"25f926c1-055d-4b28-be6d-efc9cecf9463\", \"bcac8810-7949-4dd5-8156-44e267b3535b\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 6.233}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or greater than 19 and are less than 43" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[19, 43]]}}}\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 want to know about users who have site usage time = 654 in addition apply sorting by mean of duration of sessions per week in descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"60528\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-08 22:10:55.000000+00:00\", \"2020-08-01 18:18:40.000000+00:00\"], \"session_ids\": [\"0e7d008b-c616-4efb-a05c-52530c00f7f4\", \"418737f8-0d29-4d77-898c-970aaae041a3\"], \"total_duration\": 443.0, \"total_sessions\": 2, \"mean_week_duration\": 6.42}, \"82457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-05 04:51:53.000000+00:00\", \"2023-01-12 19:43:16.000000+00:00\", \"2021-06-26 22:00:32.000000+00:00\", \"2020-04-02 07:37:02.000000+00:00\"], \"session_ids\": [\"46747475-98ff-4410-8f72-ac277dc071c3\", \"9699280a-2d2e-4969-b95f-b25b7937decc\", \"c40d3bec-3434-4a18-b155-d430ad31eec5\", \"e6d1892b-9668-4ece-949d-cdf07d51a4d1\"], \"total_duration\": 513.0, \"total_sessions\": 4, \"mean_week_duration\": 2.49}, \"30452\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-21 19:17:23.000000+00:00\", \"2020-12-31 10:29:20.000000+00:00\", \"2020-03-24 23:13:33.000000+00:00\"], \"session_ids\": [\"9ccd9083-03b4-419b-b90b-2f7d0d64eb10\", \"4dff9f22-0e07-4d51-adcc-83bfccf003aa\", \"4172736c-3126-4831-bbe2-4027f76efef0\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.407}, \"8735\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-02-15 04:31:34.000000+00:00\", \"2022-03-19 10:05:26.000000+00:00\"], \"session_ids\": [\"26466f35-530f-4472-afdf-f42a58398667\", \"86c10204-23f8-4292-843b-4837c6a1a0f9\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.173}, \"84931\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-09 21:17:25.000000+00:00\", \"2022-11-16 09:53:31.000000+00:00\", \"2020-01-07 15:20:24.000000+00:00\", \"2022-03-21 18:51:17.000000+00:00\", \"2022-02-08 21:37:23.000000+00:00\", \"2021-05-03 01:35:43.000000+00:00\", \"2022-07-22 17:52:18.000000+00:00\"], \"session_ids\": [\"acdd6fa4-d1dd-4f19-98d7-981797cf5ec7\", \"344460d2-b224-45a0-8c43-efcde85b149f\", \"69b53833-576b-4978-ab19-fc231e6ac38a\", \"ad26f568-c42d-4fb5-b441-965c3ac74b2f\", \"1991485e-f465-4e7c-ac43-fa971ce293a4\", \"f4a58bb8-4728-49a0-82ea-7f2b3e3256b6\", \"64d7cf6a-aaff-4a18-be2e-f238ac25fc9f\"], \"total_duration\": 9671.0, \"total_sessions\": 7, \"mean_week_duration\": 64.906}, \"31477\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-16 23:57:00.000000+00:00\", \"2022-03-12 18:00:13.000000+00:00\", \"2020-09-14 01:38:49.000000+00:00\", \"2021-02-22 01:26:56.000000+00:00\", \"2022-08-22 06:53:34.000000+00:00\", \"2020-12-07 09:26:04.000000+00:00\", \"2019-11-07 15:43:18.000000+00:00\", \"2020-05-20 22:43:53.000000+00:00\", \"2020-03-11 04:43:35.000000+00:00\", \"2020-03-26 12:33:27.000000+00:00\"], \"session_ids\": [\"36107b85-be1f-4b72-973e-cc854d521adb\", \"79724b69-10c0-4927-8c7f-978f57e9ee49\", \"416cc060-ba9f-4bb4-a927-4597b01e6a8b\", \"67ead86f-c00e-49e5-acf7-5947b870309e\", \"74a89e13-c768-4918-9658-e74b032ec30b\", \"d7a815c4-812e-4b7c-be96-6959c2565440\", \"f79774ce-2b51-410f-8d87-4f663a0a087a\", \"fe549127-d232-45ea-afd8-38c7076662cb\", \"13708abc-6591-4828-b484-2b04259270a4\", \"755c9b0e-1ee1-4cd1-9634-687d9d760049\"], \"total_duration\": 1706.0, \"total_sessions\": 10, \"mean_week_duration\": 10.531}, \"61523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-03-07 13:02:16.000000+00:00\", \"2022-06-24 01:58:40.000000+00:00\", \"2020-09-30 17:54:18.000000+00:00\", \"2022-10-09 20:19:59.000000+00:00\", \"2022-06-12 18:20:44.000000+00:00\", \"2022-01-30 04:44:08.000000+00:00\", \"2020-09-05 19:16:16.000000+00:00\", \"2022-01-22 13:47:28.000000+00:00\", \"2021-12-08 22:49:41.000000+00:00\"], \"session_ids\": [\"c8da16d7-e1a2-41e1-bdba-d72eef9b67cb\", \"2a785e54-2fe0-49f1-b74a-0656c4655962\", \"361aa7aa-f82d-42fb-915e-0104aa0d9da1\", \"99010d0c-8c93-4e91-9cc0-4ea4128d1526\", \"408e6cfc-61b5-4a41-a9b5-119ea350d03c\", \"ea1b693c-066f-4f9d-8843-4f22bd10eed2\", \"eff9e5c3-bf01-4194-8b1a-4d46e4c5157b\", \"1e2abcdb-d512-4b78-b08c-c272c04e3575\", \"00ff9ae8-0c00-4b1e-8efe-a3faa1530fac\"], \"total_duration\": 9974.0, \"total_sessions\": 9, \"mean_week_duration\": 53.053}, \"85491\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-02-08 22:01:40.000000+00:00\", \"2023-04-08 17:41:57.000000+00:00\"], \"session_ids\": [\"3e09fb79-a096-449e-81c9-7221a5f13d3d\", \"132b6dba-1b42-4892-8328-6641f0cf19c5\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.406}, \"95276\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-04 04:10:05.000000+00:00\", \"2020-03-23 16:53:08.000000+00:00\", \"2019-07-19 13:25:50.000000+00:00\", \"2019-05-15 19:04:31.000000+00:00\"], \"session_ids\": [\"5373fbf0-4039-43aa-bb17-a562d08b9343\", \"0641cf04-a493-47f5-999e-f3180369301e\", \"ab4ef8a0-0899-4d41-af28-17ff11b6bb14\", \"49077b22-eea4-4a06-8202-eb4ae7141a73\"], \"total_duration\": 445.0, \"total_sessions\": 4, \"mean_week_duration\": 3.027}, \"9282\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-06-09 13:42:04.000000+00:00\", \"2020-09-27 14:01:36.000000+00:00\", \"2019-10-20 16:08:54.000000+00:00\"], \"session_ids\": [\"e5c24eb6-8f78-4a0e-8bbe-05290a0ef947\", \"880823f4-99f2-421f-9a06-7696de2a37a6\", \"73ad8b1c-48fb-4f14-ab30-90511d42563d\"], \"total_duration\": 120.0, \"total_sessions\": 3, \"mean_week_duration\": 1.395}}\n```\n" } ]