conversations
list
[ { "role": "message-agent", "value": "Thought: I need to select only 6 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"37605\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-25 08:27:15.000000+00:00\", \"2021-12-13 07:09:57.000000+00:00\", \"2022-02-21 11:01:10.000000+00:00\", \"2022-09-14 09:55:58.000000+00:00\", \"2020-05-25 12:59:46.000000+00:00\", \"2021-10-12 01:08:05.000000+00:00\", \"2021-02-17 10:43:24.000000+00:00\"], \"session_ids\": [\"197f61d3-d006-4910-944f-c8ba6f95ced9\", \"c0213530-3186-486c-abc3-ae13ace2d952\", \"4ef2d395-6bab-4dbf-a611-b6ea9943a00a\", \"2eaec6f6-a72b-490b-b65c-20c58d3c781b\", \"4205b00f-ac97-458b-a6f9-22f6554ba0c4\", \"d23fe622-ea48-4951-90ba-5629bbbc1f53\", \"bba44365-1c5c-4a50-867b-f92e6fe99fa7\"], \"total_duration\": 3737.0, \"total_sessions\": 7, \"mean_week_duration\": 30.884}}]\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[{\"37605\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-25 08:27:15.000000+00:00\", \"2021-12-13 07:09:57.000000+00:00\", \"2022-02-21 11:01:10.000000+00:00\", \"2022-09-14 09:55:58.000000+00:00\", \"2020-05-25 12:59:46.000000+00:00\", \"2021-10-12 01:08:05.000000+00:00\", \"2021-02-17 10:43:24.000000+00:00\"], \"session_ids\": [\"197f61d3-d006-4910-944f-c8ba6f95ced9\", \"c0213530-3186-486c-abc3-ae13ace2d952\", \"4ef2d395-6bab-4dbf-a611-b6ea9943a00a\", \"2eaec6f6-a72b-490b-b65c-20c58d3c781b\", \"4205b00f-ac97-458b-a6f9-22f6554ba0c4\", \"d23fe622-ea48-4951-90ba-5629bbbc1f53\", \"bba44365-1c5c-4a50-867b-f92e6fe99fa7\"], \"total_duration\": 3737.0, \"total_sessions\": 7, \"mean_week_duration\": 30.884}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding user whose time spent on the site per week exceed 11, exclusively 11 and sort by town_name in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"53057\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-01-31 17:04:05.000000+00:00\", \"2021-02-12 03:33:04.000000+00:00\"], \"session_ids\": [\"1b6c381a-ddcf-4457-abd8-8f1124ec4056\", \"2bc749f5-2f5e-49ff-a8a3-3e52ff786845\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.236}, \"43689\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-05 07:58:00.000000+00:00\", \"2020-11-27 12:12:53.000000+00:00\"], \"session_ids\": [\"3765a702-0d25-4665-a4f6-c0f5bc9bbb83\", \"3783a32e-ad4e-4f1b-8fa6-a3bec1c1735c\"], \"total_duration\": 451.0, \"total_sessions\": 2, \"mean_week_duration\": 15.033}, \"55028\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-04-03 14:00:49.000000+00:00\", \"2022-06-18 19:18:30.000000+00:00\", \"2021-04-25 10:38:33.000000+00:00\"], \"session_ids\": [\"9d5d54b7-7f64-4195-8017-0581442d6685\", \"8fd15f39-6762-4689-84b5-d41507adbfb2\", \"812999cd-47e1-4914-aa7f-764e8c6c7832\"], \"total_duration\": 66.0, \"total_sessions\": 3, \"mean_week_duration\": 0.569}, \"46759\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-08-17 14:32:04.000000+00:00\", \"2020-08-12 16:20:09.000000+00:00\", \"2019-01-08 12:21:17.000000+00:00\"], \"session_ids\": [\"b5569b5e-9eeb-4c3d-951e-f74df9e5ec54\", \"01977f9d-a022-451c-bfe7-a29a96c26274\", \"b6484e4b-e7da-4bba-9b21-922ed7e29a10\"], \"total_duration\": 740.0, \"total_sessions\": 3, \"mean_week_duration\": 3.915}, \"76700\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-09 10:13:44.000000+00:00\", \"2019-01-02 15:37:16.000000+00:00\", \"2022-03-20 14:52:17.000000+00:00\", \"2022-11-08 00:18:32.000000+00:00\", \"2022-09-01 15:22:57.000000+00:00\", \"2022-10-02 19:32:54.000000+00:00\", \"2020-03-19 00:23:53.000000+00:00\", \"2021-05-02 18:49:08.000000+00:00\"], \"session_ids\": [\"a79b6a64-0718-4c2c-a067-4fff7a8d4eab\", \"45a9aefe-c887-4311-8dad-d7ff0f815d17\", \"162d94c7-24c0-4d74-a066-b2fd76e91a67\", \"9b3bc6a9-16ef-48eb-926b-f7915f2bf7a3\", \"c177fdb9-ab7d-471e-ba55-7112a398d5f4\", \"dac6da29-8071-494f-99d9-7f2da13ef69f\", \"3e6a2e8c-d489-4d0c-ad8f-a367c3137ecc\", \"fcc6b807-67d5-4939-bce6-51a4a786913e\"], \"total_duration\": 5479.0, \"total_sessions\": 8, \"mean_week_duration\": 27.259}, \"65394\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-02-23 11:20:30.000000+00:00\", \"2019-06-29 19:10:25.000000+00:00\", \"2019-06-27 08:54:42.000000+00:00\", \"2023-03-20 00:52:43.000000+00:00\"], \"session_ids\": [\"1d970b24-0f4f-49c9-9ea0-392178e7e618\", \"535ca3ec-faa9-44b9-b6d2-7c643932d8bc\", \"205326f3-9068-4b7c-b9dd-276ca677483e\", \"10279d4f-a19f-4ff0-8fe8-041e91a0c8fd\"], \"total_duration\": 1264.0, \"total_sessions\": 4, \"mean_week_duration\": 6.482}, \"42527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-19 01:53:18.000000+00:00\", \"2020-09-28 17:18:51.000000+00:00\", \"2020-08-23 05:33:09.000000+00:00\", \"2021-02-20 00:14:30.000000+00:00\", \"2020-06-07 01:22:56.000000+00:00\", \"2019-07-11 12:10:42.000000+00:00\", \"2021-01-26 02:23:23.000000+00:00\", \"2022-09-04 15:08:09.000000+00:00\"], \"session_ids\": [\"76174584-9200-45f4-988b-666afc1cff8b\", \"034b6289-49d1-40ea-a2db-29cbe1f03a22\", \"4c76226c-a5e4-4f6d-b298-19aa60f75ca6\", \"fdeffa39-5b16-4cd1-8910-102a765d6621\", \"199c62b7-c35b-4804-84e0-b7706e3313d8\", \"d588821f-6152-49e6-9f39-cb6fec50a702\", \"51984919-2da3-4228-9a4f-22a11d876d74\", \"4cc37a0f-f96e-49c8-9c36-111e25d10cef\"], \"total_duration\": 2188.0, \"total_sessions\": 8, \"mean_week_duration\": 13.261}, \"16334\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-11-17 07:32:24.000000+00:00\", \"2023-04-25 02:37:40.000000+00:00\"], \"session_ids\": [\"bf5e15a1-3f33-47dc-af13-0a033753c75c\", \"60c5a463-8fd4-44bf-9938-00e8c566623c\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 3.24}, \"41504\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-02 11:25:16.000000+00:00\", \"2022-01-31 00:49:27.000000+00:00\"], \"session_ids\": [\"2b06de98-11b2-4a43-9870-b13b7c0beec3\", \"e8d62470-b94c-4be3-91ee-351bacefb9aa\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 11.889}, \"71658\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-27 05:47:51.000000+00:00\", \"2019-11-01 19:41:33.000000+00:00\", \"2023-01-16 22:21:06.000000+00:00\", \"2023-01-03 08:14:19.000000+00:00\", \"2022-12-21 13:13:43.000000+00:00\", \"2020-02-14 03:24:51.000000+00:00\", \"2019-01-01 00:39:17.000000+00:00\", \"2019-10-27 04:18:34.000000+00:00\"], \"session_ids\": [\"1420ffec-ed18-472e-be4f-743a4ec993cc\", \"9323d738-1d45-41f3-85c0-d402c3effc05\", \"4d02e78f-2142-455f-ab97-edce8f8fc672\", \"a44c42e5-94e4-4ad4-ab0b-f9ab0567a20a\", \"3d3a68d6-f51a-4441-87b8-d0d3950df652\", \"3fcb60a7-079c-452c-bc75-c0717dbefe3b\", \"78615697-8921-4d5e-b1b4-efb928674866\", \"2febc7fa-927b-4d1a-ab23-d7d0c2baa743\"], \"total_duration\": 5289.0, \"total_sessions\": 8, \"mean_week_duration\": 25.066}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 11" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[11, 36]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"43689\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-05 07:58:00.000000+00:00\", \"2020-11-27 12:12:53.000000+00:00\"], \"session_ids\": [\"3765a702-0d25-4665-a4f6-c0f5bc9bbb83\", \"3783a32e-ad4e-4f1b-8fa6-a3bec1c1735c\"], \"total_duration\": 451.0, \"total_sessions\": 2, \"mean_week_duration\": 15.033}, \"76700\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-09 10:13:44.000000+00:00\", \"2019-01-02 15:37:16.000000+00:00\", \"2022-03-20 14:52:17.000000+00:00\", \"2022-11-08 00:18:32.000000+00:00\", \"2022-09-01 15:22:57.000000+00:00\", \"2022-10-02 19:32:54.000000+00:00\", \"2020-03-19 00:23:53.000000+00:00\", \"2021-05-02 18:49:08.000000+00:00\"], \"session_ids\": [\"a79b6a64-0718-4c2c-a067-4fff7a8d4eab\", \"45a9aefe-c887-4311-8dad-d7ff0f815d17\", \"162d94c7-24c0-4d74-a066-b2fd76e91a67\", \"9b3bc6a9-16ef-48eb-926b-f7915f2bf7a3\", \"c177fdb9-ab7d-471e-ba55-7112a398d5f4\", \"dac6da29-8071-494f-99d9-7f2da13ef69f\", \"3e6a2e8c-d489-4d0c-ad8f-a367c3137ecc\", \"fcc6b807-67d5-4939-bce6-51a4a786913e\"], \"total_duration\": 5479.0, \"total_sessions\": 8, \"mean_week_duration\": 27.259}, \"42527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-19 01:53:18.000000+00:00\", \"2020-09-28 17:18:51.000000+00:00\", \"2020-08-23 05:33:09.000000+00:00\", \"2021-02-20 00:14:30.000000+00:00\", \"2020-06-07 01:22:56.000000+00:00\", \"2019-07-11 12:10:42.000000+00:00\", \"2021-01-26 02:23:23.000000+00:00\", \"2022-09-04 15:08:09.000000+00:00\"], \"session_ids\": [\"76174584-9200-45f4-988b-666afc1cff8b\", \"034b6289-49d1-40ea-a2db-29cbe1f03a22\", \"4c76226c-a5e4-4f6d-b298-19aa60f75ca6\", \"fdeffa39-5b16-4cd1-8910-102a765d6621\", \"199c62b7-c35b-4804-84e0-b7706e3313d8\", \"d588821f-6152-49e6-9f39-cb6fec50a702\", \"51984919-2da3-4228-9a4f-22a11d876d74\", \"4cc37a0f-f96e-49c8-9c36-111e25d10cef\"], \"total_duration\": 2188.0, \"total_sessions\": 8, \"mean_week_duration\": 13.261}, \"41504\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-02 11:25:16.000000+00:00\", \"2022-01-31 00:49:27.000000+00:00\"], \"session_ids\": [\"2b06de98-11b2-4a43-9870-b13b7c0beec3\", \"e8d62470-b94c-4be3-91ee-351bacefb9aa\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 11.889}, \"71658\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-27 05:47:51.000000+00:00\", \"2019-11-01 19:41:33.000000+00:00\", \"2023-01-16 22:21:06.000000+00:00\", \"2023-01-03 08:14:19.000000+00:00\", \"2022-12-21 13:13:43.000000+00:00\", \"2020-02-14 03:24:51.000000+00:00\", \"2019-01-01 00:39:17.000000+00:00\", \"2019-10-27 04:18:34.000000+00:00\"], \"session_ids\": [\"1420ffec-ed18-472e-be4f-743a4ec993cc\", \"9323d738-1d45-41f3-85c0-d402c3effc05\", \"4d02e78f-2142-455f-ab97-edce8f8fc672\", \"a44c42e5-94e4-4ad4-ab0b-f9ab0567a20a\", \"3d3a68d6-f51a-4441-87b8-d0d3950df652\", \"3fcb60a7-079c-452c-bc75-c0717dbefe3b\", \"78615697-8921-4d5e-b1b4-efb928674866\", \"2febc7fa-927b-4d1a-ab23-d7d0c2baa743\"], \"total_duration\": 5289.0, \"total_sessions\": 8, \"mean_week_duration\": 25.066}}\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[{\"42527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-19 01:53:18.000000+00:00\", \"2020-09-28 17:18:51.000000+00:00\", \"2020-08-23 05:33:09.000000+00:00\", \"2021-02-20 00:14:30.000000+00:00\", \"2020-06-07 01:22:56.000000+00:00\", \"2019-07-11 12:10:42.000000+00:00\", \"2021-01-26 02:23:23.000000+00:00\", \"2022-09-04 15:08:09.000000+00:00\"], \"session_ids\": [\"76174584-9200-45f4-988b-666afc1cff8b\", \"034b6289-49d1-40ea-a2db-29cbe1f03a22\", \"4c76226c-a5e4-4f6d-b298-19aa60f75ca6\", \"fdeffa39-5b16-4cd1-8910-102a765d6621\", \"199c62b7-c35b-4804-84e0-b7706e3313d8\", \"d588821f-6152-49e6-9f39-cb6fec50a702\", \"51984919-2da3-4228-9a4f-22a11d876d74\", \"4cc37a0f-f96e-49c8-9c36-111e25d10cef\"], \"total_duration\": 2188.0, \"total_sessions\": 8, \"mean_week_duration\": 13.261}}, {\"76700\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-09 10:13:44.000000+00:00\", \"2019-01-02 15:37:16.000000+00:00\", \"2022-03-20 14:52:17.000000+00:00\", \"2022-11-08 00:18:32.000000+00:00\", \"2022-09-01 15:22:57.000000+00:00\", \"2022-10-02 19:32:54.000000+00:00\", \"2020-03-19 00:23:53.000000+00:00\", \"2021-05-02 18:49:08.000000+00:00\"], \"session_ids\": [\"a79b6a64-0718-4c2c-a067-4fff7a8d4eab\", \"45a9aefe-c887-4311-8dad-d7ff0f815d17\", \"162d94c7-24c0-4d74-a066-b2fd76e91a67\", \"9b3bc6a9-16ef-48eb-926b-f7915f2bf7a3\", \"c177fdb9-ab7d-471e-ba55-7112a398d5f4\", \"dac6da29-8071-494f-99d9-7f2da13ef69f\", \"3e6a2e8c-d489-4d0c-ad8f-a367c3137ecc\", \"fcc6b807-67d5-4939-bce6-51a4a786913e\"], \"total_duration\": 5479.0, \"total_sessions\": 8, \"mean_week_duration\": 27.259}}, {\"41504\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-02 11:25:16.000000+00:00\", \"2022-01-31 00:49:27.000000+00:00\"], \"session_ids\": [\"2b06de98-11b2-4a43-9870-b13b7c0beec3\", \"e8d62470-b94c-4be3-91ee-351bacefb9aa\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 11.889}}, {\"43689\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-05-05 07:58:00.000000+00:00\", \"2020-11-27 12:12:53.000000+00:00\"], \"session_ids\": [\"3765a702-0d25-4665-a4f6-c0f5bc9bbb83\", \"3783a32e-ad4e-4f1b-8fa6-a3bec1c1735c\"], \"total_duration\": 451.0, \"total_sessions\": 2, \"mean_week_duration\": 15.033}}, {\"71658\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-27 05:47:51.000000+00:00\", \"2019-11-01 19:41:33.000000+00:00\", \"2023-01-16 22:21:06.000000+00:00\", \"2023-01-03 08:14:19.000000+00:00\", \"2022-12-21 13:13:43.000000+00:00\", \"2020-02-14 03:24:51.000000+00:00\", \"2019-01-01 00:39:17.000000+00:00\", \"2019-10-27 04:18:34.000000+00:00\"], \"session_ids\": [\"1420ffec-ed18-472e-be4f-743a4ec993cc\", \"9323d738-1d45-41f3-85c0-d402c3effc05\", \"4d02e78f-2142-455f-ab97-edce8f8fc672\", \"a44c42e5-94e4-4ad4-ab0b-f9ab0567a20a\", \"3d3a68d6-f51a-4441-87b8-d0d3950df652\", \"3fcb60a7-079c-452c-bc75-c0717dbefe3b\", \"78615697-8921-4d5e-b1b4-efb928674866\", \"2febc7fa-927b-4d1a-ab23-d7d0c2baa743\"], \"total_duration\": 5289.0, \"total_sessions\": 8, \"mean_week_duration\": 25.066}}]\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[{\"42527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-19 01:53:18.000000+00:00\", \"2020-09-28 17:18:51.000000+00:00\", \"2020-08-23 05:33:09.000000+00:00\", \"2021-02-20 00:14:30.000000+00:00\", \"2020-06-07 01:22:56.000000+00:00\", \"2019-07-11 12:10:42.000000+00:00\", \"2021-01-26 02:23:23.000000+00:00\", \"2022-09-04 15:08:09.000000+00:00\"], \"session_ids\": [\"76174584-9200-45f4-988b-666afc1cff8b\", \"034b6289-49d1-40ea-a2db-29cbe1f03a22\", \"4c76226c-a5e4-4f6d-b298-19aa60f75ca6\", \"fdeffa39-5b16-4cd1-8910-102a765d6621\", \"199c62b7-c35b-4804-84e0-b7706e3313d8\", \"d588821f-6152-49e6-9f39-cb6fec50a702\", \"51984919-2da3-4228-9a4f-22a11d876d74\", \"4cc37a0f-f96e-49c8-9c36-111e25d10cef\"], \"total_duration\": 2188.0, \"total_sessions\": 8, \"mean_week_duration\": 13.261}}]\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[{\"42527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-19 01:53:18.000000+00:00\", \"2020-09-28 17:18:51.000000+00:00\", \"2020-08-23 05:33:09.000000+00:00\", \"2021-02-20 00:14:30.000000+00:00\", \"2020-06-07 01:22:56.000000+00:00\", \"2019-07-11 12:10:42.000000+00:00\", \"2021-01-26 02:23:23.000000+00:00\", \"2022-09-04 15:08:09.000000+00:00\"], \"session_ids\": [\"76174584-9200-45f4-988b-666afc1cff8b\", \"034b6289-49d1-40ea-a2db-29cbe1f03a22\", \"4c76226c-a5e4-4f6d-b298-19aa60f75ca6\", \"fdeffa39-5b16-4cd1-8910-102a765d6621\", \"199c62b7-c35b-4804-84e0-b7706e3313d8\", \"d588821f-6152-49e6-9f39-cb6fec50a702\", \"51984919-2da3-4228-9a4f-22a11d876d74\", \"4cc37a0f-f96e-49c8-9c36-111e25d10cef\"], \"total_duration\": 2188.0, \"total_sessions\": 8, \"mean_week_duration\": 13.261}}]\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 whose sum of duration is bigger than 1662 (not including) and smaller than 4628 + perform sorting by duration summation decliningly." } ]
[ { "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{\"57701\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-02 03:51:36.000000+00:00\", \"2022-06-13 14:30:23.000000+00:00\"], \"session_ids\": [\"dc155f6d-bc1c-4002-bec4-1cb059d19775\", \"997a00c7-f11f-46b6-a4a0-332b0802b9f2\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 1.785}, \"11238\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-04-21 15:36:54.000000+00:00\", \"2022-04-06 22:47:04.000000+00:00\"], \"session_ids\": [\"c928c409-b496-4ace-bd03-c5c870c45342\", \"44a3f69f-0bf7-4ae7-8940-bf915e1ad54f\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 150.0}, \"45802\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-09-22 20:02:09.000000+00:00\", \"2020-04-25 20:57:01.000000+00:00\", \"2022-09-11 05:22:57.000000+00:00\"], \"session_ids\": [\"e69a27de-830b-4c7f-b768-d895ad0467b4\", \"d035fd7f-0465-4465-8037-a077db78e985\", \"20134d6c-843a-4aaa-96dd-9efedd8f1819\"], \"total_duration\": 897.0, \"total_sessions\": 3, \"mean_week_duration\": 5.787}, \"16654\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-07-22 16:43:09.000000+00:00\", \"2019-07-11 11:30:37.000000+00:00\", \"2022-01-29 19:46:05.000000+00:00\"], \"session_ids\": [\"f4ad8e3f-ac19-4de1-844c-ff4d0032248e\", \"3ed1128f-089c-4574-b25e-6fa6ddc85e2b\", \"f348b2cb-0e31-4633-ac6d-abd862e13b23\"], \"total_duration\": 99.0, \"total_sessions\": 3, \"mean_week_duration\": 0.623}, \"30874\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-20 01:46:11.000000+00:00\", \"2019-07-16 04:36:25.000000+00:00\"], \"session_ids\": [\"739431d2-1df5-473e-864c-9c3c483de163\", \"0be2d061-4317-443c-8be4-296b61341abb\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 1.5}, \"89831\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 4}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-08-22 23:41:07.000000+00:00\", \"2021-10-02 08:01:47.000000+00:00\"], \"session_ids\": [\"48e27216-d5cd-4a39-890f-e6d9addbf926\", \"5b10ac01-ec06-4cac-9b1f-acc17bfe7fe3\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"35115\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-01-22 13:39:34.000000+00:00\", \"2021-08-03 19:56:52.000000+00:00\"], \"session_ids\": [\"77a10600-8c6b-402b-b2df-fe86665abd58\", \"a197554b-95cb-4a3a-a614-075b4eb5e295\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 3.393}, \"72714\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-02-02 23:48:57.000000+00:00\", \"2022-10-21 21:02:21.000000+00:00\", \"2022-08-06 06:30:39.000000+00:00\", \"2021-12-02 12:23:24.000000+00:00\", \"2022-01-16 17:16:32.000000+00:00\", \"2022-04-04 07:26:44.000000+00:00\", \"2022-03-10 08:18:34.000000+00:00\", \"2019-03-25 10:26:46.000000+00:00\"], \"session_ids\": [\"a6bffe68-b8d1-450a-acbf-c2fb984eae18\", \"7ddabbe1-0f91-4232-8e58-10a492ffc3be\", \"0bb9ffd4-9a8c-45e4-b2b2-c212aa657f12\", \"77d7ec7c-590f-4425-984b-3bc2a619b0e0\", \"8739d0b0-d9a7-4a17-a6af-88bfc05a72b9\", \"b062b730-0a02-4464-aa86-e76d8de60ef1\", \"839be960-9d6c-4013-a37d-81fc0d85aeba\", \"f4f8f5f7-b464-4493-82cb-34a92ccd7880\"], \"total_duration\": 7667.0, \"total_sessions\": 8, \"mean_week_duration\": 41.0}, \"14537\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-12-04 19:13:58.000000+00:00\", \"2020-01-29 04:41:00.000000+00:00\"], \"session_ids\": [\"c6849e43-e3b1-431c-a18b-1144bf43164e\", \"ad427dcc-0879-4cec-b49e-5cf938de9575\"], \"total_duration\": 482.0, \"total_sessions\": 2, \"mean_week_duration\": 60.25}, \"98799\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-04-13 07:27:55.000000+00:00\", \"2020-01-24 04:43:33.000000+00:00\", \"2022-09-15 18:04:18.000000+00:00\"], \"session_ids\": [\"53d93e52-fa78-4f7e-8ca1-f9795ab8562c\", \"c7921f19-c505-4141-8029-c2d282afef0d\", \"799b3626-e14d-4f99-bb66-f16d463bf244\"], \"total_duration\": 47.0, \"total_sessions\": 3, \"mean_week_duration\": 0.341}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are greater than 1662 and are equal or less than 4628" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[1662, 4628]]}}}\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": "Give me details on 4 users who have number of sessions less than 6 (not including) and greater than 2 and apply sorting by city_name in descending 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{\"13669\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-02-17 04:35:52.000000+00:00\", \"2019-10-19 14:51:10.000000+00:00\"], \"session_ids\": [\"5e3fb65d-fdf9-4d55-889c-4525c3095a76\", \"96fd8ae2-56ff-4c50-9e30-e2a0e95e2638\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 3.029}, \"77598\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-16 02:52:16.000000+00:00\", \"2022-05-20 22:27:56.000000+00:00\"], \"session_ids\": [\"b49502f7-c175-4427-a84f-614a5e98c1e7\", \"296d1394-4002-4644-82b8-fc057bb94882\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.654}, \"6091\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-06-07 12:19:41.000000+00:00\", \"2022-10-04 16:59:54.000000+00:00\"], \"session_ids\": [\"4e68d13b-9962-4ef0-814b-a89013498549\", \"dd4d6dc0-6b38-4e1c-ab5d-da9f968119f0\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 1.418}, \"9166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-09-02 02:17:30.000000+00:00\", \"2022-01-22 01:14:37.000000+00:00\", \"2022-05-09 18:58:06.000000+00:00\"], \"session_ids\": [\"2f711ae8-d47f-49d8-9de9-fc36fbc3d7db\", \"debcdafc-1702-4dbc-b6a9-7c8c20aeb3af\", \"16fc81e4-9a2b-470a-ad5f-c07a296298cf\"], \"total_duration\": 923.0, \"total_sessions\": 3, \"mean_week_duration\": 6.593}, \"94348\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-06-18 11:56:09.000000+00:00\", \"2020-10-09 04:33:24.000000+00:00\", \"2021-03-30 08:37:48.000000+00:00\", \"2022-06-11 12:36:11.000000+00:00\", \"2019-05-11 07:10:50.000000+00:00\", \"2019-11-29 02:54:54.000000+00:00\", \"2019-06-30 18:16:58.000000+00:00\"], \"session_ids\": [\"d69d8a92-be23-4748-a780-4c795342d74b\", \"519638bc-603e-45cf-af1b-a8ae3f6186eb\", \"0c6d0c56-815d-46d7-a69f-845a57e4ebfc\", \"5466c2ec-a9b8-454c-96f8-dfaf4cedf533\", \"eeb0a524-2a3a-4077-9f30-4515147370da\", \"c1a47776-8ea4-4434-a270-8a5c7acef25f\", \"44bbcb27-18c7-48a4-a936-862f66c87789\"], \"total_duration\": 261.0, \"total_sessions\": 7, \"mean_week_duration\": 1.621}, \"84264\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 6, \"Change Skin Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2020-03-04 18:54:53.000000+00:00\", \"2021-08-18 03:06:18.000000+00:00\", \"2020-05-12 18:33:30.000000+00:00\"], \"session_ids\": [\"e180d098-0cdf-4237-8b95-2c6669725965\", \"f13eb50c-508f-4023-a54a-0e2ab68ab250\", \"4ef787e9-1606-4bcd-8a9f-4ee0c85c6359\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 3.289}, \"83902\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-09-17 22:04:26.000000+00:00\", \"2021-01-01 17:50:20.000000+00:00\"], \"session_ids\": [\"0d5b5544-9bf2-4854-ab51-828d166694eb\", \"81de7962-9396-4aab-9f73-e033b9328eed\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 11.067}, \"35482\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-29 00:54:58.000000+00:00\", \"2021-11-01 23:27:40.000000+00:00\"], \"session_ids\": [\"905077c9-51b3-4d65-89af-1ba8a8ccf8d5\", \"3f614438-f35c-4f2d-9a52-5fdaa4196dd7\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 2.772}, \"9717\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-10-11 09:42:21.000000+00:00\", \"2020-01-15 19:36:59.000000+00:00\"], \"session_ids\": [\"3bee17b6-9e81-4ca3-9798-bb11d5aa6af4\", \"7b815fbf-e990-42d4-a122-77cdd8b3603b\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 10.231}, \"84703\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-09-22 08:15:16.000000+00:00\", \"2020-10-04 13:13:37.000000+00:00\", \"2021-06-02 05:49:07.000000+00:00\", \"2019-11-11 13:53:10.000000+00:00\", \"2022-08-02 01:44:52.000000+00:00\"], \"session_ids\": [\"d33aa785-2f44-400e-a327-1accb16e2995\", \"06a02817-61da-4863-9dff-8ab4b72d7721\", \"dba6031d-fa19-4501-9eb1-3b2d69d4892e\", \"a8605d11-1956-4d4d-a923-ac9e409e9f54\", \"059bbe10-a77b-4ed7-8098-2652b5693edb\"], \"total_duration\": 576.0, \"total_sessions\": 5, \"mean_week_duration\": 3.84}}\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 2 and are less than 6" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[2, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13669\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-02-17 04:35:52.000000+00:00\", \"2019-10-19 14:51:10.000000+00:00\"], \"session_ids\": [\"5e3fb65d-fdf9-4d55-889c-4525c3095a76\", \"96fd8ae2-56ff-4c50-9e30-e2a0e95e2638\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 3.029}, \"77598\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-16 02:52:16.000000+00:00\", \"2022-05-20 22:27:56.000000+00:00\"], \"session_ids\": [\"b49502f7-c175-4427-a84f-614a5e98c1e7\", \"296d1394-4002-4644-82b8-fc057bb94882\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.654}, \"6091\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-06-07 12:19:41.000000+00:00\", \"2022-10-04 16:59:54.000000+00:00\"], \"session_ids\": [\"4e68d13b-9962-4ef0-814b-a89013498549\", \"dd4d6dc0-6b38-4e1c-ab5d-da9f968119f0\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 1.418}, \"9166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-09-02 02:17:30.000000+00:00\", \"2022-01-22 01:14:37.000000+00:00\", \"2022-05-09 18:58:06.000000+00:00\"], \"session_ids\": [\"2f711ae8-d47f-49d8-9de9-fc36fbc3d7db\", \"debcdafc-1702-4dbc-b6a9-7c8c20aeb3af\", \"16fc81e4-9a2b-470a-ad5f-c07a296298cf\"], \"total_duration\": 923.0, \"total_sessions\": 3, \"mean_week_duration\": 6.593}, \"84264\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 6, \"Change Skin Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2020-03-04 18:54:53.000000+00:00\", \"2021-08-18 03:06:18.000000+00:00\", \"2020-05-12 18:33:30.000000+00:00\"], \"session_ids\": [\"e180d098-0cdf-4237-8b95-2c6669725965\", \"f13eb50c-508f-4023-a54a-0e2ab68ab250\", \"4ef787e9-1606-4bcd-8a9f-4ee0c85c6359\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 3.289}, \"83902\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-09-17 22:04:26.000000+00:00\", \"2021-01-01 17:50:20.000000+00:00\"], \"session_ids\": [\"0d5b5544-9bf2-4854-ab51-828d166694eb\", \"81de7962-9396-4aab-9f73-e033b9328eed\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 11.067}, \"35482\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-29 00:54:58.000000+00:00\", \"2021-11-01 23:27:40.000000+00:00\"], \"session_ids\": [\"905077c9-51b3-4d65-89af-1ba8a8ccf8d5\", \"3f614438-f35c-4f2d-9a52-5fdaa4196dd7\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 2.772}, \"9717\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-10-11 09:42:21.000000+00:00\", \"2020-01-15 19:36:59.000000+00:00\"], \"session_ids\": [\"3bee17b6-9e81-4ca3-9798-bb11d5aa6af4\", \"7b815fbf-e990-42d4-a122-77cdd8b3603b\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 10.231}, \"84703\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-09-22 08:15:16.000000+00:00\", \"2020-10-04 13:13:37.000000+00:00\", \"2021-06-02 05:49:07.000000+00:00\", \"2019-11-11 13:53:10.000000+00:00\", \"2022-08-02 01:44:52.000000+00:00\"], \"session_ids\": [\"d33aa785-2f44-400e-a327-1accb16e2995\", \"06a02817-61da-4863-9dff-8ab4b72d7721\", \"dba6031d-fa19-4501-9eb1-3b2d69d4892e\", \"a8605d11-1956-4d4d-a923-ac9e409e9f54\", \"059bbe10-a77b-4ed7-8098-2652b5693edb\"], \"total_duration\": 576.0, \"total_sessions\": 5, \"mean_week_duration\": 3.84}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"77598\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-16 02:52:16.000000+00:00\", \"2022-05-20 22:27:56.000000+00:00\"], \"session_ids\": [\"b49502f7-c175-4427-a84f-614a5e98c1e7\", \"296d1394-4002-4644-82b8-fc057bb94882\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.654}}, {\"9166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-09-02 02:17:30.000000+00:00\", \"2022-01-22 01:14:37.000000+00:00\", \"2022-05-09 18:58:06.000000+00:00\"], \"session_ids\": [\"2f711ae8-d47f-49d8-9de9-fc36fbc3d7db\", \"debcdafc-1702-4dbc-b6a9-7c8c20aeb3af\", \"16fc81e4-9a2b-470a-ad5f-c07a296298cf\"], \"total_duration\": 923.0, \"total_sessions\": 3, \"mean_week_duration\": 6.593}}, {\"13669\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-02-17 04:35:52.000000+00:00\", \"2019-10-19 14:51:10.000000+00:00\"], \"session_ids\": [\"5e3fb65d-fdf9-4d55-889c-4525c3095a76\", \"96fd8ae2-56ff-4c50-9e30-e2a0e95e2638\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 3.029}}, {\"84703\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-09-22 08:15:16.000000+00:00\", \"2020-10-04 13:13:37.000000+00:00\", \"2021-06-02 05:49:07.000000+00:00\", \"2019-11-11 13:53:10.000000+00:00\", \"2022-08-02 01:44:52.000000+00:00\"], \"session_ids\": [\"d33aa785-2f44-400e-a327-1accb16e2995\", \"06a02817-61da-4863-9dff-8ab4b72d7721\", \"dba6031d-fa19-4501-9eb1-3b2d69d4892e\", \"a8605d11-1956-4d4d-a923-ac9e409e9f54\", \"059bbe10-a77b-4ed7-8098-2652b5693edb\"], \"total_duration\": 576.0, \"total_sessions\": 5, \"mean_week_duration\": 3.84}}, {\"6091\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-06-07 12:19:41.000000+00:00\", \"2022-10-04 16:59:54.000000+00:00\"], \"session_ids\": [\"4e68d13b-9962-4ef0-814b-a89013498549\", \"dd4d6dc0-6b38-4e1c-ab5d-da9f968119f0\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 1.418}}, {\"83902\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-09-17 22:04:26.000000+00:00\", \"2021-01-01 17:50:20.000000+00:00\"], \"session_ids\": [\"0d5b5544-9bf2-4854-ab51-828d166694eb\", \"81de7962-9396-4aab-9f73-e033b9328eed\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 11.067}}, {\"84264\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 6, \"Change Skin Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2020-03-04 18:54:53.000000+00:00\", \"2021-08-18 03:06:18.000000+00:00\", \"2020-05-12 18:33:30.000000+00:00\"], \"session_ids\": [\"e180d098-0cdf-4237-8b95-2c6669725965\", \"f13eb50c-508f-4023-a54a-0e2ab68ab250\", \"4ef787e9-1606-4bcd-8a9f-4ee0c85c6359\"], \"total_duration\": 250.0, \"total_sessions\": 3, \"mean_week_duration\": 3.289}}, {\"35482\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-09-29 00:54:58.000000+00:00\", \"2021-11-01 23:27:40.000000+00:00\"], \"session_ids\": [\"905077c9-51b3-4d65-89af-1ba8a8ccf8d5\", \"3f614438-f35c-4f2d-9a52-5fdaa4196dd7\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 2.772}}, {\"9717\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-10-11 09:42:21.000000+00:00\", \"2020-01-15 19:36:59.000000+00:00\"], \"session_ids\": [\"3bee17b6-9e81-4ca3-9798-bb11d5aa6af4\", \"7b815fbf-e990-42d4-a122-77cdd8b3603b\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 10.231}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"77598\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-16 02:52:16.000000+00:00\", \"2022-05-20 22:27:56.000000+00:00\"], \"session_ids\": [\"b49502f7-c175-4427-a84f-614a5e98c1e7\", \"296d1394-4002-4644-82b8-fc057bb94882\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.654}}, {\"9166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-09-02 02:17:30.000000+00:00\", \"2022-01-22 01:14:37.000000+00:00\", \"2022-05-09 18:58:06.000000+00:00\"], \"session_ids\": [\"2f711ae8-d47f-49d8-9de9-fc36fbc3d7db\", \"debcdafc-1702-4dbc-b6a9-7c8c20aeb3af\", \"16fc81e4-9a2b-470a-ad5f-c07a296298cf\"], \"total_duration\": 923.0, \"total_sessions\": 3, \"mean_week_duration\": 6.593}}, {\"13669\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-02-17 04:35:52.000000+00:00\", \"2019-10-19 14:51:10.000000+00:00\"], \"session_ids\": [\"5e3fb65d-fdf9-4d55-889c-4525c3095a76\", \"96fd8ae2-56ff-4c50-9e30-e2a0e95e2638\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 3.029}}, {\"84703\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-09-22 08:15:16.000000+00:00\", \"2020-10-04 13:13:37.000000+00:00\", \"2021-06-02 05:49:07.000000+00:00\", \"2019-11-11 13:53:10.000000+00:00\", \"2022-08-02 01:44:52.000000+00:00\"], \"session_ids\": [\"d33aa785-2f44-400e-a327-1accb16e2995\", \"06a02817-61da-4863-9dff-8ab4b72d7721\", \"dba6031d-fa19-4501-9eb1-3b2d69d4892e\", \"a8605d11-1956-4d4d-a923-ac9e409e9f54\", \"059bbe10-a77b-4ed7-8098-2652b5693edb\"], \"total_duration\": 576.0, \"total_sessions\": 5, \"mean_week_duration\": 3.84}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to close out that task and provide the requester with the obtained data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"77598\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-16 02:52:16.000000+00:00\", \"2022-05-20 22:27:56.000000+00:00\"], \"session_ids\": [\"b49502f7-c175-4427-a84f-614a5e98c1e7\", \"296d1394-4002-4644-82b8-fc057bb94882\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.654}}, {\"9166\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-09-02 02:17:30.000000+00:00\", \"2022-01-22 01:14:37.000000+00:00\", \"2022-05-09 18:58:06.000000+00:00\"], \"session_ids\": [\"2f711ae8-d47f-49d8-9de9-fc36fbc3d7db\", \"debcdafc-1702-4dbc-b6a9-7c8c20aeb3af\", \"16fc81e4-9a2b-470a-ad5f-c07a296298cf\"], \"total_duration\": 923.0, \"total_sessions\": 3, \"mean_week_duration\": 6.593}}, {\"13669\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-02-17 04:35:52.000000+00:00\", \"2019-10-19 14:51:10.000000+00:00\"], \"session_ids\": [\"5e3fb65d-fdf9-4d55-889c-4525c3095a76\", \"96fd8ae2-56ff-4c50-9e30-e2a0e95e2638\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 3.029}}, {\"84703\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-09-22 08:15:16.000000+00:00\", \"2020-10-04 13:13:37.000000+00:00\", \"2021-06-02 05:49:07.000000+00:00\", \"2019-11-11 13:53:10.000000+00:00\", \"2022-08-02 01:44:52.000000+00:00\"], \"session_ids\": [\"d33aa785-2f44-400e-a327-1accb16e2995\", \"06a02817-61da-4863-9dff-8ab4b72d7721\", \"dba6031d-fa19-4501-9eb1-3b2d69d4892e\", \"a8605d11-1956-4d4d-a923-ac9e409e9f54\", \"059bbe10-a77b-4ed7-8098-2652b5693edb\"], \"total_duration\": 576.0, \"total_sessions\": 5, \"mean_week_duration\": 3.84}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about users whose sum of duration of sessions per week is strictly greater than 32 and less than 21 also perform sorting by total duration in descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"57832\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-19 03:13:50.000000+00:00\", \"2020-12-22 13:44:21.000000+00:00\", \"2020-04-15 12:30:08.000000+00:00\", \"2022-02-13 11:37:52.000000+00:00\"], \"session_ids\": [\"b1865d8d-95a1-4ac8-9286-279e31cd1c25\", \"f96c657a-4757-4e7a-bcbb-216864b67708\", \"f044108c-5a09-4513-a767-68bf52918672\", \"7ba9fa73-6755-4362-b784-fa26a79a36cd\"], \"total_duration\": 682.0, \"total_sessions\": 4, \"mean_week_duration\": 5.78}, \"20386\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-05-16 03:51:39.000000+00:00\", \"2021-04-16 10:48:09.000000+00:00\"], \"session_ids\": [\"0d689202-0c3f-4bbd-af92-45103ef9900a\", \"62d37037-dfe0-46f5-b1e7-fa53b044119d\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 7.146}, \"80454\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-06-12 19:50:26.000000+00:00\", \"2021-12-11 04:24:22.000000+00:00\"], \"session_ids\": [\"0479829e-72cf-433b-820e-5c6bd4107447\", \"d18013d7-5a12-479d-9de5-0c1ce794e466\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.808}, \"60535\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-11 01:22:26.000000+00:00\", \"2022-02-16 20:59:10.000000+00:00\"], \"session_ids\": [\"2d6ecc87-db1a-485f-adc1-3c8bd1e267d5\", \"8c3ce27b-e5e3-41ea-97fd-31f93c7fff71\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 2.913}, \"43658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-11 08:33:17.000000+00:00\", \"2023-02-22 07:04:47.000000+00:00\"], \"session_ids\": [\"8329fac3-afc8-433b-893e-de69630de402\", \"173d4187-99da-483a-abb5-302866388687\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 0.561}, \"48393\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-01-24 01:54:38.000000+00:00\", \"2022-03-24 08:28:38.000000+00:00\"], \"session_ids\": [\"df33221c-49a9-442c-bd6d-11b1d420d417\", \"71486c46-41df-480f-873b-cb842c011544\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.475}, \"4623\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-05-13 10:46:07.000000+00:00\", \"2021-12-21 05:25:52.000000+00:00\"], \"session_ids\": [\"4022e9ae-28e3-4981-a047-73eda188479a\", \"f57143be-8224-44bf-8dbd-bf4d5f4a3fb0\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 0.669}, \"40204\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-03 06:53:43.000000+00:00\", \"2021-01-24 09:46:47.000000+00:00\"], \"session_ids\": [\"78870519-9643-4169-854b-4cec41daad83\", \"eedd3ba3-a87e-421b-941d-65ccd432ef04\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.804}, \"81312\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-17 09:22:23.000000+00:00\", \"2020-08-13 17:47:32.000000+00:00\", \"2023-01-17 14:14:06.000000+00:00\", \"2023-02-09 21:30:32.000000+00:00\", \"2020-07-17 00:55:51.000000+00:00\"], \"session_ids\": [\"2e11457f-e1fd-4491-b78b-c4351575d46e\", \"fa6cfc26-da75-4b0b-8cac-a265ad48adf8\", \"1f89bdfc-9724-4aec-96b2-aa6c09e8e992\", \"ef784ce3-763b-448a-8cc7-b9c98e94b136\", \"ad8dccb9-dbf5-4112-a0a5-0ad7886dbf2d\"], \"total_duration\": 3273.0, \"total_sessions\": 5, \"mean_week_duration\": 16.044}, \"87230\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-12-06 19:09:04.000000+00:00\", \"2021-09-23 12:45:29.000000+00:00\"], \"session_ids\": [\"15a36991-a742-4fa6-a3ab-fc622cd258eb\", \"2d8c7e7d-20ef-424b-b1e6-74a413baeda7\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 4.851}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or less than 21 and are greater than 32" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[21, 32]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"57832\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-19 03:13:50.000000+00:00\", \"2020-12-22 13:44:21.000000+00:00\", \"2020-04-15 12:30:08.000000+00:00\", \"2022-02-13 11:37:52.000000+00:00\"], \"session_ids\": [\"b1865d8d-95a1-4ac8-9286-279e31cd1c25\", \"f96c657a-4757-4e7a-bcbb-216864b67708\", \"f044108c-5a09-4513-a767-68bf52918672\", \"7ba9fa73-6755-4362-b784-fa26a79a36cd\"], \"total_duration\": 682.0, \"total_sessions\": 4, \"mean_week_duration\": 5.78}, \"20386\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-05-16 03:51:39.000000+00:00\", \"2021-04-16 10:48:09.000000+00:00\"], \"session_ids\": [\"0d689202-0c3f-4bbd-af92-45103ef9900a\", \"62d37037-dfe0-46f5-b1e7-fa53b044119d\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 7.146}, \"80454\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-06-12 19:50:26.000000+00:00\", \"2021-12-11 04:24:22.000000+00:00\"], \"session_ids\": [\"0479829e-72cf-433b-820e-5c6bd4107447\", \"d18013d7-5a12-479d-9de5-0c1ce794e466\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.808}, \"60535\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-11 01:22:26.000000+00:00\", \"2022-02-16 20:59:10.000000+00:00\"], \"session_ids\": [\"2d6ecc87-db1a-485f-adc1-3c8bd1e267d5\", \"8c3ce27b-e5e3-41ea-97fd-31f93c7fff71\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 2.913}, \"43658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-11 08:33:17.000000+00:00\", \"2023-02-22 07:04:47.000000+00:00\"], \"session_ids\": [\"8329fac3-afc8-433b-893e-de69630de402\", \"173d4187-99da-483a-abb5-302866388687\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 0.561}, \"48393\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-01-24 01:54:38.000000+00:00\", \"2022-03-24 08:28:38.000000+00:00\"], \"session_ids\": [\"df33221c-49a9-442c-bd6d-11b1d420d417\", \"71486c46-41df-480f-873b-cb842c011544\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.475}, \"4623\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-05-13 10:46:07.000000+00:00\", \"2021-12-21 05:25:52.000000+00:00\"], \"session_ids\": [\"4022e9ae-28e3-4981-a047-73eda188479a\", \"f57143be-8224-44bf-8dbd-bf4d5f4a3fb0\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 0.669}, \"40204\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-03 06:53:43.000000+00:00\", \"2021-01-24 09:46:47.000000+00:00\"], \"session_ids\": [\"78870519-9643-4169-854b-4cec41daad83\", \"eedd3ba3-a87e-421b-941d-65ccd432ef04\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.804}, \"81312\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-17 09:22:23.000000+00:00\", \"2020-08-13 17:47:32.000000+00:00\", \"2023-01-17 14:14:06.000000+00:00\", \"2023-02-09 21:30:32.000000+00:00\", \"2020-07-17 00:55:51.000000+00:00\"], \"session_ids\": [\"2e11457f-e1fd-4491-b78b-c4351575d46e\", \"fa6cfc26-da75-4b0b-8cac-a265ad48adf8\", \"1f89bdfc-9724-4aec-96b2-aa6c09e8e992\", \"ef784ce3-763b-448a-8cc7-b9c98e94b136\", \"ad8dccb9-dbf5-4112-a0a5-0ad7886dbf2d\"], \"total_duration\": 3273.0, \"total_sessions\": 5, \"mean_week_duration\": 16.044}, \"87230\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-12-06 19:09:04.000000+00:00\", \"2021-09-23 12:45:29.000000+00:00\"], \"session_ids\": [\"15a36991-a742-4fa6-a3ab-fc622cd258eb\", \"2d8c7e7d-20ef-424b-b1e6-74a413baeda7\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 4.851}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"81312\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-17 09:22:23.000000+00:00\", \"2020-08-13 17:47:32.000000+00:00\", \"2023-01-17 14:14:06.000000+00:00\", \"2023-02-09 21:30:32.000000+00:00\", \"2020-07-17 00:55:51.000000+00:00\"], \"session_ids\": [\"2e11457f-e1fd-4491-b78b-c4351575d46e\", \"fa6cfc26-da75-4b0b-8cac-a265ad48adf8\", \"1f89bdfc-9724-4aec-96b2-aa6c09e8e992\", \"ef784ce3-763b-448a-8cc7-b9c98e94b136\", \"ad8dccb9-dbf5-4112-a0a5-0ad7886dbf2d\"], \"total_duration\": 3273.0, \"total_sessions\": 5, \"mean_week_duration\": 16.044}}, {\"57832\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-19 03:13:50.000000+00:00\", \"2020-12-22 13:44:21.000000+00:00\", \"2020-04-15 12:30:08.000000+00:00\", \"2022-02-13 11:37:52.000000+00:00\"], \"session_ids\": [\"b1865d8d-95a1-4ac8-9286-279e31cd1c25\", \"f96c657a-4757-4e7a-bcbb-216864b67708\", \"f044108c-5a09-4513-a767-68bf52918672\", \"7ba9fa73-6755-4362-b784-fa26a79a36cd\"], \"total_duration\": 682.0, \"total_sessions\": 4, \"mean_week_duration\": 5.78}}, {\"87230\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-12-06 19:09:04.000000+00:00\", \"2021-09-23 12:45:29.000000+00:00\"], \"session_ids\": [\"15a36991-a742-4fa6-a3ab-fc622cd258eb\", \"2d8c7e7d-20ef-424b-b1e6-74a413baeda7\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 4.851}}, {\"60535\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-11 01:22:26.000000+00:00\", \"2022-02-16 20:59:10.000000+00:00\"], \"session_ids\": [\"2d6ecc87-db1a-485f-adc1-3c8bd1e267d5\", \"8c3ce27b-e5e3-41ea-97fd-31f93c7fff71\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 2.913}}, {\"20386\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-05-16 03:51:39.000000+00:00\", \"2021-04-16 10:48:09.000000+00:00\"], \"session_ids\": [\"0d689202-0c3f-4bbd-af92-45103ef9900a\", \"62d37037-dfe0-46f5-b1e7-fa53b044119d\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 7.146}}, {\"43658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-11 08:33:17.000000+00:00\", \"2023-02-22 07:04:47.000000+00:00\"], \"session_ids\": [\"8329fac3-afc8-433b-893e-de69630de402\", \"173d4187-99da-483a-abb5-302866388687\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 0.561}}, {\"40204\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-03 06:53:43.000000+00:00\", \"2021-01-24 09:46:47.000000+00:00\"], \"session_ids\": [\"78870519-9643-4169-854b-4cec41daad83\", \"eedd3ba3-a87e-421b-941d-65ccd432ef04\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.804}}, {\"4623\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-05-13 10:46:07.000000+00:00\", \"2021-12-21 05:25:52.000000+00:00\"], \"session_ids\": [\"4022e9ae-28e3-4981-a047-73eda188479a\", \"f57143be-8224-44bf-8dbd-bf4d5f4a3fb0\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 0.669}}, {\"80454\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-06-12 19:50:26.000000+00:00\", \"2021-12-11 04:24:22.000000+00:00\"], \"session_ids\": [\"0479829e-72cf-433b-820e-5c6bd4107447\", \"d18013d7-5a12-479d-9de5-0c1ce794e466\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.808}}, {\"48393\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-01-24 01:54:38.000000+00:00\", \"2022-03-24 08:28:38.000000+00:00\"], \"session_ids\": [\"df33221c-49a9-442c-bd6d-11b1d420d417\", \"71486c46-41df-480f-873b-cb842c011544\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.475}}]\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[{\"81312\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-17 09:22:23.000000+00:00\", \"2020-08-13 17:47:32.000000+00:00\", \"2023-01-17 14:14:06.000000+00:00\", \"2023-02-09 21:30:32.000000+00:00\", \"2020-07-17 00:55:51.000000+00:00\"], \"session_ids\": [\"2e11457f-e1fd-4491-b78b-c4351575d46e\", \"fa6cfc26-da75-4b0b-8cac-a265ad48adf8\", \"1f89bdfc-9724-4aec-96b2-aa6c09e8e992\", \"ef784ce3-763b-448a-8cc7-b9c98e94b136\", \"ad8dccb9-dbf5-4112-a0a5-0ad7886dbf2d\"], \"total_duration\": 3273.0, \"total_sessions\": 5, \"mean_week_duration\": 16.044}}, {\"57832\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-19 03:13:50.000000+00:00\", \"2020-12-22 13:44:21.000000+00:00\", \"2020-04-15 12:30:08.000000+00:00\", \"2022-02-13 11:37:52.000000+00:00\"], \"session_ids\": [\"b1865d8d-95a1-4ac8-9286-279e31cd1c25\", \"f96c657a-4757-4e7a-bcbb-216864b67708\", \"f044108c-5a09-4513-a767-68bf52918672\", \"7ba9fa73-6755-4362-b784-fa26a79a36cd\"], \"total_duration\": 682.0, \"total_sessions\": 4, \"mean_week_duration\": 5.78}}, {\"87230\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-12-06 19:09:04.000000+00:00\", \"2021-09-23 12:45:29.000000+00:00\"], \"session_ids\": [\"15a36991-a742-4fa6-a3ab-fc622cd258eb\", \"2d8c7e7d-20ef-424b-b1e6-74a413baeda7\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 4.851}}, {\"60535\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-11 01:22:26.000000+00:00\", \"2022-02-16 20:59:10.000000+00:00\"], \"session_ids\": [\"2d6ecc87-db1a-485f-adc1-3c8bd1e267d5\", \"8c3ce27b-e5e3-41ea-97fd-31f93c7fff71\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 2.913}}, {\"20386\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-05-16 03:51:39.000000+00:00\", \"2021-04-16 10:48:09.000000+00:00\"], \"session_ids\": [\"0d689202-0c3f-4bbd-af92-45103ef9900a\", \"62d37037-dfe0-46f5-b1e7-fa53b044119d\"], \"total_duration\": 343.0, \"total_sessions\": 2, \"mean_week_duration\": 7.146}}, {\"43658\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-11 08:33:17.000000+00:00\", \"2023-02-22 07:04:47.000000+00:00\"], \"session_ids\": [\"8329fac3-afc8-433b-893e-de69630de402\", \"173d4187-99da-483a-abb5-302866388687\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 0.561}}, {\"40204\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-03 06:53:43.000000+00:00\", \"2021-01-24 09:46:47.000000+00:00\"], \"session_ids\": [\"78870519-9643-4169-854b-4cec41daad83\", \"eedd3ba3-a87e-421b-941d-65ccd432ef04\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.804}}, {\"4623\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-05-13 10:46:07.000000+00:00\", \"2021-12-21 05:25:52.000000+00:00\"], \"session_ids\": [\"4022e9ae-28e3-4981-a047-73eda188479a\", \"f57143be-8224-44bf-8dbd-bf4d5f4a3fb0\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 0.669}}, {\"80454\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-06-12 19:50:26.000000+00:00\", \"2021-12-11 04:24:22.000000+00:00\"], \"session_ids\": [\"0479829e-72cf-433b-820e-5c6bd4107447\", \"d18013d7-5a12-479d-9de5-0c1ce794e466\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.808}}, {\"48393\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-01-24 01:54:38.000000+00:00\", \"2022-03-24 08:28:38.000000+00:00\"], \"session_ids\": [\"df33221c-49a9-442c-bd6d-11b1d420d417\", \"71486c46-41df-480f-873b-cb842c011544\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.475}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about 7 users who live in city Buenos Aires , and put to use sorting by sessions summation desc + get rid of all records, except 4." } ]
[ { "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{\"69380\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-26 10:38:38.000000+00:00\", \"2021-03-12 13:44:01.000000+00:00\", \"2019-06-04 15:25:18.000000+00:00\"], \"session_ids\": [\"f5475cc8-542a-4a3c-847d-ca3b756bc30c\", \"2e2e6f7c-cfe0-486b-97bd-df96b691a48b\", \"8b73a025-8b0d-4cd1-b6ca-69afabaf2c7f\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 0.359}, \"38596\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-06 06:18:17.000000+00:00\", \"2019-09-03 23:08:39.000000+00:00\"], \"session_ids\": [\"dd4e4603-e9b9-4e5a-ac04-505deae174c4\", \"e709f522-2222-4fa7-b800-6a380681b70a\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 20.727}, \"93098\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-09-08 04:22:13.000000+00:00\", \"2022-05-16 02:36:10.000000+00:00\"], \"session_ids\": [\"2701f57c-c627-46ab-aa12-e5e4a6770289\", \"3e0bc516-bf2c-4036-bef9-76ce63ecf9c2\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.443}, \"37764\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-05-09 11:28:39.000000+00:00\", \"2021-05-31 15:25:47.000000+00:00\", \"2021-05-04 23:27:23.000000+00:00\", \"2021-11-18 14:46:14.000000+00:00\", \"2021-01-23 09:59:13.000000+00:00\", \"2023-06-02 18:55:43.000000+00:00\", \"2019-11-29 05:31:58.000000+00:00\", \"2021-01-17 22:48:34.000000+00:00\", \"2021-05-27 00:16:52.000000+00:00\", \"2021-01-12 07:56:24.000000+00:00\", \"2023-04-19 16:33:43.000000+00:00\"], \"session_ids\": [\"fd1d9c9a-670c-4612-aea7-b2f9138700c1\", \"85d3c6a5-e4df-4e52-a5b6-933404380e5c\", \"def98a68-d7e3-45a4-86d7-fa6225587564\", \"7aca27c5-a7e7-4de2-98f5-92f7132dfe84\", \"977bb565-6621-4c7f-8ef4-27fa6b3b7f50\", \"8b0bd3a8-6da0-4094-912a-e89e60d44f8a\", \"f8b53adf-9067-4f5f-83d9-bff883c2382c\", \"dc0019e4-586a-44e6-9fe4-38db0791674d\", \"4cc994b2-6479-4232-af6d-df91b731249e\", \"845071ca-17f5-4cca-91af-5505d9dd9cc7\", \"14ba7923-dd24-4be4-8c0b-049f7c0b55cd\"], \"total_duration\": 16339.0, \"total_sessions\": 11, \"mean_week_duration\": 76.709}, \"46453\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-03-06 20:25:28.000000+00:00\", \"2021-12-13 12:45:53.000000+00:00\"], \"session_ids\": [\"51bd7d27-b7db-4236-9c6d-8355ea9fc996\", \"74b3cc81-c8ea-43be-9eac-2341b2b42406\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.953}, \"28402\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-16 05:55:41.000000+00:00\", \"2021-12-10 06:19:48.000000+00:00\", \"2019-05-09 00:03:38.000000+00:00\", \"2022-07-23 01:09:28.000000+00:00\"], \"session_ids\": [\"64b7d9eb-9189-4549-8621-28f9f578bb39\", \"24b7698d-ec31-48e8-9f17-66c0c58fb4d5\", \"b28bdfea-e57f-4882-9c7b-90e4e0f6ee3e\", \"9e3eb7d6-24f4-4d69-8e3a-aa044a50e5c9\"], \"total_duration\": 206.0, \"total_sessions\": 4, \"mean_week_duration\": 1.226}, \"53693\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-22 09:26:11.000000+00:00\", \"2019-11-01 11:29:00.000000+00:00\"], \"session_ids\": [\"30d86da8-9bbf-4d4d-934d-dfad3135ea8f\", \"c5ff9456-3d4d-4461-ab8c-09278133c915\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 9.25}, \"70997\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-24 14:26:57.000000+00:00\", \"2022-09-08 14:23:32.000000+00:00\"], \"session_ids\": [\"7a0d89b8-627c-4c9b-8301-492eef657660\", \"61ea4837-e91c-4895-8d06-fb44aa810ae8\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 1.415}, \"36695\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-06-22 18:08:44.000000+00:00\", \"2021-08-11 10:31:06.000000+00:00\", \"2022-03-16 12:25:09.000000+00:00\", \"2022-05-09 18:51:57.000000+00:00\", \"2021-04-07 19:47:04.000000+00:00\", \"2023-03-12 02:45:45.000000+00:00\", \"2022-06-09 03:36:55.000000+00:00\", \"2020-05-16 07:54:48.000000+00:00\", \"2022-02-14 21:30:21.000000+00:00\", \"2022-01-15 16:32:34.000000+00:00\"], \"session_ids\": [\"e8dabfd5-2de3-4920-a978-478afc1b64c9\", \"7cb4470a-21fc-4e0c-ae1a-a17da4c61053\", \"fa779bf1-f55c-4182-9edb-8768e3fee917\", \"d7792c6e-ebe0-41df-a3d9-220a9525a454\", \"2e90c00b-9467-4286-905f-39a8dd80f80c\", \"da6c06f5-6287-4687-9497-ce2e8313bdfa\", \"12b1d26c-c7cc-4abb-b7e2-0af119df2cea\", \"aa1157d6-7985-4e5a-aef3-c181f25fde6d\", \"9f4eb3f7-ae53-4c8f-8c83-82a9ddde0eeb\", \"915dd0d0-5ee5-4f76-a92a-c053953f1f49\"], \"total_duration\": 187.0, \"total_sessions\": 10, \"mean_week_duration\": 1.272}, \"77556\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-07-31 18:14:23.000000+00:00\", \"2023-02-06 22:23:38.000000+00:00\"], \"session_ids\": [\"2742d8d8-a87a-49e4-997a-349fd9109503\", \"460114a8-d4f7-454e-969b-5e1912fd22a8\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 1.643}}\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 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": "I'm curious about user whose overall quantity of sessions is exactly 3 additionaly implement sorting by aver of time using the app per week 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{\"49147\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-03-18 15:26:40.000000+00:00\", \"2019-11-10 22:22:16.000000+00:00\"], \"session_ids\": [\"e566e141-3b1d-4dce-a77f-779838356058\", \"96e1d019-4f14-45dc-8a15-aadbfdbe0519\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 4.676}, \"76023\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-11 08:28:53.000000+00:00\", \"2022-09-01 22:11:50.000000+00:00\", \"2020-07-28 11:23:16.000000+00:00\"], \"session_ids\": [\"2f470d2d-44dd-40e6-a171-99c648e21b8c\", \"054424c8-2a02-46cb-a880-012c2f6ced84\", \"eea8a46d-145d-47c8-98c2-55ca3f765fcf\"], \"total_duration\": 119.0, \"total_sessions\": 3, \"mean_week_duration\": 1.082}, \"19193\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-02-16 03:22:13.000000+00:00\", \"2023-04-23 05:59:01.000000+00:00\"], \"session_ids\": [\"30d93638-61ac-49f4-933a-f766dc181689\", \"8ba2e828-83bf-450f-a5ee-8c5f2a4db6f4\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.588}, \"81392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-27 02:18:25.000000+00:00\", \"2019-11-24 23:10:26.000000+00:00\", \"2021-06-26 10:54:57.000000+00:00\", \"2023-01-28 12:39:44.000000+00:00\"], \"session_ids\": [\"54cb6300-82d2-488c-8090-9aab3cdc55ab\", \"aa4cc848-0c6b-469b-8add-385aa3025c0d\", \"4cabdacf-52f1-4644-9dc1-ad2928122897\", \"42d591b6-8d1c-469f-ab68-d6d0c8c6f392\"], \"total_duration\": 218.0, \"total_sessions\": 4, \"mean_week_duration\": 1.313}, \"54334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-10-16 16:41:37.000000+00:00\", \"2020-04-08 06:39:57.000000+00:00\", \"2022-03-21 06:46:07.000000+00:00\", \"2022-04-25 07:01:24.000000+00:00\"], \"session_ids\": [\"526a9729-9c8c-462f-b69e-ed732ebdb2b7\", \"d85c142c-b769-4e08-9e8d-f68aaccb63a8\", \"95ceffdd-6ae3-479d-898a-75ce9c5053a7\", \"9c2335f3-5654-46f8-9e2e-3407c4ddb265\"], \"total_duration\": 612.0, \"total_sessions\": 4, \"mean_week_duration\": 5.72}, \"80701\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-19 10:19:59.000000+00:00\", \"2019-06-24 22:23:51.000000+00:00\"], \"session_ids\": [\"2cf7462d-08a9-4dcd-9679-91cf4b1a7b76\", \"04aed03a-a3e3-40c2-86eb-5136f548cb44\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 5.538}, \"2883\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-06-23 06:39:32.000000+00:00\", \"2023-06-06 17:04:34.000000+00:00\"], \"session_ids\": [\"d3f6f409-8ac0-4dde-9b0f-594d7211a307\", \"9193b360-1407-44a3-9b1b-b6f16eaa6aa8\"], \"total_duration\": 238.0, \"total_sessions\": 2, \"mean_week_duration\": 2.333}, \"30908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-05-04 06:47:25.000000+00:00\", \"2022-06-23 18:49:12.000000+00:00\"], \"session_ids\": [\"6b2a4802-2857-42bc-83c2-631f5f3a8e44\", \"792178d1-a766-4c52-bc1f-b66a0cd0ba2f\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 12.0}, \"20927\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-22 23:05:24.000000+00:00\", \"2022-10-09 07:50:43.000000+00:00\"], \"session_ids\": [\"0a09d77e-52bf-47c6-b480-9574c7866e25\", \"21ec1e68-0e35-475c-ae96-5a6f5cb55896\"], \"total_duration\": 140.0, \"total_sessions\": 2, \"mean_week_duration\": 0.986}, \"72635\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-09-30 10:05:53.000000+00:00\", \"2021-01-06 07:48:13.000000+00:00\"], \"session_ids\": [\"2408a057-d3b6-4bf3-bfea-5f2d59bec26f\", \"6076c4af-41d1-42dc-bd66-cd0f2d7815ed\"], \"total_duration\": 484.0, \"total_sessions\": 2, \"mean_week_duration\": 12.41}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[3, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"76023\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-11 08:28:53.000000+00:00\", \"2022-09-01 22:11:50.000000+00:00\", \"2020-07-28 11:23:16.000000+00:00\"], \"session_ids\": [\"2f470d2d-44dd-40e6-a171-99c648e21b8c\", \"054424c8-2a02-46cb-a880-012c2f6ced84\", \"eea8a46d-145d-47c8-98c2-55ca3f765fcf\"], \"total_duration\": 119.0, \"total_sessions\": 3, \"mean_week_duration\": 1.082}}\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[{\"76023\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-11 08:28:53.000000+00:00\", \"2022-09-01 22:11:50.000000+00:00\", \"2020-07-28 11:23:16.000000+00:00\"], \"session_ids\": [\"2f470d2d-44dd-40e6-a171-99c648e21b8c\", \"054424c8-2a02-46cb-a880-012c2f6ced84\", \"eea8a46d-145d-47c8-98c2-55ca3f765fcf\"], \"total_duration\": 119.0, \"total_sessions\": 3, \"mean_week_duration\": 1.082}}]\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[{\"76023\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-11 08:28:53.000000+00:00\", \"2022-09-01 22:11:50.000000+00:00\", \"2020-07-28 11:23:16.000000+00:00\"], \"session_ids\": [\"2f470d2d-44dd-40e6-a171-99c648e21b8c\", \"054424c8-2a02-46cb-a880-012c2f6ced84\", \"eea8a46d-145d-47c8-98c2-55ca3f765fcf\"], \"total_duration\": 119.0, \"total_sessions\": 3, \"mean_week_duration\": 1.082}}]\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[{\"76023\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-11-11 08:28:53.000000+00:00\", \"2022-09-01 22:11:50.000000+00:00\", \"2020-07-28 11:23:16.000000+00:00\"], \"session_ids\": [\"2f470d2d-44dd-40e6-a171-99c648e21b8c\", \"054424c8-2a02-46cb-a880-012c2f6ced84\", \"eea8a46d-145d-47c8-98c2-55ca3f765fcf\"], \"total_duration\": 119.0, \"total_sessions\": 3, \"mean_week_duration\": 1.082}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show users to me with a median of duration of sessions per week that is higher than 39 and lower than 18, exclusive 18 , and sort by mean of duration of sessions per week in descending 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{\"78788\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-18 03:59:34.000000+00:00\", \"2021-02-14 04:33:08.000000+00:00\"], \"session_ids\": [\"d426a929-c4b9-44aa-b52d-34d5c4797f35\", \"e63d54f3-0e90-4a99-8b0e-3b1b653771c1\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.792}, \"54515\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-12-09 14:27:02.000000+00:00\", \"2019-03-31 21:32:10.000000+00:00\"], \"session_ids\": [\"e2c2cab1-d168-4a29-aaf8-7d02674ca401\", \"069385aa-5a20-49ef-9cb1-f70146258e8c\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 1.722}, \"52771\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-06 07:23:29.000000+00:00\", \"2019-11-23 12:02:10.000000+00:00\"], \"session_ids\": [\"6d0979de-52fb-42c8-a982-8c450dc6e946\", \"d200cd4c-2d34-431f-9cb8-7aa9655c3e84\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 0.922}, \"33870\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-02-23 22:31:03.000000+00:00\", \"2021-08-20 02:52:35.000000+00:00\", \"2019-12-20 14:34:49.000000+00:00\", \"2020-08-10 06:50:19.000000+00:00\", \"2022-08-30 14:00:43.000000+00:00\"], \"session_ids\": [\"f1782d79-ee8c-4ac5-9c4f-da31325af512\", \"e18c0be9-8b75-406b-9b42-68bb981eac2f\", \"5b745387-8d9c-4050-8248-9eb675f6316c\", \"d4918c37-567e-45fd-a24d-9934987b4faa\", \"be3b77e8-1408-4e85-a7ca-5595f9c12220\"], \"total_duration\": 2412.0, \"total_sessions\": 5, \"mean_week_duration\": 13.109}, \"94198\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-17 10:44:11.000000+00:00\", \"2019-11-02 23:02:20.000000+00:00\", \"2019-07-19 20:53:00.000000+00:00\"], \"session_ids\": [\"512c9bf9-d5b1-4148-b11c-8c8205589b77\", \"84d2526a-daf1-430e-876d-ed294b39598a\", \"6f8a1224-bcde-46a4-ab8b-468bf418d01b\"], \"total_duration\": 328.0, \"total_sessions\": 3, \"mean_week_duration\": 2.36}, \"66245\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-04-21 06:56:16.000000+00:00\", \"2022-12-15 07:54:15.000000+00:00\", \"2023-06-24 19:07:58.000000+00:00\"], \"session_ids\": [\"193bc74d-99d3-4bfd-bc0c-2030faa7ea31\", \"e0aa58d1-491f-47ff-8695-a53b83dd8c2e\", \"7bd2523d-af20-4a35-97b8-e27c712dfcf8\"], \"total_duration\": 104.0, \"total_sessions\": 3, \"mean_week_duration\": 1.677}, \"72066\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-21 10:43:28.000000+00:00\", \"2022-11-27 20:06:02.000000+00:00\"], \"session_ids\": [\"12c260c6-f0e9-41bb-ae61-60c254436161\", \"4a157a94-5ee0-42e4-87a3-8f7a24f54a0c\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 8.781}, \"24702\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-08-27 08:57:09.000000+00:00\", \"2022-09-18 02:59:05.000000+00:00\", \"2023-05-20 05:19:17.000000+00:00\", \"2019-04-09 04:06:00.000000+00:00\", \"2022-04-28 11:45:20.000000+00:00\"], \"session_ids\": [\"22e60c86-5b4d-44c5-a87f-3f20f1ddd91e\", \"30f53b32-9a51-4639-85e1-c3e3a5a80838\", \"0758d099-62c4-4df8-8cd4-cea185798605\", \"500bedb1-1bcd-4b50-9393-355eaf625417\", \"cca8d1e0-cd40-4c89-a9ce-01b08a286628\"], \"total_duration\": 1592.0, \"total_sessions\": 5, \"mean_week_duration\": 7.405}, \"57024\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-07-02 18:21:02.000000+00:00\", \"2021-11-08 07:13:14.000000+00:00\", \"2022-04-26 03:52:27.000000+00:00\", \"2020-08-01 18:46:43.000000+00:00\", \"2021-10-24 11:45:47.000000+00:00\", \"2023-01-27 20:54:00.000000+00:00\", \"2019-02-28 19:47:24.000000+00:00\", \"2020-01-21 07:57:07.000000+00:00\"], \"session_ids\": [\"593c0b0a-0a14-4f7d-96d2-a90c7aecff23\", \"0c2e0d47-8a2f-4a81-88fa-cb0bbd8c09cb\", \"9881d535-10af-41da-bbee-3c7dec46eabc\", \"a8b04a4b-43a0-4121-80b0-e6ae9acfe562\", \"eac11b9b-dd9c-437d-a770-81b2d3784105\", \"28478089-96b9-4253-88cc-776101f9fefc\", \"376bd707-7a40-476f-9241-bac0a5da27db\", \"dcdd413f-c841-4db8-8814-0aeefb28c0d1\"], \"total_duration\": 294.0, \"total_sessions\": 8, \"mean_week_duration\": 1.434}, \"58715\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-30 22:22:36.000000+00:00\", \"2021-11-26 04:39:33.000000+00:00\"], \"session_ids\": [\"a559dde6-8fe5-40f9-b000-dbcb0f728ae5\", \"0343877d-1650-4066-acf3-4eddc496f555\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 1.885}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are less than 18 and are equal or greater than 39" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[18, 39]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"78788\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-18 03:59:34.000000+00:00\", \"2021-02-14 04:33:08.000000+00:00\"], \"session_ids\": [\"d426a929-c4b9-44aa-b52d-34d5c4797f35\", \"e63d54f3-0e90-4a99-8b0e-3b1b653771c1\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.792}, \"54515\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-12-09 14:27:02.000000+00:00\", \"2019-03-31 21:32:10.000000+00:00\"], \"session_ids\": [\"e2c2cab1-d168-4a29-aaf8-7d02674ca401\", \"069385aa-5a20-49ef-9cb1-f70146258e8c\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 1.722}, \"52771\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-06 07:23:29.000000+00:00\", \"2019-11-23 12:02:10.000000+00:00\"], \"session_ids\": [\"6d0979de-52fb-42c8-a982-8c450dc6e946\", \"d200cd4c-2d34-431f-9cb8-7aa9655c3e84\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 0.922}, \"33870\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-02-23 22:31:03.000000+00:00\", \"2021-08-20 02:52:35.000000+00:00\", \"2019-12-20 14:34:49.000000+00:00\", \"2020-08-10 06:50:19.000000+00:00\", \"2022-08-30 14:00:43.000000+00:00\"], \"session_ids\": [\"f1782d79-ee8c-4ac5-9c4f-da31325af512\", \"e18c0be9-8b75-406b-9b42-68bb981eac2f\", \"5b745387-8d9c-4050-8248-9eb675f6316c\", \"d4918c37-567e-45fd-a24d-9934987b4faa\", \"be3b77e8-1408-4e85-a7ca-5595f9c12220\"], \"total_duration\": 2412.0, \"total_sessions\": 5, \"mean_week_duration\": 13.109}, \"94198\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-17 10:44:11.000000+00:00\", \"2019-11-02 23:02:20.000000+00:00\", \"2019-07-19 20:53:00.000000+00:00\"], \"session_ids\": [\"512c9bf9-d5b1-4148-b11c-8c8205589b77\", \"84d2526a-daf1-430e-876d-ed294b39598a\", \"6f8a1224-bcde-46a4-ab8b-468bf418d01b\"], \"total_duration\": 328.0, \"total_sessions\": 3, \"mean_week_duration\": 2.36}, \"66245\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-04-21 06:56:16.000000+00:00\", \"2022-12-15 07:54:15.000000+00:00\", \"2023-06-24 19:07:58.000000+00:00\"], \"session_ids\": [\"193bc74d-99d3-4bfd-bc0c-2030faa7ea31\", \"e0aa58d1-491f-47ff-8695-a53b83dd8c2e\", \"7bd2523d-af20-4a35-97b8-e27c712dfcf8\"], \"total_duration\": 104.0, \"total_sessions\": 3, \"mean_week_duration\": 1.677}, \"72066\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-21 10:43:28.000000+00:00\", \"2022-11-27 20:06:02.000000+00:00\"], \"session_ids\": [\"12c260c6-f0e9-41bb-ae61-60c254436161\", \"4a157a94-5ee0-42e4-87a3-8f7a24f54a0c\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 8.781}, \"24702\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-08-27 08:57:09.000000+00:00\", \"2022-09-18 02:59:05.000000+00:00\", \"2023-05-20 05:19:17.000000+00:00\", \"2019-04-09 04:06:00.000000+00:00\", \"2022-04-28 11:45:20.000000+00:00\"], \"session_ids\": [\"22e60c86-5b4d-44c5-a87f-3f20f1ddd91e\", \"30f53b32-9a51-4639-85e1-c3e3a5a80838\", \"0758d099-62c4-4df8-8cd4-cea185798605\", \"500bedb1-1bcd-4b50-9393-355eaf625417\", \"cca8d1e0-cd40-4c89-a9ce-01b08a286628\"], \"total_duration\": 1592.0, \"total_sessions\": 5, \"mean_week_duration\": 7.405}, \"57024\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-07-02 18:21:02.000000+00:00\", \"2021-11-08 07:13:14.000000+00:00\", \"2022-04-26 03:52:27.000000+00:00\", \"2020-08-01 18:46:43.000000+00:00\", \"2021-10-24 11:45:47.000000+00:00\", \"2023-01-27 20:54:00.000000+00:00\", \"2019-02-28 19:47:24.000000+00:00\", \"2020-01-21 07:57:07.000000+00:00\"], \"session_ids\": [\"593c0b0a-0a14-4f7d-96d2-a90c7aecff23\", \"0c2e0d47-8a2f-4a81-88fa-cb0bbd8c09cb\", \"9881d535-10af-41da-bbee-3c7dec46eabc\", \"a8b04a4b-43a0-4121-80b0-e6ae9acfe562\", \"eac11b9b-dd9c-437d-a770-81b2d3784105\", \"28478089-96b9-4253-88cc-776101f9fefc\", \"376bd707-7a40-476f-9241-bac0a5da27db\", \"dcdd413f-c841-4db8-8814-0aeefb28c0d1\"], \"total_duration\": 294.0, \"total_sessions\": 8, \"mean_week_duration\": 1.434}, \"58715\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-30 22:22:36.000000+00:00\", \"2021-11-26 04:39:33.000000+00:00\"], \"session_ids\": [\"a559dde6-8fe5-40f9-b000-dbcb0f728ae5\", \"0343877d-1650-4066-acf3-4eddc496f555\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 1.885}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"33870\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-02-23 22:31:03.000000+00:00\", \"2021-08-20 02:52:35.000000+00:00\", \"2019-12-20 14:34:49.000000+00:00\", \"2020-08-10 06:50:19.000000+00:00\", \"2022-08-30 14:00:43.000000+00:00\"], \"session_ids\": [\"f1782d79-ee8c-4ac5-9c4f-da31325af512\", \"e18c0be9-8b75-406b-9b42-68bb981eac2f\", \"5b745387-8d9c-4050-8248-9eb675f6316c\", \"d4918c37-567e-45fd-a24d-9934987b4faa\", \"be3b77e8-1408-4e85-a7ca-5595f9c12220\"], \"total_duration\": 2412.0, \"total_sessions\": 5, \"mean_week_duration\": 13.109}}, {\"72066\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-21 10:43:28.000000+00:00\", \"2022-11-27 20:06:02.000000+00:00\"], \"session_ids\": [\"12c260c6-f0e9-41bb-ae61-60c254436161\", \"4a157a94-5ee0-42e4-87a3-8f7a24f54a0c\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 8.781}}, {\"24702\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-08-27 08:57:09.000000+00:00\", \"2022-09-18 02:59:05.000000+00:00\", \"2023-05-20 05:19:17.000000+00:00\", \"2019-04-09 04:06:00.000000+00:00\", \"2022-04-28 11:45:20.000000+00:00\"], \"session_ids\": [\"22e60c86-5b4d-44c5-a87f-3f20f1ddd91e\", \"30f53b32-9a51-4639-85e1-c3e3a5a80838\", \"0758d099-62c4-4df8-8cd4-cea185798605\", \"500bedb1-1bcd-4b50-9393-355eaf625417\", \"cca8d1e0-cd40-4c89-a9ce-01b08a286628\"], \"total_duration\": 1592.0, \"total_sessions\": 5, \"mean_week_duration\": 7.405}}, {\"94198\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-17 10:44:11.000000+00:00\", \"2019-11-02 23:02:20.000000+00:00\", \"2019-07-19 20:53:00.000000+00:00\"], \"session_ids\": [\"512c9bf9-d5b1-4148-b11c-8c8205589b77\", \"84d2526a-daf1-430e-876d-ed294b39598a\", \"6f8a1224-bcde-46a4-ab8b-468bf418d01b\"], \"total_duration\": 328.0, \"total_sessions\": 3, \"mean_week_duration\": 2.36}}, {\"58715\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-30 22:22:36.000000+00:00\", \"2021-11-26 04:39:33.000000+00:00\"], \"session_ids\": [\"a559dde6-8fe5-40f9-b000-dbcb0f728ae5\", \"0343877d-1650-4066-acf3-4eddc496f555\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 1.885}}, {\"54515\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-12-09 14:27:02.000000+00:00\", \"2019-03-31 21:32:10.000000+00:00\"], \"session_ids\": [\"e2c2cab1-d168-4a29-aaf8-7d02674ca401\", \"069385aa-5a20-49ef-9cb1-f70146258e8c\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 1.722}}, {\"66245\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-04-21 06:56:16.000000+00:00\", \"2022-12-15 07:54:15.000000+00:00\", \"2023-06-24 19:07:58.000000+00:00\"], \"session_ids\": [\"193bc74d-99d3-4bfd-bc0c-2030faa7ea31\", \"e0aa58d1-491f-47ff-8695-a53b83dd8c2e\", \"7bd2523d-af20-4a35-97b8-e27c712dfcf8\"], \"total_duration\": 104.0, \"total_sessions\": 3, \"mean_week_duration\": 1.677}}, {\"57024\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-07-02 18:21:02.000000+00:00\", \"2021-11-08 07:13:14.000000+00:00\", \"2022-04-26 03:52:27.000000+00:00\", \"2020-08-01 18:46:43.000000+00:00\", \"2021-10-24 11:45:47.000000+00:00\", \"2023-01-27 20:54:00.000000+00:00\", \"2019-02-28 19:47:24.000000+00:00\", \"2020-01-21 07:57:07.000000+00:00\"], \"session_ids\": [\"593c0b0a-0a14-4f7d-96d2-a90c7aecff23\", \"0c2e0d47-8a2f-4a81-88fa-cb0bbd8c09cb\", \"9881d535-10af-41da-bbee-3c7dec46eabc\", \"a8b04a4b-43a0-4121-80b0-e6ae9acfe562\", \"eac11b9b-dd9c-437d-a770-81b2d3784105\", \"28478089-96b9-4253-88cc-776101f9fefc\", \"376bd707-7a40-476f-9241-bac0a5da27db\", \"dcdd413f-c841-4db8-8814-0aeefb28c0d1\"], \"total_duration\": 294.0, \"total_sessions\": 8, \"mean_week_duration\": 1.434}}, {\"52771\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-06 07:23:29.000000+00:00\", \"2019-11-23 12:02:10.000000+00:00\"], \"session_ids\": [\"6d0979de-52fb-42c8-a982-8c450dc6e946\", \"d200cd4c-2d34-431f-9cb8-7aa9655c3e84\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 0.922}}, {\"78788\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-18 03:59:34.000000+00:00\", \"2021-02-14 04:33:08.000000+00:00\"], \"session_ids\": [\"d426a929-c4b9-44aa-b52d-34d5c4797f35\", \"e63d54f3-0e90-4a99-8b0e-3b1b653771c1\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.792}}]\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[{\"33870\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-02-23 22:31:03.000000+00:00\", \"2021-08-20 02:52:35.000000+00:00\", \"2019-12-20 14:34:49.000000+00:00\", \"2020-08-10 06:50:19.000000+00:00\", \"2022-08-30 14:00:43.000000+00:00\"], \"session_ids\": [\"f1782d79-ee8c-4ac5-9c4f-da31325af512\", \"e18c0be9-8b75-406b-9b42-68bb981eac2f\", \"5b745387-8d9c-4050-8248-9eb675f6316c\", \"d4918c37-567e-45fd-a24d-9934987b4faa\", \"be3b77e8-1408-4e85-a7ca-5595f9c12220\"], \"total_duration\": 2412.0, \"total_sessions\": 5, \"mean_week_duration\": 13.109}}, {\"72066\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-21 10:43:28.000000+00:00\", \"2022-11-27 20:06:02.000000+00:00\"], \"session_ids\": [\"12c260c6-f0e9-41bb-ae61-60c254436161\", \"4a157a94-5ee0-42e4-87a3-8f7a24f54a0c\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 8.781}}, {\"24702\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-08-27 08:57:09.000000+00:00\", \"2022-09-18 02:59:05.000000+00:00\", \"2023-05-20 05:19:17.000000+00:00\", \"2019-04-09 04:06:00.000000+00:00\", \"2022-04-28 11:45:20.000000+00:00\"], \"session_ids\": [\"22e60c86-5b4d-44c5-a87f-3f20f1ddd91e\", \"30f53b32-9a51-4639-85e1-c3e3a5a80838\", \"0758d099-62c4-4df8-8cd4-cea185798605\", \"500bedb1-1bcd-4b50-9393-355eaf625417\", \"cca8d1e0-cd40-4c89-a9ce-01b08a286628\"], \"total_duration\": 1592.0, \"total_sessions\": 5, \"mean_week_duration\": 7.405}}, {\"94198\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-03-17 10:44:11.000000+00:00\", \"2019-11-02 23:02:20.000000+00:00\", \"2019-07-19 20:53:00.000000+00:00\"], \"session_ids\": [\"512c9bf9-d5b1-4148-b11c-8c8205589b77\", \"84d2526a-daf1-430e-876d-ed294b39598a\", \"6f8a1224-bcde-46a4-ab8b-468bf418d01b\"], \"total_duration\": 328.0, \"total_sessions\": 3, \"mean_week_duration\": 2.36}}, {\"58715\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-30 22:22:36.000000+00:00\", \"2021-11-26 04:39:33.000000+00:00\"], \"session_ids\": [\"a559dde6-8fe5-40f9-b000-dbcb0f728ae5\", \"0343877d-1650-4066-acf3-4eddc496f555\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 1.885}}, {\"54515\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-12-09 14:27:02.000000+00:00\", \"2019-03-31 21:32:10.000000+00:00\"], \"session_ids\": [\"e2c2cab1-d168-4a29-aaf8-7d02674ca401\", \"069385aa-5a20-49ef-9cb1-f70146258e8c\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 1.722}}, {\"66245\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-04-21 06:56:16.000000+00:00\", \"2022-12-15 07:54:15.000000+00:00\", \"2023-06-24 19:07:58.000000+00:00\"], \"session_ids\": [\"193bc74d-99d3-4bfd-bc0c-2030faa7ea31\", \"e0aa58d1-491f-47ff-8695-a53b83dd8c2e\", \"7bd2523d-af20-4a35-97b8-e27c712dfcf8\"], \"total_duration\": 104.0, \"total_sessions\": 3, \"mean_week_duration\": 1.677}}, {\"57024\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-07-02 18:21:02.000000+00:00\", \"2021-11-08 07:13:14.000000+00:00\", \"2022-04-26 03:52:27.000000+00:00\", \"2020-08-01 18:46:43.000000+00:00\", \"2021-10-24 11:45:47.000000+00:00\", \"2023-01-27 20:54:00.000000+00:00\", \"2019-02-28 19:47:24.000000+00:00\", \"2020-01-21 07:57:07.000000+00:00\"], \"session_ids\": [\"593c0b0a-0a14-4f7d-96d2-a90c7aecff23\", \"0c2e0d47-8a2f-4a81-88fa-cb0bbd8c09cb\", \"9881d535-10af-41da-bbee-3c7dec46eabc\", \"a8b04a4b-43a0-4121-80b0-e6ae9acfe562\", \"eac11b9b-dd9c-437d-a770-81b2d3784105\", \"28478089-96b9-4253-88cc-776101f9fefc\", \"376bd707-7a40-476f-9241-bac0a5da27db\", \"dcdd413f-c841-4db8-8814-0aeefb28c0d1\"], \"total_duration\": 294.0, \"total_sessions\": 8, \"mean_week_duration\": 1.434}}, {\"52771\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-06 07:23:29.000000+00:00\", \"2019-11-23 12:02:10.000000+00:00\"], \"session_ids\": [\"6d0979de-52fb-42c8-a982-8c450dc6e946\", \"d200cd4c-2d34-431f-9cb8-7aa9655c3e84\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 0.922}}, {\"78788\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-18 03:59:34.000000+00:00\", \"2021-02-14 04:33:08.000000+00:00\"], \"session_ids\": [\"d426a929-c4b9-44aa-b52d-34d5c4797f35\", \"e63d54f3-0e90-4a99-8b0e-3b1b653771c1\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.792}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about 4 users who have sessions total smaller than 3 , moreover perform sorting by duration of sessions per week form the lowest to the highest , moreover show me only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"88980\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-06-12 07:22:59.000000+00:00\", \"2023-04-24 04:46:56.000000+00:00\", \"2020-03-22 18:02:22.000000+00:00\", \"2022-10-25 06:46:00.000000+00:00\", \"2020-06-25 05:05:06.000000+00:00\", \"2021-05-15 23:13:19.000000+00:00\", \"2019-07-12 20:16:39.000000+00:00\", \"2020-05-31 09:43:50.000000+00:00\"], \"session_ids\": [\"f5d3cdeb-912c-4fb7-a8e7-58e779023cf6\", \"630e0729-f2c4-45a7-87ac-c0c32422f1c6\", \"33b002bf-fc8f-4478-ba99-ac5bea315f7b\", \"55da3d7d-c0f9-4ae5-a34b-03f56fd69df2\", \"35f34e07-d096-484e-9766-3bf8eaa161b5\", \"e8a96a59-839e-4b95-95ec-cc6da671211a\", \"301b35b0-aa98-4391-b8b3-55d025a58feb\", \"3a8aa82e-04f4-493b-83c8-f13c9e726413\"], \"total_duration\": 6935.0, \"total_sessions\": 8, \"mean_week_duration\": 35.025}, \"93936\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-01-29 08:57:52.000000+00:00\", \"2020-12-03 10:22:15.000000+00:00\"], \"session_ids\": [\"610053d8-ff56-4faf-b951-76afd8f0cb4a\", \"ab89ac64-e7e4-4ea2-a0b0-3207118e0d76\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.844}, \"46053\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-06-07 16:29:06.000000+00:00\", \"2022-01-30 07:04:24.000000+00:00\"], \"session_ids\": [\"55dfb34b-9771-4347-ae3f-1b50d9341d09\", \"44e165eb-e3b1-4834-b26c-d8b895a0836b\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 2.813}, \"66318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-08-13 14:33:09.000000+00:00\", \"2019-01-31 14:04:25.000000+00:00\"], \"session_ids\": [\"a178f21e-3f23-4105-91ad-2c1e3c20fb1f\", \"4c215719-c9ad-485c-944d-d6a31ac8241d\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 0.784}, \"77872\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-08-13 14:22:54.000000+00:00\", \"2020-11-09 13:25:38.000000+00:00\", \"2021-10-08 13:35:01.000000+00:00\", \"2019-08-25 17:02:30.000000+00:00\", \"2020-06-24 05:54:26.000000+00:00\"], \"session_ids\": [\"27956839-8c2e-45fc-b9fb-026e627f9056\", \"c5b2590f-5888-40b0-acfe-c31f4fcb889e\", \"f98625c1-8b49-4a8b-838d-69a78d88d6e9\", \"9d75f197-d838-424c-a863-d4ee6ec3147f\", \"e76e541d-8889-4f04-9565-d61d064412ab\"], \"total_duration\": 4005.0, \"total_sessions\": 5, \"mean_week_duration\": 25.839}, \"64773\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-11-01 14:43:17.000000+00:00\", \"2020-01-30 23:47:58.000000+00:00\", \"2019-09-09 18:02:43.000000+00:00\", \"2020-02-08 20:17:52.000000+00:00\", \"2022-05-08 02:08:02.000000+00:00\", \"2021-06-02 02:02:12.000000+00:00\", \"2022-03-06 07:03:48.000000+00:00\", \"2019-09-26 08:41:19.000000+00:00\", \"2023-05-26 18:10:56.000000+00:00\"], \"session_ids\": [\"f35bc812-0154-4d69-9b52-8b0de9c34b24\", \"8fe10b2d-def0-4dcd-b63c-0f3ee9858fba\", \"96b1ebf2-9e42-4f67-b64b-336dbc257c38\", \"35c3a94f-a2c9-439a-ac66-a839a000540d\", \"bfebd371-f20d-4b6b-aa5f-1d9a76e25515\", \"d82832bd-7757-406c-9815-84dc3ef54915\", \"c74d3e7d-02b7-4c8a-b497-e11fb5666367\", \"5cc687cc-fde9-4da5-88a4-d00838daca38\", \"53a5d495-128e-4ba6-9969-71abae8d48d1\"], \"total_duration\": 4901.0, \"total_sessions\": 9, \"mean_week_duration\": 25.263}, \"80177\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-05 11:23:19.000000+00:00\", \"2021-06-11 09:14:37.000000+00:00\"], \"session_ids\": [\"ab156f32-7f0b-48cb-bb6b-7063e5ed38e5\", \"f082d350-e8d6-432a-8242-bef758b55ceb\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 7.65}, \"70092\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-17 01:47:21.000000+00:00\", \"2022-12-23 00:45:48.000000+00:00\"], \"session_ids\": [\"2ba7d22a-0835-48c5-a217-8a6bfb84b422\", \"9feac793-76f2-4a16-b524-dd2c2f901b4e\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 1.845}, \"94933\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-24 17:56:23.000000+00:00\", \"2020-02-16 16:06:29.000000+00:00\"], \"session_ids\": [\"ba9773f7-72e6-4f8d-be8f-7c6518aca363\", \"74aee48a-9d71-4434-a1a3-bc1664d95af6\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.433}, \"6960\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-03-13 18:16:37.000000+00:00\", \"2022-08-27 17:35:55.000000+00:00\"], \"session_ids\": [\"0a6df818-0d8a-42ba-9748-d68ee76ddeb2\", \"01379e7e-1f1a-42bf-9d93-6ae795db528b\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 1.434}}\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 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[3, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"93936\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-01-29 08:57:52.000000+00:00\", \"2020-12-03 10:22:15.000000+00:00\"], \"session_ids\": [\"610053d8-ff56-4faf-b951-76afd8f0cb4a\", \"ab89ac64-e7e4-4ea2-a0b0-3207118e0d76\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.844}, \"46053\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-06-07 16:29:06.000000+00:00\", \"2022-01-30 07:04:24.000000+00:00\"], \"session_ids\": [\"55dfb34b-9771-4347-ae3f-1b50d9341d09\", \"44e165eb-e3b1-4834-b26c-d8b895a0836b\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 2.813}, \"66318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-08-13 14:33:09.000000+00:00\", \"2019-01-31 14:04:25.000000+00:00\"], \"session_ids\": [\"a178f21e-3f23-4105-91ad-2c1e3c20fb1f\", \"4c215719-c9ad-485c-944d-d6a31ac8241d\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 0.784}, \"80177\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-05 11:23:19.000000+00:00\", \"2021-06-11 09:14:37.000000+00:00\"], \"session_ids\": [\"ab156f32-7f0b-48cb-bb6b-7063e5ed38e5\", \"f082d350-e8d6-432a-8242-bef758b55ceb\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 7.65}, \"70092\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-17 01:47:21.000000+00:00\", \"2022-12-23 00:45:48.000000+00:00\"], \"session_ids\": [\"2ba7d22a-0835-48c5-a217-8a6bfb84b422\", \"9feac793-76f2-4a16-b524-dd2c2f901b4e\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 1.845}, \"94933\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-24 17:56:23.000000+00:00\", \"2020-02-16 16:06:29.000000+00:00\"], \"session_ids\": [\"ba9773f7-72e6-4f8d-be8f-7c6518aca363\", \"74aee48a-9d71-4434-a1a3-bc1664d95af6\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.433}, \"6960\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-03-13 18:16:37.000000+00:00\", \"2022-08-27 17:35:55.000000+00:00\"], \"session_ids\": [\"0a6df818-0d8a-42ba-9748-d68ee76ddeb2\", \"01379e7e-1f1a-42bf-9d93-6ae795db528b\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 1.434}}\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[{\"94933\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-24 17:56:23.000000+00:00\", \"2020-02-16 16:06:29.000000+00:00\"], \"session_ids\": [\"ba9773f7-72e6-4f8d-be8f-7c6518aca363\", \"74aee48a-9d71-4434-a1a3-bc1664d95af6\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.433}}, {\"66318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-08-13 14:33:09.000000+00:00\", \"2019-01-31 14:04:25.000000+00:00\"], \"session_ids\": [\"a178f21e-3f23-4105-91ad-2c1e3c20fb1f\", \"4c215719-c9ad-485c-944d-d6a31ac8241d\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 0.784}}, {\"93936\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-01-29 08:57:52.000000+00:00\", \"2020-12-03 10:22:15.000000+00:00\"], \"session_ids\": [\"610053d8-ff56-4faf-b951-76afd8f0cb4a\", \"ab89ac64-e7e4-4ea2-a0b0-3207118e0d76\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.844}}, {\"6960\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 8, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2021-03-13 18:16:37.000000+00:00\", \"2022-08-27 17:35:55.000000+00:00\"], \"session_ids\": [\"0a6df818-0d8a-42ba-9748-d68ee76ddeb2\", \"01379e7e-1f1a-42bf-9d93-6ae795db528b\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 1.434}}, {\"70092\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-05-17 01:47:21.000000+00:00\", \"2022-12-23 00:45:48.000000+00:00\"], \"session_ids\": [\"2ba7d22a-0835-48c5-a217-8a6bfb84b422\", \"9feac793-76f2-4a16-b524-dd2c2f901b4e\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 1.845}}, {\"46053\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-06-07 16:29:06.000000+00:00\", \"2022-01-30 07:04:24.000000+00:00\"], \"session_ids\": [\"55dfb34b-9771-4347-ae3f-1b50d9341d09\", \"44e165eb-e3b1-4834-b26c-d8b895a0836b\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 2.813}}, {\"80177\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-05 11:23:19.000000+00:00\", \"2021-06-11 09:14:37.000000+00:00\"], \"session_ids\": [\"ab156f32-7f0b-48cb-bb6b-7063e5ed38e5\", \"f082d350-e8d6-432a-8242-bef758b55ceb\"], \"total_duration\": 459.0, \"total_sessions\": 2, \"mean_week_duration\": 7.65}}]\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[{\"94933\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-24 17:56:23.000000+00:00\", \"2020-02-16 16:06:29.000000+00:00\"], \"session_ids\": [\"ba9773f7-72e6-4f8d-be8f-7c6518aca363\", \"74aee48a-9d71-4434-a1a3-bc1664d95af6\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.433}}, {\"66318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-08-13 14:33:09.000000+00:00\", \"2019-01-31 14:04:25.000000+00:00\"], \"session_ids\": [\"a178f21e-3f23-4105-91ad-2c1e3c20fb1f\", \"4c215719-c9ad-485c-944d-d6a31ac8241d\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 0.784}}]\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[{\"94933\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-24 17:56:23.000000+00:00\", \"2020-02-16 16:06:29.000000+00:00\"], \"session_ids\": [\"ba9773f7-72e6-4f8d-be8f-7c6518aca363\", \"74aee48a-9d71-4434-a1a3-bc1664d95af6\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 0.433}}, {\"66318\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-08-13 14:33:09.000000+00:00\", \"2019-01-31 14:04:25.000000+00:00\"], \"session_ids\": [\"a178f21e-3f23-4105-91ad-2c1e3c20fb1f\", \"4c215719-c9ad-485c-944d-d6a31ac8241d\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 0.784}}]\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 8 users whose time spent on the site per week is bigger than 3 (not including) additionaly sort by sum of duration of sessions per week in descending 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{\"80871\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-05-11 07:47:36.000000+00:00\", \"2019-08-25 11:05:27.000000+00:00\"], \"session_ids\": [\"55053fa1-61a3-4e03-a2b6-6922f0ebe872\", \"597a1c75-7935-4cca-a4a1-9e6f390ea049\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 15.438}, \"71050\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-08-20 01:01:14.000000+00:00\", \"2023-03-03 19:59:53.000000+00:00\", \"2021-03-31 03:35:10.000000+00:00\", \"2020-07-09 02:32:03.000000+00:00\", \"2023-03-10 02:37:54.000000+00:00\"], \"session_ids\": [\"148f205f-dd04-4192-8b95-d2ef7472f1da\", \"971c31c1-ed61-44d9-b379-7b7d257dbf36\", \"1f4dfc3d-1ec9-4da1-8617-71757cac6d78\", \"dc926cc8-e0dc-4a79-ad7e-344fec360a9e\", \"16b1ebcf-1960-4353-b550-742aa590c22e\"], \"total_duration\": 156.0, \"total_sessions\": 5, \"mean_week_duration\": 1.114}, \"95461\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-06-08 03:15:28.000000+00:00\", \"2021-03-15 05:33:48.000000+00:00\"], \"session_ids\": [\"5038b53f-0607-4011-87d5-b7aef2206ae6\", \"bfe72ea0-4317-4c35-aedf-42ab98538211\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.262}, \"18741\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-23 18:49:11.000000+00:00\", \"2022-06-19 22:29:45.000000+00:00\"], \"session_ids\": [\"fcf6abe0-fcf4-46c2-88aa-d6e4425850cf\", \"5ff5c3ce-a6c4-4113-8a09-24b170b4a8d9\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 20.769}, \"8050\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2023-01-05 13:12:56.000000+00:00\", \"2020-06-26 01:31:04.000000+00:00\", \"2019-08-16 01:40:46.000000+00:00\", \"2021-02-05 22:56:55.000000+00:00\"], \"session_ids\": [\"d6df9226-94db-4651-8552-8d5d1d034e91\", \"1b4612e5-588b-4769-9a98-d0208a688acc\", \"a6efbda4-ef0f-4101-904e-541c668d5d18\", \"a284abcf-6427-42fb-aa4c-f7d645e57745\"], \"total_duration\": 542.0, \"total_sessions\": 4, \"mean_week_duration\": 3.062}, \"46618\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-19 14:57:20.000000+00:00\", \"2019-02-15 20:05:13.000000+00:00\", \"2022-03-23 10:59:28.000000+00:00\", \"2019-08-05 13:24:23.000000+00:00\"], \"session_ids\": [\"cb2c1265-9c24-425a-85da-16759334d10f\", \"e755d7dc-9d73-4868-ab16-d939176441ac\", \"82e7f93b-9003-40a0-b7b8-74ccc03aa08f\", \"e53f9e25-a675-4d0a-97ea-cb017aa5c1e2\"], \"total_duration\": 1007.0, \"total_sessions\": 4, \"mean_week_duration\": 6.066}, \"99457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-23 04:24:35.000000+00:00\", \"2022-11-06 08:59:14.000000+00:00\"], \"session_ids\": [\"50cb9450-d1db-41c1-beb0-98f3cb8249f0\", \"be9306f3-0eb9-4d64-b0b8-6a7741ac88ca\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 3.949}, \"33870\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-06-01 08:22:51.000000+00:00\", \"2022-08-12 14:09:16.000000+00:00\"], \"session_ids\": [\"26643322-35d3-4070-b98f-a4146237cda2\", \"5b8deb94-55a6-49bf-be7a-500382988764\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 3.757}, \"48997\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-24 18:09:59.000000+00:00\", \"2020-04-29 21:22:44.000000+00:00\", \"2022-01-31 09:42:43.000000+00:00\", \"2019-06-24 04:04:03.000000+00:00\", \"2023-02-23 15:16:39.000000+00:00\", \"2020-04-17 22:28:24.000000+00:00\", \"2021-01-06 17:07:15.000000+00:00\"], \"session_ids\": [\"53a8b32d-1694-4f56-900d-d67eca5c7d10\", \"4730e5a7-78c1-419a-8b24-dee30cd194b9\", \"40f92733-cdc3-4528-a917-28c8e020989a\", \"80c3d41f-42e5-468a-893e-bb84b713eecf\", \"4ac7c018-4db5-4480-8f11-a8a43684c328\", \"32fdd4a3-2755-4060-bea0-2bc26ad0dcfa\", \"32bdb364-373b-4648-a173-cdf6546df497\"], \"total_duration\": 3001.0, \"total_sessions\": 7, \"mean_week_duration\": 15.63}, \"42744\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-09-28 03:06:27.000000+00:00\", \"2021-01-03 00:41:31.000000+00:00\", \"2019-10-05 00:27:05.000000+00:00\", \"2023-05-15 17:07:48.000000+00:00\"], \"session_ids\": [\"7229e4b9-5d80-498c-a36d-9b2870e2188a\", \"6d1aa48c-125b-4e03-bb79-2333bf5f742b\", \"b068b692-f0c4-4091-bca2-21510a210e27\", \"69b063ec-e435-462b-906d-ac935ff7ea5f\"], \"total_duration\": 113.0, \"total_sessions\": 4, \"mean_week_duration\": 0.595}}\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, 43]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"80871\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-05-11 07:47:36.000000+00:00\", \"2019-08-25 11:05:27.000000+00:00\"], \"session_ids\": [\"55053fa1-61a3-4e03-a2b6-6922f0ebe872\", \"597a1c75-7935-4cca-a4a1-9e6f390ea049\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 15.438}, \"18741\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-23 18:49:11.000000+00:00\", \"2022-06-19 22:29:45.000000+00:00\"], \"session_ids\": [\"fcf6abe0-fcf4-46c2-88aa-d6e4425850cf\", \"5ff5c3ce-a6c4-4113-8a09-24b170b4a8d9\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 20.769}, \"8050\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2023-01-05 13:12:56.000000+00:00\", \"2020-06-26 01:31:04.000000+00:00\", \"2019-08-16 01:40:46.000000+00:00\", \"2021-02-05 22:56:55.000000+00:00\"], \"session_ids\": [\"d6df9226-94db-4651-8552-8d5d1d034e91\", \"1b4612e5-588b-4769-9a98-d0208a688acc\", \"a6efbda4-ef0f-4101-904e-541c668d5d18\", \"a284abcf-6427-42fb-aa4c-f7d645e57745\"], \"total_duration\": 542.0, \"total_sessions\": 4, \"mean_week_duration\": 3.062}, \"46618\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-19 14:57:20.000000+00:00\", \"2019-02-15 20:05:13.000000+00:00\", \"2022-03-23 10:59:28.000000+00:00\", \"2019-08-05 13:24:23.000000+00:00\"], \"session_ids\": [\"cb2c1265-9c24-425a-85da-16759334d10f\", \"e755d7dc-9d73-4868-ab16-d939176441ac\", \"82e7f93b-9003-40a0-b7b8-74ccc03aa08f\", \"e53f9e25-a675-4d0a-97ea-cb017aa5c1e2\"], \"total_duration\": 1007.0, \"total_sessions\": 4, \"mean_week_duration\": 6.066}, \"99457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-23 04:24:35.000000+00:00\", \"2022-11-06 08:59:14.000000+00:00\"], \"session_ids\": [\"50cb9450-d1db-41c1-beb0-98f3cb8249f0\", \"be9306f3-0eb9-4d64-b0b8-6a7741ac88ca\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 3.949}, \"33870\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-06-01 08:22:51.000000+00:00\", \"2022-08-12 14:09:16.000000+00:00\"], \"session_ids\": [\"26643322-35d3-4070-b98f-a4146237cda2\", \"5b8deb94-55a6-49bf-be7a-500382988764\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 3.757}, \"48997\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-24 18:09:59.000000+00:00\", \"2020-04-29 21:22:44.000000+00:00\", \"2022-01-31 09:42:43.000000+00:00\", \"2019-06-24 04:04:03.000000+00:00\", \"2023-02-23 15:16:39.000000+00:00\", \"2020-04-17 22:28:24.000000+00:00\", \"2021-01-06 17:07:15.000000+00:00\"], \"session_ids\": [\"53a8b32d-1694-4f56-900d-d67eca5c7d10\", \"4730e5a7-78c1-419a-8b24-dee30cd194b9\", \"40f92733-cdc3-4528-a917-28c8e020989a\", \"80c3d41f-42e5-468a-893e-bb84b713eecf\", \"4ac7c018-4db5-4480-8f11-a8a43684c328\", \"32fdd4a3-2755-4060-bea0-2bc26ad0dcfa\", \"32bdb364-373b-4648-a173-cdf6546df497\"], \"total_duration\": 3001.0, \"total_sessions\": 7, \"mean_week_duration\": 15.63}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"18741\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-23 18:49:11.000000+00:00\", \"2022-06-19 22:29:45.000000+00:00\"], \"session_ids\": [\"fcf6abe0-fcf4-46c2-88aa-d6e4425850cf\", \"5ff5c3ce-a6c4-4113-8a09-24b170b4a8d9\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 20.769}}, {\"48997\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-24 18:09:59.000000+00:00\", \"2020-04-29 21:22:44.000000+00:00\", \"2022-01-31 09:42:43.000000+00:00\", \"2019-06-24 04:04:03.000000+00:00\", \"2023-02-23 15:16:39.000000+00:00\", \"2020-04-17 22:28:24.000000+00:00\", \"2021-01-06 17:07:15.000000+00:00\"], \"session_ids\": [\"53a8b32d-1694-4f56-900d-d67eca5c7d10\", \"4730e5a7-78c1-419a-8b24-dee30cd194b9\", \"40f92733-cdc3-4528-a917-28c8e020989a\", \"80c3d41f-42e5-468a-893e-bb84b713eecf\", \"4ac7c018-4db5-4480-8f11-a8a43684c328\", \"32fdd4a3-2755-4060-bea0-2bc26ad0dcfa\", \"32bdb364-373b-4648-a173-cdf6546df497\"], \"total_duration\": 3001.0, \"total_sessions\": 7, \"mean_week_duration\": 15.63}}, {\"80871\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-05-11 07:47:36.000000+00:00\", \"2019-08-25 11:05:27.000000+00:00\"], \"session_ids\": [\"55053fa1-61a3-4e03-a2b6-6922f0ebe872\", \"597a1c75-7935-4cca-a4a1-9e6f390ea049\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 15.438}}, {\"46618\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-19 14:57:20.000000+00:00\", \"2019-02-15 20:05:13.000000+00:00\", \"2022-03-23 10:59:28.000000+00:00\", \"2019-08-05 13:24:23.000000+00:00\"], \"session_ids\": [\"cb2c1265-9c24-425a-85da-16759334d10f\", \"e755d7dc-9d73-4868-ab16-d939176441ac\", \"82e7f93b-9003-40a0-b7b8-74ccc03aa08f\", \"e53f9e25-a675-4d0a-97ea-cb017aa5c1e2\"], \"total_duration\": 1007.0, \"total_sessions\": 4, \"mean_week_duration\": 6.066}}, {\"99457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-23 04:24:35.000000+00:00\", \"2022-11-06 08:59:14.000000+00:00\"], \"session_ids\": [\"50cb9450-d1db-41c1-beb0-98f3cb8249f0\", \"be9306f3-0eb9-4d64-b0b8-6a7741ac88ca\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 3.949}}, {\"33870\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-06-01 08:22:51.000000+00:00\", \"2022-08-12 14:09:16.000000+00:00\"], \"session_ids\": [\"26643322-35d3-4070-b98f-a4146237cda2\", \"5b8deb94-55a6-49bf-be7a-500382988764\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 3.757}}, {\"8050\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2023-01-05 13:12:56.000000+00:00\", \"2020-06-26 01:31:04.000000+00:00\", \"2019-08-16 01:40:46.000000+00:00\", \"2021-02-05 22:56:55.000000+00:00\"], \"session_ids\": [\"d6df9226-94db-4651-8552-8d5d1d034e91\", \"1b4612e5-588b-4769-9a98-d0208a688acc\", \"a6efbda4-ef0f-4101-904e-541c668d5d18\", \"a284abcf-6427-42fb-aa4c-f7d645e57745\"], \"total_duration\": 542.0, \"total_sessions\": 4, \"mean_week_duration\": 3.062}}]\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[{\"18741\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-23 18:49:11.000000+00:00\", \"2022-06-19 22:29:45.000000+00:00\"], \"session_ids\": [\"fcf6abe0-fcf4-46c2-88aa-d6e4425850cf\", \"5ff5c3ce-a6c4-4113-8a09-24b170b4a8d9\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 20.769}}, {\"48997\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-24 18:09:59.000000+00:00\", \"2020-04-29 21:22:44.000000+00:00\", \"2022-01-31 09:42:43.000000+00:00\", \"2019-06-24 04:04:03.000000+00:00\", \"2023-02-23 15:16:39.000000+00:00\", \"2020-04-17 22:28:24.000000+00:00\", \"2021-01-06 17:07:15.000000+00:00\"], \"session_ids\": [\"53a8b32d-1694-4f56-900d-d67eca5c7d10\", \"4730e5a7-78c1-419a-8b24-dee30cd194b9\", \"40f92733-cdc3-4528-a917-28c8e020989a\", \"80c3d41f-42e5-468a-893e-bb84b713eecf\", \"4ac7c018-4db5-4480-8f11-a8a43684c328\", \"32fdd4a3-2755-4060-bea0-2bc26ad0dcfa\", \"32bdb364-373b-4648-a173-cdf6546df497\"], \"total_duration\": 3001.0, \"total_sessions\": 7, \"mean_week_duration\": 15.63}}, {\"80871\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-05-11 07:47:36.000000+00:00\", \"2019-08-25 11:05:27.000000+00:00\"], \"session_ids\": [\"55053fa1-61a3-4e03-a2b6-6922f0ebe872\", \"597a1c75-7935-4cca-a4a1-9e6f390ea049\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 15.438}}, {\"46618\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-19 14:57:20.000000+00:00\", \"2019-02-15 20:05:13.000000+00:00\", \"2022-03-23 10:59:28.000000+00:00\", \"2019-08-05 13:24:23.000000+00:00\"], \"session_ids\": [\"cb2c1265-9c24-425a-85da-16759334d10f\", \"e755d7dc-9d73-4868-ab16-d939176441ac\", \"82e7f93b-9003-40a0-b7b8-74ccc03aa08f\", \"e53f9e25-a675-4d0a-97ea-cb017aa5c1e2\"], \"total_duration\": 1007.0, \"total_sessions\": 4, \"mean_week_duration\": 6.066}}, {\"99457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-23 04:24:35.000000+00:00\", \"2022-11-06 08:59:14.000000+00:00\"], \"session_ids\": [\"50cb9450-d1db-41c1-beb0-98f3cb8249f0\", \"be9306f3-0eb9-4d64-b0b8-6a7741ac88ca\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 3.949}}, {\"33870\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-06-01 08:22:51.000000+00:00\", \"2022-08-12 14:09:16.000000+00:00\"], \"session_ids\": [\"26643322-35d3-4070-b98f-a4146237cda2\", \"5b8deb94-55a6-49bf-be7a-500382988764\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 3.757}}, {\"8050\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2023-01-05 13:12:56.000000+00:00\", \"2020-06-26 01:31:04.000000+00:00\", \"2019-08-16 01:40:46.000000+00:00\", \"2021-02-05 22:56:55.000000+00:00\"], \"session_ids\": [\"d6df9226-94db-4651-8552-8d5d1d034e91\", \"1b4612e5-588b-4769-9a98-d0208a688acc\", \"a6efbda4-ef0f-4101-904e-541c668d5d18\", \"a284abcf-6427-42fb-aa4c-f7d645e57745\"], \"total_duration\": 542.0, \"total_sessions\": 4, \"mean_week_duration\": 3.062}}]\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[{\"18741\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-23 18:49:11.000000+00:00\", \"2022-06-19 22:29:45.000000+00:00\"], \"session_ids\": [\"fcf6abe0-fcf4-46c2-88aa-d6e4425850cf\", \"5ff5c3ce-a6c4-4113-8a09-24b170b4a8d9\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 20.769}}, {\"48997\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-24 18:09:59.000000+00:00\", \"2020-04-29 21:22:44.000000+00:00\", \"2022-01-31 09:42:43.000000+00:00\", \"2019-06-24 04:04:03.000000+00:00\", \"2023-02-23 15:16:39.000000+00:00\", \"2020-04-17 22:28:24.000000+00:00\", \"2021-01-06 17:07:15.000000+00:00\"], \"session_ids\": [\"53a8b32d-1694-4f56-900d-d67eca5c7d10\", \"4730e5a7-78c1-419a-8b24-dee30cd194b9\", \"40f92733-cdc3-4528-a917-28c8e020989a\", \"80c3d41f-42e5-468a-893e-bb84b713eecf\", \"4ac7c018-4db5-4480-8f11-a8a43684c328\", \"32fdd4a3-2755-4060-bea0-2bc26ad0dcfa\", \"32bdb364-373b-4648-a173-cdf6546df497\"], \"total_duration\": 3001.0, \"total_sessions\": 7, \"mean_week_duration\": 15.63}}, {\"80871\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-05-11 07:47:36.000000+00:00\", \"2019-08-25 11:05:27.000000+00:00\"], \"session_ids\": [\"55053fa1-61a3-4e03-a2b6-6922f0ebe872\", \"597a1c75-7935-4cca-a4a1-9e6f390ea049\"], \"total_duration\": 247.0, \"total_sessions\": 2, \"mean_week_duration\": 15.438}}, {\"46618\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-19 14:57:20.000000+00:00\", \"2019-02-15 20:05:13.000000+00:00\", \"2022-03-23 10:59:28.000000+00:00\", \"2019-08-05 13:24:23.000000+00:00\"], \"session_ids\": [\"cb2c1265-9c24-425a-85da-16759334d10f\", \"e755d7dc-9d73-4868-ab16-d939176441ac\", \"82e7f93b-9003-40a0-b7b8-74ccc03aa08f\", \"e53f9e25-a675-4d0a-97ea-cb017aa5c1e2\"], \"total_duration\": 1007.0, \"total_sessions\": 4, \"mean_week_duration\": 6.066}}, {\"99457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-23 04:24:35.000000+00:00\", \"2022-11-06 08:59:14.000000+00:00\"], \"session_ids\": [\"50cb9450-d1db-41c1-beb0-98f3cb8249f0\", \"be9306f3-0eb9-4d64-b0b8-6a7741ac88ca\"], \"total_duration\": 387.0, \"total_sessions\": 2, \"mean_week_duration\": 3.949}}, {\"33870\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-06-01 08:22:51.000000+00:00\", \"2022-08-12 14:09:16.000000+00:00\"], \"session_ids\": [\"26643322-35d3-4070-b98f-a4146237cda2\", \"5b8deb94-55a6-49bf-be7a-500382988764\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 3.757}}, {\"8050\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2023-01-05 13:12:56.000000+00:00\", \"2020-06-26 01:31:04.000000+00:00\", \"2019-08-16 01:40:46.000000+00:00\", \"2021-02-05 22:56:55.000000+00:00\"], \"session_ids\": [\"d6df9226-94db-4651-8552-8d5d1d034e91\", \"1b4612e5-588b-4769-9a98-d0208a688acc\", \"a6efbda4-ef0f-4101-904e-541c668d5d18\", \"a284abcf-6427-42fb-aa4c-f7d645e57745\"], \"total_duration\": 542.0, \"total_sessions\": 4, \"mean_week_duration\": 3.062}}]\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 5 users whose total time using the app is greater than 1333 , moreover sort by total_duration from the largest to the smallest." } ]
[ { "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{\"78604\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-03 06:52:05.000000+00:00\", \"2022-09-18 14:12:29.000000+00:00\", \"2022-10-22 17:11:38.000000+00:00\", \"2023-03-23 02:13:44.000000+00:00\"], \"session_ids\": [\"0321ed3f-d5d5-4a46-870b-c7fd4de31b7b\", \"ba104489-38d7-4b8d-a8cd-a74dfc23569f\", \"32927a67-9ad6-4232-89d5-10fbada03903\", \"c0f25312-08ee-4617-b360-4431a364feb2\"], \"total_duration\": 1438.0, \"total_sessions\": 4, \"mean_week_duration\": 10.812}, \"20000\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-18 06:55:09.000000+00:00\", \"2020-10-01 08:30:21.000000+00:00\", \"2022-04-12 11:28:27.000000+00:00\"], \"session_ids\": [\"15b2dea5-9bdf-4538-a877-7552c2d9ca40\", \"7ed8cdf2-c5f3-4579-90b6-1669af0277f8\", \"aa8dd912-c8f9-4ec5-9a22-9f0366679e4b\"], \"total_duration\": 295.0, \"total_sessions\": 3, \"mean_week_duration\": 3.01}, \"19651\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-05-15 14:00:11.000000+00:00\", \"2019-08-01 02:20:15.000000+00:00\", \"2020-11-16 03:45:27.000000+00:00\"], \"session_ids\": [\"3599e0a7-e40e-437d-8028-f65459b528b0\", \"fea8dc5c-e76c-4a24-abd1-8ba093e1c570\", \"02babb80-5f9f-4c31-aa29-d2d090e4f9f1\"], \"total_duration\": 623.0, \"total_sessions\": 3, \"mean_week_duration\": 9.162}, \"22116\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2019-09-02 15:03:14.000000+00:00\", \"2020-03-29 10:29:54.000000+00:00\"], \"session_ids\": [\"c80f4161-0645-4dbf-9f12-634d2f99d544\", \"8d1310fc-78be-4efb-820f-6e24a432cf4d\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 5.767}, \"86200\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-03-02 23:08:29.000000+00:00\", \"2019-10-12 23:07:26.000000+00:00\", \"2022-02-24 16:20:59.000000+00:00\", \"2019-01-10 02:06:38.000000+00:00\", \"2019-03-19 15:15:41.000000+00:00\", \"2021-01-26 19:22:00.000000+00:00\", \"2021-08-29 20:32:44.000000+00:00\", \"2020-05-25 01:17:31.000000+00:00\", \"2019-02-21 21:46:25.000000+00:00\", \"2021-06-25 14:14:14.000000+00:00\", \"2021-12-18 15:09:02.000000+00:00\"], \"session_ids\": [\"a4ffb36e-064e-43c4-9ee9-0d8c481a81e7\", \"2d3a6b94-8ad7-481d-8aa7-e0e22ccc7f13\", \"7b429026-6217-429c-958d-fb9b291ea894\", \"db41b574-a8a3-4195-bd96-ecd52b89a872\", \"404552ae-c90e-43a4-99c9-d36b1fec4d4c\", \"b4235ca4-21ad-4ad3-8bf7-7a3ff905f83a\", \"7edd7d32-1ee3-4a3c-9299-ebd6030491d3\", \"33bd98ab-4a3b-49fa-8e90-396873467cde\", \"2b24c81e-8e87-4a4b-b9b6-b6d2bbdf17ea\", \"2a432eb4-d634-42cd-8dae-b2f1812aac76\", \"2b3d1744-3210-4851-8414-072b62df7bbb\"], \"total_duration\": 62552.0, \"total_sessions\": 11, \"mean_week_duration\": 383.755}, \"96156\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-04-27 21:07:03.000000+00:00\", \"2021-01-26 12:25:52.000000+00:00\", \"2022-09-11 01:56:55.000000+00:00\", \"2022-10-22 06:32:34.000000+00:00\", \"2019-10-27 01:56:49.000000+00:00\"], \"session_ids\": [\"2022702f-5feb-426f-96dc-107b480d758b\", \"13d21614-6228-4c5a-a041-a56ed7d09c4e\", \"31c0a39f-82fb-434f-8a5c-6721fefe8b82\", \"bb5aebf5-d84d-4cb0-a996-732aa1b2943d\", \"4688aa6d-f214-410a-bf5f-bd01809f7002\"], \"total_duration\": 1238.0, \"total_sessions\": 5, \"mean_week_duration\": 7.936}, \"18632\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-06-25 03:33:43.000000+00:00\", \"2020-08-18 00:39:31.000000+00:00\"], \"session_ids\": [\"7a55af8a-36a3-4fab-9620-16f33f36af50\", \"e8e982e4-e749-4505-8eea-8878ba697748\"], \"total_duration\": 451.0, \"total_sessions\": 2, \"mean_week_duration\": 7.517}, \"81826\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-03-14 17:57:25.000000+00:00\", \"2021-06-23 22:59:16.000000+00:00\"], \"session_ids\": [\"db602771-459f-408a-91b9-6aa194ecf0b2\", \"dfc993b9-c67f-4335-a082-6fa996f7cc8b\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.025}, \"85169\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-11 09:23:31.000000+00:00\", \"2019-12-06 02:42:10.000000+00:00\", \"2019-10-22 10:53:17.000000+00:00\", \"2020-03-27 13:45:35.000000+00:00\", \"2020-02-27 21:59:48.000000+00:00\", \"2021-01-21 03:02:10.000000+00:00\"], \"session_ids\": [\"e146e5d3-b328-4921-afd7-6734db72b4eb\", \"63176950-1c6e-47c6-91f8-b6a4cbd71a6e\", \"7235c52a-b27f-4040-b998-fd84a7332aa0\", \"63172f4d-d745-41fe-93ae-7eedadec3cc5\", \"f4143b9f-4b34-4622-896a-ab28a61ded4f\", \"3d5139fc-1cd2-4a65-884b-31b5de9bd392\"], \"total_duration\": 1654.0, \"total_sessions\": 6, \"mean_week_duration\": 25.061}, \"70599\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-12 09:08:53.000000+00:00\", \"2022-09-03 22:12:29.000000+00:00\", \"2019-11-28 11:20:14.000000+00:00\"], \"session_ids\": [\"a89c7175-2aaf-4608-98b2-a307483843be\", \"3d30c278-a2fb-45c5-9d8d-caaf657f0fdf\", \"c6c3a990-a51b-41d1-b6a1-66271092da57\"], \"total_duration\": 107.0, \"total_sessions\": 3, \"mean_week_duration\": 0.738}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 1333" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[1333, 4447]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"78604\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-03 06:52:05.000000+00:00\", \"2022-09-18 14:12:29.000000+00:00\", \"2022-10-22 17:11:38.000000+00:00\", \"2023-03-23 02:13:44.000000+00:00\"], \"session_ids\": [\"0321ed3f-d5d5-4a46-870b-c7fd4de31b7b\", \"ba104489-38d7-4b8d-a8cd-a74dfc23569f\", \"32927a67-9ad6-4232-89d5-10fbada03903\", \"c0f25312-08ee-4617-b360-4431a364feb2\"], \"total_duration\": 1438.0, \"total_sessions\": 4, \"mean_week_duration\": 10.812}, \"86200\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-03-02 23:08:29.000000+00:00\", \"2019-10-12 23:07:26.000000+00:00\", \"2022-02-24 16:20:59.000000+00:00\", \"2019-01-10 02:06:38.000000+00:00\", \"2019-03-19 15:15:41.000000+00:00\", \"2021-01-26 19:22:00.000000+00:00\", \"2021-08-29 20:32:44.000000+00:00\", \"2020-05-25 01:17:31.000000+00:00\", \"2019-02-21 21:46:25.000000+00:00\", \"2021-06-25 14:14:14.000000+00:00\", \"2021-12-18 15:09:02.000000+00:00\"], \"session_ids\": [\"a4ffb36e-064e-43c4-9ee9-0d8c481a81e7\", \"2d3a6b94-8ad7-481d-8aa7-e0e22ccc7f13\", \"7b429026-6217-429c-958d-fb9b291ea894\", \"db41b574-a8a3-4195-bd96-ecd52b89a872\", \"404552ae-c90e-43a4-99c9-d36b1fec4d4c\", \"b4235ca4-21ad-4ad3-8bf7-7a3ff905f83a\", \"7edd7d32-1ee3-4a3c-9299-ebd6030491d3\", \"33bd98ab-4a3b-49fa-8e90-396873467cde\", \"2b24c81e-8e87-4a4b-b9b6-b6d2bbdf17ea\", \"2a432eb4-d634-42cd-8dae-b2f1812aac76\", \"2b3d1744-3210-4851-8414-072b62df7bbb\"], \"total_duration\": 62552.0, \"total_sessions\": 11, \"mean_week_duration\": 383.755}, \"85169\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-11 09:23:31.000000+00:00\", \"2019-12-06 02:42:10.000000+00:00\", \"2019-10-22 10:53:17.000000+00:00\", \"2020-03-27 13:45:35.000000+00:00\", \"2020-02-27 21:59:48.000000+00:00\", \"2021-01-21 03:02:10.000000+00:00\"], \"session_ids\": [\"e146e5d3-b328-4921-afd7-6734db72b4eb\", \"63176950-1c6e-47c6-91f8-b6a4cbd71a6e\", \"7235c52a-b27f-4040-b998-fd84a7332aa0\", \"63172f4d-d745-41fe-93ae-7eedadec3cc5\", \"f4143b9f-4b34-4622-896a-ab28a61ded4f\", \"3d5139fc-1cd2-4a65-884b-31b5de9bd392\"], \"total_duration\": 1654.0, \"total_sessions\": 6, \"mean_week_duration\": 25.061}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"86200\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-03-02 23:08:29.000000+00:00\", \"2019-10-12 23:07:26.000000+00:00\", \"2022-02-24 16:20:59.000000+00:00\", \"2019-01-10 02:06:38.000000+00:00\", \"2019-03-19 15:15:41.000000+00:00\", \"2021-01-26 19:22:00.000000+00:00\", \"2021-08-29 20:32:44.000000+00:00\", \"2020-05-25 01:17:31.000000+00:00\", \"2019-02-21 21:46:25.000000+00:00\", \"2021-06-25 14:14:14.000000+00:00\", \"2021-12-18 15:09:02.000000+00:00\"], \"session_ids\": [\"a4ffb36e-064e-43c4-9ee9-0d8c481a81e7\", \"2d3a6b94-8ad7-481d-8aa7-e0e22ccc7f13\", \"7b429026-6217-429c-958d-fb9b291ea894\", \"db41b574-a8a3-4195-bd96-ecd52b89a872\", \"404552ae-c90e-43a4-99c9-d36b1fec4d4c\", \"b4235ca4-21ad-4ad3-8bf7-7a3ff905f83a\", \"7edd7d32-1ee3-4a3c-9299-ebd6030491d3\", \"33bd98ab-4a3b-49fa-8e90-396873467cde\", \"2b24c81e-8e87-4a4b-b9b6-b6d2bbdf17ea\", \"2a432eb4-d634-42cd-8dae-b2f1812aac76\", \"2b3d1744-3210-4851-8414-072b62df7bbb\"], \"total_duration\": 62552.0, \"total_sessions\": 11, \"mean_week_duration\": 383.755}}, {\"85169\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-11 09:23:31.000000+00:00\", \"2019-12-06 02:42:10.000000+00:00\", \"2019-10-22 10:53:17.000000+00:00\", \"2020-03-27 13:45:35.000000+00:00\", \"2020-02-27 21:59:48.000000+00:00\", \"2021-01-21 03:02:10.000000+00:00\"], \"session_ids\": [\"e146e5d3-b328-4921-afd7-6734db72b4eb\", \"63176950-1c6e-47c6-91f8-b6a4cbd71a6e\", \"7235c52a-b27f-4040-b998-fd84a7332aa0\", \"63172f4d-d745-41fe-93ae-7eedadec3cc5\", \"f4143b9f-4b34-4622-896a-ab28a61ded4f\", \"3d5139fc-1cd2-4a65-884b-31b5de9bd392\"], \"total_duration\": 1654.0, \"total_sessions\": 6, \"mean_week_duration\": 25.061}}, {\"78604\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-03 06:52:05.000000+00:00\", \"2022-09-18 14:12:29.000000+00:00\", \"2022-10-22 17:11:38.000000+00:00\", \"2023-03-23 02:13:44.000000+00:00\"], \"session_ids\": [\"0321ed3f-d5d5-4a46-870b-c7fd4de31b7b\", \"ba104489-38d7-4b8d-a8cd-a74dfc23569f\", \"32927a67-9ad6-4232-89d5-10fbada03903\", \"c0f25312-08ee-4617-b360-4431a364feb2\"], \"total_duration\": 1438.0, \"total_sessions\": 4, \"mean_week_duration\": 10.812}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"86200\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-03-02 23:08:29.000000+00:00\", \"2019-10-12 23:07:26.000000+00:00\", \"2022-02-24 16:20:59.000000+00:00\", \"2019-01-10 02:06:38.000000+00:00\", \"2019-03-19 15:15:41.000000+00:00\", \"2021-01-26 19:22:00.000000+00:00\", \"2021-08-29 20:32:44.000000+00:00\", \"2020-05-25 01:17:31.000000+00:00\", \"2019-02-21 21:46:25.000000+00:00\", \"2021-06-25 14:14:14.000000+00:00\", \"2021-12-18 15:09:02.000000+00:00\"], \"session_ids\": [\"a4ffb36e-064e-43c4-9ee9-0d8c481a81e7\", \"2d3a6b94-8ad7-481d-8aa7-e0e22ccc7f13\", \"7b429026-6217-429c-958d-fb9b291ea894\", \"db41b574-a8a3-4195-bd96-ecd52b89a872\", \"404552ae-c90e-43a4-99c9-d36b1fec4d4c\", \"b4235ca4-21ad-4ad3-8bf7-7a3ff905f83a\", \"7edd7d32-1ee3-4a3c-9299-ebd6030491d3\", \"33bd98ab-4a3b-49fa-8e90-396873467cde\", \"2b24c81e-8e87-4a4b-b9b6-b6d2bbdf17ea\", \"2a432eb4-d634-42cd-8dae-b2f1812aac76\", \"2b3d1744-3210-4851-8414-072b62df7bbb\"], \"total_duration\": 62552.0, \"total_sessions\": 11, \"mean_week_duration\": 383.755}}, {\"85169\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-11 09:23:31.000000+00:00\", \"2019-12-06 02:42:10.000000+00:00\", \"2019-10-22 10:53:17.000000+00:00\", \"2020-03-27 13:45:35.000000+00:00\", \"2020-02-27 21:59:48.000000+00:00\", \"2021-01-21 03:02:10.000000+00:00\"], \"session_ids\": [\"e146e5d3-b328-4921-afd7-6734db72b4eb\", \"63176950-1c6e-47c6-91f8-b6a4cbd71a6e\", \"7235c52a-b27f-4040-b998-fd84a7332aa0\", \"63172f4d-d745-41fe-93ae-7eedadec3cc5\", \"f4143b9f-4b34-4622-896a-ab28a61ded4f\", \"3d5139fc-1cd2-4a65-884b-31b5de9bd392\"], \"total_duration\": 1654.0, \"total_sessions\": 6, \"mean_week_duration\": 25.061}}, {\"78604\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-03 06:52:05.000000+00:00\", \"2022-09-18 14:12:29.000000+00:00\", \"2022-10-22 17:11:38.000000+00:00\", \"2023-03-23 02:13:44.000000+00:00\"], \"session_ids\": [\"0321ed3f-d5d5-4a46-870b-c7fd4de31b7b\", \"ba104489-38d7-4b8d-a8cd-a74dfc23569f\", \"32927a67-9ad6-4232-89d5-10fbada03903\", \"c0f25312-08ee-4617-b360-4431a364feb2\"], \"total_duration\": 1438.0, \"total_sessions\": 4, \"mean_week_duration\": 10.812}}]\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[{\"86200\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-03-02 23:08:29.000000+00:00\", \"2019-10-12 23:07:26.000000+00:00\", \"2022-02-24 16:20:59.000000+00:00\", \"2019-01-10 02:06:38.000000+00:00\", \"2019-03-19 15:15:41.000000+00:00\", \"2021-01-26 19:22:00.000000+00:00\", \"2021-08-29 20:32:44.000000+00:00\", \"2020-05-25 01:17:31.000000+00:00\", \"2019-02-21 21:46:25.000000+00:00\", \"2021-06-25 14:14:14.000000+00:00\", \"2021-12-18 15:09:02.000000+00:00\"], \"session_ids\": [\"a4ffb36e-064e-43c4-9ee9-0d8c481a81e7\", \"2d3a6b94-8ad7-481d-8aa7-e0e22ccc7f13\", \"7b429026-6217-429c-958d-fb9b291ea894\", \"db41b574-a8a3-4195-bd96-ecd52b89a872\", \"404552ae-c90e-43a4-99c9-d36b1fec4d4c\", \"b4235ca4-21ad-4ad3-8bf7-7a3ff905f83a\", \"7edd7d32-1ee3-4a3c-9299-ebd6030491d3\", \"33bd98ab-4a3b-49fa-8e90-396873467cde\", \"2b24c81e-8e87-4a4b-b9b6-b6d2bbdf17ea\", \"2a432eb4-d634-42cd-8dae-b2f1812aac76\", \"2b3d1744-3210-4851-8414-072b62df7bbb\"], \"total_duration\": 62552.0, \"total_sessions\": 11, \"mean_week_duration\": 383.755}}, {\"85169\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-11 09:23:31.000000+00:00\", \"2019-12-06 02:42:10.000000+00:00\", \"2019-10-22 10:53:17.000000+00:00\", \"2020-03-27 13:45:35.000000+00:00\", \"2020-02-27 21:59:48.000000+00:00\", \"2021-01-21 03:02:10.000000+00:00\"], \"session_ids\": [\"e146e5d3-b328-4921-afd7-6734db72b4eb\", \"63176950-1c6e-47c6-91f8-b6a4cbd71a6e\", \"7235c52a-b27f-4040-b998-fd84a7332aa0\", \"63172f4d-d745-41fe-93ae-7eedadec3cc5\", \"f4143b9f-4b34-4622-896a-ab28a61ded4f\", \"3d5139fc-1cd2-4a65-884b-31b5de9bd392\"], \"total_duration\": 1654.0, \"total_sessions\": 6, \"mean_week_duration\": 25.061}}, {\"78604\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-03 06:52:05.000000+00:00\", \"2022-09-18 14:12:29.000000+00:00\", \"2022-10-22 17:11:38.000000+00:00\", \"2023-03-23 02:13:44.000000+00:00\"], \"session_ids\": [\"0321ed3f-d5d5-4a46-870b-c7fd4de31b7b\", \"ba104489-38d7-4b8d-a8cd-a74dfc23569f\", \"32927a67-9ad6-4232-89d5-10fbada03903\", \"c0f25312-08ee-4617-b360-4431a364feb2\"], \"total_duration\": 1438.0, \"total_sessions\": 4, \"mean_week_duration\": 10.812}}]\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 curious about 6 users with a total duration = 1766 also carry out sorting by overall quantity of sessions in ascending order." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"63415\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2022-11-05 06:32:35.000000+00:00\", \"2020-07-03 12:10:15.000000+00:00\"], \"session_ids\": [\"b44f57a2-fa5b-4656-ba49-9e2b84f8fc3b\", \"d2abb635-9a1b-4191-893b-50156885b3b8\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.639}, \"87809\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-10-09 13:45:07.000000+00:00\", \"2022-11-23 07:41:24.000000+00:00\", \"2019-12-16 07:16:46.000000+00:00\", \"2022-08-17 10:45:38.000000+00:00\", \"2023-03-05 05:20:54.000000+00:00\", \"2021-09-21 19:49:29.000000+00:00\", \"2023-05-21 08:46:22.000000+00:00\", \"2023-03-24 14:40:18.000000+00:00\", \"2020-10-03 21:28:04.000000+00:00\", \"2020-09-10 08:03:07.000000+00:00\"], \"session_ids\": [\"94c88df6-8e26-44ae-a8fb-ad6344ad0052\", \"ec0ec9ab-4282-4bd2-9b57-052c37a1f707\", \"68b910bc-9c67-4ecf-bb25-66a6e07ba451\", \"b56ef88a-4b3f-4046-8a66-d0d56bca842e\", \"ed772200-b221-432a-adde-61946e431b83\", \"39858ccd-aea8-448f-8af8-26c0bfa017d1\", \"29c61188-d2e2-4223-aae7-65887e74188f\", \"953c71b7-5cd8-4bc3-b907-9c8faebba43b\", \"95edabdb-c266-4166-ab6a-bf0a5dc35a7f\", \"e67178e6-3d4f-456c-b57e-a48898478a30\"], \"total_duration\": 3030.0, \"total_sessions\": 10, \"mean_week_duration\": 16.927}, \"31027\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-06-09 16:21:58.000000+00:00\", \"2022-11-29 04:29:43.000000+00:00\"], \"session_ids\": [\"0bae46c8-7dce-4259-a9e5-989a30908715\", \"238deae3-8a1c-4953-8608-52c026f8893f\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.411}, \"58901\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-08-28 11:05:42.000000+00:00\", \"2020-01-11 16:22:20.000000+00:00\"], \"session_ids\": [\"52ad02dc-71a2-4356-a0fc-f26c8c96824b\", \"03355038-3dee-41cf-ac3c-7a70ef34cc12\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 1.4}, \"35798\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-02-11 04:56:09.000000+00:00\", \"2020-02-21 05:45:39.000000+00:00\"], \"session_ids\": [\"8bc3a9e7-2a75-491d-a300-b5bffb569333\", \"e82f0232-3964-4787-b5fb-d734d28de772\"], \"total_duration\": 306.0, \"total_sessions\": 2, \"mean_week_duration\": 2.971}, \"18876\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-03-23 12:02:06.000000+00:00\", \"2021-05-16 09:46:40.000000+00:00\", \"2021-02-20 23:43:23.000000+00:00\"], \"session_ids\": [\"bf25c607-d02e-481a-87ef-bee9c882bb8c\", \"b34b9e55-c512-45fa-bcc7-ed62c78f7279\", \"cf1f2820-fc22-45e4-b7d5-c11eafb37672\"], \"total_duration\": 109.0, \"total_sessions\": 3, \"mean_week_duration\": 1.0}, \"38125\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-10-16 17:49:07.000000+00:00\", \"2020-09-17 17:07:08.000000+00:00\", \"2019-02-12 00:31:13.000000+00:00\", \"2022-03-09 06:12:34.000000+00:00\", \"2021-07-20 16:36:36.000000+00:00\", \"2021-06-26 16:21:27.000000+00:00\", \"2021-02-08 17:40:31.000000+00:00\"], \"session_ids\": [\"8059ea79-8cab-45a1-8073-446ab04d4787\", \"cbb74982-6693-413c-9cb5-592117b7b6f2\", \"0b49c5a4-be59-4863-b9af-7fa0dabecafe\", \"613b15c6-5baa-4f0b-a391-57430b97d2e8\", \"0da94c85-d520-454c-bda3-f8242f86c939\", \"3afd97f4-c3a6-40ba-92f2-ccd99a4a2294\", \"06b9137d-72a5-46ce-9757-e3c301965b7b\"], \"total_duration\": 2013.0, \"total_sessions\": 7, \"mean_week_duration\": 12.503}, \"10510\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-02-15 02:59:12.000000+00:00\", \"2022-01-20 20:46:04.000000+00:00\"], \"session_ids\": [\"4df399cf-f9f8-4a86-bebf-80cf54ab08d9\", \"a294a784-9e84-491f-bd03-c92b9cade671\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 7.612}, \"4647\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-08 13:43:50.000000+00:00\", \"2022-02-25 11:51:29.000000+00:00\", \"2021-04-19 16:28:25.000000+00:00\"], \"session_ids\": [\"21969e2e-df94-42f2-86f7-92f5c3bec6a6\", \"d1ebe1d7-5713-4592-84fc-7bea47e233de\", \"343e0455-1e03-434f-941e-5024108f20e4\"], \"total_duration\": 476.0, \"total_sessions\": 3, \"mean_week_duration\": 5.289}, \"36898\": {\"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\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-11-13 12:08:13.000000+00:00\", \"2019-01-17 10:12:44.000000+00:00\", \"2022-06-28 18:14:35.000000+00:00\", \"2022-08-13 18:03:28.000000+00:00\", \"2021-04-02 14:13:16.000000+00:00\", \"2021-11-06 16:48:14.000000+00:00\"], \"session_ids\": [\"c74252f8-193c-4818-9454-dff174972717\", \"b9b41099-75ee-443d-8839-2a481299fea9\", \"fe8d4010-f01c-4ac6-a3ee-55d4abe2e4c7\", \"a91f9d5e-302a-4c9f-b3ea-87f7a1dcc5d7\", \"7ae21130-4772-448c-91fb-9eefa1fd9044\", \"974c8b59-395e-4661-ad6c-aa41a5fb65ed\"], \"total_duration\": 236.0, \"total_sessions\": 6, \"mean_week_duration\": 1.18}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are 1766" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"==\"]]}, \"all_values\": {\"total_duration\": [[1766, 4739]]}}}\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 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": "Please offer data on user who is topleast user based on time spent on the site , moreover perform sorting by total time using the app in asc order as well as provide me only with 2 pieces of data." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"67255\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-28 13:43:28.000000+00:00\", \"2023-02-28 16:31:27.000000+00:00\"], \"session_ids\": [\"98b1dcbf-c6a2-4e95-9db9-10bc7840b63b\", \"93bb4bb8-ab8f-436f-83fb-090874cfde22\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 2.359}, \"49999\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-05 13:22:08.000000+00:00\", \"2021-08-07 19:21:49.000000+00:00\"], \"session_ids\": [\"a7efa2d3-73ef-467f-8a6c-623aa6e15193\", \"7e9dd095-5c40-4d14-adf2-6bdb37e92155\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 22.222}, \"75538\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-09 03:26:40.000000+00:00\", \"2020-11-02 10:09:45.000000+00:00\", \"2020-12-26 00:25:53.000000+00:00\", \"2021-08-03 00:22:44.000000+00:00\", \"2021-04-16 14:34:18.000000+00:00\", \"2023-06-16 18:16:47.000000+00:00\"], \"session_ids\": [\"e3285e93-0dd4-4574-8175-6380e3a1897f\", \"e50db8c6-9016-4115-b13f-de272dbdce3c\", \"dabed917-78e5-46cd-b932-0e2faa1de124\", \"2a65ef69-5f9c-42cc-9d28-1aeba5a3ba79\", \"08757db7-21a5-4367-aa90-cff2c2dae3d7\", \"3696eafb-2137-4745-8f3c-76a2f158097b\"], \"total_duration\": 79.0, \"total_sessions\": 6, \"mean_week_duration\": 0.348}, \"65712\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-19 06:26:15.000000+00:00\", \"2019-03-21 18:53:59.000000+00:00\", \"2020-02-17 08:00:45.000000+00:00\"], \"session_ids\": [\"9ac92056-c24f-4ecb-8851-523604c42a0d\", \"b6dc45ce-a2fc-4619-b52d-18f6b1781ca5\", \"0be3fad3-063b-4a87-8687-c8f74700bdf6\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 1.938}, \"93473\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-13 00:05:31.000000+00:00\", \"2019-10-16 07:55:05.000000+00:00\"], \"session_ids\": [\"0b999a2a-d870-4539-8ea4-78ae23d35cc1\", \"69e5dfd6-b228-4417-993e-c37fa83036e5\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 5.294}, \"67708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-03-28 01:08:37.000000+00:00\", \"2023-01-12 05:58:44.000000+00:00\"], \"session_ids\": [\"e9e09cc1-f158-48c6-a0c5-31255b947d8e\", \"ce1142a4-2b5d-4980-a9a1-13329da1565a\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 0.571}, \"58964\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-28 05:28:03.000000+00:00\", \"2023-02-27 14:05:22.000000+00:00\", \"2020-08-01 05:10:59.000000+00:00\", \"2022-09-03 13:18:04.000000+00:00\", \"2022-03-13 15:57:10.000000+00:00\", \"2022-08-25 20:27:25.000000+00:00\"], \"session_ids\": [\"0659c9ee-47c0-4db1-9ca3-eb8fbf89f629\", \"f45b362d-8895-4155-bc8d-a93485c400ec\", \"e082351e-fed6-4651-8765-8f6bcbcb0d87\", \"eaf1a99b-9e44-4d28-b94e-aa3abad9550d\", \"a81cf949-0978-4ac0-8244-524441c03482\", \"7ad49ab7-7645-4149-bd08-629ee3fcceaa\"], \"total_duration\": 6447.0, \"total_sessions\": 6, \"mean_week_duration\": 34.293}, \"3486\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-04-30 00:46:05.000000+00:00\", \"2020-03-16 05:18:16.000000+00:00\", \"2021-03-13 22:44:53.000000+00:00\"], \"session_ids\": [\"c32b21b4-1423-4915-b2fe-1684cd10a11b\", \"da214433-76ee-4528-a461-af73c7b702c7\", \"bbcfbd58-21bb-44d5-8e53-6423b1566314\"], \"total_duration\": 280.0, \"total_sessions\": 3, \"mean_week_duration\": 5.385}, \"15166\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-01-13 11:15:05.000000+00:00\", \"2019-11-30 13:19:04.000000+00:00\", \"2022-05-15 23:33:18.000000+00:00\", \"2020-07-10 15:33:06.000000+00:00\", \"2020-03-09 00:08:43.000000+00:00\", \"2023-06-15 17:59:26.000000+00:00\", \"2020-08-24 00:56:21.000000+00:00\", \"2019-11-07 14:30:49.000000+00:00\"], \"session_ids\": [\"306bea88-6671-4d0e-8453-09f30494dc04\", \"fede9c53-4fe4-47ee-b5a1-88ccd02b65a2\", \"942531b8-e313-4d32-9e87-5038ce38258e\", \"50515c92-7142-4294-8f2d-df5a1b343cf9\", \"63efa210-c289-491d-8c12-2ea80ff7bda0\", \"0093a502-4334-4c74-a768-b91eefe89a69\", \"76f2cc2e-c946-4a0b-9a0d-75b143af7978\", \"d3b27654-1630-41dc-8234-fe9b31d35cb9\"], \"total_duration\": 3539.0, \"total_sessions\": 8, \"mean_week_duration\": 15.32}, \"83812\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-26 14:51:56.000000+00:00\", \"2023-03-25 04:35:16.000000+00:00\"], \"session_ids\": [\"f8ac6a85-c8ae-42f3-bb38-a2b07879d51f\", \"efd7ff6c-d701-4416-87e2-408c2f388d8f\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 0.702}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the lowest 1 total_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_duration\", \"top\": false, \"quant_to_remain\": 1}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"75538\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-09 03:26:40.000000+00:00\", \"2020-11-02 10:09:45.000000+00:00\", \"2020-12-26 00:25:53.000000+00:00\", \"2021-08-03 00:22:44.000000+00:00\", \"2021-04-16 14:34:18.000000+00:00\", \"2023-06-16 18:16:47.000000+00:00\"], \"session_ids\": [\"e3285e93-0dd4-4574-8175-6380e3a1897f\", \"e50db8c6-9016-4115-b13f-de272dbdce3c\", \"dabed917-78e5-46cd-b932-0e2faa1de124\", \"2a65ef69-5f9c-42cc-9d28-1aeba5a3ba79\", \"08757db7-21a5-4367-aa90-cff2c2dae3d7\", \"3696eafb-2137-4745-8f3c-76a2f158097b\"], \"total_duration\": 79.0, \"total_sessions\": 6, \"mean_week_duration\": 0.348}}, {\"93473\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-13 00:05:31.000000+00:00\", \"2019-10-16 07:55:05.000000+00:00\"], \"session_ids\": [\"0b999a2a-d870-4539-8ea4-78ae23d35cc1\", \"69e5dfd6-b228-4417-993e-c37fa83036e5\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 5.294}}, {\"65712\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-19 06:26:15.000000+00:00\", \"2019-03-21 18:53:59.000000+00:00\", \"2020-02-17 08:00:45.000000+00:00\"], \"session_ids\": [\"9ac92056-c24f-4ecb-8851-523604c42a0d\", \"b6dc45ce-a2fc-4619-b52d-18f6b1781ca5\", \"0be3fad3-063b-4a87-8687-c8f74700bdf6\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 1.938}}]\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[{\"75538\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-09 03:26:40.000000+00:00\", \"2020-11-02 10:09:45.000000+00:00\", \"2020-12-26 00:25:53.000000+00:00\", \"2021-08-03 00:22:44.000000+00:00\", \"2021-04-16 14:34:18.000000+00:00\", \"2023-06-16 18:16:47.000000+00:00\"], \"session_ids\": [\"e3285e93-0dd4-4574-8175-6380e3a1897f\", \"e50db8c6-9016-4115-b13f-de272dbdce3c\", \"dabed917-78e5-46cd-b932-0e2faa1de124\", \"2a65ef69-5f9c-42cc-9d28-1aeba5a3ba79\", \"08757db7-21a5-4367-aa90-cff2c2dae3d7\", \"3696eafb-2137-4745-8f3c-76a2f158097b\"], \"total_duration\": 79.0, \"total_sessions\": 6, \"mean_week_duration\": 0.348}}, {\"93473\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-13 00:05:31.000000+00:00\", \"2019-10-16 07:55:05.000000+00:00\"], \"session_ids\": [\"0b999a2a-d870-4539-8ea4-78ae23d35cc1\", \"69e5dfd6-b228-4417-993e-c37fa83036e5\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 5.294}}, {\"65712\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-19 06:26:15.000000+00:00\", \"2019-03-21 18:53:59.000000+00:00\", \"2020-02-17 08:00:45.000000+00:00\"], \"session_ids\": [\"9ac92056-c24f-4ecb-8851-523604c42a0d\", \"b6dc45ce-a2fc-4619-b52d-18f6b1781ca5\", \"0be3fad3-063b-4a87-8687-c8f74700bdf6\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 1.938}}]\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[{\"75538\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-09 03:26:40.000000+00:00\", \"2020-11-02 10:09:45.000000+00:00\", \"2020-12-26 00:25:53.000000+00:00\", \"2021-08-03 00:22:44.000000+00:00\", \"2021-04-16 14:34:18.000000+00:00\", \"2023-06-16 18:16:47.000000+00:00\"], \"session_ids\": [\"e3285e93-0dd4-4574-8175-6380e3a1897f\", \"e50db8c6-9016-4115-b13f-de272dbdce3c\", \"dabed917-78e5-46cd-b932-0e2faa1de124\", \"2a65ef69-5f9c-42cc-9d28-1aeba5a3ba79\", \"08757db7-21a5-4367-aa90-cff2c2dae3d7\", \"3696eafb-2137-4745-8f3c-76a2f158097b\"], \"total_duration\": 79.0, \"total_sessions\": 6, \"mean_week_duration\": 0.348}}, {\"93473\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-13 00:05:31.000000+00:00\", \"2019-10-16 07:55:05.000000+00:00\"], \"session_ids\": [\"0b999a2a-d870-4539-8ea4-78ae23d35cc1\", \"69e5dfd6-b228-4417-993e-c37fa83036e5\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 5.294}}]\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[{\"75538\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-09 03:26:40.000000+00:00\", \"2020-11-02 10:09:45.000000+00:00\", \"2020-12-26 00:25:53.000000+00:00\", \"2021-08-03 00:22:44.000000+00:00\", \"2021-04-16 14:34:18.000000+00:00\", \"2023-06-16 18:16:47.000000+00:00\"], \"session_ids\": [\"e3285e93-0dd4-4574-8175-6380e3a1897f\", \"e50db8c6-9016-4115-b13f-de272dbdce3c\", \"dabed917-78e5-46cd-b932-0e2faa1de124\", \"2a65ef69-5f9c-42cc-9d28-1aeba5a3ba79\", \"08757db7-21a5-4367-aa90-cff2c2dae3d7\", \"3696eafb-2137-4745-8f3c-76a2f158097b\"], \"total_duration\": 79.0, \"total_sessions\": 6, \"mean_week_duration\": 0.348}}, {\"93473\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-02-13 00:05:31.000000+00:00\", \"2019-10-16 07:55:05.000000+00:00\"], \"session_ids\": [\"0b999a2a-d870-4539-8ea4-78ae23d35cc1\", \"69e5dfd6-b228-4417-993e-c37fa83036e5\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 5.294}}]\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 aren't inhabitants of city Dublin + do sorting by total duration amount form the lowest to the highest." } ]
[ { "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{\"64756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-05 04:29:27.000000+00:00\", \"2021-01-19 10:10:00.000000+00:00\"], \"session_ids\": [\"a18cec7b-b498-4f2b-9f3d-e9d48c6b58ad\", \"de938442-b988-4c0f-9d59-bb42fc897691\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.235}, \"94313\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-03-11 11:11:00.000000+00:00\", \"2019-12-21 01:22:43.000000+00:00\", \"2022-04-26 07:23:11.000000+00:00\", \"2019-11-10 02:35:38.000000+00:00\"], \"session_ids\": [\"bcea1b81-003c-4372-af9c-a983794b204c\", \"d3841559-8bd6-4f69-896b-298fdee1dc0d\", \"46c53362-72bd-40b0-9a3a-9af033c98069\", \"8d51e38b-56b9-48ed-8946-1b277e29a5e4\"], \"total_duration\": 70.0, \"total_sessions\": 4, \"mean_week_duration\": 0.543}, \"56420\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-01-20 21:16:22.000000+00:00\", \"2022-03-16 01:01:42.000000+00:00\", \"2022-10-11 19:37:30.000000+00:00\"], \"session_ids\": [\"307ec4c7-8f60-4aa3-a33c-16c9f465cbf6\", \"81335ad8-fd6c-4443-88dc-8f6465336dfc\", \"2c049a7b-dd75-4650-b88e-1d5e07256c17\"], \"total_duration\": 687.0, \"total_sessions\": 3, \"mean_week_duration\": 15.267}, \"95698\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-03-09 02:40:12.000000+00:00\", \"2022-12-12 16:11:56.000000+00:00\"], \"session_ids\": [\"7ac6c7c8-cd54-4749-9f74-e1a1b565ea57\", \"561f73f2-bba5-49f8-9542-e1e26b6751a3\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 4.859}, \"61198\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-17 22:33:54.000000+00:00\", \"2020-01-17 13:03:13.000000+00:00\", \"2022-04-13 19:12:46.000000+00:00\", \"2019-07-02 03:15:04.000000+00:00\"], \"session_ids\": [\"6fdf153a-d59e-4f68-acbc-4b2d1df56e9e\", \"2adf2f85-1446-4444-b498-fa0d1d089b6f\", \"220f79c9-61ce-4327-9ab3-307dce86c638\", \"f781606b-ed78-431e-bf5d-cdcd5abfab78\"], \"total_duration\": 750.0, \"total_sessions\": 4, \"mean_week_duration\": 4.658}, \"7677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-31 13:26:34.000000+00:00\", \"2019-06-12 09:07:47.000000+00:00\"], \"session_ids\": [\"eb525bb8-b1f4-4089-a180-c2bfd83e09af\", \"89e2173b-ba18-45ba-97eb-9de09011b742\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 6.26}, \"35285\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-27 22:35:34.000000+00:00\", \"2022-06-28 19:58:57.000000+00:00\", \"2020-06-28 01:00:02.000000+00:00\", \"2019-11-16 09:34:44.000000+00:00\", \"2022-03-08 04:27:34.000000+00:00\", \"2019-06-07 07:50:37.000000+00:00\", \"2019-02-23 19:37:16.000000+00:00\", \"2022-03-08 07:47:15.000000+00:00\"], \"session_ids\": [\"25bb6706-a281-444a-8a5c-2540fc1b5ada\", \"b2e21b2b-6ce7-4415-a61b-1674f5a95162\", \"dcad1b09-c5c4-4916-a07f-88e290eb499f\", \"417dd58c-8c72-42f6-b027-4b3c7a4277d6\", \"695a8a56-a5da-4c5c-94fe-41c1166ca803\", \"fa8d1fae-625c-45a5-9df4-8e64b58cb7b3\", \"484eefe6-4687-4005-bd7f-45a311496163\", \"7bc754e8-9e00-4901-ba37-7acf341ca78d\"], \"total_duration\": 89.0, \"total_sessions\": 8, \"mean_week_duration\": 0.509}, \"86042\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-02 23:47:59.000000+00:00\", \"2023-01-10 09:36:26.000000+00:00\"], \"session_ids\": [\"0e347a40-0817-4779-9c25-4329660f0005\", \"c2106082-0831-4ed6-a8d1-ca2790b6ee1b\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 9.062}, \"57053\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-26 19:59:23.000000+00:00\", \"2021-09-06 00:48:01.000000+00:00\", \"2020-08-08 13:08:57.000000+00:00\"], \"session_ids\": [\"be01cc26-a9d2-4712-9378-8a6ba54c39cd\", \"cf564e2f-5b16-40b7-bb72-5749df378273\", \"d276f9e2-dfba-4231-81e9-703490311a53\"], \"total_duration\": 977.0, \"total_sessions\": 3, \"mean_week_duration\": 10.856}, \"6393\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-05-31 05:54:01.000000+00:00\", \"2021-12-18 10:43:00.000000+00:00\", \"2022-01-25 03:02:17.000000+00:00\"], \"session_ids\": [\"5aa8253c-5788-4a5c-bf58-89dafb57262b\", \"acc46a8f-1cb5-4ca4-9c73-32efaaa68baa\", \"ba7acfe3-3573-4e6c-bbc4-af5b701521d4\"], \"total_duration\": 166.0, \"total_sessions\": 3, \"mean_week_duration\": 6.917}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Dublin" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Dublin\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"64756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-05 04:29:27.000000+00:00\", \"2021-01-19 10:10:00.000000+00:00\"], \"session_ids\": [\"a18cec7b-b498-4f2b-9f3d-e9d48c6b58ad\", \"de938442-b988-4c0f-9d59-bb42fc897691\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.235}, \"94313\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-03-11 11:11:00.000000+00:00\", \"2019-12-21 01:22:43.000000+00:00\", \"2022-04-26 07:23:11.000000+00:00\", \"2019-11-10 02:35:38.000000+00:00\"], \"session_ids\": [\"bcea1b81-003c-4372-af9c-a983794b204c\", \"d3841559-8bd6-4f69-896b-298fdee1dc0d\", \"46c53362-72bd-40b0-9a3a-9af033c98069\", \"8d51e38b-56b9-48ed-8946-1b277e29a5e4\"], \"total_duration\": 70.0, \"total_sessions\": 4, \"mean_week_duration\": 0.543}, \"56420\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-01-20 21:16:22.000000+00:00\", \"2022-03-16 01:01:42.000000+00:00\", \"2022-10-11 19:37:30.000000+00:00\"], \"session_ids\": [\"307ec4c7-8f60-4aa3-a33c-16c9f465cbf6\", \"81335ad8-fd6c-4443-88dc-8f6465336dfc\", \"2c049a7b-dd75-4650-b88e-1d5e07256c17\"], \"total_duration\": 687.0, \"total_sessions\": 3, \"mean_week_duration\": 15.267}, \"95698\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-03-09 02:40:12.000000+00:00\", \"2022-12-12 16:11:56.000000+00:00\"], \"session_ids\": [\"7ac6c7c8-cd54-4749-9f74-e1a1b565ea57\", \"561f73f2-bba5-49f8-9542-e1e26b6751a3\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 4.859}, \"61198\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-17 22:33:54.000000+00:00\", \"2020-01-17 13:03:13.000000+00:00\", \"2022-04-13 19:12:46.000000+00:00\", \"2019-07-02 03:15:04.000000+00:00\"], \"session_ids\": [\"6fdf153a-d59e-4f68-acbc-4b2d1df56e9e\", \"2adf2f85-1446-4444-b498-fa0d1d089b6f\", \"220f79c9-61ce-4327-9ab3-307dce86c638\", \"f781606b-ed78-431e-bf5d-cdcd5abfab78\"], \"total_duration\": 750.0, \"total_sessions\": 4, \"mean_week_duration\": 4.658}, \"7677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-31 13:26:34.000000+00:00\", \"2019-06-12 09:07:47.000000+00:00\"], \"session_ids\": [\"eb525bb8-b1f4-4089-a180-c2bfd83e09af\", \"89e2173b-ba18-45ba-97eb-9de09011b742\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 6.26}, \"35285\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-27 22:35:34.000000+00:00\", \"2022-06-28 19:58:57.000000+00:00\", \"2020-06-28 01:00:02.000000+00:00\", \"2019-11-16 09:34:44.000000+00:00\", \"2022-03-08 04:27:34.000000+00:00\", \"2019-06-07 07:50:37.000000+00:00\", \"2019-02-23 19:37:16.000000+00:00\", \"2022-03-08 07:47:15.000000+00:00\"], \"session_ids\": [\"25bb6706-a281-444a-8a5c-2540fc1b5ada\", \"b2e21b2b-6ce7-4415-a61b-1674f5a95162\", \"dcad1b09-c5c4-4916-a07f-88e290eb499f\", \"417dd58c-8c72-42f6-b027-4b3c7a4277d6\", \"695a8a56-a5da-4c5c-94fe-41c1166ca803\", \"fa8d1fae-625c-45a5-9df4-8e64b58cb7b3\", \"484eefe6-4687-4005-bd7f-45a311496163\", \"7bc754e8-9e00-4901-ba37-7acf341ca78d\"], \"total_duration\": 89.0, \"total_sessions\": 8, \"mean_week_duration\": 0.509}, \"86042\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-02 23:47:59.000000+00:00\", \"2023-01-10 09:36:26.000000+00:00\"], \"session_ids\": [\"0e347a40-0817-4779-9c25-4329660f0005\", \"c2106082-0831-4ed6-a8d1-ca2790b6ee1b\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 9.062}, \"57053\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-26 19:59:23.000000+00:00\", \"2021-09-06 00:48:01.000000+00:00\", \"2020-08-08 13:08:57.000000+00:00\"], \"session_ids\": [\"be01cc26-a9d2-4712-9378-8a6ba54c39cd\", \"cf564e2f-5b16-40b7-bb72-5749df378273\", \"d276f9e2-dfba-4231-81e9-703490311a53\"], \"total_duration\": 977.0, \"total_sessions\": 3, \"mean_week_duration\": 10.856}, \"6393\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-05-31 05:54:01.000000+00:00\", \"2021-12-18 10:43:00.000000+00:00\", \"2022-01-25 03:02:17.000000+00:00\"], \"session_ids\": [\"5aa8253c-5788-4a5c-bf58-89dafb57262b\", \"acc46a8f-1cb5-4ca4-9c73-32efaaa68baa\", \"ba7acfe3-3573-4e6c-bbc4-af5b701521d4\"], \"total_duration\": 166.0, \"total_sessions\": 3, \"mean_week_duration\": 6.917}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"64756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-05 04:29:27.000000+00:00\", \"2021-01-19 10:10:00.000000+00:00\"], \"session_ids\": [\"a18cec7b-b498-4f2b-9f3d-e9d48c6b58ad\", \"de938442-b988-4c0f-9d59-bb42fc897691\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.235}}, {\"94313\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-03-11 11:11:00.000000+00:00\", \"2019-12-21 01:22:43.000000+00:00\", \"2022-04-26 07:23:11.000000+00:00\", \"2019-11-10 02:35:38.000000+00:00\"], \"session_ids\": [\"bcea1b81-003c-4372-af9c-a983794b204c\", \"d3841559-8bd6-4f69-896b-298fdee1dc0d\", \"46c53362-72bd-40b0-9a3a-9af033c98069\", \"8d51e38b-56b9-48ed-8946-1b277e29a5e4\"], \"total_duration\": 70.0, \"total_sessions\": 4, \"mean_week_duration\": 0.543}}, {\"35285\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-27 22:35:34.000000+00:00\", \"2022-06-28 19:58:57.000000+00:00\", \"2020-06-28 01:00:02.000000+00:00\", \"2019-11-16 09:34:44.000000+00:00\", \"2022-03-08 04:27:34.000000+00:00\", \"2019-06-07 07:50:37.000000+00:00\", \"2019-02-23 19:37:16.000000+00:00\", \"2022-03-08 07:47:15.000000+00:00\"], \"session_ids\": [\"25bb6706-a281-444a-8a5c-2540fc1b5ada\", \"b2e21b2b-6ce7-4415-a61b-1674f5a95162\", \"dcad1b09-c5c4-4916-a07f-88e290eb499f\", \"417dd58c-8c72-42f6-b027-4b3c7a4277d6\", \"695a8a56-a5da-4c5c-94fe-41c1166ca803\", \"fa8d1fae-625c-45a5-9df4-8e64b58cb7b3\", \"484eefe6-4687-4005-bd7f-45a311496163\", \"7bc754e8-9e00-4901-ba37-7acf341ca78d\"], \"total_duration\": 89.0, \"total_sessions\": 8, \"mean_week_duration\": 0.509}}, {\"86042\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-02 23:47:59.000000+00:00\", \"2023-01-10 09:36:26.000000+00:00\"], \"session_ids\": [\"0e347a40-0817-4779-9c25-4329660f0005\", \"c2106082-0831-4ed6-a8d1-ca2790b6ee1b\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 9.062}}, {\"6393\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-05-31 05:54:01.000000+00:00\", \"2021-12-18 10:43:00.000000+00:00\", \"2022-01-25 03:02:17.000000+00:00\"], \"session_ids\": [\"5aa8253c-5788-4a5c-bf58-89dafb57262b\", \"acc46a8f-1cb5-4ca4-9c73-32efaaa68baa\", \"ba7acfe3-3573-4e6c-bbc4-af5b701521d4\"], \"total_duration\": 166.0, \"total_sessions\": 3, \"mean_week_duration\": 6.917}}, {\"95698\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-03-09 02:40:12.000000+00:00\", \"2022-12-12 16:11:56.000000+00:00\"], \"session_ids\": [\"7ac6c7c8-cd54-4749-9f74-e1a1b565ea57\", \"561f73f2-bba5-49f8-9542-e1e26b6751a3\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 4.859}}, {\"7677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-31 13:26:34.000000+00:00\", \"2019-06-12 09:07:47.000000+00:00\"], \"session_ids\": [\"eb525bb8-b1f4-4089-a180-c2bfd83e09af\", \"89e2173b-ba18-45ba-97eb-9de09011b742\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 6.26}}, {\"56420\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-01-20 21:16:22.000000+00:00\", \"2022-03-16 01:01:42.000000+00:00\", \"2022-10-11 19:37:30.000000+00:00\"], \"session_ids\": [\"307ec4c7-8f60-4aa3-a33c-16c9f465cbf6\", \"81335ad8-fd6c-4443-88dc-8f6465336dfc\", \"2c049a7b-dd75-4650-b88e-1d5e07256c17\"], \"total_duration\": 687.0, \"total_sessions\": 3, \"mean_week_duration\": 15.267}}, {\"61198\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-17 22:33:54.000000+00:00\", \"2020-01-17 13:03:13.000000+00:00\", \"2022-04-13 19:12:46.000000+00:00\", \"2019-07-02 03:15:04.000000+00:00\"], \"session_ids\": [\"6fdf153a-d59e-4f68-acbc-4b2d1df56e9e\", \"2adf2f85-1446-4444-b498-fa0d1d089b6f\", \"220f79c9-61ce-4327-9ab3-307dce86c638\", \"f781606b-ed78-431e-bf5d-cdcd5abfab78\"], \"total_duration\": 750.0, \"total_sessions\": 4, \"mean_week_duration\": 4.658}}, {\"57053\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-26 19:59:23.000000+00:00\", \"2021-09-06 00:48:01.000000+00:00\", \"2020-08-08 13:08:57.000000+00:00\"], \"session_ids\": [\"be01cc26-a9d2-4712-9378-8a6ba54c39cd\", \"cf564e2f-5b16-40b7-bb72-5749df378273\", \"d276f9e2-dfba-4231-81e9-703490311a53\"], \"total_duration\": 977.0, \"total_sessions\": 3, \"mean_week_duration\": 10.856}}]\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[{\"64756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-05 04:29:27.000000+00:00\", \"2021-01-19 10:10:00.000000+00:00\"], \"session_ids\": [\"a18cec7b-b498-4f2b-9f3d-e9d48c6b58ad\", \"de938442-b988-4c0f-9d59-bb42fc897691\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.235}}, {\"94313\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-03-11 11:11:00.000000+00:00\", \"2019-12-21 01:22:43.000000+00:00\", \"2022-04-26 07:23:11.000000+00:00\", \"2019-11-10 02:35:38.000000+00:00\"], \"session_ids\": [\"bcea1b81-003c-4372-af9c-a983794b204c\", \"d3841559-8bd6-4f69-896b-298fdee1dc0d\", \"46c53362-72bd-40b0-9a3a-9af033c98069\", \"8d51e38b-56b9-48ed-8946-1b277e29a5e4\"], \"total_duration\": 70.0, \"total_sessions\": 4, \"mean_week_duration\": 0.543}}, {\"35285\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-27 22:35:34.000000+00:00\", \"2022-06-28 19:58:57.000000+00:00\", \"2020-06-28 01:00:02.000000+00:00\", \"2019-11-16 09:34:44.000000+00:00\", \"2022-03-08 04:27:34.000000+00:00\", \"2019-06-07 07:50:37.000000+00:00\", \"2019-02-23 19:37:16.000000+00:00\", \"2022-03-08 07:47:15.000000+00:00\"], \"session_ids\": [\"25bb6706-a281-444a-8a5c-2540fc1b5ada\", \"b2e21b2b-6ce7-4415-a61b-1674f5a95162\", \"dcad1b09-c5c4-4916-a07f-88e290eb499f\", \"417dd58c-8c72-42f6-b027-4b3c7a4277d6\", \"695a8a56-a5da-4c5c-94fe-41c1166ca803\", \"fa8d1fae-625c-45a5-9df4-8e64b58cb7b3\", \"484eefe6-4687-4005-bd7f-45a311496163\", \"7bc754e8-9e00-4901-ba37-7acf341ca78d\"], \"total_duration\": 89.0, \"total_sessions\": 8, \"mean_week_duration\": 0.509}}, {\"86042\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-02 23:47:59.000000+00:00\", \"2023-01-10 09:36:26.000000+00:00\"], \"session_ids\": [\"0e347a40-0817-4779-9c25-4329660f0005\", \"c2106082-0831-4ed6-a8d1-ca2790b6ee1b\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 9.062}}, {\"6393\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-05-31 05:54:01.000000+00:00\", \"2021-12-18 10:43:00.000000+00:00\", \"2022-01-25 03:02:17.000000+00:00\"], \"session_ids\": [\"5aa8253c-5788-4a5c-bf58-89dafb57262b\", \"acc46a8f-1cb5-4ca4-9c73-32efaaa68baa\", \"ba7acfe3-3573-4e6c-bbc4-af5b701521d4\"], \"total_duration\": 166.0, \"total_sessions\": 3, \"mean_week_duration\": 6.917}}, {\"95698\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-03-09 02:40:12.000000+00:00\", \"2022-12-12 16:11:56.000000+00:00\"], \"session_ids\": [\"7ac6c7c8-cd54-4749-9f74-e1a1b565ea57\", \"561f73f2-bba5-49f8-9542-e1e26b6751a3\"], \"total_duration\": 447.0, \"total_sessions\": 2, \"mean_week_duration\": 4.859}}, {\"7677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-10-31 13:26:34.000000+00:00\", \"2019-06-12 09:07:47.000000+00:00\"], \"session_ids\": [\"eb525bb8-b1f4-4089-a180-c2bfd83e09af\", \"89e2173b-ba18-45ba-97eb-9de09011b742\"], \"total_duration\": 457.0, \"total_sessions\": 2, \"mean_week_duration\": 6.26}}, {\"56420\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-01-20 21:16:22.000000+00:00\", \"2022-03-16 01:01:42.000000+00:00\", \"2022-10-11 19:37:30.000000+00:00\"], \"session_ids\": [\"307ec4c7-8f60-4aa3-a33c-16c9f465cbf6\", \"81335ad8-fd6c-4443-88dc-8f6465336dfc\", \"2c049a7b-dd75-4650-b88e-1d5e07256c17\"], \"total_duration\": 687.0, \"total_sessions\": 3, \"mean_week_duration\": 15.267}}, {\"61198\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-17 22:33:54.000000+00:00\", \"2020-01-17 13:03:13.000000+00:00\", \"2022-04-13 19:12:46.000000+00:00\", \"2019-07-02 03:15:04.000000+00:00\"], \"session_ids\": [\"6fdf153a-d59e-4f68-acbc-4b2d1df56e9e\", \"2adf2f85-1446-4444-b498-fa0d1d089b6f\", \"220f79c9-61ce-4327-9ab3-307dce86c638\", \"f781606b-ed78-431e-bf5d-cdcd5abfab78\"], \"total_duration\": 750.0, \"total_sessions\": 4, \"mean_week_duration\": 4.658}}, {\"57053\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-26 19:59:23.000000+00:00\", \"2021-09-06 00:48:01.000000+00:00\", \"2020-08-08 13:08:57.000000+00:00\"], \"session_ids\": [\"be01cc26-a9d2-4712-9378-8a6ba54c39cd\", \"cf564e2f-5b16-40b7-bb72-5749df378273\", \"d276f9e2-dfba-4231-81e9-703490311a53\"], \"total_duration\": 977.0, \"total_sessions\": 3, \"mean_week_duration\": 10.856}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the 4 users whose time using the app is greater than 390 and less than 4098 and execute sorting by number of sessions decliningly." } ]
[ { "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{\"11551\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-03 02:22:25.000000+00:00\", \"2020-07-14 21:29:34.000000+00:00\", \"2019-08-25 09:02:08.000000+00:00\"], \"session_ids\": [\"697a23b0-80f1-440c-b3c0-d28e6b161498\", \"8a79ab37-bf53-42af-a62f-dbfac23af456\", \"b24da57e-6a5e-4ba6-ab02-6db0df1b0e56\"], \"total_duration\": 64.0, \"total_sessions\": 3, \"mean_week_duration\": 1.103}, \"86825\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-26 04:17:54.000000+00:00\", \"2019-10-08 18:55:01.000000+00:00\"], \"session_ids\": [\"b096defb-eaec-43b0-9028-5fc1f6a1ad41\", \"bbd3ac7c-e85b-48dc-b687-e3986a5b23cc\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 1.888}, \"86043\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-12 14:20:21.000000+00:00\", \"2019-09-19 20:10:10.000000+00:00\", \"2022-03-02 08:58:06.000000+00:00\"], \"session_ids\": [\"a361eb10-e41e-49bf-b618-b13bf025f126\", \"c64e997e-a060-4823-9e2c-ee6eeb8c426a\", \"4a55b92c-9c3f-4f21-b040-9ba79523c3bb\"], \"total_duration\": 73.0, \"total_sessions\": 3, \"mean_week_duration\": 0.514}, \"77088\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-08-12 12:37:40.000000+00:00\", \"2022-06-24 03:08:15.000000+00:00\"], \"session_ids\": [\"79bc67ec-6c1c-4fc1-96b3-7f2e87a34c04\", \"f0073739-ad20-4569-905b-d7a385d70931\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 3.422}, \"43864\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-06-08 16:59:11.000000+00:00\", \"2022-12-01 08:33:15.000000+00:00\"], \"session_ids\": [\"5beda193-30f4-4cc0-8c59-2a6baed0661c\", \"60beb53d-3a0a-43dd-9d89-b3ff30d7c96c\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 0.492}, \"57726\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-01-31 02:54:11.000000+00:00\", \"2019-04-20 08:01:50.000000+00:00\", \"2021-03-14 03:38:33.000000+00:00\", \"2021-09-03 03:10:51.000000+00:00\", \"2022-09-23 16:20:05.000000+00:00\", \"2020-01-09 00:23:06.000000+00:00\", \"2019-11-08 16:21:49.000000+00:00\", \"2022-02-15 18:47:10.000000+00:00\"], \"session_ids\": [\"5f5a0ac3-e95e-4c7e-958d-6c1b1d32327d\", \"83f0112a-5441-447e-b37d-89287d8a5508\", \"1ef28110-4d93-43a0-9def-641343180619\", \"37cbd98e-c36a-4a6a-b0dc-1e969a6b605b\", \"54fd87c2-0b73-4e09-b931-ae8da2c481df\", \"d9942d3a-73fb-4e3e-8111-e5bbe98fd488\", \"8fd70eb6-3364-409a-8681-104bf372468d\", \"ef0d873a-7104-4f92-a504-9b81f292d2ed\"], \"total_duration\": 543.0, \"total_sessions\": 8, \"mean_week_duration\": 3.034}, \"52644\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-08-25 09:21:32.000000+00:00\", \"2023-02-14 12:55:07.000000+00:00\"], \"session_ids\": [\"2046b900-0e54-4709-a14f-d8aff77a63fe\", \"3424ed75-7e7a-42b5-8c36-26f638237702\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 2.335}, \"52376\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2023-03-30 03:43:04.000000+00:00\", \"2019-03-08 01:10:25.000000+00:00\"], \"session_ids\": [\"17b5dffe-a384-4cee-b59e-f48d62090448\", \"c8f3024d-635d-4a2e-8621-d8bbe4477e3b\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.269}, \"44052\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-11-19 10:30:28.000000+00:00\", \"2019-09-02 00:04:02.000000+00:00\", \"2019-09-27 19:54:44.000000+00:00\", \"2020-08-13 21:20:16.000000+00:00\", \"2020-12-04 08:51:42.000000+00:00\"], \"session_ids\": [\"e9efae4a-6868-4be8-909c-2c5793a5ca84\", \"9462791e-d54e-460d-947e-57b466db52a7\", \"97bf4bdb-92a8-4ed9-a3c8-61b7f4fe0fad\", \"03af401b-9c56-4da7-a37a-45b734e9b4d5\", \"d568fd19-910a-44ec-9304-d534e45e5234\"], \"total_duration\": 999.0, \"total_sessions\": 5, \"mean_week_duration\": 5.946}, \"39401\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-02-21 05:37:03.000000+00:00\", \"2022-04-23 10:02:23.000000+00:00\"], \"session_ids\": [\"be0a7cbb-707b-4b88-ae80-cf9e4e5c3aa9\", \"e9589dab-9721-47d5-9984-9657c8800c59\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 1.795}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 390 and are equal or less than 4098" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[390, 4098]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"57726\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-01-31 02:54:11.000000+00:00\", \"2019-04-20 08:01:50.000000+00:00\", \"2021-03-14 03:38:33.000000+00:00\", \"2021-09-03 03:10:51.000000+00:00\", \"2022-09-23 16:20:05.000000+00:00\", \"2020-01-09 00:23:06.000000+00:00\", \"2019-11-08 16:21:49.000000+00:00\", \"2022-02-15 18:47:10.000000+00:00\"], \"session_ids\": [\"5f5a0ac3-e95e-4c7e-958d-6c1b1d32327d\", \"83f0112a-5441-447e-b37d-89287d8a5508\", \"1ef28110-4d93-43a0-9def-641343180619\", \"37cbd98e-c36a-4a6a-b0dc-1e969a6b605b\", \"54fd87c2-0b73-4e09-b931-ae8da2c481df\", \"d9942d3a-73fb-4e3e-8111-e5bbe98fd488\", \"8fd70eb6-3364-409a-8681-104bf372468d\", \"ef0d873a-7104-4f92-a504-9b81f292d2ed\"], \"total_duration\": 543.0, \"total_sessions\": 8, \"mean_week_duration\": 3.034}, \"52644\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-08-25 09:21:32.000000+00:00\", \"2023-02-14 12:55:07.000000+00:00\"], \"session_ids\": [\"2046b900-0e54-4709-a14f-d8aff77a63fe\", \"3424ed75-7e7a-42b5-8c36-26f638237702\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 2.335}, \"44052\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-11-19 10:30:28.000000+00:00\", \"2019-09-02 00:04:02.000000+00:00\", \"2019-09-27 19:54:44.000000+00:00\", \"2020-08-13 21:20:16.000000+00:00\", \"2020-12-04 08:51:42.000000+00:00\"], \"session_ids\": [\"e9efae4a-6868-4be8-909c-2c5793a5ca84\", \"9462791e-d54e-460d-947e-57b466db52a7\", \"97bf4bdb-92a8-4ed9-a3c8-61b7f4fe0fad\", \"03af401b-9c56-4da7-a37a-45b734e9b4d5\", \"d568fd19-910a-44ec-9304-d534e45e5234\"], \"total_duration\": 999.0, \"total_sessions\": 5, \"mean_week_duration\": 5.946}}\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[{\"57726\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-01-31 02:54:11.000000+00:00\", \"2019-04-20 08:01:50.000000+00:00\", \"2021-03-14 03:38:33.000000+00:00\", \"2021-09-03 03:10:51.000000+00:00\", \"2022-09-23 16:20:05.000000+00:00\", \"2020-01-09 00:23:06.000000+00:00\", \"2019-11-08 16:21:49.000000+00:00\", \"2022-02-15 18:47:10.000000+00:00\"], \"session_ids\": [\"5f5a0ac3-e95e-4c7e-958d-6c1b1d32327d\", \"83f0112a-5441-447e-b37d-89287d8a5508\", \"1ef28110-4d93-43a0-9def-641343180619\", \"37cbd98e-c36a-4a6a-b0dc-1e969a6b605b\", \"54fd87c2-0b73-4e09-b931-ae8da2c481df\", \"d9942d3a-73fb-4e3e-8111-e5bbe98fd488\", \"8fd70eb6-3364-409a-8681-104bf372468d\", \"ef0d873a-7104-4f92-a504-9b81f292d2ed\"], \"total_duration\": 543.0, \"total_sessions\": 8, \"mean_week_duration\": 3.034}}, {\"44052\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-11-19 10:30:28.000000+00:00\", \"2019-09-02 00:04:02.000000+00:00\", \"2019-09-27 19:54:44.000000+00:00\", \"2020-08-13 21:20:16.000000+00:00\", \"2020-12-04 08:51:42.000000+00:00\"], \"session_ids\": [\"e9efae4a-6868-4be8-909c-2c5793a5ca84\", \"9462791e-d54e-460d-947e-57b466db52a7\", \"97bf4bdb-92a8-4ed9-a3c8-61b7f4fe0fad\", \"03af401b-9c56-4da7-a37a-45b734e9b4d5\", \"d568fd19-910a-44ec-9304-d534e45e5234\"], \"total_duration\": 999.0, \"total_sessions\": 5, \"mean_week_duration\": 5.946}}, {\"52644\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-08-25 09:21:32.000000+00:00\", \"2023-02-14 12:55:07.000000+00:00\"], \"session_ids\": [\"2046b900-0e54-4709-a14f-d8aff77a63fe\", \"3424ed75-7e7a-42b5-8c36-26f638237702\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 2.335}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"57726\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-01-31 02:54:11.000000+00:00\", \"2019-04-20 08:01:50.000000+00:00\", \"2021-03-14 03:38:33.000000+00:00\", \"2021-09-03 03:10:51.000000+00:00\", \"2022-09-23 16:20:05.000000+00:00\", \"2020-01-09 00:23:06.000000+00:00\", \"2019-11-08 16:21:49.000000+00:00\", \"2022-02-15 18:47:10.000000+00:00\"], \"session_ids\": [\"5f5a0ac3-e95e-4c7e-958d-6c1b1d32327d\", \"83f0112a-5441-447e-b37d-89287d8a5508\", \"1ef28110-4d93-43a0-9def-641343180619\", \"37cbd98e-c36a-4a6a-b0dc-1e969a6b605b\", \"54fd87c2-0b73-4e09-b931-ae8da2c481df\", \"d9942d3a-73fb-4e3e-8111-e5bbe98fd488\", \"8fd70eb6-3364-409a-8681-104bf372468d\", \"ef0d873a-7104-4f92-a504-9b81f292d2ed\"], \"total_duration\": 543.0, \"total_sessions\": 8, \"mean_week_duration\": 3.034}}, {\"44052\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-11-19 10:30:28.000000+00:00\", \"2019-09-02 00:04:02.000000+00:00\", \"2019-09-27 19:54:44.000000+00:00\", \"2020-08-13 21:20:16.000000+00:00\", \"2020-12-04 08:51:42.000000+00:00\"], \"session_ids\": [\"e9efae4a-6868-4be8-909c-2c5793a5ca84\", \"9462791e-d54e-460d-947e-57b466db52a7\", \"97bf4bdb-92a8-4ed9-a3c8-61b7f4fe0fad\", \"03af401b-9c56-4da7-a37a-45b734e9b4d5\", \"d568fd19-910a-44ec-9304-d534e45e5234\"], \"total_duration\": 999.0, \"total_sessions\": 5, \"mean_week_duration\": 5.946}}, {\"52644\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-08-25 09:21:32.000000+00:00\", \"2023-02-14 12:55:07.000000+00:00\"], \"session_ids\": [\"2046b900-0e54-4709-a14f-d8aff77a63fe\", \"3424ed75-7e7a-42b5-8c36-26f638237702\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 2.335}}]\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[{\"57726\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-01-31 02:54:11.000000+00:00\", \"2019-04-20 08:01:50.000000+00:00\", \"2021-03-14 03:38:33.000000+00:00\", \"2021-09-03 03:10:51.000000+00:00\", \"2022-09-23 16:20:05.000000+00:00\", \"2020-01-09 00:23:06.000000+00:00\", \"2019-11-08 16:21:49.000000+00:00\", \"2022-02-15 18:47:10.000000+00:00\"], \"session_ids\": [\"5f5a0ac3-e95e-4c7e-958d-6c1b1d32327d\", \"83f0112a-5441-447e-b37d-89287d8a5508\", \"1ef28110-4d93-43a0-9def-641343180619\", \"37cbd98e-c36a-4a6a-b0dc-1e969a6b605b\", \"54fd87c2-0b73-4e09-b931-ae8da2c481df\", \"d9942d3a-73fb-4e3e-8111-e5bbe98fd488\", \"8fd70eb6-3364-409a-8681-104bf372468d\", \"ef0d873a-7104-4f92-a504-9b81f292d2ed\"], \"total_duration\": 543.0, \"total_sessions\": 8, \"mean_week_duration\": 3.034}}, {\"44052\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-11-19 10:30:28.000000+00:00\", \"2019-09-02 00:04:02.000000+00:00\", \"2019-09-27 19:54:44.000000+00:00\", \"2020-08-13 21:20:16.000000+00:00\", \"2020-12-04 08:51:42.000000+00:00\"], \"session_ids\": [\"e9efae4a-6868-4be8-909c-2c5793a5ca84\", \"9462791e-d54e-460d-947e-57b466db52a7\", \"97bf4bdb-92a8-4ed9-a3c8-61b7f4fe0fad\", \"03af401b-9c56-4da7-a37a-45b734e9b4d5\", \"d568fd19-910a-44ec-9304-d534e45e5234\"], \"total_duration\": 999.0, \"total_sessions\": 5, \"mean_week_duration\": 5.946}}, {\"52644\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-08-25 09:21:32.000000+00:00\", \"2023-02-14 12:55:07.000000+00:00\"], \"session_ids\": [\"2046b900-0e54-4709-a14f-d8aff77a63fe\", \"3424ed75-7e7a-42b5-8c36-26f638237702\"], \"total_duration\": 425.0, \"total_sessions\": 2, \"mean_week_duration\": 2.335}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about users who have overall total sessions less than 3 (not including) , and do sorting by duration summation from the smallest value to the largest 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{\"30524\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-12-02 19:13:00.000000+00:00\", \"2019-10-31 21:45:18.000000+00:00\", \"2022-11-06 10:06:54.000000+00:00\", \"2019-05-08 02:04:20.000000+00:00\", \"2023-01-06 22:14:27.000000+00:00\"], \"session_ids\": [\"62d6dc94-5d53-435a-bb8f-b64a15a0f207\", \"ad4b4ff1-5660-4941-8b98-49a38caaaa56\", \"0227ffb7-171e-4974-a342-cda3ae80310e\", \"50eac06e-a584-4447-b5fa-ffeaf8c8b06e\", \"837f43ea-9bf9-4106-a12c-ed3052faecd1\"], \"total_duration\": 3574.0, \"total_sessions\": 5, \"mean_week_duration\": 18.615}, \"68231\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-05 08:33:00.000000+00:00\", \"2021-10-26 08:35:35.000000+00:00\", \"2019-05-30 13:44:53.000000+00:00\", \"2023-03-03 13:57:21.000000+00:00\", \"2020-05-25 11:41:29.000000+00:00\", \"2021-05-07 18:11:01.000000+00:00\", \"2021-05-24 07:40:07.000000+00:00\", \"2021-12-04 19:39:26.000000+00:00\", \"2019-11-01 23:39:38.000000+00:00\", \"2022-02-02 19:32:59.000000+00:00\", \"2023-05-13 22:02:37.000000+00:00\"], \"session_ids\": [\"8b6ee475-67b6-4cb6-b9f7-77be17406e5e\", \"d698e3f7-73f6-41d2-aba7-36ad7df578a9\", \"ec6e0093-821e-418f-b301-5cac490ab75b\", \"7d6ae099-25c8-454e-b69e-7599bc923bd8\", \"f32cbab6-b8fe-4f6a-a466-34e32054ac7a\", \"4c069260-a1e6-482b-9bda-563af6cf0122\", \"4cbf4ef9-8544-4305-9d62-f716e847c24c\", \"f53f35ce-c594-424b-a256-9a0098f7f06f\", \"f9b96963-3b97-480b-8c22-35d7b33afe8f\", \"2e1bda22-972c-4c31-80b5-be5f55a543ec\", \"3100a511-01b9-4153-b890-4a01387cbca7\"], \"total_duration\": 8396.0, \"total_sessions\": 11, \"mean_week_duration\": 40.56}, \"86447\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-05-21 14:09:19.000000+00:00\", \"2022-11-17 07:44:34.000000+00:00\"], \"session_ids\": [\"05b0e296-591f-4efb-9243-f4646cf5d31a\", \"ac46b93e-5ab6-4679-83ce-3d421e4f4fd5\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 2.987}, \"7504\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-01-18 12:47:18.000000+00:00\", \"2022-08-15 06:04:20.000000+00:00\", \"2019-05-03 09:36:36.000000+00:00\", \"2021-12-22 14:47:36.000000+00:00\"], \"session_ids\": [\"435a950c-aac1-4a93-8739-00a17c7c8ca8\", \"2508bb20-14b4-4429-98d6-329f847c82fb\", \"18a56623-3c34-4b40-8502-77c59748f8e2\", \"bb7592a7-9521-44fa-ab98-14be2e973f66\"], \"total_duration\": 99.0, \"total_sessions\": 4, \"mean_week_duration\": 0.51}, \"88264\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-08 04:16:00.000000+00:00\", \"2020-12-09 05:09:03.000000+00:00\"], \"session_ids\": [\"04152ad2-409b-4133-ae11-58f241d54fa9\", \"8c68932e-6759-44f5-b9f3-bda092d3a9ae\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.568}, \"4867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-07-20 00:05:20.000000+00:00\", \"2022-05-22 03:48:19.000000+00:00\", \"2021-12-24 12:56:17.000000+00:00\"], \"session_ids\": [\"b93560aa-9a1e-4dc7-bd3d-d4f928bd1fa7\", \"0b9b69e4-b62b-4b38-acf2-3ef563ba76bf\", \"9fcf3842-a9fc-4225-b54d-4cd298ddfce0\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 0.969}, \"80780\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Cairo\", \"datetimes\": [\"2019-11-18 16:04:53.000000+00:00\", \"2023-06-13 00:00:10.000000+00:00\"], \"session_ids\": [\"a090ca7a-9e8b-458b-ba74-727941c26a45\", \"f0a00d1c-6292-4132-a444-cbbe8aa4cf41\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 1.473}, \"65554\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-06-26 04:39:02.000000+00:00\", \"2019-09-26 17:45:02.000000+00:00\", \"2021-05-21 18:16:58.000000+00:00\", \"2020-03-05 19:32:19.000000+00:00\"], \"session_ids\": [\"54ea724e-fbfc-4701-a9d6-634a043f93ba\", \"8330cb6c-0ec5-4bef-9478-c294b0fea52e\", \"b19b187c-91b3-4d88-8f05-e562e2846039\", \"6622cf57-49a7-4a2d-803b-de2bc7b00c9e\"], \"total_duration\": 1499.0, \"total_sessions\": 4, \"mean_week_duration\": 14.99}, \"56778\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-04-28 22:18:06.000000+00:00\", \"2021-06-10 09:48:23.000000+00:00\"], \"session_ids\": [\"5cba9ee6-fbc4-4767-bfcf-613d6d389fc4\", \"55f4837e-982b-4e39-bfed-29006062c687\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.343}, \"93520\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-04-20 15:11:54.000000+00:00\", \"2021-01-22 21:35:24.000000+00:00\", \"2021-08-03 04:07:52.000000+00:00\", \"2019-09-28 14:33:47.000000+00:00\"], \"session_ids\": [\"69ad1d74-6db7-4ad6-8ce6-0255684042bd\", \"298835ac-af8f-4405-92d4-e5aa15e03600\", \"8804c2b5-ee14-44f7-b057-6b7867d3a117\", \"dc9f8f99-a2d3-49ba-8b04-165251172f47\"], \"total_duration\": 1520.0, \"total_sessions\": 4, \"mean_week_duration\": 15.67}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are less than 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\"]]}, \"all_values\": {\"total_sessions\": [[3, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"86447\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-05-21 14:09:19.000000+00:00\", \"2022-11-17 07:44:34.000000+00:00\"], \"session_ids\": [\"05b0e296-591f-4efb-9243-f4646cf5d31a\", \"ac46b93e-5ab6-4679-83ce-3d421e4f4fd5\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 2.987}, \"88264\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-08 04:16:00.000000+00:00\", \"2020-12-09 05:09:03.000000+00:00\"], \"session_ids\": [\"04152ad2-409b-4133-ae11-58f241d54fa9\", \"8c68932e-6759-44f5-b9f3-bda092d3a9ae\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.568}, \"80780\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Cairo\", \"datetimes\": [\"2019-11-18 16:04:53.000000+00:00\", \"2023-06-13 00:00:10.000000+00:00\"], \"session_ids\": [\"a090ca7a-9e8b-458b-ba74-727941c26a45\", \"f0a00d1c-6292-4132-a444-cbbe8aa4cf41\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 1.473}, \"56778\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-04-28 22:18:06.000000+00:00\", \"2021-06-10 09:48:23.000000+00:00\"], \"session_ids\": [\"5cba9ee6-fbc4-4767-bfcf-613d6d389fc4\", \"55f4837e-982b-4e39-bfed-29006062c687\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.343}}\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[{\"56778\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-04-28 22:18:06.000000+00:00\", \"2021-06-10 09:48:23.000000+00:00\"], \"session_ids\": [\"5cba9ee6-fbc4-4767-bfcf-613d6d389fc4\", \"55f4837e-982b-4e39-bfed-29006062c687\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.343}}, {\"88264\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-08 04:16:00.000000+00:00\", \"2020-12-09 05:09:03.000000+00:00\"], \"session_ids\": [\"04152ad2-409b-4133-ae11-58f241d54fa9\", \"8c68932e-6759-44f5-b9f3-bda092d3a9ae\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.568}}, {\"86447\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-05-21 14:09:19.000000+00:00\", \"2022-11-17 07:44:34.000000+00:00\"], \"session_ids\": [\"05b0e296-591f-4efb-9243-f4646cf5d31a\", \"ac46b93e-5ab6-4679-83ce-3d421e4f4fd5\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 2.987}}, {\"80780\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Cairo\", \"datetimes\": [\"2019-11-18 16:04:53.000000+00:00\", \"2023-06-13 00:00:10.000000+00:00\"], \"session_ids\": [\"a090ca7a-9e8b-458b-ba74-727941c26a45\", \"f0a00d1c-6292-4132-a444-cbbe8aa4cf41\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 1.473}}]\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[{\"56778\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-04-28 22:18:06.000000+00:00\", \"2021-06-10 09:48:23.000000+00:00\"], \"session_ids\": [\"5cba9ee6-fbc4-4767-bfcf-613d6d389fc4\", \"55f4837e-982b-4e39-bfed-29006062c687\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.343}}, {\"88264\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-08 04:16:00.000000+00:00\", \"2020-12-09 05:09:03.000000+00:00\"], \"session_ids\": [\"04152ad2-409b-4133-ae11-58f241d54fa9\", \"8c68932e-6759-44f5-b9f3-bda092d3a9ae\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.568}}, {\"86447\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-05-21 14:09:19.000000+00:00\", \"2022-11-17 07:44:34.000000+00:00\"], \"session_ids\": [\"05b0e296-591f-4efb-9243-f4646cf5d31a\", \"ac46b93e-5ab6-4679-83ce-3d421e4f4fd5\"], \"total_duration\": 233.0, \"total_sessions\": 2, \"mean_week_duration\": 2.987}}, {\"80780\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Cairo\", \"datetimes\": [\"2019-11-18 16:04:53.000000+00:00\", \"2023-06-13 00:00:10.000000+00:00\"], \"session_ids\": [\"a090ca7a-9e8b-458b-ba74-727941c26a45\", \"f0a00d1c-6292-4132-a444-cbbe8aa4cf41\"], \"total_duration\": 274.0, \"total_sessions\": 2, \"mean_week_duration\": 1.473}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about user whose overall duration of sessions per week is bigger than 21 and smaller than 29 and in addition execute sorting by total_sessions 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{\"54443\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-01-12 03:38:31.000000+00:00\", \"2020-09-05 06:42:32.000000+00:00\"], \"session_ids\": [\"a5fca609-ce47-4d02-9cb6-84c61d8f5f01\", \"d5a47ba8-9537-4ba7-9e05-010c3ca0c173\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 0.967}, \"71287\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-05-14 18:06:23.000000+00:00\", \"2020-03-27 13:31:21.000000+00:00\"], \"session_ids\": [\"70b1b22f-42e9-41f1-8325-31e6d5fe1cf0\", \"6d011222-fbc6-4a32-96df-471290258e26\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 0.445}, \"13626\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-12-16 10:08:07.000000+00:00\", \"2019-03-03 04:58:35.000000+00:00\"], \"session_ids\": [\"0e3ad4a9-8c75-49f3-8f67-fad107876071\", \"07a6555e-ad10-461b-83d9-357536940388\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 1.548}, \"33201\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-07 02:11:27.000000+00:00\", \"2022-10-05 21:43:30.000000+00:00\"], \"session_ids\": [\"2e5b04c9-ebaf-4504-9c48-b29787aabdf5\", \"91046c58-4ea0-4d8c-ae23-2479fecc0da8\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 1.139}, \"71602\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-04 15:21:53.000000+00:00\", \"2021-08-29 13:59:15.000000+00:00\", \"2019-12-10 10:01:11.000000+00:00\"], \"session_ids\": [\"f17c3373-1c08-4576-a842-95b23a837158\", \"eb6d5bbf-bd4b-4175-b240-97e297bb516d\", \"b0c962b3-73b3-4626-bff8-7a0140b6f284\"], \"total_duration\": 92.0, \"total_sessions\": 3, \"mean_week_duration\": 0.814}, \"74759\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-01-24 04:19:31.000000+00:00\", \"2021-03-04 14:29:31.000000+00:00\", \"2022-07-14 07:38:43.000000+00:00\", \"2019-10-23 02:43:54.000000+00:00\"], \"session_ids\": [\"58ae7f43-858d-4b5b-95dc-9a911e11a382\", \"b860987b-a6a1-4f96-aba6-e77afb6fd6dd\", \"808a9250-2618-465b-a122-6b556151aec3\", \"ab23e684-ae4f-413a-91c0-8cde91c8b0ac\"], \"total_duration\": 1857.0, \"total_sessions\": 4, \"mean_week_duration\": 12.986}, \"37650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-03-02 16:11:14.000000+00:00\", \"2019-01-27 05:05:35.000000+00:00\"], \"session_ids\": [\"4bcd21ec-9d0d-4e3d-aa99-901386c8ef1a\", \"14fe09af-f05c-4b2f-84e2-4a8457a0a921\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 1.245}, \"52526\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-06-25 14:26:41.000000+00:00\", \"2022-03-19 09:39:24.000000+00:00\", \"2020-03-13 21:28:53.000000+00:00\"], \"session_ids\": [\"99517844-2ebd-4f55-8336-48b662bbf262\", \"fec66cd6-34c0-45f6-9f49-738c3128ab6b\", \"a43dc55f-efa2-48fd-9a38-109c630e4875\"], \"total_duration\": 991.0, \"total_sessions\": 3, \"mean_week_duration\": 9.438}, \"91480\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-01-15 22:49:25.000000+00:00\", \"2021-08-13 18:16:09.000000+00:00\", \"2020-02-01 19:31:07.000000+00:00\"], \"session_ids\": [\"b4e299db-684f-441f-bdfc-6ac3b78cde93\", \"d0dd4559-e924-4242-9779-5f1c8d8b35ff\", \"fd6bb244-b405-4823-90b7-d6f914a4859b\"], \"total_duration\": 41.0, \"total_sessions\": 3, \"mean_week_duration\": 0.265}, \"44498\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-07 16:57:47.000000+00:00\", \"2019-04-07 04:13:26.000000+00:00\", \"2020-09-29 21:04:33.000000+00:00\"], \"session_ids\": [\"8adb4e9c-4196-42e1-960f-419efdb2f741\", \"f338eab4-2e62-4546-8dfe-757abafdd188\", \"bb08d6b9-dd38-4745-8a20-ea2d1d94d5b4\"], \"total_duration\": 162.0, \"total_sessions\": 3, \"mean_week_duration\": 1.237}}\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 21 and are equal or less than 29" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[21, 29]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about user who has duration of sessions per week strictly smaller than 35 and bigger than 8 , and perform sorting by overall total sessions decliningly." } ]
[ { "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{\"65375\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-11 09:39:11.000000+00:00\", \"2021-01-09 15:47:31.000000+00:00\", \"2023-01-09 21:28:28.000000+00:00\", \"2019-12-21 08:13:53.000000+00:00\", \"2021-09-13 14:42:14.000000+00:00\", \"2022-10-17 22:48:21.000000+00:00\", \"2020-11-24 05:00:29.000000+00:00\"], \"session_ids\": [\"ce33575f-3477-4691-b895-9168f0bf14cd\", \"c0af6dae-7e3b-401d-beb3-6d4b26f3e7cf\", \"030094c2-ecdb-43c7-ab19-e00e24fee08a\", \"145ea916-e52c-4686-a2da-e8a193ada4b8\", \"1c1db92b-0906-4d49-8951-731007c6e6a8\", \"722e346d-cfdc-4a61-8883-93f6eafc9eec\", \"e47f90cf-b17a-40aa-9617-ad76dc8aad56\"], \"total_duration\": 1093.0, \"total_sessions\": 7, \"mean_week_duration\": 6.831}, \"62301\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-24 18:42:07.000000+00:00\", \"2019-12-07 16:11:58.000000+00:00\"], \"session_ids\": [\"ad0c12c6-543c-4ef1-97ed-f2b83fe09213\", \"1b60fd8c-9bfb-4d07-94f2-b1d664b55b3c\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 2.277}, \"69702\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-07 17:01:51.000000+00:00\", \"2019-11-16 10:15:13.000000+00:00\", \"2021-04-12 12:52:43.000000+00:00\", \"2020-03-02 12:49:59.000000+00:00\", \"2022-02-15 21:53:19.000000+00:00\", \"2021-05-22 09:29:46.000000+00:00\", \"2019-11-11 10:18:46.000000+00:00\", \"2021-11-06 09:48:11.000000+00:00\", \"2022-11-26 23:19:18.000000+00:00\"], \"session_ids\": [\"3f0fc820-8fa2-493f-a346-3be7c31fe6ab\", \"be2c264b-6951-4a54-93f5-948857840591\", \"7fdff2f5-3656-47c8-8650-2d73775052f2\", \"07824b94-2e59-4b75-9a36-2f7b985cb6a1\", \"05eb49d1-fcbb-4587-a91c-a025e794c398\", \"8274e984-8e94-4576-af48-6db44ecc0c20\", \"5a25be8a-38e0-475c-8364-dab09631fa89\", \"23191e1d-2672-4953-9e49-371b35e32db1\", \"e80c0c94-b8fc-45cf-883e-db5f4410fa04\"], \"total_duration\": 4719.0, \"total_sessions\": 9, \"mean_week_duration\": 26.511}, \"94987\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-03-09 00:53:03.000000+00:00\", \"2021-05-24 01:42:10.000000+00:00\", \"2023-03-16 04:39:00.000000+00:00\", \"2020-03-07 03:04:29.000000+00:00\"], \"session_ids\": [\"d6aa1b3c-f6a0-4e10-a40a-e0ef60a5b2af\", \"9a702a01-afa9-41e1-b277-9647d808fa12\", \"36a6f136-0faa-464e-a7f5-36ba431205eb\", \"b50d66d9-4748-4f52-bdef-fcc8210c0ad2\"], \"total_duration\": 601.0, \"total_sessions\": 4, \"mean_week_duration\": 3.804}, \"14665\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-12-09 05:35:43.000000+00:00\", \"2021-06-14 01:46:34.000000+00:00\", \"2020-03-27 20:18:35.000000+00:00\", \"2022-09-05 09:49:52.000000+00:00\", \"2021-11-20 04:22:32.000000+00:00\", \"2021-08-22 11:48:29.000000+00:00\", \"2019-11-20 23:30:38.000000+00:00\", \"2021-05-27 03:01:11.000000+00:00\", \"2023-06-30 21:49:44.000000+00:00\", \"2023-01-03 03:21:17.000000+00:00\", \"2019-02-25 21:24:43.000000+00:00\"], \"session_ids\": [\"3c42237a-cfb4-4ab3-9ecf-ba44e32ddfdf\", \"c160957c-062f-4da6-9e97-62f2920593ec\", \"e5ba820a-c184-447e-b905-6124925808e0\", \"43d64f61-7807-4a79-b6c0-2b611aaa7dc5\", \"c7f63a3b-cac0-4bdd-a3df-d049b43335c4\", \"6a21e48c-cff4-4e1b-b675-3f950eb40291\", \"94b910d7-5385-4c8b-bcca-fbaec0500254\", \"fc5cbe65-758b-4ee7-8c4d-76a69c331596\", \"992de964-c376-41d7-93c3-1c523479d569\", \"38dcb3c4-3983-4a22-9c30-8f3dab76ff2e\", \"3d4b216b-d649-498c-a6b2-58911561bc59\"], \"total_duration\": 25915.0, \"total_sessions\": 11, \"mean_week_duration\": 114.163}, \"49865\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-03-03 22:19:16.000000+00:00\", \"2023-02-14 09:33:52.000000+00:00\"], \"session_ids\": [\"6c558744-7941-4373-b9df-7f2d78969ce6\", \"b8933ee0-1209-4d41-99b5-feb50c1993ea\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.184}, \"47315\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-05-15 06:43:45.000000+00:00\", \"2022-10-02 08:02:06.000000+00:00\", \"2020-12-20 13:10:51.000000+00:00\"], \"session_ids\": [\"0b1b4976-f867-45af-b299-685a3b6118ef\", \"01990bdf-e8d5-4993-9462-59407bc19058\", \"f8ba2c37-8d42-4685-807e-14fcb59630b0\"], \"total_duration\": 317.0, \"total_sessions\": 3, \"mean_week_duration\": 2.536}, \"55654\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-23 11:20:06.000000+00:00\", \"2021-10-26 20:21:09.000000+00:00\"], \"session_ids\": [\"0b1ac93a-88bb-45b4-8064-2912ac229222\", \"58afd4b7-4db5-4306-b47e-78f2e90e16af\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 2.554}, \"60898\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-30 19:42:35.000000+00:00\", \"2022-08-15 00:01:52.000000+00:00\"], \"session_ids\": [\"29a66426-5ed4-4a3c-871d-ba54267e20f6\", \"afeafcb6-c5d4-4814-982e-a7bb71e63aeb\"], \"total_duration\": 77.0, \"total_sessions\": 2, \"mean_week_duration\": 2.75}, \"38157\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-09 10:41:37.000000+00:00\", \"2019-02-21 10:24:35.000000+00:00\", \"2019-04-16 22:21:19.000000+00:00\"], \"session_ids\": [\"20d085af-7dad-418a-83ff-c74300b3dd19\", \"77f1747b-1da7-4d8b-b001-303bce9b497d\", \"0365195c-b564-4eed-a460-62e615e2e8a2\"], \"total_duration\": 266.0, \"total_sessions\": 3, \"mean_week_duration\": 2.062}}\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 8 and are less than 35" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[8, 35]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"69702\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-07 17:01:51.000000+00:00\", \"2019-11-16 10:15:13.000000+00:00\", \"2021-04-12 12:52:43.000000+00:00\", \"2020-03-02 12:49:59.000000+00:00\", \"2022-02-15 21:53:19.000000+00:00\", \"2021-05-22 09:29:46.000000+00:00\", \"2019-11-11 10:18:46.000000+00:00\", \"2021-11-06 09:48:11.000000+00:00\", \"2022-11-26 23:19:18.000000+00:00\"], \"session_ids\": [\"3f0fc820-8fa2-493f-a346-3be7c31fe6ab\", \"be2c264b-6951-4a54-93f5-948857840591\", \"7fdff2f5-3656-47c8-8650-2d73775052f2\", \"07824b94-2e59-4b75-9a36-2f7b985cb6a1\", \"05eb49d1-fcbb-4587-a91c-a025e794c398\", \"8274e984-8e94-4576-af48-6db44ecc0c20\", \"5a25be8a-38e0-475c-8364-dab09631fa89\", \"23191e1d-2672-4953-9e49-371b35e32db1\", \"e80c0c94-b8fc-45cf-883e-db5f4410fa04\"], \"total_duration\": 4719.0, \"total_sessions\": 9, \"mean_week_duration\": 26.511}}\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[{\"69702\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-07 17:01:51.000000+00:00\", \"2019-11-16 10:15:13.000000+00:00\", \"2021-04-12 12:52:43.000000+00:00\", \"2020-03-02 12:49:59.000000+00:00\", \"2022-02-15 21:53:19.000000+00:00\", \"2021-05-22 09:29:46.000000+00:00\", \"2019-11-11 10:18:46.000000+00:00\", \"2021-11-06 09:48:11.000000+00:00\", \"2022-11-26 23:19:18.000000+00:00\"], \"session_ids\": [\"3f0fc820-8fa2-493f-a346-3be7c31fe6ab\", \"be2c264b-6951-4a54-93f5-948857840591\", \"7fdff2f5-3656-47c8-8650-2d73775052f2\", \"07824b94-2e59-4b75-9a36-2f7b985cb6a1\", \"05eb49d1-fcbb-4587-a91c-a025e794c398\", \"8274e984-8e94-4576-af48-6db44ecc0c20\", \"5a25be8a-38e0-475c-8364-dab09631fa89\", \"23191e1d-2672-4953-9e49-371b35e32db1\", \"e80c0c94-b8fc-45cf-883e-db5f4410fa04\"], \"total_duration\": 4719.0, \"total_sessions\": 9, \"mean_week_duration\": 26.511}}]\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[{\"69702\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-07 17:01:51.000000+00:00\", \"2019-11-16 10:15:13.000000+00:00\", \"2021-04-12 12:52:43.000000+00:00\", \"2020-03-02 12:49:59.000000+00:00\", \"2022-02-15 21:53:19.000000+00:00\", \"2021-05-22 09:29:46.000000+00:00\", \"2019-11-11 10:18:46.000000+00:00\", \"2021-11-06 09:48:11.000000+00:00\", \"2022-11-26 23:19:18.000000+00:00\"], \"session_ids\": [\"3f0fc820-8fa2-493f-a346-3be7c31fe6ab\", \"be2c264b-6951-4a54-93f5-948857840591\", \"7fdff2f5-3656-47c8-8650-2d73775052f2\", \"07824b94-2e59-4b75-9a36-2f7b985cb6a1\", \"05eb49d1-fcbb-4587-a91c-a025e794c398\", \"8274e984-8e94-4576-af48-6db44ecc0c20\", \"5a25be8a-38e0-475c-8364-dab09631fa89\", \"23191e1d-2672-4953-9e49-371b35e32db1\", \"e80c0c94-b8fc-45cf-883e-db5f4410fa04\"], \"total_duration\": 4719.0, \"total_sessions\": 9, \"mean_week_duration\": 26.511}}]\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[{\"69702\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-07 17:01:51.000000+00:00\", \"2019-11-16 10:15:13.000000+00:00\", \"2021-04-12 12:52:43.000000+00:00\", \"2020-03-02 12:49:59.000000+00:00\", \"2022-02-15 21:53:19.000000+00:00\", \"2021-05-22 09:29:46.000000+00:00\", \"2019-11-11 10:18:46.000000+00:00\", \"2021-11-06 09:48:11.000000+00:00\", \"2022-11-26 23:19:18.000000+00:00\"], \"session_ids\": [\"3f0fc820-8fa2-493f-a346-3be7c31fe6ab\", \"be2c264b-6951-4a54-93f5-948857840591\", \"7fdff2f5-3656-47c8-8650-2d73775052f2\", \"07824b94-2e59-4b75-9a36-2f7b985cb6a1\", \"05eb49d1-fcbb-4587-a91c-a025e794c398\", \"8274e984-8e94-4576-af48-6db44ecc0c20\", \"5a25be8a-38e0-475c-8364-dab09631fa89\", \"23191e1d-2672-4953-9e49-371b35e32db1\", \"e80c0c94-b8fc-45cf-883e-db5f4410fa04\"], \"total_duration\": 4719.0, \"total_sessions\": 9, \"mean_week_duration\": 26.511}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about 3 users who have sessions total is bigger than 4 and strictly smaller than 10 plus do sorting by city_name from the largest to the smallest plus keep only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"88629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-01 12:24:42.000000+00:00\", \"2022-10-28 01:46:25.000000+00:00\", \"2019-04-12 21:10:14.000000+00:00\", \"2023-06-26 07:48:59.000000+00:00\", \"2020-04-11 18:23:51.000000+00:00\", \"2019-05-16 13:16:20.000000+00:00\", \"2022-04-03 20:05:59.000000+00:00\"], \"session_ids\": [\"e6ce25f7-c083-429b-b163-19c0513ca295\", \"226248e6-9923-416f-96cd-224e391128e1\", \"0a447ece-86f2-4b2f-a323-8791fdba2976\", \"bdf9d66f-39ca-41df-9a11-87644c159464\", \"67d8418d-b807-441c-8337-08cd6045b287\", \"96c3284d-557c-45dd-aac7-fb42b8a668fe\", \"9013b453-38a8-4696-991c-56edee88fd98\"], \"total_duration\": 230.0, \"total_sessions\": 7, \"mean_week_duration\": 1.045}, \"49631\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-17 05:13:33.000000+00:00\", \"2021-08-28 22:20:09.000000+00:00\"], \"session_ids\": [\"9ab9bc5a-8f72-4388-997e-73254cdb3e3d\", \"5c7b1034-2588-47a0-bec4-1fb2548ecfb1\"], \"total_duration\": 417.0, \"total_sessions\": 2, \"mean_week_duration\": 4.255}, \"33228\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-09-19 04:50:12.000000+00:00\", \"2020-08-18 18:37:38.000000+00:00\"], \"session_ids\": [\"65e3a47f-7428-4f98-b533-399c83053344\", \"c29aa057-cacb-4e5b-adb1-023c4b87d450\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 7.771}, \"15945\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-31 13:36:22.000000+00:00\", \"2022-03-17 01:53:21.000000+00:00\"], \"session_ids\": [\"7d558e5e-30d7-444a-aa62-a89402c63f96\", \"7f9a255a-137d-40db-87af-8f5d0f481397\"], \"total_duration\": 258.0, \"total_sessions\": 2, \"mean_week_duration\": 2.324}, \"88529\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-05-02 03:56:05.000000+00:00\", \"2021-09-03 00:48:06.000000+00:00\"], \"session_ids\": [\"212fc36d-36c7-4d83-8a15-0bcb9a8bff6d\", \"762e5279-c7e8-43eb-a3b1-a8b6b3559bf6\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.4}, \"38968\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-05-17 04:27:13.000000+00:00\", \"2019-10-13 18:41:14.000000+00:00\"], \"session_ids\": [\"343f1658-efdc-41a4-afd0-b2ed8e7bed26\", \"4948f256-d3d4-401d-97a2-56c1aa1cfa5b\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.383}, \"55340\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-16 10:43:31.000000+00:00\", \"2021-12-29 21:07:52.000000+00:00\"], \"session_ids\": [\"1e3ad081-b368-4fcc-9760-4a43ec90f826\", \"66636f03-480e-4a14-b6f2-1812795b8660\"], \"total_duration\": 373.0, \"total_sessions\": 2, \"mean_week_duration\": 3.806}, \"89782\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-24 12:18:48.000000+00:00\", \"2019-06-03 15:49:15.000000+00:00\", \"2020-07-27 11:49:55.000000+00:00\"], \"session_ids\": [\"3413ab9d-4739-432d-81ee-05c3f64cd6c2\", \"50079cfa-5456-4cb8-b03c-9fe5f199277a\", \"dd2d45a4-6b94-4b5d-8451-2c5ec761cf9e\"], \"total_duration\": 112.0, \"total_sessions\": 3, \"mean_week_duration\": 0.742}, \"56017\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-05-13 19:32:05.000000+00:00\", \"2023-04-03 19:15:51.000000+00:00\", \"2022-03-09 16:09:55.000000+00:00\"], \"session_ids\": [\"b585acac-822e-4303-9a3e-bff446d6fa4a\", \"6b330da4-0a21-4e8e-968d-97dbfe0654c3\", \"4a08fb50-a5ad-4fab-b931-e2ea5a1b77b2\"], \"total_duration\": 941.0, \"total_sessions\": 3, \"mean_week_duration\": 9.505}, \"51659\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-06-02 08:45:01.000000+00:00\", \"2020-02-18 05:41:31.000000+00:00\"], \"session_ids\": [\"4f8ebb30-3c0f-4056-8f7d-a541384853b4\", \"a4d421b7-06d2-4110-aaef-18040776e8c6\"], \"total_duration\": 372.0, \"total_sessions\": 2, \"mean_week_duration\": 24.8}}\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 4 and are less than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[4, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"88629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-01 12:24:42.000000+00:00\", \"2022-10-28 01:46:25.000000+00:00\", \"2019-04-12 21:10:14.000000+00:00\", \"2023-06-26 07:48:59.000000+00:00\", \"2020-04-11 18:23:51.000000+00:00\", \"2019-05-16 13:16:20.000000+00:00\", \"2022-04-03 20:05:59.000000+00:00\"], \"session_ids\": [\"e6ce25f7-c083-429b-b163-19c0513ca295\", \"226248e6-9923-416f-96cd-224e391128e1\", \"0a447ece-86f2-4b2f-a323-8791fdba2976\", \"bdf9d66f-39ca-41df-9a11-87644c159464\", \"67d8418d-b807-441c-8337-08cd6045b287\", \"96c3284d-557c-45dd-aac7-fb42b8a668fe\", \"9013b453-38a8-4696-991c-56edee88fd98\"], \"total_duration\": 230.0, \"total_sessions\": 7, \"mean_week_duration\": 1.045}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"88629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-01 12:24:42.000000+00:00\", \"2022-10-28 01:46:25.000000+00:00\", \"2019-04-12 21:10:14.000000+00:00\", \"2023-06-26 07:48:59.000000+00:00\", \"2020-04-11 18:23:51.000000+00:00\", \"2019-05-16 13:16:20.000000+00:00\", \"2022-04-03 20:05:59.000000+00:00\"], \"session_ids\": [\"e6ce25f7-c083-429b-b163-19c0513ca295\", \"226248e6-9923-416f-96cd-224e391128e1\", \"0a447ece-86f2-4b2f-a323-8791fdba2976\", \"bdf9d66f-39ca-41df-9a11-87644c159464\", \"67d8418d-b807-441c-8337-08cd6045b287\", \"96c3284d-557c-45dd-aac7-fb42b8a668fe\", \"9013b453-38a8-4696-991c-56edee88fd98\"], \"total_duration\": 230.0, \"total_sessions\": 7, \"mean_week_duration\": 1.045}}]\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[{\"88629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-01 12:24:42.000000+00:00\", \"2022-10-28 01:46:25.000000+00:00\", \"2019-04-12 21:10:14.000000+00:00\", \"2023-06-26 07:48:59.000000+00:00\", \"2020-04-11 18:23:51.000000+00:00\", \"2019-05-16 13:16:20.000000+00:00\", \"2022-04-03 20:05:59.000000+00:00\"], \"session_ids\": [\"e6ce25f7-c083-429b-b163-19c0513ca295\", \"226248e6-9923-416f-96cd-224e391128e1\", \"0a447ece-86f2-4b2f-a323-8791fdba2976\", \"bdf9d66f-39ca-41df-9a11-87644c159464\", \"67d8418d-b807-441c-8337-08cd6045b287\", \"96c3284d-557c-45dd-aac7-fb42b8a668fe\", \"9013b453-38a8-4696-991c-56edee88fd98\"], \"total_duration\": 230.0, \"total_sessions\": 7, \"mean_week_duration\": 1.045}}]\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[{\"88629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-08-01 12:24:42.000000+00:00\", \"2022-10-28 01:46:25.000000+00:00\", \"2019-04-12 21:10:14.000000+00:00\", \"2023-06-26 07:48:59.000000+00:00\", \"2020-04-11 18:23:51.000000+00:00\", \"2019-05-16 13:16:20.000000+00:00\", \"2022-04-03 20:05:59.000000+00:00\"], \"session_ids\": [\"e6ce25f7-c083-429b-b163-19c0513ca295\", \"226248e6-9923-416f-96cd-224e391128e1\", \"0a447ece-86f2-4b2f-a323-8791fdba2976\", \"bdf9d66f-39ca-41df-9a11-87644c159464\", \"67d8418d-b807-441c-8337-08cd6045b287\", \"96c3284d-557c-45dd-aac7-fb42b8a668fe\", \"9013b453-38a8-4696-991c-56edee88fd98\"], \"total_duration\": 230.0, \"total_sessions\": 7, \"mean_week_duration\": 1.045}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about users with a time in app per week that is below 11, exclusive plus do sorting by name of the city in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"59927\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-09-30 23:21:38.000000+00:00\", \"2019-04-28 17:57:48.000000+00:00\", \"2022-05-19 09:03:39.000000+00:00\", \"2022-05-20 02:01:00.000000+00:00\", \"2020-10-16 17:51:09.000000+00:00\", \"2019-06-25 09:13:56.000000+00:00\"], \"session_ids\": [\"1374968b-04cd-4569-86b0-18cec53190ae\", \"e5635666-7289-4aaa-90d3-63238beaaae1\", \"9326c60a-ab4b-4300-a660-56cb4cb25f72\", \"d54c72b1-f135-405e-ab68-94cc6936e8bd\", \"1716bfac-fc6b-48ed-8b6e-3cdc21023c29\", \"dc171b53-6b70-4a81-bdde-18b442450f2e\"], \"total_duration\": 2914.0, \"total_sessions\": 6, \"mean_week_duration\": 18.212}, \"10976\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-11-29 23:14:00.000000+00:00\", \"2022-08-12 04:03:27.000000+00:00\", \"2021-06-07 04:04:00.000000+00:00\", \"2021-11-14 06:24:56.000000+00:00\", \"2020-04-10 18:32:49.000000+00:00\", \"2022-03-05 00:12:08.000000+00:00\", \"2019-01-14 11:24:45.000000+00:00\"], \"session_ids\": [\"29b794bf-5a84-41c9-be14-c2517f53f09a\", \"44b098e7-9e9b-4269-a17a-9cd1c7df609a\", \"b9e83d55-1d4c-49b5-a46b-308e23131960\", \"f5d3c510-bcb9-434f-bbc4-c835be5a5f71\", \"ffa444ea-5af6-4596-b724-57bd1aa01bcb\", \"1ccc486e-73f3-4866-a6ec-d632a4b39b6c\", \"5f2ec318-3391-49a6-acfa-5f3135ab3e5d\"], \"total_duration\": 3152.0, \"total_sessions\": 7, \"mean_week_duration\": 16.856}, \"4011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-10 03:40:16.000000+00:00\", \"2019-10-28 18:03:52.000000+00:00\", \"2020-06-11 23:44:49.000000+00:00\", \"2020-04-16 04:17:13.000000+00:00\"], \"session_ids\": [\"c41f244e-cf2d-432c-822f-d20c99fed071\", \"572f316b-8ed8-4ba2-9297-3e6d07095247\", \"9f930043-43e9-4ec4-8dde-07124cffde4b\", \"9a893222-3f20-44ee-96ec-3b92e3757429\"], \"total_duration\": 1073.0, \"total_sessions\": 4, \"mean_week_duration\": 10.949}, \"32376\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-06-20 02:01:45.000000+00:00\", \"2023-04-20 16:48:34.000000+00:00\"], \"session_ids\": [\"e75aaf56-e51f-4364-bc00-1e79344b392e\", \"03269bcd-25c5-45ba-8e6b-5c98da81d438\"], \"total_duration\": 232.0, \"total_sessions\": 2, \"mean_week_duration\": 1.16}, \"92293\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-17 04:22:18.000000+00:00\", \"2022-02-27 20:42:17.000000+00:00\"], \"session_ids\": [\"81850fd7-b0c8-4b33-b8b9-7286fbc787d7\", \"8e1f6e42-ca06-4e47-9e96-de2db97f5765\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 2.394}, \"68361\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-10-09 14:44:39.000000+00:00\", \"2021-01-18 02:15:17.000000+00:00\"], \"session_ids\": [\"6b2fa0ae-1441-48fd-834f-81759d3fb808\", \"04ad8b75-f883-487f-9fb0-30ef4b992583\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 2.342}, \"43088\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-12-22 12:16:41.000000+00:00\", \"2021-04-14 11:39:21.000000+00:00\", \"2020-01-18 09:35:09.000000+00:00\", \"2022-01-01 09:22:19.000000+00:00\", \"2023-02-05 02:20:53.000000+00:00\"], \"session_ids\": [\"0a082d37-4dfb-4727-a65f-a79edf6add97\", \"f17cdfd5-ecd5-45d8-8b3b-847c1bdeb088\", \"da7c39d3-b7f3-4b85-be96-a2938fd51ce8\", \"8a0d6819-1f8f-412c-93f8-188276ae09bb\", \"e5fe69d5-ea0f-41db-99cd-29a32ed85b5a\"], \"total_duration\": 3983.0, \"total_sessions\": 5, \"mean_week_duration\": 25.05}, \"99698\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-06-30 17:22:31.000000+00:00\", \"2019-06-12 10:37:59.000000+00:00\"], \"session_ids\": [\"6301c8e8-d8a3-4234-8d89-f68a012e4cd0\", \"16da3179-1004-4dc9-b39f-799e96ed23a4\"], \"total_duration\": 369.0, \"total_sessions\": 2, \"mean_week_duration\": 6.709}, \"25445\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-09-16 11:47:48.000000+00:00\", \"2019-08-12 17:51:17.000000+00:00\", \"2020-10-21 09:46:19.000000+00:00\", \"2023-06-02 22:03:54.000000+00:00\"], \"session_ids\": [\"4f5c43e3-85f6-42dc-9f64-3f99bbe54feb\", \"a009e3ba-6d47-4536-9578-d5ea0dc0fa09\", \"aeb7b224-3cd9-4b16-a80f-3738f54b7abf\", \"ebad28c7-f98a-4355-8a68-7bf7424cab77\"], \"total_duration\": 849.0, \"total_sessions\": 4, \"mean_week_duration\": 4.266}, \"16939\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-22 10:01:41.000000+00:00\", \"2019-02-11 08:56:46.000000+00:00\", \"2022-12-02 11:49:21.000000+00:00\", \"2021-09-30 19:14:48.000000+00:00\", \"2020-09-23 23:25:27.000000+00:00\"], \"session_ids\": [\"d103357b-fc5d-434c-89a5-6de71bd5fc6d\", \"75fdee73-b3eb-4716-96c7-10cfc12fc3b7\", \"1036ec20-0515-4631-b8bc-5f6be65a5ea6\", \"f4fc8c67-05d5-420c-89f9-a09c81f0f2e0\", \"5bca0b89-52ae-47e4-99ca-d76b8abe78a2\"], \"total_duration\": 891.0, \"total_sessions\": 5, \"mean_week_duration\": 4.477}}\n```\n" } ]