conversations
list
[ { "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{\"58112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-23 22:18:11.000000+00:00\", \"2020-07-22 04:09:34.000000+00:00\", \"2019-02-10 22:55:13.000000+00:00\"], \"session_ids\": [\"5625c7b7-64d4-45ad-a9c4-e94a3e37987d\", \"17f81d56-3370-4c84-b62f-6110db6144dc\", \"8a1220aa-c2d4-4883-9a29-c69f7dd31498\"], \"total_duration\": 680.0, \"total_sessions\": 3, \"mean_week_duration\": 3.778}, \"18832\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-27 21:35:27.000000+00:00\", \"2022-02-17 21:02:17.000000+00:00\", \"2022-11-14 22:18:21.000000+00:00\"], \"session_ids\": [\"aada7939-911b-428c-aec5-fdb063006a1d\", \"ec307244-0ff6-4a28-b3db-dafa51fdc93f\", \"552117cb-f99c-4bd9-95f8-20f0606da3b0\"], \"total_duration\": 82.0, \"total_sessions\": 3, \"mean_week_duration\": 2.103}, \"64169\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-21 19:56:50.000000+00:00\", \"2022-01-18 22:03:01.000000+00:00\"], \"session_ids\": [\"673d44fb-aa5e-4a85-918d-372bc1b39fe9\", \"462dbb89-d8b5-4286-8c99-3ef4c357518d\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 2.531}, \"59796\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-11 03:45:26.000000+00:00\", \"2019-09-05 00:07:05.000000+00:00\", \"2021-12-06 23:43:14.000000+00:00\"], \"session_ids\": [\"207254ad-bba4-45a0-adca-21339a4ca76e\", \"fe614186-899d-4c1e-bfef-798e1214c200\", \"1593ee04-df46-496d-a532-788da049e493\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 1.954}, \"5146\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-01-08 09:05:13.000000+00:00\", \"2020-03-19 09:29:03.000000+00:00\"], \"session_ids\": [\"c7d513b5-3d55-4c8e-ac1e-0e4238cbb7b2\", \"29534010-e861-4962-a8af-3c96e33c609f\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 3.684}, \"28222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-08 23:34:37.000000+00:00\", \"2022-12-11 23:42:34.000000+00:00\", \"2022-11-09 09:08:21.000000+00:00\"], \"session_ids\": [\"5b885597-4110-4ced-b0a8-2b642e4f7b7d\", \"6a8d38eb-d123-4aa8-8897-f1646fbfd287\", \"15c4ce0b-8a09-4653-814d-cdf8e31a75ca\"], \"total_duration\": 1083.0, \"total_sessions\": 3, \"mean_week_duration\": 14.44}, \"80687\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-12-27 07:03:51.000000+00:00\", \"2022-12-12 05:47:17.000000+00:00\", \"2022-04-07 18:09:17.000000+00:00\"], \"session_ids\": [\"19149031-8ebe-4654-bb60-30e940876c88\", \"67b20fd2-ab49-48eb-8955-d34f3fbc7bdd\", \"636e489d-074c-487c-bead-140793e5de05\"], \"total_duration\": 748.0, \"total_sessions\": 3, \"mean_week_duration\": 14.96}, \"66593\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-10 09:21:46.000000+00:00\", \"2020-04-02 07:01:59.000000+00:00\"], \"session_ids\": [\"a63095ff-f683-4613-8daf-d755f955f4f3\", \"65919db9-7bf7-4539-af4e-730d195d5941\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 7.75}, \"41457\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-10-06 05:20:46.000000+00:00\", \"2019-02-25 00:54:15.000000+00:00\", \"2022-06-21 12:31:57.000000+00:00\"], \"session_ids\": [\"df665060-fd3e-489d-9b57-f1ea337a04b9\", \"6369255e-d482-44be-b49c-91d81351a9d9\", \"53002e53-00fa-4d79-973a-c15cb68314bf\"], \"total_duration\": 310.0, \"total_sessions\": 3, \"mean_week_duration\": 1.782}, \"82318\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-20 10:58:57.000000+00:00\", \"2022-12-02 02:29:58.000000+00:00\"], \"session_ids\": [\"cec5eea9-4d3d-4ba8-97e0-8a27f85e6885\", \"d9e5eded-e193-486d-9d0f-729ea30a33aa\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 0.631}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are less than 4 and are equal or greater than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-23 22:18:11.000000+00:00\", \"2020-07-22 04:09:34.000000+00:00\", \"2019-02-10 22:55:13.000000+00:00\"], \"session_ids\": [\"5625c7b7-64d4-45ad-a9c4-e94a3e37987d\", \"17f81d56-3370-4c84-b62f-6110db6144dc\", \"8a1220aa-c2d4-4883-9a29-c69f7dd31498\"], \"total_duration\": 680.0, \"total_sessions\": 3, \"mean_week_duration\": 3.778}, \"18832\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-27 21:35:27.000000+00:00\", \"2022-02-17 21:02:17.000000+00:00\", \"2022-11-14 22:18:21.000000+00:00\"], \"session_ids\": [\"aada7939-911b-428c-aec5-fdb063006a1d\", \"ec307244-0ff6-4a28-b3db-dafa51fdc93f\", \"552117cb-f99c-4bd9-95f8-20f0606da3b0\"], \"total_duration\": 82.0, \"total_sessions\": 3, \"mean_week_duration\": 2.103}, \"64169\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-21 19:56:50.000000+00:00\", \"2022-01-18 22:03:01.000000+00:00\"], \"session_ids\": [\"673d44fb-aa5e-4a85-918d-372bc1b39fe9\", \"462dbb89-d8b5-4286-8c99-3ef4c357518d\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 2.531}, \"59796\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-11 03:45:26.000000+00:00\", \"2019-09-05 00:07:05.000000+00:00\", \"2021-12-06 23:43:14.000000+00:00\"], \"session_ids\": [\"207254ad-bba4-45a0-adca-21339a4ca76e\", \"fe614186-899d-4c1e-bfef-798e1214c200\", \"1593ee04-df46-496d-a532-788da049e493\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 1.954}, \"5146\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-01-08 09:05:13.000000+00:00\", \"2020-03-19 09:29:03.000000+00:00\"], \"session_ids\": [\"c7d513b5-3d55-4c8e-ac1e-0e4238cbb7b2\", \"29534010-e861-4962-a8af-3c96e33c609f\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 3.684}, \"28222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-08 23:34:37.000000+00:00\", \"2022-12-11 23:42:34.000000+00:00\", \"2022-11-09 09:08:21.000000+00:00\"], \"session_ids\": [\"5b885597-4110-4ced-b0a8-2b642e4f7b7d\", \"6a8d38eb-d123-4aa8-8897-f1646fbfd287\", \"15c4ce0b-8a09-4653-814d-cdf8e31a75ca\"], \"total_duration\": 1083.0, \"total_sessions\": 3, \"mean_week_duration\": 14.44}, \"80687\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-12-27 07:03:51.000000+00:00\", \"2022-12-12 05:47:17.000000+00:00\", \"2022-04-07 18:09:17.000000+00:00\"], \"session_ids\": [\"19149031-8ebe-4654-bb60-30e940876c88\", \"67b20fd2-ab49-48eb-8955-d34f3fbc7bdd\", \"636e489d-074c-487c-bead-140793e5de05\"], \"total_duration\": 748.0, \"total_sessions\": 3, \"mean_week_duration\": 14.96}, \"66593\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-10 09:21:46.000000+00:00\", \"2020-04-02 07:01:59.000000+00:00\"], \"session_ids\": [\"a63095ff-f683-4613-8daf-d755f955f4f3\", \"65919db9-7bf7-4539-af4e-730d195d5941\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 7.75}, \"41457\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-10-06 05:20:46.000000+00:00\", \"2019-02-25 00:54:15.000000+00:00\", \"2022-06-21 12:31:57.000000+00:00\"], \"session_ids\": [\"df665060-fd3e-489d-9b57-f1ea337a04b9\", \"6369255e-d482-44be-b49c-91d81351a9d9\", \"53002e53-00fa-4d79-973a-c15cb68314bf\"], \"total_duration\": 310.0, \"total_sessions\": 3, \"mean_week_duration\": 1.782}, \"82318\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-20 10:58:57.000000+00:00\", \"2022-12-02 02:29:58.000000+00:00\"], \"session_ids\": [\"cec5eea9-4d3d-4ba8-97e0-8a27f85e6885\", \"d9e5eded-e193-486d-9d0f-729ea30a33aa\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 0.631}}\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[{\"58112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-23 22:18:11.000000+00:00\", \"2020-07-22 04:09:34.000000+00:00\", \"2019-02-10 22:55:13.000000+00:00\"], \"session_ids\": [\"5625c7b7-64d4-45ad-a9c4-e94a3e37987d\", \"17f81d56-3370-4c84-b62f-6110db6144dc\", \"8a1220aa-c2d4-4883-9a29-c69f7dd31498\"], \"total_duration\": 680.0, \"total_sessions\": 3, \"mean_week_duration\": 3.778}}, {\"18832\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-27 21:35:27.000000+00:00\", \"2022-02-17 21:02:17.000000+00:00\", \"2022-11-14 22:18:21.000000+00:00\"], \"session_ids\": [\"aada7939-911b-428c-aec5-fdb063006a1d\", \"ec307244-0ff6-4a28-b3db-dafa51fdc93f\", \"552117cb-f99c-4bd9-95f8-20f0606da3b0\"], \"total_duration\": 82.0, \"total_sessions\": 3, \"mean_week_duration\": 2.103}}, {\"59796\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-11 03:45:26.000000+00:00\", \"2019-09-05 00:07:05.000000+00:00\", \"2021-12-06 23:43:14.000000+00:00\"], \"session_ids\": [\"207254ad-bba4-45a0-adca-21339a4ca76e\", \"fe614186-899d-4c1e-bfef-798e1214c200\", \"1593ee04-df46-496d-a532-788da049e493\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 1.954}}, {\"28222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-08 23:34:37.000000+00:00\", \"2022-12-11 23:42:34.000000+00:00\", \"2022-11-09 09:08:21.000000+00:00\"], \"session_ids\": [\"5b885597-4110-4ced-b0a8-2b642e4f7b7d\", \"6a8d38eb-d123-4aa8-8897-f1646fbfd287\", \"15c4ce0b-8a09-4653-814d-cdf8e31a75ca\"], \"total_duration\": 1083.0, \"total_sessions\": 3, \"mean_week_duration\": 14.44}}, {\"80687\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-12-27 07:03:51.000000+00:00\", \"2022-12-12 05:47:17.000000+00:00\", \"2022-04-07 18:09:17.000000+00:00\"], \"session_ids\": [\"19149031-8ebe-4654-bb60-30e940876c88\", \"67b20fd2-ab49-48eb-8955-d34f3fbc7bdd\", \"636e489d-074c-487c-bead-140793e5de05\"], \"total_duration\": 748.0, \"total_sessions\": 3, \"mean_week_duration\": 14.96}}, {\"41457\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-10-06 05:20:46.000000+00:00\", \"2019-02-25 00:54:15.000000+00:00\", \"2022-06-21 12:31:57.000000+00:00\"], \"session_ids\": [\"df665060-fd3e-489d-9b57-f1ea337a04b9\", \"6369255e-d482-44be-b49c-91d81351a9d9\", \"53002e53-00fa-4d79-973a-c15cb68314bf\"], \"total_duration\": 310.0, \"total_sessions\": 3, \"mean_week_duration\": 1.782}}, {\"64169\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-21 19:56:50.000000+00:00\", \"2022-01-18 22:03:01.000000+00:00\"], \"session_ids\": [\"673d44fb-aa5e-4a85-918d-372bc1b39fe9\", \"462dbb89-d8b5-4286-8c99-3ef4c357518d\"], \"total_duration\": 243.0, \"total_sessions\": 2, \"mean_week_duration\": 2.531}}, {\"5146\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-01-08 09:05:13.000000+00:00\", \"2020-03-19 09:29:03.000000+00:00\"], \"session_ids\": [\"c7d513b5-3d55-4c8e-ac1e-0e4238cbb7b2\", \"29534010-e861-4962-a8af-3c96e33c609f\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 3.684}}, {\"66593\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-10 09:21:46.000000+00:00\", \"2020-04-02 07:01:59.000000+00:00\"], \"session_ids\": [\"a63095ff-f683-4613-8daf-d755f955f4f3\", \"65919db9-7bf7-4539-af4e-730d195d5941\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 7.75}}, {\"82318\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-20 10:58:57.000000+00:00\", \"2022-12-02 02:29:58.000000+00:00\"], \"session_ids\": [\"cec5eea9-4d3d-4ba8-97e0-8a27f85e6885\", \"d9e5eded-e193-486d-9d0f-729ea30a33aa\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 0.631}}]\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[{\"58112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-23 22:18:11.000000+00:00\", \"2020-07-22 04:09:34.000000+00:00\", \"2019-02-10 22:55:13.000000+00:00\"], \"session_ids\": [\"5625c7b7-64d4-45ad-a9c4-e94a3e37987d\", \"17f81d56-3370-4c84-b62f-6110db6144dc\", \"8a1220aa-c2d4-4883-9a29-c69f7dd31498\"], \"total_duration\": 680.0, \"total_sessions\": 3, \"mean_week_duration\": 3.778}}, {\"18832\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-27 21:35:27.000000+00:00\", \"2022-02-17 21:02:17.000000+00:00\", \"2022-11-14 22:18:21.000000+00:00\"], \"session_ids\": [\"aada7939-911b-428c-aec5-fdb063006a1d\", \"ec307244-0ff6-4a28-b3db-dafa51fdc93f\", \"552117cb-f99c-4bd9-95f8-20f0606da3b0\"], \"total_duration\": 82.0, \"total_sessions\": 3, \"mean_week_duration\": 2.103}}, {\"59796\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-11 03:45:26.000000+00:00\", \"2019-09-05 00:07:05.000000+00:00\", \"2021-12-06 23:43:14.000000+00:00\"], \"session_ids\": [\"207254ad-bba4-45a0-adca-21339a4ca76e\", \"fe614186-899d-4c1e-bfef-798e1214c200\", \"1593ee04-df46-496d-a532-788da049e493\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 1.954}}]\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[{\"58112\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-23 22:18:11.000000+00:00\", \"2020-07-22 04:09:34.000000+00:00\", \"2019-02-10 22:55:13.000000+00:00\"], \"session_ids\": [\"5625c7b7-64d4-45ad-a9c4-e94a3e37987d\", \"17f81d56-3370-4c84-b62f-6110db6144dc\", \"8a1220aa-c2d4-4883-9a29-c69f7dd31498\"], \"total_duration\": 680.0, \"total_sessions\": 3, \"mean_week_duration\": 3.778}}, {\"18832\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-27 21:35:27.000000+00:00\", \"2022-02-17 21:02:17.000000+00:00\", \"2022-11-14 22:18:21.000000+00:00\"], \"session_ids\": [\"aada7939-911b-428c-aec5-fdb063006a1d\", \"ec307244-0ff6-4a28-b3db-dafa51fdc93f\", \"552117cb-f99c-4bd9-95f8-20f0606da3b0\"], \"total_duration\": 82.0, \"total_sessions\": 3, \"mean_week_duration\": 2.103}}, {\"59796\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-06-11 03:45:26.000000+00:00\", \"2019-09-05 00:07:05.000000+00:00\", \"2021-12-06 23:43:14.000000+00:00\"], \"session_ids\": [\"207254ad-bba4-45a0-adca-21339a4ca76e\", \"fe614186-899d-4c1e-bfef-798e1214c200\", \"1593ee04-df46-496d-a532-788da049e493\"], \"total_duration\": 254.0, \"total_sessions\": 3, \"mean_week_duration\": 1.954}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about user with a time using the app that is <= 577 and perform sorting by name of the town descending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"42309\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-09-22 16:02:57.000000+00:00\", \"2020-12-28 23:26:59.000000+00:00\", \"2022-09-20 14:35:36.000000+00:00\", \"2020-08-19 12:43:03.000000+00:00\", \"2022-01-12 20:10:20.000000+00:00\", \"2019-08-22 21:59:06.000000+00:00\", \"2022-06-06 10:26:47.000000+00:00\", \"2021-05-24 19:02:40.000000+00:00\", \"2020-02-23 14:22:34.000000+00:00\", \"2023-03-09 01:51:43.000000+00:00\", \"2021-09-05 19:05:12.000000+00:00\"], \"session_ids\": [\"722c00b2-faf9-4d9b-9cd9-53492a9c28e1\", \"7bef8bcf-1e94-4461-a021-b970cb95dc1c\", \"7700fbdc-b0fd-499f-821f-b69bb4d62471\", \"6f44d57d-5e28-4f61-a298-f2c013546300\", \"54157b40-1a0b-41f7-9995-3f94b25ddc13\", \"c6d5677c-c6a0-42d7-a6db-372baa3e381e\", \"b7f3fb11-0a74-4c3a-9b6d-d82de5092648\", \"a80d166c-6acb-4bf4-8eab-8b896a5856b9\", \"56890d9b-0256-48cf-95df-ad7a764c59d4\", \"adcc800e-bf9d-431a-a0b4-82993b5e3321\", \"9ba781d9-5c99-4c50-849b-2e1075b9b31b\"], \"total_duration\": 272.0, \"total_sessions\": 11, \"mean_week_duration\": 1.47}, \"36397\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-01-25 17:10:42.000000+00:00\", \"2022-11-24 08:46:25.000000+00:00\"], \"session_ids\": [\"04595c28-71de-41bb-bf0c-589d5acbc654\", \"dddc575a-f596-4057-8b7a-834cdbb38cce\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 39.667}, \"29992\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-01 19:17:20.000000+00:00\", \"2019-12-12 23:23:35.000000+00:00\"], \"session_ids\": [\"8bd6505e-8d3a-45e5-8e7d-9ca0c2cd8290\", \"696a07e4-f35f-494f-8ae0-06482e161544\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 8.351}, \"89486\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-15 03:12:25.000000+00:00\", \"2022-07-15 21:40:09.000000+00:00\", \"2022-03-20 21:05:41.000000+00:00\", \"2019-04-16 06:10:28.000000+00:00\", \"2020-02-26 20:00:24.000000+00:00\", \"2022-03-24 15:26:20.000000+00:00\", \"2022-09-13 11:55:17.000000+00:00\", \"2021-01-07 01:19:46.000000+00:00\"], \"session_ids\": [\"7a6ca841-3ca3-4272-972a-f39b5474086e\", \"f198977b-9884-437c-80f8-62de59db4cff\", \"02ff1f48-ff93-40e1-b792-d37ab52274f7\", \"d11dcde5-facf-4611-9252-5ab41a3e354b\", \"bee7fdb2-de80-4ecf-87db-ce5b6ee1ba2d\", \"a73b77c9-a350-4bab-97ab-1440c923f967\", \"486566ff-9aa5-4d8c-9855-e71650d6028f\", \"7ee6d220-e424-4008-abaa-e7dba6433b35\"], \"total_duration\": 241.0, \"total_sessions\": 8, \"mean_week_duration\": 1.354}, \"78887\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-11-08 03:25:53.000000+00:00\", \"2023-05-19 00:48:03.000000+00:00\"], \"session_ids\": [\"0ddb1837-9e1d-4d0c-bace-2f0e21ae6d19\", \"e3b1f6a0-7ee8-4448-be2d-51dfb5cdf020\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.045}, \"71756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-10 05:21:29.000000+00:00\", \"2020-09-16 22:13:32.000000+00:00\"], \"session_ids\": [\"11898966-80b7-416c-af96-ffed1f6625dd\", \"5411449a-923e-47bd-82df-4bbf093a9bb0\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 1.988}, \"87471\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-08-07 00:58:01.000000+00:00\", \"2020-09-19 11:42:58.000000+00:00\", \"2023-01-23 17:54:59.000000+00:00\", \"2023-04-12 17:12:08.000000+00:00\", \"2021-09-04 05:34:13.000000+00:00\", \"2022-04-16 13:06:45.000000+00:00\", \"2021-03-09 03:26:41.000000+00:00\"], \"session_ids\": [\"aeb6c4ff-f69d-49eb-b091-7423bda1c01e\", \"9056d0ca-ce93-4f19-ad65-977e987effb4\", \"18de0eb9-bfb7-4209-95df-8ed5334b7d2b\", \"f8cb5b1f-2c47-4437-8a95-b9c2edc2269d\", \"c1100d4f-538d-4210-b1b9-1348567154c2\", \"adc2113c-8f62-4815-b07f-b33a03be8eb3\", \"61c5ceba-b977-4fc0-90f9-2f7624a0af40\"], \"total_duration\": 112.0, \"total_sessions\": 7, \"mean_week_duration\": 0.8}, \"31659\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-31 23:59:51.000000+00:00\", \"2019-02-12 16:04:10.000000+00:00\"], \"session_ids\": [\"f4ac62c2-b707-407d-9c0a-76cb1f8d487d\", \"9c4629bb-2ee8-498f-983a-34a0c37ceb29\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.457}, \"14037\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-03 09:26:04.000000+00:00\", \"2019-02-07 12:22:49.000000+00:00\", \"2022-11-01 11:18:51.000000+00:00\", \"2021-08-18 23:07:12.000000+00:00\"], \"session_ids\": [\"d3ee8e2e-ca2d-4b49-8c24-e8300a18a070\", \"1379a380-cf0d-4b7f-8262-665e86426b49\", \"8de4f3d5-289d-47be-a533-357e656c8119\", \"b60ba362-318a-45e4-8510-ef6bd2ac5af1\"], \"total_duration\": 486.0, \"total_sessions\": 4, \"mean_week_duration\": 2.492}, \"72306\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-26 15:58:15.000000+00:00\", \"2019-02-25 10:00:12.000000+00:00\"], \"session_ids\": [\"aa248d88-c021-4f4d-b963-ea4eda931c39\", \"e45bfa1e-4a7e-40ce-8a86-b70cdf6cb38c\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 1.786}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or less than 577" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\"]]}, \"all_values\": {\"total_duration\": [[577, 4612]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"42309\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-09-22 16:02:57.000000+00:00\", \"2020-12-28 23:26:59.000000+00:00\", \"2022-09-20 14:35:36.000000+00:00\", \"2020-08-19 12:43:03.000000+00:00\", \"2022-01-12 20:10:20.000000+00:00\", \"2019-08-22 21:59:06.000000+00:00\", \"2022-06-06 10:26:47.000000+00:00\", \"2021-05-24 19:02:40.000000+00:00\", \"2020-02-23 14:22:34.000000+00:00\", \"2023-03-09 01:51:43.000000+00:00\", \"2021-09-05 19:05:12.000000+00:00\"], \"session_ids\": [\"722c00b2-faf9-4d9b-9cd9-53492a9c28e1\", \"7bef8bcf-1e94-4461-a021-b970cb95dc1c\", \"7700fbdc-b0fd-499f-821f-b69bb4d62471\", \"6f44d57d-5e28-4f61-a298-f2c013546300\", \"54157b40-1a0b-41f7-9995-3f94b25ddc13\", \"c6d5677c-c6a0-42d7-a6db-372baa3e381e\", \"b7f3fb11-0a74-4c3a-9b6d-d82de5092648\", \"a80d166c-6acb-4bf4-8eab-8b896a5856b9\", \"56890d9b-0256-48cf-95df-ad7a764c59d4\", \"adcc800e-bf9d-431a-a0b4-82993b5e3321\", \"9ba781d9-5c99-4c50-849b-2e1075b9b31b\"], \"total_duration\": 272.0, \"total_sessions\": 11, \"mean_week_duration\": 1.47}, \"36397\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-01-25 17:10:42.000000+00:00\", \"2022-11-24 08:46:25.000000+00:00\"], \"session_ids\": [\"04595c28-71de-41bb-bf0c-589d5acbc654\", \"dddc575a-f596-4057-8b7a-834cdbb38cce\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 39.667}, \"29992\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-01 19:17:20.000000+00:00\", \"2019-12-12 23:23:35.000000+00:00\"], \"session_ids\": [\"8bd6505e-8d3a-45e5-8e7d-9ca0c2cd8290\", \"696a07e4-f35f-494f-8ae0-06482e161544\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 8.351}, \"89486\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-15 03:12:25.000000+00:00\", \"2022-07-15 21:40:09.000000+00:00\", \"2022-03-20 21:05:41.000000+00:00\", \"2019-04-16 06:10:28.000000+00:00\", \"2020-02-26 20:00:24.000000+00:00\", \"2022-03-24 15:26:20.000000+00:00\", \"2022-09-13 11:55:17.000000+00:00\", \"2021-01-07 01:19:46.000000+00:00\"], \"session_ids\": [\"7a6ca841-3ca3-4272-972a-f39b5474086e\", \"f198977b-9884-437c-80f8-62de59db4cff\", \"02ff1f48-ff93-40e1-b792-d37ab52274f7\", \"d11dcde5-facf-4611-9252-5ab41a3e354b\", \"bee7fdb2-de80-4ecf-87db-ce5b6ee1ba2d\", \"a73b77c9-a350-4bab-97ab-1440c923f967\", \"486566ff-9aa5-4d8c-9855-e71650d6028f\", \"7ee6d220-e424-4008-abaa-e7dba6433b35\"], \"total_duration\": 241.0, \"total_sessions\": 8, \"mean_week_duration\": 1.354}, \"78887\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-11-08 03:25:53.000000+00:00\", \"2023-05-19 00:48:03.000000+00:00\"], \"session_ids\": [\"0ddb1837-9e1d-4d0c-bace-2f0e21ae6d19\", \"e3b1f6a0-7ee8-4448-be2d-51dfb5cdf020\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.045}, \"71756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-10 05:21:29.000000+00:00\", \"2020-09-16 22:13:32.000000+00:00\"], \"session_ids\": [\"11898966-80b7-416c-af96-ffed1f6625dd\", \"5411449a-923e-47bd-82df-4bbf093a9bb0\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 1.988}, \"87471\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-08-07 00:58:01.000000+00:00\", \"2020-09-19 11:42:58.000000+00:00\", \"2023-01-23 17:54:59.000000+00:00\", \"2023-04-12 17:12:08.000000+00:00\", \"2021-09-04 05:34:13.000000+00:00\", \"2022-04-16 13:06:45.000000+00:00\", \"2021-03-09 03:26:41.000000+00:00\"], \"session_ids\": [\"aeb6c4ff-f69d-49eb-b091-7423bda1c01e\", \"9056d0ca-ce93-4f19-ad65-977e987effb4\", \"18de0eb9-bfb7-4209-95df-8ed5334b7d2b\", \"f8cb5b1f-2c47-4437-8a95-b9c2edc2269d\", \"c1100d4f-538d-4210-b1b9-1348567154c2\", \"adc2113c-8f62-4815-b07f-b33a03be8eb3\", \"61c5ceba-b977-4fc0-90f9-2f7624a0af40\"], \"total_duration\": 112.0, \"total_sessions\": 7, \"mean_week_duration\": 0.8}, \"31659\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-31 23:59:51.000000+00:00\", \"2019-02-12 16:04:10.000000+00:00\"], \"session_ids\": [\"f4ac62c2-b707-407d-9c0a-76cb1f8d487d\", \"9c4629bb-2ee8-498f-983a-34a0c37ceb29\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.457}, \"14037\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-03 09:26:04.000000+00:00\", \"2019-02-07 12:22:49.000000+00:00\", \"2022-11-01 11:18:51.000000+00:00\", \"2021-08-18 23:07:12.000000+00:00\"], \"session_ids\": [\"d3ee8e2e-ca2d-4b49-8c24-e8300a18a070\", \"1379a380-cf0d-4b7f-8262-665e86426b49\", \"8de4f3d5-289d-47be-a533-357e656c8119\", \"b60ba362-318a-45e4-8510-ef6bd2ac5af1\"], \"total_duration\": 486.0, \"total_sessions\": 4, \"mean_week_duration\": 2.492}, \"72306\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-26 15:58:15.000000+00:00\", \"2019-02-25 10:00:12.000000+00:00\"], \"session_ids\": [\"aa248d88-c021-4f4d-b963-ea4eda931c39\", \"e45bfa1e-4a7e-40ce-8a86-b70cdf6cb38c\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 1.786}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"78887\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-11-08 03:25:53.000000+00:00\", \"2023-05-19 00:48:03.000000+00:00\"], \"session_ids\": [\"0ddb1837-9e1d-4d0c-bace-2f0e21ae6d19\", \"e3b1f6a0-7ee8-4448-be2d-51dfb5cdf020\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.045}}, {\"29992\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-01 19:17:20.000000+00:00\", \"2019-12-12 23:23:35.000000+00:00\"], \"session_ids\": [\"8bd6505e-8d3a-45e5-8e7d-9ca0c2cd8290\", \"696a07e4-f35f-494f-8ae0-06482e161544\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 8.351}}, {\"72306\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-26 15:58:15.000000+00:00\", \"2019-02-25 10:00:12.000000+00:00\"], \"session_ids\": [\"aa248d88-c021-4f4d-b963-ea4eda931c39\", \"e45bfa1e-4a7e-40ce-8a86-b70cdf6cb38c\"], \"total_duration\": 234.0, \"total_sessions\": 2, \"mean_week_duration\": 1.786}}, {\"31659\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-31 23:59:51.000000+00:00\", \"2019-02-12 16:04:10.000000+00:00\"], \"session_ids\": [\"f4ac62c2-b707-407d-9c0a-76cb1f8d487d\", \"9c4629bb-2ee8-498f-983a-34a0c37ceb29\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.457}}, {\"89486\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-03-15 03:12:25.000000+00:00\", \"2022-07-15 21:40:09.000000+00:00\", \"2022-03-20 21:05:41.000000+00:00\", \"2019-04-16 06:10:28.000000+00:00\", \"2020-02-26 20:00:24.000000+00:00\", \"2022-03-24 15:26:20.000000+00:00\", \"2022-09-13 11:55:17.000000+00:00\", \"2021-01-07 01:19:46.000000+00:00\"], \"session_ids\": [\"7a6ca841-3ca3-4272-972a-f39b5474086e\", \"f198977b-9884-437c-80f8-62de59db4cff\", \"02ff1f48-ff93-40e1-b792-d37ab52274f7\", \"d11dcde5-facf-4611-9252-5ab41a3e354b\", \"bee7fdb2-de80-4ecf-87db-ce5b6ee1ba2d\", \"a73b77c9-a350-4bab-97ab-1440c923f967\", \"486566ff-9aa5-4d8c-9855-e71650d6028f\", \"7ee6d220-e424-4008-abaa-e7dba6433b35\"], \"total_duration\": 241.0, \"total_sessions\": 8, \"mean_week_duration\": 1.354}}, {\"87471\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-08-07 00:58:01.000000+00:00\", \"2020-09-19 11:42:58.000000+00:00\", \"2023-01-23 17:54:59.000000+00:00\", \"2023-04-12 17:12:08.000000+00:00\", \"2021-09-04 05:34:13.000000+00:00\", \"2022-04-16 13:06:45.000000+00:00\", \"2021-03-09 03:26:41.000000+00:00\"], \"session_ids\": [\"aeb6c4ff-f69d-49eb-b091-7423bda1c01e\", \"9056d0ca-ce93-4f19-ad65-977e987effb4\", \"18de0eb9-bfb7-4209-95df-8ed5334b7d2b\", \"f8cb5b1f-2c47-4437-8a95-b9c2edc2269d\", \"c1100d4f-538d-4210-b1b9-1348567154c2\", \"adc2113c-8f62-4815-b07f-b33a03be8eb3\", \"61c5ceba-b977-4fc0-90f9-2f7624a0af40\"], \"total_duration\": 112.0, \"total_sessions\": 7, \"mean_week_duration\": 0.8}}, {\"42309\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-09-22 16:02:57.000000+00:00\", \"2020-12-28 23:26:59.000000+00:00\", \"2022-09-20 14:35:36.000000+00:00\", \"2020-08-19 12:43:03.000000+00:00\", \"2022-01-12 20:10:20.000000+00:00\", \"2019-08-22 21:59:06.000000+00:00\", \"2022-06-06 10:26:47.000000+00:00\", \"2021-05-24 19:02:40.000000+00:00\", \"2020-02-23 14:22:34.000000+00:00\", \"2023-03-09 01:51:43.000000+00:00\", \"2021-09-05 19:05:12.000000+00:00\"], \"session_ids\": [\"722c00b2-faf9-4d9b-9cd9-53492a9c28e1\", \"7bef8bcf-1e94-4461-a021-b970cb95dc1c\", \"7700fbdc-b0fd-499f-821f-b69bb4d62471\", \"6f44d57d-5e28-4f61-a298-f2c013546300\", \"54157b40-1a0b-41f7-9995-3f94b25ddc13\", \"c6d5677c-c6a0-42d7-a6db-372baa3e381e\", \"b7f3fb11-0a74-4c3a-9b6d-d82de5092648\", \"a80d166c-6acb-4bf4-8eab-8b896a5856b9\", \"56890d9b-0256-48cf-95df-ad7a764c59d4\", \"adcc800e-bf9d-431a-a0b4-82993b5e3321\", \"9ba781d9-5c99-4c50-849b-2e1075b9b31b\"], \"total_duration\": 272.0, \"total_sessions\": 11, \"mean_week_duration\": 1.47}}, {\"71756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-02-10 05:21:29.000000+00:00\", \"2020-09-16 22:13:32.000000+00:00\"], \"session_ids\": [\"11898966-80b7-416c-af96-ffed1f6625dd\", \"5411449a-923e-47bd-82df-4bbf093a9bb0\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 1.988}}, {\"14037\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-08-03 09:26:04.000000+00:00\", \"2019-02-07 12:22:49.000000+00:00\", \"2022-11-01 11:18:51.000000+00:00\", \"2021-08-18 23:07:12.000000+00:00\"], \"session_ids\": [\"d3ee8e2e-ca2d-4b49-8c24-e8300a18a070\", \"1379a380-cf0d-4b7f-8262-665e86426b49\", \"8de4f3d5-289d-47be-a533-357e656c8119\", \"b60ba362-318a-45e4-8510-ef6bd2ac5af1\"], \"total_duration\": 486.0, \"total_sessions\": 4, \"mean_week_duration\": 2.492}}, {\"36397\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-01-25 17:10:42.000000+00:00\", \"2022-11-24 08:46:25.000000+00:00\"], \"session_ids\": [\"04595c28-71de-41bb-bf0c-589d5acbc654\", \"dddc575a-f596-4057-8b7a-834cdbb38cce\"], \"total_duration\": 357.0, \"total_sessions\": 2, \"mean_week_duration\": 39.667}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"78887\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-11-08 03:25:53.000000+00:00\", \"2023-05-19 00:48:03.000000+00:00\"], \"session_ids\": [\"0ddb1837-9e1d-4d0c-bace-2f0e21ae6d19\", \"e3b1f6a0-7ee8-4448-be2d-51dfb5cdf020\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 1.045}}]\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[{\"78887\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-11-08 03:25:53.000000+00:00\", \"2023-05-19 00:48:03.000000+00:00\"], \"session_ids\": [\"0ddb1837-9e1d-4d0c-bace-2f0e21ae6d19\", \"e3b1f6a0-7ee8-4448-be2d-51dfb5cdf020\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"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": "Could you tell me about user who has app usage time per week greater than 6 and less than 28 (both not including) also implement sorting by time in app per week from the smallest to the largest." } ]
[ { "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{\"67164\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-02-06 20:38:27.000000+00:00\", \"2019-08-14 15:03:04.000000+00:00\"], \"session_ids\": [\"347c06a0-96ad-48a6-9a32-02fa3ed800d0\", \"1d2540c5-fea9-45c7-b43c-f0574a8ea554\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 9.667}, \"65696\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-11-08 17:20:03.000000+00:00\", \"2019-01-25 15:00:36.000000+00:00\"], \"session_ids\": [\"ad777b6d-33c0-4ce1-9f25-87e9d7fe1962\", \"629a624f-0983-4713-9dde-fc5ef688cb9e\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.787}, \"46866\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-12-11 01:57:39.000000+00:00\", \"2021-08-11 07:01:55.000000+00:00\"], \"session_ids\": [\"6b1fdd64-accb-426a-840c-6d393a47d805\", \"94c0f1da-29e7-46b8-acfa-360013b7f826\"], \"total_duration\": 488.0, \"total_sessions\": 2, \"mean_week_duration\": 13.943}, \"39629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-08-14 10:26:42.000000+00:00\", \"2023-04-23 02:14:42.000000+00:00\"], \"session_ids\": [\"1aa6395d-5efb-4380-9958-5e8518aadc76\", \"399e335a-7151-4969-b9c6-bdd798706a9f\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 3.75}, \"92383\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-07 04:33:27.000000+00:00\", \"2023-02-05 15:49:31.000000+00:00\", \"2022-11-22 03:56:38.000000+00:00\"], \"session_ids\": [\"a7f0da46-0bef-44a1-b091-e086b35aa138\", \"e1776c4e-92b8-4c4e-a4a3-300e178f29d4\", \"632c3153-f22f-4435-9e46-3fe53693b7f2\"], \"total_duration\": 923.0, \"total_sessions\": 3, \"mean_week_duration\": 7.325}, \"78776\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-08 07:33:49.000000+00:00\", \"2023-03-23 21:52:01.000000+00:00\", \"2022-02-03 21:32:41.000000+00:00\", \"2020-07-08 12:22:21.000000+00:00\", \"2021-05-18 17:08:48.000000+00:00\"], \"session_ids\": [\"89216675-d640-4d97-b144-5fd4bb775f31\", \"4fa4512b-02a8-4fcf-b68e-6b20650711ab\", \"39dce184-7b8c-4812-ab4c-31dde5f623b7\", \"b3ec256b-090f-4e35-ab39-5ea3a3834f7d\", \"edc8801d-ad3d-449c-a79b-f5c4ecd926ad\"], \"total_duration\": 642.0, \"total_sessions\": 5, \"mean_week_duration\": 3.101}, \"51438\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-12-04 07:25:13.000000+00:00\", \"2019-03-26 00:24:49.000000+00:00\"], \"session_ids\": [\"f58fb7f9-7395-4ec0-9831-9a0b0134bc13\", \"c21aa616-94d2-47a1-becc-4f20b2d46086\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 1.189}, \"38436\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-31 15:03:07.000000+00:00\", \"2022-06-09 17:04:16.000000+00:00\", \"2019-01-16 17:47:53.000000+00:00\", \"2022-02-26 05:50:59.000000+00:00\", \"2019-12-31 22:42:54.000000+00:00\", \"2021-05-19 07:20:05.000000+00:00\"], \"session_ids\": [\"54299241-72e9-4435-ac3f-2a4b392a0748\", \"edd3e383-0fd0-416f-9bef-b1b516453e38\", \"31264fb6-f62d-495f-a7b6-0787f1656e8f\", \"386e3991-c822-43c2-9154-99c133bb3236\", \"41edb315-336a-4fc1-aeef-fcb9c9b462d9\", \"a3d4155b-4ef0-4e48-862b-72b9c0f549c5\"], \"total_duration\": 107.0, \"total_sessions\": 6, \"mean_week_duration\": 0.605}, \"62142\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-07-08 11:24:47.000000+00:00\", \"2019-09-11 03:01:00.000000+00:00\"], \"session_ids\": [\"688aed9f-7493-43fb-8af5-13ebef24a989\", \"12f6a554-93c1-4e0f-8814-e9fe7f724a39\"], \"total_duration\": 251.0, \"total_sessions\": 2, \"mean_week_duration\": 1.696}, \"38923\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-05 20:59:36.000000+00:00\", \"2020-06-10 18:08:14.000000+00:00\"], \"session_ids\": [\"966a738e-019e-4941-8021-537d0eb0c0be\", \"cefe08ee-985d-43ea-8f61-4ffee313b3af\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.879}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 6 and are less than 28" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[6, 28]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"67164\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-02-06 20:38:27.000000+00:00\", \"2019-08-14 15:03:04.000000+00:00\"], \"session_ids\": [\"347c06a0-96ad-48a6-9a32-02fa3ed800d0\", \"1d2540c5-fea9-45c7-b43c-f0574a8ea554\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 9.667}, \"46866\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-12-11 01:57:39.000000+00:00\", \"2021-08-11 07:01:55.000000+00:00\"], \"session_ids\": [\"6b1fdd64-accb-426a-840c-6d393a47d805\", \"94c0f1da-29e7-46b8-acfa-360013b7f826\"], \"total_duration\": 488.0, \"total_sessions\": 2, \"mean_week_duration\": 13.943}, \"92383\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-07 04:33:27.000000+00:00\", \"2023-02-05 15:49:31.000000+00:00\", \"2022-11-22 03:56:38.000000+00:00\"], \"session_ids\": [\"a7f0da46-0bef-44a1-b091-e086b35aa138\", \"e1776c4e-92b8-4c4e-a4a3-300e178f29d4\", \"632c3153-f22f-4435-9e46-3fe53693b7f2\"], \"total_duration\": 923.0, \"total_sessions\": 3, \"mean_week_duration\": 7.325}}\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[{\"92383\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-07 04:33:27.000000+00:00\", \"2023-02-05 15:49:31.000000+00:00\", \"2022-11-22 03:56:38.000000+00:00\"], \"session_ids\": [\"a7f0da46-0bef-44a1-b091-e086b35aa138\", \"e1776c4e-92b8-4c4e-a4a3-300e178f29d4\", \"632c3153-f22f-4435-9e46-3fe53693b7f2\"], \"total_duration\": 923.0, \"total_sessions\": 3, \"mean_week_duration\": 7.325}}, {\"67164\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-02-06 20:38:27.000000+00:00\", \"2019-08-14 15:03:04.000000+00:00\"], \"session_ids\": [\"347c06a0-96ad-48a6-9a32-02fa3ed800d0\", \"1d2540c5-fea9-45c7-b43c-f0574a8ea554\"], \"total_duration\": 261.0, \"total_sessions\": 2, \"mean_week_duration\": 9.667}}, {\"46866\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-12-11 01:57:39.000000+00:00\", \"2021-08-11 07:01:55.000000+00:00\"], \"session_ids\": [\"6b1fdd64-accb-426a-840c-6d393a47d805\", \"94c0f1da-29e7-46b8-acfa-360013b7f826\"], \"total_duration\": 488.0, \"total_sessions\": 2, \"mean_week_duration\": 13.943}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"92383\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-07 04:33:27.000000+00:00\", \"2023-02-05 15:49:31.000000+00:00\", \"2022-11-22 03:56:38.000000+00:00\"], \"session_ids\": [\"a7f0da46-0bef-44a1-b091-e086b35aa138\", \"e1776c4e-92b8-4c4e-a4a3-300e178f29d4\", \"632c3153-f22f-4435-9e46-3fe53693b7f2\"], \"total_duration\": 923.0, \"total_sessions\": 3, \"mean_week_duration\": 7.325}}]\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[{\"92383\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-07 04:33:27.000000+00:00\", \"2023-02-05 15:49:31.000000+00:00\", \"2022-11-22 03:56:38.000000+00:00\"], \"session_ids\": [\"a7f0da46-0bef-44a1-b091-e086b35aa138\", \"e1776c4e-92b8-4c4e-a4a3-300e178f29d4\", \"632c3153-f22f-4435-9e46-3fe53693b7f2\"], \"total_duration\": 923.0, \"total_sessions\": 3, \"mean_week_duration\": 7.325}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding 4 users whose total sessions is equal to 2 , implement sorting by app usage time per week in descending order additionaly show me only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"25652\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-06-25 05:56:39.000000+00:00\", \"2022-12-24 15:12:45.000000+00:00\"], \"session_ids\": [\"2e8f0ef4-1687-4e15-bc32-095713a81bc1\", \"c29898e2-8645-4c88-b2c1-8cd112fc5374\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 16.192}, \"7161\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-17 17:13:12.000000+00:00\", \"2023-05-22 17:52:13.000000+00:00\", \"2021-05-10 03:00:54.000000+00:00\"], \"session_ids\": [\"6b674df3-d31b-464e-bc5a-279dc47e6ba2\", \"748619a2-6bb6-48cc-89a4-dd89ed4e8112\", \"409eed67-7893-4e4b-bd57-187d632754c2\"], \"total_duration\": 1076.0, \"total_sessions\": 3, \"mean_week_duration\": 10.151}, \"25413\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-04-06 00:48:24.000000+00:00\", \"2021-02-20 05:02:32.000000+00:00\"], \"session_ids\": [\"0f22dbac-159a-4a00-8c41-af063a221379\", \"f89dbc91-7b71-4213-8e05-750cdd72f90b\"], \"total_duration\": 256.0, \"total_sessions\": 2, \"mean_week_duration\": 4.339}, \"77174\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-25 18:02:06.000000+00:00\", \"2022-01-01 16:53:58.000000+00:00\"], \"session_ids\": [\"3b39d91d-a09f-4b3b-8c8e-079c31f41cd2\", \"20ce8678-f4b0-46ed-ab6d-18d8129769be\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.764}, \"71468\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-02-01 02:38:48.000000+00:00\", \"2020-07-20 19:31:04.000000+00:00\", \"2021-09-25 07:39:45.000000+00:00\", \"2021-08-11 13:49:09.000000+00:00\", \"2019-10-27 22:32:13.000000+00:00\"], \"session_ids\": [\"c10c8bf7-7ba8-4bcf-98c7-d206edfe9406\", \"314a996c-ecbc-4b22-8566-96b8be2e3aec\", \"6dc425e3-010e-4762-ae60-e9ada9d3af31\", \"7f2a3d03-8c5f-48c0-9479-308741c96086\", \"b226b91c-3645-4d85-9f85-f421a519e3c5\"], \"total_duration\": 183.0, \"total_sessions\": 5, \"mean_week_duration\": 1.317}, \"39560\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-18 06:13:24.000000+00:00\", \"2022-06-20 20:04:25.000000+00:00\", \"2022-02-09 15:08:27.000000+00:00\", \"2019-08-18 22:42:12.000000+00:00\", \"2023-04-08 11:56:15.000000+00:00\"], \"session_ids\": [\"b2c6f8ac-404d-4792-9fb4-a977467bf9db\", \"00f0e76d-4e88-4e1f-a9d7-03367aab9012\", \"aa8cdbe5-1a2c-4403-937b-55ceb7ad8dfa\", \"c9a7cde7-e04d-4179-ab68-8a2c3d13f487\", \"e5344735-d4be-4830-a150-7dfed53d9340\"], \"total_duration\": 486.0, \"total_sessions\": 5, \"mean_week_duration\": 2.492}, \"28828\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-09-30 03:35:35.000000+00:00\", \"2019-07-29 08:58:49.000000+00:00\", \"2021-07-02 03:21:25.000000+00:00\"], \"session_ids\": [\"ebba7c78-5281-4852-8e6a-032da92678b3\", \"a1bee87d-4917-43ff-b2e5-e9083649cd01\", \"50eeea29-8344-47d4-b612-ecb0af98f667\"], \"total_duration\": 956.0, \"total_sessions\": 3, \"mean_week_duration\": 9.465}, \"1366\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-07 04:06:57.000000+00:00\", \"2022-09-02 01:01:20.000000+00:00\"], \"session_ids\": [\"85b73002-c82c-4e85-b9d8-e6df7958e958\", \"402490e0-d04c-44f8-9948-9b34cbc8b936\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 2.269}, \"98561\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-12 11:32:50.000000+00:00\", \"2021-05-17 13:07:36.000000+00:00\"], \"session_ids\": [\"1868097b-435d-4e92-b8d6-b463f37702ea\", \"67b4942e-d8b3-427d-8536-8c11a21d9ea5\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 3.025}, \"52736\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-11-30 13:33:27.000000+00:00\", \"2022-12-22 18:53:45.000000+00:00\", \"2020-09-29 03:02:48.000000+00:00\", \"2022-05-20 02:30:22.000000+00:00\"], \"session_ids\": [\"76c87ee0-c36b-44dd-ac20-7fe52f5660be\", \"a000ed97-06c8-4122-8bcc-59a71c092b55\", \"01431b61-3dfd-43d2-96ed-d0b7b09401e0\", \"4533c592-6d4b-4b21-8260-c6a5697cab86\"], \"total_duration\": 2070.0, \"total_sessions\": 4, \"mean_week_duration\": 17.692}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[2, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"25652\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-06-25 05:56:39.000000+00:00\", \"2022-12-24 15:12:45.000000+00:00\"], \"session_ids\": [\"2e8f0ef4-1687-4e15-bc32-095713a81bc1\", \"c29898e2-8645-4c88-b2c1-8cd112fc5374\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 16.192}, \"25413\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-04-06 00:48:24.000000+00:00\", \"2021-02-20 05:02:32.000000+00:00\"], \"session_ids\": [\"0f22dbac-159a-4a00-8c41-af063a221379\", \"f89dbc91-7b71-4213-8e05-750cdd72f90b\"], \"total_duration\": 256.0, \"total_sessions\": 2, \"mean_week_duration\": 4.339}, \"77174\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-25 18:02:06.000000+00:00\", \"2022-01-01 16:53:58.000000+00:00\"], \"session_ids\": [\"3b39d91d-a09f-4b3b-8c8e-079c31f41cd2\", \"20ce8678-f4b0-46ed-ab6d-18d8129769be\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.764}, \"1366\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-07 04:06:57.000000+00:00\", \"2022-09-02 01:01:20.000000+00:00\"], \"session_ids\": [\"85b73002-c82c-4e85-b9d8-e6df7958e958\", \"402490e0-d04c-44f8-9948-9b34cbc8b936\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 2.269}, \"98561\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-12 11:32:50.000000+00:00\", \"2021-05-17 13:07:36.000000+00:00\"], \"session_ids\": [\"1868097b-435d-4e92-b8d6-b463f37702ea\", \"67b4942e-d8b3-427d-8536-8c11a21d9ea5\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 3.025}}\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[{\"25652\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-06-25 05:56:39.000000+00:00\", \"2022-12-24 15:12:45.000000+00:00\"], \"session_ids\": [\"2e8f0ef4-1687-4e15-bc32-095713a81bc1\", \"c29898e2-8645-4c88-b2c1-8cd112fc5374\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 16.192}}, {\"25413\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-04-06 00:48:24.000000+00:00\", \"2021-02-20 05:02:32.000000+00:00\"], \"session_ids\": [\"0f22dbac-159a-4a00-8c41-af063a221379\", \"f89dbc91-7b71-4213-8e05-750cdd72f90b\"], \"total_duration\": 256.0, \"total_sessions\": 2, \"mean_week_duration\": 4.339}}, {\"98561\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-08-12 11:32:50.000000+00:00\", \"2021-05-17 13:07:36.000000+00:00\"], \"session_ids\": [\"1868097b-435d-4e92-b8d6-b463f37702ea\", \"67b4942e-d8b3-427d-8536-8c11a21d9ea5\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 3.025}}, {\"1366\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-07 04:06:57.000000+00:00\", \"2022-09-02 01:01:20.000000+00:00\"], \"session_ids\": [\"85b73002-c82c-4e85-b9d8-e6df7958e958\", \"402490e0-d04c-44f8-9948-9b34cbc8b936\"], \"total_duration\": 304.0, \"total_sessions\": 2, \"mean_week_duration\": 2.269}}, {\"77174\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-25 18:02:06.000000+00:00\", \"2022-01-01 16:53:58.000000+00:00\"], \"session_ids\": [\"3b39d91d-a09f-4b3b-8c8e-079c31f41cd2\", \"20ce8678-f4b0-46ed-ab6d-18d8129769be\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.764}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"25652\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-06-25 05:56:39.000000+00:00\", \"2022-12-24 15:12:45.000000+00:00\"], \"session_ids\": [\"2e8f0ef4-1687-4e15-bc32-095713a81bc1\", \"c29898e2-8645-4c88-b2c1-8cd112fc5374\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 16.192}}, {\"25413\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-04-06 00:48:24.000000+00:00\", \"2021-02-20 05:02:32.000000+00:00\"], \"session_ids\": [\"0f22dbac-159a-4a00-8c41-af063a221379\", \"f89dbc91-7b71-4213-8e05-750cdd72f90b\"], \"total_duration\": 256.0, \"total_sessions\": 2, \"mean_week_duration\": 4.339}}]\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[{\"25652\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-06-25 05:56:39.000000+00:00\", \"2022-12-24 15:12:45.000000+00:00\"], \"session_ids\": [\"2e8f0ef4-1687-4e15-bc32-095713a81bc1\", \"c29898e2-8645-4c88-b2c1-8cd112fc5374\"], \"total_duration\": 421.0, \"total_sessions\": 2, \"mean_week_duration\": 16.192}}, {\"25413\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-04-06 00:48:24.000000+00:00\", \"2021-02-20 05:02:32.000000+00:00\"], \"session_ids\": [\"0f22dbac-159a-4a00-8c41-af063a221379\", \"f89dbc91-7b71-4213-8e05-750cdd72f90b\"], \"total_duration\": 256.0, \"total_sessions\": 2, \"mean_week_duration\": 4.339}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm eager to find out about 4 users whose total sessoins count is bigger than 3 (not including) additionaly apply sorting by time using the app risingly." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35247\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-15 12:28:38.000000+00:00\", \"2021-09-30 23:22:34.000000+00:00\", \"2022-08-26 06:07:56.000000+00:00\", \"2021-05-04 08:43:52.000000+00:00\", \"2021-07-10 00:34:11.000000+00:00\", \"2019-04-11 14:58:27.000000+00:00\", \"2022-05-28 10:21:29.000000+00:00\", \"2019-09-08 15:13:23.000000+00:00\"], \"session_ids\": [\"c7e262b2-7a59-49b3-8988-21ca6a8029fc\", \"d18de331-c2f2-483d-8f20-24773b476ae0\", \"0a5a25da-9e54-49db-bbe3-377ba4507fab\", \"9f6d552d-21f2-485f-999f-94dec96bb113\", \"d327bb31-b4e3-4ec9-a4c4-b3a2d0016234\", \"7a83b98b-dc31-4a67-b601-c81844344f63\", \"ba70e76c-61be-47d3-a3b8-0bb72521384e\", \"719780a5-9b37-4fa1-93bc-94a83e37110b\"], \"total_duration\": 4630.0, \"total_sessions\": 8, \"mean_week_duration\": 26.307}, \"26875\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-12-16 05:03:00.000000+00:00\", \"2022-08-23 23:07:53.000000+00:00\"], \"session_ids\": [\"8e76e7e1-99ef-469d-8fb0-d1ca4f517f86\", \"7f024a9e-ffa6-403b-b5f4-635fdc510600\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.318}, \"69403\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-10-28 19:42:56.000000+00:00\", \"2022-05-29 19:35:56.000000+00:00\"], \"session_ids\": [\"d658720e-7ee9-4ecb-96ca-ea5896b5c844\", \"102adcac-a1ce-4b8f-b6ef-9a9789cdd009\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 1.136}, \"88612\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-09-26 21:02:25.000000+00:00\", \"2023-04-11 13:23:53.000000+00:00\"], \"session_ids\": [\"d971be40-034d-4dc8-87e2-eaf461c08ae4\", \"321ccc4b-c4b0-4b6e-9f3a-df86e5f0b2cf\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.195}, \"53485\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-06-07 15:15:58.000000+00:00\", \"2021-11-28 08:30:45.000000+00:00\", \"2019-08-10 09:26:18.000000+00:00\"], \"session_ids\": [\"e6e5ad13-c78b-4218-99e2-a8f11bcaa269\", \"5d505e70-03e2-486a-bd6d-4a28032fe459\", \"4bfe8c6a-dae6-4a7e-aa9c-1d3ceec764d7\"], \"total_duration\": 837.0, \"total_sessions\": 3, \"mean_week_duration\": 4.185}, \"32632\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-01-04 23:57:07.000000+00:00\", \"2021-12-09 21:12:20.000000+00:00\"], \"session_ids\": [\"7ec0a74d-a29f-4a0c-befa-fee88952d2ea\", \"32e4004b-55c7-41de-9b42-24bca2a07fbd\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 0.556}, \"20688\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-06-05 06:02:09.000000+00:00\", \"2019-10-14 10:25:04.000000+00:00\"], \"session_ids\": [\"03410ab6-d286-46b7-b305-9e8061b33c14\", \"19d7c62c-850b-43ae-ae73-9df1598d1200\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.261}, \"4128\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-09-29 17:21:20.000000+00:00\", \"2020-10-20 20:53:45.000000+00:00\", \"2022-12-02 08:58:15.000000+00:00\", \"2022-09-20 06:31:09.000000+00:00\", \"2022-05-11 16:23:41.000000+00:00\", \"2023-02-16 07:20:35.000000+00:00\"], \"session_ids\": [\"593be41a-9f02-4e26-814f-a1bc9472fa8c\", \"b1af376d-1f50-4a2b-8652-75694162550c\", \"22ab4029-871c-4e0c-a23e-70274b139e7c\", \"b300521e-fd13-406a-b3e0-1ee79cf5ba71\", \"87ff7d9c-b815-441b-9e94-cec89d50addb\", \"8ac62405-32b4-4439-9336-24039370e216\"], \"total_duration\": 5639.0, \"total_sessions\": 6, \"mean_week_duration\": 45.112}, \"56955\": {\"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\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-20 03:23:27.000000+00:00\", \"2022-07-06 09:45:19.000000+00:00\"], \"session_ids\": [\"98d9fe36-1531-4b20-b140-9b67beb9aa95\", \"64c9e869-789d-47b6-ab03-59277466a2e6\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 3.0}, \"9660\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-27 17:10:15.000000+00:00\", \"2019-12-10 18:52:56.000000+00:00\", \"2019-03-08 17:41:46.000000+00:00\", \"2023-05-09 14:43:26.000000+00:00\"], \"session_ids\": [\"25acfac7-d04c-422c-83ce-54eea64acca6\", \"58273c93-9b96-4e2d-9c66-ec3e2d5fa35a\", \"f30f081b-1e5c-4b79-bf5f-2d6f6e1768b9\", \"468dd245-f113-41fa-b84c-d6254662aefa\"], \"total_duration\": 480.0, \"total_sessions\": 4, \"mean_week_duration\": 2.202}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are greater than 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\"]]}, \"all_values\": {\"total_sessions\": [[3, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35247\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-15 12:28:38.000000+00:00\", \"2021-09-30 23:22:34.000000+00:00\", \"2022-08-26 06:07:56.000000+00:00\", \"2021-05-04 08:43:52.000000+00:00\", \"2021-07-10 00:34:11.000000+00:00\", \"2019-04-11 14:58:27.000000+00:00\", \"2022-05-28 10:21:29.000000+00:00\", \"2019-09-08 15:13:23.000000+00:00\"], \"session_ids\": [\"c7e262b2-7a59-49b3-8988-21ca6a8029fc\", \"d18de331-c2f2-483d-8f20-24773b476ae0\", \"0a5a25da-9e54-49db-bbe3-377ba4507fab\", \"9f6d552d-21f2-485f-999f-94dec96bb113\", \"d327bb31-b4e3-4ec9-a4c4-b3a2d0016234\", \"7a83b98b-dc31-4a67-b601-c81844344f63\", \"ba70e76c-61be-47d3-a3b8-0bb72521384e\", \"719780a5-9b37-4fa1-93bc-94a83e37110b\"], \"total_duration\": 4630.0, \"total_sessions\": 8, \"mean_week_duration\": 26.307}, \"4128\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-09-29 17:21:20.000000+00:00\", \"2020-10-20 20:53:45.000000+00:00\", \"2022-12-02 08:58:15.000000+00:00\", \"2022-09-20 06:31:09.000000+00:00\", \"2022-05-11 16:23:41.000000+00:00\", \"2023-02-16 07:20:35.000000+00:00\"], \"session_ids\": [\"593be41a-9f02-4e26-814f-a1bc9472fa8c\", \"b1af376d-1f50-4a2b-8652-75694162550c\", \"22ab4029-871c-4e0c-a23e-70274b139e7c\", \"b300521e-fd13-406a-b3e0-1ee79cf5ba71\", \"87ff7d9c-b815-441b-9e94-cec89d50addb\", \"8ac62405-32b4-4439-9336-24039370e216\"], \"total_duration\": 5639.0, \"total_sessions\": 6, \"mean_week_duration\": 45.112}, \"9660\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-27 17:10:15.000000+00:00\", \"2019-12-10 18:52:56.000000+00:00\", \"2019-03-08 17:41:46.000000+00:00\", \"2023-05-09 14:43:26.000000+00:00\"], \"session_ids\": [\"25acfac7-d04c-422c-83ce-54eea64acca6\", \"58273c93-9b96-4e2d-9c66-ec3e2d5fa35a\", \"f30f081b-1e5c-4b79-bf5f-2d6f6e1768b9\", \"468dd245-f113-41fa-b84c-d6254662aefa\"], \"total_duration\": 480.0, \"total_sessions\": 4, \"mean_week_duration\": 2.202}}\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[{\"9660\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-27 17:10:15.000000+00:00\", \"2019-12-10 18:52:56.000000+00:00\", \"2019-03-08 17:41:46.000000+00:00\", \"2023-05-09 14:43:26.000000+00:00\"], \"session_ids\": [\"25acfac7-d04c-422c-83ce-54eea64acca6\", \"58273c93-9b96-4e2d-9c66-ec3e2d5fa35a\", \"f30f081b-1e5c-4b79-bf5f-2d6f6e1768b9\", \"468dd245-f113-41fa-b84c-d6254662aefa\"], \"total_duration\": 480.0, \"total_sessions\": 4, \"mean_week_duration\": 2.202}}, {\"35247\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-15 12:28:38.000000+00:00\", \"2021-09-30 23:22:34.000000+00:00\", \"2022-08-26 06:07:56.000000+00:00\", \"2021-05-04 08:43:52.000000+00:00\", \"2021-07-10 00:34:11.000000+00:00\", \"2019-04-11 14:58:27.000000+00:00\", \"2022-05-28 10:21:29.000000+00:00\", \"2019-09-08 15:13:23.000000+00:00\"], \"session_ids\": [\"c7e262b2-7a59-49b3-8988-21ca6a8029fc\", \"d18de331-c2f2-483d-8f20-24773b476ae0\", \"0a5a25da-9e54-49db-bbe3-377ba4507fab\", \"9f6d552d-21f2-485f-999f-94dec96bb113\", \"d327bb31-b4e3-4ec9-a4c4-b3a2d0016234\", \"7a83b98b-dc31-4a67-b601-c81844344f63\", \"ba70e76c-61be-47d3-a3b8-0bb72521384e\", \"719780a5-9b37-4fa1-93bc-94a83e37110b\"], \"total_duration\": 4630.0, \"total_sessions\": 8, \"mean_week_duration\": 26.307}}, {\"4128\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-09-29 17:21:20.000000+00:00\", \"2020-10-20 20:53:45.000000+00:00\", \"2022-12-02 08:58:15.000000+00:00\", \"2022-09-20 06:31:09.000000+00:00\", \"2022-05-11 16:23:41.000000+00:00\", \"2023-02-16 07:20:35.000000+00:00\"], \"session_ids\": [\"593be41a-9f02-4e26-814f-a1bc9472fa8c\", \"b1af376d-1f50-4a2b-8652-75694162550c\", \"22ab4029-871c-4e0c-a23e-70274b139e7c\", \"b300521e-fd13-406a-b3e0-1ee79cf5ba71\", \"87ff7d9c-b815-441b-9e94-cec89d50addb\", \"8ac62405-32b4-4439-9336-24039370e216\"], \"total_duration\": 5639.0, \"total_sessions\": 6, \"mean_week_duration\": 45.112}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"9660\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-27 17:10:15.000000+00:00\", \"2019-12-10 18:52:56.000000+00:00\", \"2019-03-08 17:41:46.000000+00:00\", \"2023-05-09 14:43:26.000000+00:00\"], \"session_ids\": [\"25acfac7-d04c-422c-83ce-54eea64acca6\", \"58273c93-9b96-4e2d-9c66-ec3e2d5fa35a\", \"f30f081b-1e5c-4b79-bf5f-2d6f6e1768b9\", \"468dd245-f113-41fa-b84c-d6254662aefa\"], \"total_duration\": 480.0, \"total_sessions\": 4, \"mean_week_duration\": 2.202}}, {\"35247\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-15 12:28:38.000000+00:00\", \"2021-09-30 23:22:34.000000+00:00\", \"2022-08-26 06:07:56.000000+00:00\", \"2021-05-04 08:43:52.000000+00:00\", \"2021-07-10 00:34:11.000000+00:00\", \"2019-04-11 14:58:27.000000+00:00\", \"2022-05-28 10:21:29.000000+00:00\", \"2019-09-08 15:13:23.000000+00:00\"], \"session_ids\": [\"c7e262b2-7a59-49b3-8988-21ca6a8029fc\", \"d18de331-c2f2-483d-8f20-24773b476ae0\", \"0a5a25da-9e54-49db-bbe3-377ba4507fab\", \"9f6d552d-21f2-485f-999f-94dec96bb113\", \"d327bb31-b4e3-4ec9-a4c4-b3a2d0016234\", \"7a83b98b-dc31-4a67-b601-c81844344f63\", \"ba70e76c-61be-47d3-a3b8-0bb72521384e\", \"719780a5-9b37-4fa1-93bc-94a83e37110b\"], \"total_duration\": 4630.0, \"total_sessions\": 8, \"mean_week_duration\": 26.307}}, {\"4128\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-09-29 17:21:20.000000+00:00\", \"2020-10-20 20:53:45.000000+00:00\", \"2022-12-02 08:58:15.000000+00:00\", \"2022-09-20 06:31:09.000000+00:00\", \"2022-05-11 16:23:41.000000+00:00\", \"2023-02-16 07:20:35.000000+00:00\"], \"session_ids\": [\"593be41a-9f02-4e26-814f-a1bc9472fa8c\", \"b1af376d-1f50-4a2b-8652-75694162550c\", \"22ab4029-871c-4e0c-a23e-70274b139e7c\", \"b300521e-fd13-406a-b3e0-1ee79cf5ba71\", \"87ff7d9c-b815-441b-9e94-cec89d50addb\", \"8ac62405-32b4-4439-9336-24039370e216\"], \"total_duration\": 5639.0, \"total_sessions\": 6, \"mean_week_duration\": 45.112}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"9660\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-27 17:10:15.000000+00:00\", \"2019-12-10 18:52:56.000000+00:00\", \"2019-03-08 17:41:46.000000+00:00\", \"2023-05-09 14:43:26.000000+00:00\"], \"session_ids\": [\"25acfac7-d04c-422c-83ce-54eea64acca6\", \"58273c93-9b96-4e2d-9c66-ec3e2d5fa35a\", \"f30f081b-1e5c-4b79-bf5f-2d6f6e1768b9\", \"468dd245-f113-41fa-b84c-d6254662aefa\"], \"total_duration\": 480.0, \"total_sessions\": 4, \"mean_week_duration\": 2.202}}, {\"35247\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-10-15 12:28:38.000000+00:00\", \"2021-09-30 23:22:34.000000+00:00\", \"2022-08-26 06:07:56.000000+00:00\", \"2021-05-04 08:43:52.000000+00:00\", \"2021-07-10 00:34:11.000000+00:00\", \"2019-04-11 14:58:27.000000+00:00\", \"2022-05-28 10:21:29.000000+00:00\", \"2019-09-08 15:13:23.000000+00:00\"], \"session_ids\": [\"c7e262b2-7a59-49b3-8988-21ca6a8029fc\", \"d18de331-c2f2-483d-8f20-24773b476ae0\", \"0a5a25da-9e54-49db-bbe3-377ba4507fab\", \"9f6d552d-21f2-485f-999f-94dec96bb113\", \"d327bb31-b4e3-4ec9-a4c4-b3a2d0016234\", \"7a83b98b-dc31-4a67-b601-c81844344f63\", \"ba70e76c-61be-47d3-a3b8-0bb72521384e\", \"719780a5-9b37-4fa1-93bc-94a83e37110b\"], \"total_duration\": 4630.0, \"total_sessions\": 8, \"mean_week_duration\": 26.307}}, {\"4128\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-09-29 17:21:20.000000+00:00\", \"2020-10-20 20:53:45.000000+00:00\", \"2022-12-02 08:58:15.000000+00:00\", \"2022-09-20 06:31:09.000000+00:00\", \"2022-05-11 16:23:41.000000+00:00\", \"2023-02-16 07:20:35.000000+00:00\"], \"session_ids\": [\"593be41a-9f02-4e26-814f-a1bc9472fa8c\", \"b1af376d-1f50-4a2b-8652-75694162550c\", \"22ab4029-871c-4e0c-a23e-70274b139e7c\", \"b300521e-fd13-406a-b3e0-1ee79cf5ba71\", \"87ff7d9c-b815-441b-9e94-cec89d50addb\", \"8ac62405-32b4-4439-9336-24039370e216\"], \"total_duration\": 5639.0, \"total_sessions\": 6, \"mean_week_duration\": 45.112}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about user who has total sessions less than 7 and greater than 3 plus execute sorting by total_sessions descendingly." } ]
[ { "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{\"37329\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-01-14 12:34:42.000000+00:00\", \"2021-10-04 08:57:27.000000+00:00\", \"2022-05-16 12:40:51.000000+00:00\", \"2021-03-23 13:01:42.000000+00:00\", \"2021-02-21 01:21:22.000000+00:00\", \"2019-05-25 18:52:43.000000+00:00\", \"2021-08-11 02:40:05.000000+00:00\", \"2020-06-18 07:34:07.000000+00:00\"], \"session_ids\": [\"390801b3-29f0-40e5-8341-1a66960c5dc5\", \"44c004d6-073b-45c6-ac4c-fc6fc2e0fec4\", \"f3e02914-b8ad-4ba8-814f-be9e26adce9d\", \"43038d52-4414-48f7-828d-50bb24fdacb1\", \"d3601fd1-4fc6-45af-8b95-0b74b9e995a0\", \"698c1d5e-18b5-482c-88b7-5495b2b63639\", \"219c72e9-68d9-494b-97b1-2b2dde504c67\", \"ab4a57ff-f39e-44ab-aaa6-2f5cedd8e97e\"], \"total_duration\": 580.0, \"total_sessions\": 8, \"mean_week_duration\": 3.718}, \"37080\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 8}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-27 17:32:03.000000+00:00\", \"2021-04-30 18:13:30.000000+00:00\"], \"session_ids\": [\"ee6b6a5b-3dd7-4de8-b075-4b7ee9d07392\", \"7d75d7ad-0c1e-4bae-b1ea-34851280924b\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 2.444}, \"94418\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-06-06 09:03:19.000000+00:00\", \"2020-01-22 22:42:36.000000+00:00\", \"2020-07-13 09:17:15.000000+00:00\", \"2020-05-22 00:49:05.000000+00:00\", \"2022-11-05 04:46:38.000000+00:00\", \"2023-04-12 20:20:09.000000+00:00\"], \"session_ids\": [\"761bd993-56ba-458d-af24-5ba5f7a7c24a\", \"1bd840ab-afd1-4193-8ec4-902cc3b25751\", \"761f90a0-46db-4f6f-9fe1-8ad7c5e6e5da\", \"37c68cc6-5ba5-4d1c-a72b-14d1e03cc24d\", \"7886130e-7c45-41dc-ad9f-1fc05ef270a8\", \"0a11cf5e-858a-40a8-8810-7bf5737ab6ff\"], \"total_duration\": 319.0, \"total_sessions\": 6, \"mean_week_duration\": 1.812}, \"85669\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-04 11:17:05.000000+00:00\", \"2022-07-02 19:00:33.000000+00:00\"], \"session_ids\": [\"46938bf8-cdce-4322-a41a-0e06088148f4\", \"2ca41f5c-36c0-4da8-9d31-dc2426baa0cd\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 9.721}, \"8183\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-04-24 07:13:10.000000+00:00\", \"2021-08-06 04:33:02.000000+00:00\"], \"session_ids\": [\"61e925d0-2de0-4aed-a7ce-a0a39fcb8514\", \"c1947762-b0b3-430e-b784-fc509ab32b20\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 2.239}, \"54823\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-31 21:31:01.000000+00:00\", \"2023-06-18 17:19:10.000000+00:00\"], \"session_ids\": [\"a7d06aab-6f75-4750-9384-3e99cf05ade8\", \"b4bc5510-d2ca-4fa7-bf29-98a49c3fd8fe\"], \"total_duration\": 446.0, \"total_sessions\": 2, \"mean_week_duration\": 2.347}, \"88508\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-21 03:26:23.000000+00:00\", \"2020-09-12 18:46:31.000000+00:00\", \"2022-12-14 22:02:07.000000+00:00\"], \"session_ids\": [\"52ea7ffe-334f-4bf2-9563-bef092a887b9\", \"4097b7b3-0271-4d73-8e56-77077df5dbf4\", \"4dc3cca0-05fb-4dab-beaa-4f27a42d1f18\"], \"total_duration\": 138.0, \"total_sessions\": 3, \"mean_week_duration\": 1.169}, \"48218\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-02-06 16:17:16.000000+00:00\", \"2020-05-01 20:53:42.000000+00:00\", \"2021-07-07 21:26:07.000000+00:00\"], \"session_ids\": [\"60d06a35-7bd2-42d0-af95-a073878fb83b\", \"7baf802a-d74c-4952-b134-e59232c6f5db\", \"fb7ff20f-68d9-412a-a3f2-1e41c0d392a0\"], \"total_duration\": 36.0, \"total_sessions\": 3, \"mean_week_duration\": 0.387}, \"30655\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-21 03:33:11.000000+00:00\", \"2021-01-10 08:55:06.000000+00:00\"], \"session_ids\": [\"58b8d526-195c-457c-b651-63682ff2e7d4\", \"a3777073-9052-468e-a9d8-3c48b3e61dab\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.44}, \"18460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-18 08:54:20.000000+00:00\", \"2019-03-24 13:02:31.000000+00:00\", \"2020-08-13 19:31:45.000000+00:00\", \"2023-06-07 20:41:15.000000+00:00\"], \"session_ids\": [\"dbbfc876-dbbf-49ab-a496-ca57b660b59d\", \"1fcf5a7b-bc37-4642-9e7f-b8e73f0c14b9\", \"c663a8ed-6fd8-422c-9d60-d302fa9e9cca\", \"4fb039ad-9282-427d-acdf-008ec21cfb4e\"], \"total_duration\": 348.0, \"total_sessions\": 4, \"mean_week_duration\": 1.582}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 3 and are equal or less than 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[3, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"94418\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-06-06 09:03:19.000000+00:00\", \"2020-01-22 22:42:36.000000+00:00\", \"2020-07-13 09:17:15.000000+00:00\", \"2020-05-22 00:49:05.000000+00:00\", \"2022-11-05 04:46:38.000000+00:00\", \"2023-04-12 20:20:09.000000+00:00\"], \"session_ids\": [\"761bd993-56ba-458d-af24-5ba5f7a7c24a\", \"1bd840ab-afd1-4193-8ec4-902cc3b25751\", \"761f90a0-46db-4f6f-9fe1-8ad7c5e6e5da\", \"37c68cc6-5ba5-4d1c-a72b-14d1e03cc24d\", \"7886130e-7c45-41dc-ad9f-1fc05ef270a8\", \"0a11cf5e-858a-40a8-8810-7bf5737ab6ff\"], \"total_duration\": 319.0, \"total_sessions\": 6, \"mean_week_duration\": 1.812}, \"88508\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-21 03:26:23.000000+00:00\", \"2020-09-12 18:46:31.000000+00:00\", \"2022-12-14 22:02:07.000000+00:00\"], \"session_ids\": [\"52ea7ffe-334f-4bf2-9563-bef092a887b9\", \"4097b7b3-0271-4d73-8e56-77077df5dbf4\", \"4dc3cca0-05fb-4dab-beaa-4f27a42d1f18\"], \"total_duration\": 138.0, \"total_sessions\": 3, \"mean_week_duration\": 1.169}, \"48218\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-02-06 16:17:16.000000+00:00\", \"2020-05-01 20:53:42.000000+00:00\", \"2021-07-07 21:26:07.000000+00:00\"], \"session_ids\": [\"60d06a35-7bd2-42d0-af95-a073878fb83b\", \"7baf802a-d74c-4952-b134-e59232c6f5db\", \"fb7ff20f-68d9-412a-a3f2-1e41c0d392a0\"], \"total_duration\": 36.0, \"total_sessions\": 3, \"mean_week_duration\": 0.387}, \"18460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-18 08:54:20.000000+00:00\", \"2019-03-24 13:02:31.000000+00:00\", \"2020-08-13 19:31:45.000000+00:00\", \"2023-06-07 20:41:15.000000+00:00\"], \"session_ids\": [\"dbbfc876-dbbf-49ab-a496-ca57b660b59d\", \"1fcf5a7b-bc37-4642-9e7f-b8e73f0c14b9\", \"c663a8ed-6fd8-422c-9d60-d302fa9e9cca\", \"4fb039ad-9282-427d-acdf-008ec21cfb4e\"], \"total_duration\": 348.0, \"total_sessions\": 4, \"mean_week_duration\": 1.582}}\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[{\"94418\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-06-06 09:03:19.000000+00:00\", \"2020-01-22 22:42:36.000000+00:00\", \"2020-07-13 09:17:15.000000+00:00\", \"2020-05-22 00:49:05.000000+00:00\", \"2022-11-05 04:46:38.000000+00:00\", \"2023-04-12 20:20:09.000000+00:00\"], \"session_ids\": [\"761bd993-56ba-458d-af24-5ba5f7a7c24a\", \"1bd840ab-afd1-4193-8ec4-902cc3b25751\", \"761f90a0-46db-4f6f-9fe1-8ad7c5e6e5da\", \"37c68cc6-5ba5-4d1c-a72b-14d1e03cc24d\", \"7886130e-7c45-41dc-ad9f-1fc05ef270a8\", \"0a11cf5e-858a-40a8-8810-7bf5737ab6ff\"], \"total_duration\": 319.0, \"total_sessions\": 6, \"mean_week_duration\": 1.812}}, {\"18460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-18 08:54:20.000000+00:00\", \"2019-03-24 13:02:31.000000+00:00\", \"2020-08-13 19:31:45.000000+00:00\", \"2023-06-07 20:41:15.000000+00:00\"], \"session_ids\": [\"dbbfc876-dbbf-49ab-a496-ca57b660b59d\", \"1fcf5a7b-bc37-4642-9e7f-b8e73f0c14b9\", \"c663a8ed-6fd8-422c-9d60-d302fa9e9cca\", \"4fb039ad-9282-427d-acdf-008ec21cfb4e\"], \"total_duration\": 348.0, \"total_sessions\": 4, \"mean_week_duration\": 1.582}}, {\"88508\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-21 03:26:23.000000+00:00\", \"2020-09-12 18:46:31.000000+00:00\", \"2022-12-14 22:02:07.000000+00:00\"], \"session_ids\": [\"52ea7ffe-334f-4bf2-9563-bef092a887b9\", \"4097b7b3-0271-4d73-8e56-77077df5dbf4\", \"4dc3cca0-05fb-4dab-beaa-4f27a42d1f18\"], \"total_duration\": 138.0, \"total_sessions\": 3, \"mean_week_duration\": 1.169}}, {\"48218\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-02-06 16:17:16.000000+00:00\", \"2020-05-01 20:53:42.000000+00:00\", \"2021-07-07 21:26:07.000000+00:00\"], \"session_ids\": [\"60d06a35-7bd2-42d0-af95-a073878fb83b\", \"7baf802a-d74c-4952-b134-e59232c6f5db\", \"fb7ff20f-68d9-412a-a3f2-1e41c0d392a0\"], \"total_duration\": 36.0, \"total_sessions\": 3, \"mean_week_duration\": 0.387}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 1 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"94418\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-06-06 09:03:19.000000+00:00\", \"2020-01-22 22:42:36.000000+00:00\", \"2020-07-13 09:17:15.000000+00:00\", \"2020-05-22 00:49:05.000000+00:00\", \"2022-11-05 04:46:38.000000+00:00\", \"2023-04-12 20:20:09.000000+00:00\"], \"session_ids\": [\"761bd993-56ba-458d-af24-5ba5f7a7c24a\", \"1bd840ab-afd1-4193-8ec4-902cc3b25751\", \"761f90a0-46db-4f6f-9fe1-8ad7c5e6e5da\", \"37c68cc6-5ba5-4d1c-a72b-14d1e03cc24d\", \"7886130e-7c45-41dc-ad9f-1fc05ef270a8\", \"0a11cf5e-858a-40a8-8810-7bf5737ab6ff\"], \"total_duration\": 319.0, \"total_sessions\": 6, \"mean_week_duration\": 1.812}}]\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[{\"94418\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-06-06 09:03:19.000000+00:00\", \"2020-01-22 22:42:36.000000+00:00\", \"2020-07-13 09:17:15.000000+00:00\", \"2020-05-22 00:49:05.000000+00:00\", \"2022-11-05 04:46:38.000000+00:00\", \"2023-04-12 20:20:09.000000+00:00\"], \"session_ids\": [\"761bd993-56ba-458d-af24-5ba5f7a7c24a\", \"1bd840ab-afd1-4193-8ec4-902cc3b25751\", \"761f90a0-46db-4f6f-9fe1-8ad7c5e6e5da\", \"37c68cc6-5ba5-4d1c-a72b-14d1e03cc24d\", \"7886130e-7c45-41dc-ad9f-1fc05ef270a8\", \"0a11cf5e-858a-40a8-8810-7bf5737ab6ff\"], \"total_duration\": 319.0, \"total_sessions\": 6, \"mean_week_duration\": 1.812}}]\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": "Please provide insights on 6 users who have total_sessions bigger than 5 and smaller than 9 + apply sorting by town center name from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"67533\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-11-28 13:43:06.000000+00:00\", \"2020-06-17 14:38:01.000000+00:00\"], \"session_ids\": [\"617475d9-d897-4d0c-8ee8-d22fefb826aa\", \"bc5cf790-4b8d-4f37-ad15-6c1918249b95\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 6.833}, \"34101\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-10-17 16:36:48.000000+00:00\", \"2022-09-06 23:00:39.000000+00:00\"], \"session_ids\": [\"73d80f6d-41ac-4542-95ed-0fcb0cca744b\", \"5c1f41ae-9868-4a5a-adc3-2911fdaa56f3\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 1.921}, \"7916\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-02 14:54:52.000000+00:00\", \"2019-08-02 10:29:44.000000+00:00\", \"2020-03-30 11:06:39.000000+00:00\", \"2021-07-15 18:22:13.000000+00:00\", \"2022-07-13 06:20:06.000000+00:00\", \"2019-02-25 06:26:20.000000+00:00\", \"2021-02-13 07:54:48.000000+00:00\", \"2023-04-07 02:34:18.000000+00:00\", \"2020-06-07 20:35:30.000000+00:00\"], \"session_ids\": [\"cd22188b-cb49-4a1b-abce-bb383c7dd859\", \"cfe82949-7e58-4048-9f18-b45d1fff9a3f\", \"c631df5d-642f-44d8-8a9d-0d19e259c3e9\", \"be2bf0fb-4ad0-4400-942c-663fa33af262\", \"a25c3659-306d-45fb-9b70-ca0e432eda29\", \"cdaae415-8b9d-4a9d-8ef0-0c8574f354e9\", \"3b37d604-fa44-4cb5-b30a-49e5412f51df\", \"61ef08ba-00e2-4852-af6d-75c7c42f5115\", \"219e082a-bc17-4de6-b8cf-61644965881b\"], \"total_duration\": 16558.0, \"total_sessions\": 9, \"mean_week_duration\": 77.014}, \"85190\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-02-01 01:51:00.000000+00:00\", \"2023-06-14 06:00:24.000000+00:00\", \"2021-05-06 16:06:26.000000+00:00\"], \"session_ids\": [\"1f44526a-70a3-4bab-8c13-fc7cef1e3a2a\", \"33e1a892-5256-4009-ae8f-239ef6a0163a\", \"460695d6-00e9-4e97-b473-e3b5bdd3aa59\"], \"total_duration\": 738.0, \"total_sessions\": 3, \"mean_week_duration\": 5.952}, \"59100\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2023-03-23 19:46:24.000000+00:00\", \"2019-03-22 03:41:17.000000+00:00\"], \"session_ids\": [\"3b2d9cf6-9029-4957-aa7e-c216d53ba324\", \"eb8b6043-38c4-43c9-adac-01b4a56114be\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 1.005}, \"38876\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2022-11-12 10:30:23.000000+00:00\", \"2023-04-30 01:48:43.000000+00:00\"], \"session_ids\": [\"4dd847a3-4ecd-4e4d-b16b-28193120ae11\", \"cdac8531-8627-4074-b33d-f322c553ab21\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 10.583}, \"13867\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-25 14:15:50.000000+00:00\", \"2021-09-29 17:34:56.000000+00:00\", \"2022-01-06 03:26:56.000000+00:00\"], \"session_ids\": [\"16593319-bcf3-4edb-bb47-b40f9c956a4e\", \"4883be6c-0e87-4252-82cb-d6146fdd4f10\", \"fcb0b787-4a0e-44fa-a87b-1af47b2ca60b\"], \"total_duration\": 456.0, \"total_sessions\": 3, \"mean_week_duration\": 7.238}, \"69669\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-27 08:21:53.000000+00:00\", \"2021-04-12 13:47:16.000000+00:00\", \"2019-06-27 18:09:35.000000+00:00\", \"2021-12-04 17:57:53.000000+00:00\", \"2022-03-25 09:45:48.000000+00:00\"], \"session_ids\": [\"4cfdf25c-471e-4488-9c63-49fba5c5082f\", \"e9bccb92-6e7b-49db-a06b-f0f9a16f8df8\", \"b70eed23-6990-4021-96a5-7a28dc33dce9\", \"8c5b05a3-dfba-49c2-820c-260497c0d62e\", \"f58095ab-57c7-4662-be0d-29c51ae3a980\"], \"total_duration\": 2513.0, \"total_sessions\": 5, \"mean_week_duration\": 17.573}, \"92134\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2019-04-21 17:49:34.000000+00:00\", \"2019-11-26 07:38:59.000000+00:00\"], \"session_ids\": [\"5561b9d2-a4e2-486e-800c-30054844dd89\", \"4163a773-6d51-499e-907a-ff0f8dbcdbe4\"], \"total_duration\": 45.0, \"total_sessions\": 2, \"mean_week_duration\": 1.406}, \"68031\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-26 05:59:38.000000+00:00\", \"2022-12-09 21:56:46.000000+00:00\", \"2022-06-09 06:58:06.000000+00:00\", \"2019-02-21 09:58:15.000000+00:00\", \"2019-11-19 13:46:11.000000+00:00\", \"2019-12-09 15:46:57.000000+00:00\", \"2021-11-26 04:20:54.000000+00:00\", \"2019-05-13 03:40:12.000000+00:00\", \"2022-03-11 15:45:51.000000+00:00\", \"2022-03-08 02:36:00.000000+00:00\"], \"session_ids\": [\"0033cde1-75e1-4738-b454-ad34aaf45deb\", \"a8c7a942-4aab-4739-a277-58fb7d0f466c\", \"8db1a366-5d51-4c80-9b8b-a3b6b6d1de26\", \"8f5b66c3-fd68-4c52-82cd-423303e868b1\", \"b6c2b300-649f-45c7-86be-fc98b7ead7ef\", \"872a8dad-a7ff-4c3b-ad27-dea482028295\", \"b40123d4-8e73-47a8-8a02-92960df18a99\", \"177538ad-b4cf-46b4-8e8b-9bc63032470e\", \"00dbff81-7a14-47af-a3fa-99734544d476\", \"c1e2973b-3098-4b44-93a2-9d763a4c2aab\"], \"total_duration\": 3772.0, \"total_sessions\": 10, \"mean_week_duration\": 18.955}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 5 and are equal or less than 9" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"7916\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-02 14:54:52.000000+00:00\", \"2019-08-02 10:29:44.000000+00:00\", \"2020-03-30 11:06:39.000000+00:00\", \"2021-07-15 18:22:13.000000+00:00\", \"2022-07-13 06:20:06.000000+00:00\", \"2019-02-25 06:26:20.000000+00:00\", \"2021-02-13 07:54:48.000000+00:00\", \"2023-04-07 02:34:18.000000+00:00\", \"2020-06-07 20:35:30.000000+00:00\"], \"session_ids\": [\"cd22188b-cb49-4a1b-abce-bb383c7dd859\", \"cfe82949-7e58-4048-9f18-b45d1fff9a3f\", \"c631df5d-642f-44d8-8a9d-0d19e259c3e9\", \"be2bf0fb-4ad0-4400-942c-663fa33af262\", \"a25c3659-306d-45fb-9b70-ca0e432eda29\", \"cdaae415-8b9d-4a9d-8ef0-0c8574f354e9\", \"3b37d604-fa44-4cb5-b30a-49e5412f51df\", \"61ef08ba-00e2-4852-af6d-75c7c42f5115\", \"219e082a-bc17-4de6-b8cf-61644965881b\"], \"total_duration\": 16558.0, \"total_sessions\": 9, \"mean_week_duration\": 77.014}, \"69669\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-27 08:21:53.000000+00:00\", \"2021-04-12 13:47:16.000000+00:00\", \"2019-06-27 18:09:35.000000+00:00\", \"2021-12-04 17:57:53.000000+00:00\", \"2022-03-25 09:45:48.000000+00:00\"], \"session_ids\": [\"4cfdf25c-471e-4488-9c63-49fba5c5082f\", \"e9bccb92-6e7b-49db-a06b-f0f9a16f8df8\", \"b70eed23-6990-4021-96a5-7a28dc33dce9\", \"8c5b05a3-dfba-49c2-820c-260497c0d62e\", \"f58095ab-57c7-4662-be0d-29c51ae3a980\"], \"total_duration\": 2513.0, \"total_sessions\": 5, \"mean_week_duration\": 17.573}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"7916\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-02 14:54:52.000000+00:00\", \"2019-08-02 10:29:44.000000+00:00\", \"2020-03-30 11:06:39.000000+00:00\", \"2021-07-15 18:22:13.000000+00:00\", \"2022-07-13 06:20:06.000000+00:00\", \"2019-02-25 06:26:20.000000+00:00\", \"2021-02-13 07:54:48.000000+00:00\", \"2023-04-07 02:34:18.000000+00:00\", \"2020-06-07 20:35:30.000000+00:00\"], \"session_ids\": [\"cd22188b-cb49-4a1b-abce-bb383c7dd859\", \"cfe82949-7e58-4048-9f18-b45d1fff9a3f\", \"c631df5d-642f-44d8-8a9d-0d19e259c3e9\", \"be2bf0fb-4ad0-4400-942c-663fa33af262\", \"a25c3659-306d-45fb-9b70-ca0e432eda29\", \"cdaae415-8b9d-4a9d-8ef0-0c8574f354e9\", \"3b37d604-fa44-4cb5-b30a-49e5412f51df\", \"61ef08ba-00e2-4852-af6d-75c7c42f5115\", \"219e082a-bc17-4de6-b8cf-61644965881b\"], \"total_duration\": 16558.0, \"total_sessions\": 9, \"mean_week_duration\": 77.014}}, {\"69669\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-27 08:21:53.000000+00:00\", \"2021-04-12 13:47:16.000000+00:00\", \"2019-06-27 18:09:35.000000+00:00\", \"2021-12-04 17:57:53.000000+00:00\", \"2022-03-25 09:45:48.000000+00:00\"], \"session_ids\": [\"4cfdf25c-471e-4488-9c63-49fba5c5082f\", \"e9bccb92-6e7b-49db-a06b-f0f9a16f8df8\", \"b70eed23-6990-4021-96a5-7a28dc33dce9\", \"8c5b05a3-dfba-49c2-820c-260497c0d62e\", \"f58095ab-57c7-4662-be0d-29c51ae3a980\"], \"total_duration\": 2513.0, \"total_sessions\": 5, \"mean_week_duration\": 17.573}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 6 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"7916\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-02 14:54:52.000000+00:00\", \"2019-08-02 10:29:44.000000+00:00\", \"2020-03-30 11:06:39.000000+00:00\", \"2021-07-15 18:22:13.000000+00:00\", \"2022-07-13 06:20:06.000000+00:00\", \"2019-02-25 06:26:20.000000+00:00\", \"2021-02-13 07:54:48.000000+00:00\", \"2023-04-07 02:34:18.000000+00:00\", \"2020-06-07 20:35:30.000000+00:00\"], \"session_ids\": [\"cd22188b-cb49-4a1b-abce-bb383c7dd859\", \"cfe82949-7e58-4048-9f18-b45d1fff9a3f\", \"c631df5d-642f-44d8-8a9d-0d19e259c3e9\", \"be2bf0fb-4ad0-4400-942c-663fa33af262\", \"a25c3659-306d-45fb-9b70-ca0e432eda29\", \"cdaae415-8b9d-4a9d-8ef0-0c8574f354e9\", \"3b37d604-fa44-4cb5-b30a-49e5412f51df\", \"61ef08ba-00e2-4852-af6d-75c7c42f5115\", \"219e082a-bc17-4de6-b8cf-61644965881b\"], \"total_duration\": 16558.0, \"total_sessions\": 9, \"mean_week_duration\": 77.014}}, {\"69669\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-27 08:21:53.000000+00:00\", \"2021-04-12 13:47:16.000000+00:00\", \"2019-06-27 18:09:35.000000+00:00\", \"2021-12-04 17:57:53.000000+00:00\", \"2022-03-25 09:45:48.000000+00:00\"], \"session_ids\": [\"4cfdf25c-471e-4488-9c63-49fba5c5082f\", \"e9bccb92-6e7b-49db-a06b-f0f9a16f8df8\", \"b70eed23-6990-4021-96a5-7a28dc33dce9\", \"8c5b05a3-dfba-49c2-820c-260497c0d62e\", \"f58095ab-57c7-4662-be0d-29c51ae3a980\"], \"total_duration\": 2513.0, \"total_sessions\": 5, \"mean_week_duration\": 17.573}}]\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[{\"7916\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-02 14:54:52.000000+00:00\", \"2019-08-02 10:29:44.000000+00:00\", \"2020-03-30 11:06:39.000000+00:00\", \"2021-07-15 18:22:13.000000+00:00\", \"2022-07-13 06:20:06.000000+00:00\", \"2019-02-25 06:26:20.000000+00:00\", \"2021-02-13 07:54:48.000000+00:00\", \"2023-04-07 02:34:18.000000+00:00\", \"2020-06-07 20:35:30.000000+00:00\"], \"session_ids\": [\"cd22188b-cb49-4a1b-abce-bb383c7dd859\", \"cfe82949-7e58-4048-9f18-b45d1fff9a3f\", \"c631df5d-642f-44d8-8a9d-0d19e259c3e9\", \"be2bf0fb-4ad0-4400-942c-663fa33af262\", \"a25c3659-306d-45fb-9b70-ca0e432eda29\", \"cdaae415-8b9d-4a9d-8ef0-0c8574f354e9\", \"3b37d604-fa44-4cb5-b30a-49e5412f51df\", \"61ef08ba-00e2-4852-af6d-75c7c42f5115\", \"219e082a-bc17-4de6-b8cf-61644965881b\"], \"total_duration\": 16558.0, \"total_sessions\": 9, \"mean_week_duration\": 77.014}}, {\"69669\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-27 08:21:53.000000+00:00\", \"2021-04-12 13:47:16.000000+00:00\", \"2019-06-27 18:09:35.000000+00:00\", \"2021-12-04 17:57:53.000000+00:00\", \"2022-03-25 09:45:48.000000+00:00\"], \"session_ids\": [\"4cfdf25c-471e-4488-9c63-49fba5c5082f\", \"e9bccb92-6e7b-49db-a06b-f0f9a16f8df8\", \"b70eed23-6990-4021-96a5-7a28dc33dce9\", \"8c5b05a3-dfba-49c2-820c-260497c0d62e\", \"f58095ab-57c7-4662-be0d-29c51ae3a980\"], \"total_duration\": 2513.0, \"total_sessions\": 5, \"mean_week_duration\": 17.573}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about users whose average of total time spent in the app per week is bigger than 21 and smaller than 37 and do sorting by overall total sessions risingly." } ]
[ { "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{\"37697\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-10-19 23:58:13.000000+00:00\", \"2019-12-15 09:17:30.000000+00:00\", \"2021-11-19 03:08:34.000000+00:00\", \"2019-09-18 05:01:02.000000+00:00\"], \"session_ids\": [\"59f200ee-1020-4da8-a9e6-e321511ee1fe\", \"11c8ad6c-b750-4721-a156-9f7736e171b8\", \"3762ca4d-5adc-4c3e-bf0d-536a9e71ea85\", \"f383f1b1-ebaf-42ad-8f93-b000f96418a9\"], \"total_duration\": 752.0, \"total_sessions\": 4, \"mean_week_duration\": 6.596}, \"46850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-09 21:35:52.000000+00:00\", \"2019-03-07 00:36:45.000000+00:00\"], \"session_ids\": [\"8db991a2-3d10-4a88-a192-635a80d2d237\", \"5ec36397-04d9-442d-b4cd-966c747875a4\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 0.52}, \"89107\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-12-13 11:10:57.000000+00:00\", \"2023-02-17 07:07:12.000000+00:00\"], \"session_ids\": [\"6dccd11e-6cd9-4e77-9854-7b7f28bfca22\", \"030756e6-e250-434e-b54d-3baf983c3533\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 1.482}, \"64539\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-06-12 14:42:20.000000+00:00\", \"2020-02-04 02:25:57.000000+00:00\", \"2019-04-23 07:38:48.000000+00:00\", \"2023-03-31 22:20:39.000000+00:00\", \"2022-01-20 00:52:50.000000+00:00\"], \"session_ids\": [\"e345a480-7893-4f3b-852f-81a907280a21\", \"1bdc74e1-29cf-4651-80f8-610d6e35f0f4\", \"46d0a38f-c98a-4044-844b-9d13d6f5e837\", \"4b8a6458-ae59-4fb3-aeaa-dbcede282583\", \"1142929a-9a5f-4379-a585-976b131e9cb5\"], \"total_duration\": 892.0, \"total_sessions\": 5, \"mean_week_duration\": 4.13}, \"28852\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2019-07-22 17:57:43.000000+00:00\", \"2022-08-03 10:26:23.000000+00:00\"], \"session_ids\": [\"483be3e8-0c99-433a-96fc-40bb3ec99bff\", \"e1de76fa-3d03-4fc4-9f19-4664ddaae08f\"], \"total_duration\": 468.0, \"total_sessions\": 2, \"mean_week_duration\": 2.943}, \"74617\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-12-15 15:28:51.000000+00:00\", \"2020-11-13 16:49:40.000000+00:00\", \"2021-10-10 05:28:06.000000+00:00\", \"2022-10-11 17:22:09.000000+00:00\", \"2023-06-26 15:27:13.000000+00:00\"], \"session_ids\": [\"524f5ee9-e9be-44db-8e9e-0fe302115460\", \"468a87ae-ed49-4b09-8286-b4b0160d5545\", \"e6a59cef-a8d9-4503-bfb7-afb732ee5d22\", \"f693be09-e1dd-4ff8-9298-67a562499145\", \"1bf6f26e-151b-4002-9856-8fedb09f57f0\"], \"total_duration\": 66.0, \"total_sessions\": 5, \"mean_week_duration\": 0.482}, \"88254\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Buenos Aires\", \"datetimes\": [\"2020-11-20 04:24:45.000000+00:00\", \"2019-09-20 20:23:46.000000+00:00\", \"2023-03-18 13:45:23.000000+00:00\", \"2020-04-23 00:15:19.000000+00:00\", \"2021-10-13 06:02:44.000000+00:00\", \"2022-04-27 07:38:27.000000+00:00\", \"2019-06-14 13:22:16.000000+00:00\", \"2021-11-11 21:59:58.000000+00:00\", \"2022-10-28 18:32:58.000000+00:00\", \"2019-01-11 14:11:09.000000+00:00\"], \"session_ids\": [\"874da4d5-f49d-419a-b211-67bf98a27af1\", \"e8e74bd0-52a4-40db-9154-d24caa054c46\", \"8f51b0e1-8272-43f6-b993-ffb93bc122fd\", \"395bc694-5b05-4a5e-b20c-c763abff9e17\", \"036a3ca8-2029-40c3-813c-9519ccde100c\", \"c5433bf2-dc90-4a74-b0fd-e171875ce21b\", \"c68bc61a-7ff7-4080-a72e-2634e7d1e117\", \"8d5aafac-135c-4d60-ba25-c76afca58728\", \"f69cc073-447b-4a42-89ff-ecada0e5b1d9\", \"0ed70099-900d-4215-a1a9-de6146fb538e\"], \"total_duration\": 102.0, \"total_sessions\": 10, \"mean_week_duration\": 0.468}, \"20993\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-09-13 03:02:08.000000+00:00\", \"2023-05-05 18:42:19.000000+00:00\"], \"session_ids\": [\"4eb9e8a7-508f-4604-97d5-0f554a1d33ec\", \"fa304087-92e6-4073-8c69-87df9f0b63be\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 5.853}, \"45138\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-12-12 06:47:18.000000+00:00\", \"2021-08-16 17:09:45.000000+00:00\"], \"session_ids\": [\"ad4a9fe1-6547-4928-b96e-e04a8d45044d\", \"c5645959-2350-4c60-bd8a-9f9e401bf7ab\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.227}, \"52299\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-12-27 16:51:43.000000+00:00\", \"2019-06-08 05:05:51.000000+00:00\"], \"session_ids\": [\"d0c36e64-e344-499b-972d-85998ca430d1\", \"8480fc47-474c-4008-af0c-cd71b6eb00d3\"], \"total_duration\": 351.0, \"total_sessions\": 2, \"mean_week_duration\": 2.619}}\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 37" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[21, 37]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show users to me with a mean of duration of sessions per week that is above 50 and below 2, exclusively as well as sort by town_name in desc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"56494\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-06-02 03:32:40.000000+00:00\", \"2020-04-12 22:29:45.000000+00:00\", \"2020-09-15 10:07:36.000000+00:00\", \"2022-07-01 11:35:03.000000+00:00\", \"2020-05-21 23:47:02.000000+00:00\", \"2020-11-29 05:53:16.000000+00:00\", \"2021-03-29 16:31:08.000000+00:00\", \"2022-09-27 18:30:50.000000+00:00\", \"2019-12-20 18:33:27.000000+00:00\"], \"session_ids\": [\"e079e3b5-829f-42f6-8ff9-fb0299e9df05\", \"68dd043b-020c-4cc0-9d4e-064160b2b784\", \"ff0be57b-011d-41e8-9f9a-1a9bba24ed8e\", \"af7915e0-3245-4989-895c-aece9af61544\", \"78877019-3385-4781-9ea8-44a8fe52ba85\", \"42498b61-a5d0-4010-85b6-1ddf271b09fe\", \"bfe2644d-91e1-4d9d-a0c2-048d77627916\", \"56ec5265-cbb0-4936-b23c-4bf42b3bed47\", \"e9712d17-c356-4ed1-ba74-ef99beb29190\"], \"total_duration\": 885.0, \"total_sessions\": 9, \"mean_week_duration\": 6.103}, \"75803\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-11 13:32:34.000000+00:00\", \"2019-01-27 14:31:29.000000+00:00\"], \"session_ids\": [\"29174c59-ff2b-4c26-80e6-97452a3b5296\", \"42cce418-c227-4140-a7c1-14c28f82ad69\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.212}, \"47867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-22 02:00:00.000000+00:00\", \"2022-09-16 17:53:36.000000+00:00\"], \"session_ids\": [\"bc53a22f-84a4-4e09-a104-bf1b1d0b699b\", \"74f78410-9fd2-4c6e-ad2c-93baa07728ad\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.889}, \"16494\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-05 00:34:49.000000+00:00\", \"2021-04-12 17:01:20.000000+00:00\"], \"session_ids\": [\"0143e798-392d-4e46-9f62-c177c63863ce\", \"ac9a027d-fad9-4719-b3fb-2d48bf2b21f0\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 2.167}, \"81055\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-14 09:19:34.000000+00:00\", \"2022-04-13 23:46:40.000000+00:00\"], \"session_ids\": [\"f1522daa-0e6f-43ef-aed6-b304584002bd\", \"c3462316-4e9c-4d9d-b563-91e38579385b\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 1.976}, \"46703\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-06-11 15:15:48.000000+00:00\", \"2022-07-05 16:27:56.000000+00:00\"], \"session_ids\": [\"c8d429d8-07de-408d-8970-d0f3b29d300c\", \"68cfaef6-07e7-4a82-8040-e1b17d665291\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 3.446}, \"47421\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-04-18 16:31:44.000000+00:00\", \"2019-06-27 07:19:45.000000+00:00\", \"2019-07-19 20:53:37.000000+00:00\", \"2020-11-17 23:52:44.000000+00:00\"], \"session_ids\": [\"bdf5afda-e965-4859-847a-35e14661624a\", \"e90dbebb-d4d1-473a-8133-43bb892c94bf\", \"7311777f-f87e-4677-8eff-f385956c3293\", \"01d694f9-c179-4ace-bb1a-a3fd318887a0\"], \"total_duration\": 1898.0, \"total_sessions\": 4, \"mean_week_duration\": 12.912}, \"36009\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-02-14 06:04:16.000000+00:00\", \"2019-07-18 21:26:09.000000+00:00\", \"2021-05-26 03:24:53.000000+00:00\", \"2020-02-23 11:33:49.000000+00:00\", \"2021-05-13 20:36:02.000000+00:00\", \"2020-06-05 07:07:10.000000+00:00\", \"2020-11-21 14:04:58.000000+00:00\"], \"session_ids\": [\"3c25d21e-4416-4043-a3c9-216dd48042e1\", \"5337ee18-f347-402a-87f7-87a21611f584\", \"cc23e854-17ca-4131-aa0a-0d5e6838704b\", \"4a6df287-bc0c-4125-9151-547535e1370e\", \"301708b0-e525-4739-9564-180010d44f24\", \"4132ab08-9028-42a2-a79d-0622eea463f3\", \"a81d1706-53e5-45a1-a1c8-8e1ee8b78fca\"], \"total_duration\": 1251.0, \"total_sessions\": 7, \"mean_week_duration\": 12.897}, \"25574\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-07-04 11:43:48.000000+00:00\", \"2021-06-06 17:24:09.000000+00:00\"], \"session_ids\": [\"199487b0-79dc-4936-8e3c-7f0cf9d31122\", \"4168e4b5-a4df-42fc-82bd-61d06ac812e7\"], \"total_duration\": 394.0, \"total_sessions\": 2, \"mean_week_duration\": 7.036}, \"90645\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-25 14:25:38.000000+00:00\", \"2021-10-21 20:35:33.000000+00:00\"], \"session_ids\": [\"d147414c-0c94-447e-b6c8-7895c77e775d\", \"a94e9d1b-64e5-46cf-8cd0-a6ef97c411a3\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 7.369}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 2 and are greater than 50" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[2, 50]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"75803\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-11 13:32:34.000000+00:00\", \"2019-01-27 14:31:29.000000+00:00\"], \"session_ids\": [\"29174c59-ff2b-4c26-80e6-97452a3b5296\", \"42cce418-c227-4140-a7c1-14c28f82ad69\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.212}, \"47867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-22 02:00:00.000000+00:00\", \"2022-09-16 17:53:36.000000+00:00\"], \"session_ids\": [\"bc53a22f-84a4-4e09-a104-bf1b1d0b699b\", \"74f78410-9fd2-4c6e-ad2c-93baa07728ad\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.889}, \"81055\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-14 09:19:34.000000+00:00\", \"2022-04-13 23:46:40.000000+00:00\"], \"session_ids\": [\"f1522daa-0e6f-43ef-aed6-b304584002bd\", \"c3462316-4e9c-4d9d-b563-91e38579385b\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 1.976}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"47867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-22 02:00:00.000000+00:00\", \"2022-09-16 17:53:36.000000+00:00\"], \"session_ids\": [\"bc53a22f-84a4-4e09-a104-bf1b1d0b699b\", \"74f78410-9fd2-4c6e-ad2c-93baa07728ad\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.889}}, {\"75803\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-11 13:32:34.000000+00:00\", \"2019-01-27 14:31:29.000000+00:00\"], \"session_ids\": [\"29174c59-ff2b-4c26-80e6-97452a3b5296\", \"42cce418-c227-4140-a7c1-14c28f82ad69\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.212}}, {\"81055\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-14 09:19:34.000000+00:00\", \"2022-04-13 23:46:40.000000+00:00\"], \"session_ids\": [\"f1522daa-0e6f-43ef-aed6-b304584002bd\", \"c3462316-4e9c-4d9d-b563-91e38579385b\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 1.976}}]\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[{\"47867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-22 02:00:00.000000+00:00\", \"2022-09-16 17:53:36.000000+00:00\"], \"session_ids\": [\"bc53a22f-84a4-4e09-a104-bf1b1d0b699b\", \"74f78410-9fd2-4c6e-ad2c-93baa07728ad\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.889}}, {\"75803\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-11 13:32:34.000000+00:00\", \"2019-01-27 14:31:29.000000+00:00\"], \"session_ids\": [\"29174c59-ff2b-4c26-80e6-97452a3b5296\", \"42cce418-c227-4140-a7c1-14c28f82ad69\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.212}}, {\"81055\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-11-14 09:19:34.000000+00:00\", \"2022-04-13 23:46:40.000000+00:00\"], \"session_ids\": [\"f1522daa-0e6f-43ef-aed6-b304584002bd\", \"c3462316-4e9c-4d9d-b563-91e38579385b\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 1.976}}]\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 5 users whose time using the app is strictly less than 2665 and strictly greater than 1555 in addition put to use sorting by time using the app per week form the highest to the lowest." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"33665\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-02-09 12:33:36.000000+00:00\", \"2020-12-10 17:30:24.000000+00:00\", \"2019-08-08 00:19:57.000000+00:00\"], \"session_ids\": [\"eb909b4a-3b81-4a4a-9a61-b5f4f119418e\", \"3ee48aad-84c4-4d7e-9cd5-cb9baae4c90e\", \"8ae3d2b7-be63-4870-b8e8-0bad9cb84f47\"], \"total_duration\": 48.0, \"total_sessions\": 3, \"mean_week_duration\": 0.5}, \"23843\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-02-10 11:44:57.000000+00:00\", \"2020-10-15 03:18:20.000000+00:00\", \"2023-05-05 03:20:40.000000+00:00\", \"2022-06-22 11:58:04.000000+00:00\"], \"session_ids\": [\"178aef12-bc8e-4af8-b184-d3d0ffe38ae9\", \"ae0176e9-bf53-4de3-84b5-9c6d7ace7779\", \"d35785a4-6d44-4515-80ee-df9b8da085ff\", \"01ed6c13-79fc-4b83-b3ab-4b5c373b3d11\"], \"total_duration\": 1031.0, \"total_sessions\": 4, \"mean_week_duration\": 7.694}, \"67803\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-21 21:03:20.000000+00:00\", \"2023-03-30 13:49:36.000000+00:00\"], \"session_ids\": [\"ada0f510-eed1-4fef-aab3-648abbbf161d\", \"ab5e8f8e-20ca-41a0-be6a-9411069cb398\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.37}, \"96857\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-15 17:29:35.000000+00:00\", \"2022-11-25 00:22:23.000000+00:00\"], \"session_ids\": [\"adbbbfb0-b202-490a-8bcc-e19f4057cf51\", \"a02fd0af-2cc5-4a03-b901-bc8e33f6a678\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.476}, \"56497\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-08-22 14:09:52.000000+00:00\", \"2019-05-06 07:57:38.000000+00:00\", \"2022-10-06 01:51:28.000000+00:00\"], \"session_ids\": [\"b344ae80-ccca-4286-a261-999453926d77\", \"88e16430-65f3-451c-ab8f-c505fa26afae\", \"207d4193-2947-44db-b3dc-169a26d07567\"], \"total_duration\": 147.0, \"total_sessions\": 3, \"mean_week_duration\": 0.821}, \"46367\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-06-11 20:38:06.000000+00:00\", \"2023-05-12 10:49:18.000000+00:00\", \"2021-04-15 10:05:16.000000+00:00\"], \"session_ids\": [\"ea189aae-6e0c-4fc2-abaf-ff2a417bc9b6\", \"34314c4f-ec3e-4987-90c5-90a1a0b328fd\", \"e2652304-d92c-496f-82b5-ab84042a3c4c\"], \"total_duration\": 497.0, \"total_sessions\": 3, \"mean_week_duration\": 3.27}, \"17708\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-01-20 22:58:00.000000+00:00\", \"2022-01-16 12:15:18.000000+00:00\", \"2021-02-19 03:23:42.000000+00:00\", \"2022-05-30 09:35:47.000000+00:00\", \"2023-05-15 17:03:20.000000+00:00\", \"2020-05-04 11:18:21.000000+00:00\", \"2021-11-24 13:53:21.000000+00:00\"], \"session_ids\": [\"b123f0f7-7892-4f95-a941-b3478c6af944\", \"6fd4c5b8-1f2d-4156-a16e-29ad953bdbde\", \"96e6d254-ef60-4acb-bed8-6f9c42bc1b49\", \"8886c1bc-29a5-468d-abf8-4cb53c373dc8\", \"fa41f5fc-2547-44ba-9f74-1b1dee418135\", \"f84ed8f9-3171-4747-b285-ab0c72678f14\", \"061ca9f4-19d1-4439-a93d-46ee8e267945\"], \"total_duration\": 1148.0, \"total_sessions\": 7, \"mean_week_duration\": 7.266}, \"46874\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-01-16 16:03:14.000000+00:00\", \"2021-02-14 06:37:32.000000+00:00\", \"2019-04-06 18:11:25.000000+00:00\", \"2019-11-03 02:43:08.000000+00:00\", \"2021-02-14 13:17:51.000000+00:00\", \"2023-03-22 12:51:22.000000+00:00\"], \"session_ids\": [\"af15b9a6-6d77-4c59-81c3-abdf7b4546b5\", \"ca4c4097-c1d8-47cb-9077-43f29243dd44\", \"2821a358-f898-40ff-b4e5-4c3d5d30c594\", \"4704706e-95df-43f9-9ae4-e005768ced6a\", \"eb6be305-c804-4ba2-90a3-3bda3b01cb0a\", \"68497310-3038-454b-b525-78208890eedc\"], \"total_duration\": 80.0, \"total_sessions\": 6, \"mean_week_duration\": 0.386}, \"61943\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-09-14 07:02:37.000000+00:00\", \"2021-07-08 14:20:03.000000+00:00\"], \"session_ids\": [\"0797ce30-dd56-481f-92a4-e46c4d9de820\", \"5efd1b37-fcc0-4d41-b067-3029ed4b8543\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.442}, \"64948\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-11-09 13:39:33.000000+00:00\", \"2023-06-21 18:23:50.000000+00:00\", \"2020-08-10 23:48:13.000000+00:00\"], \"session_ids\": [\"26d49180-77a6-46a4-8f9b-b309440cee8a\", \"55d0cb8d-5cea-42fd-86c4-292eec2ed8eb\", \"78ce8b50-5314-409d-8693-fb9707f26079\"], \"total_duration\": 473.0, \"total_sessions\": 3, \"mean_week_duration\": 3.153}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 1555 and are less than 2665" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1555, 2665]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show 3 users to me who have duration of sessions per week less than 42 and (not including) greater than 16 in addition apply sorting by duration of sessions per week from the largest value to the smallest value." } ]
[ { "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{\"55734\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-09-10 01:26:53.000000+00:00\", \"2020-07-01 03:49:18.000000+00:00\"], \"session_ids\": [\"03b3ec1e-7680-4f04-8228-52e8564244c4\", \"d36b7581-a800-4f51-af40-5a26434fe80e\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 13.5}, \"2082\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-22 16:23:46.000000+00:00\", \"2022-07-03 16:27:30.000000+00:00\", \"2022-10-20 06:43:45.000000+00:00\", \"2023-01-05 05:46:35.000000+00:00\", \"2021-11-05 08:03:23.000000+00:00\"], \"session_ids\": [\"12125bbd-56bf-4a90-bfb3-c0a94304022e\", \"2df17fe6-6ff1-4a1d-ac22-c7bf044b5881\", \"bfba2439-021d-4281-a981-2e24ef5350d5\", \"47f4e23f-c639-4c36-b843-7d6235debcfa\", \"82440c70-ef73-4765-9eb2-5e1e7737f523\"], \"total_duration\": 524.0, \"total_sessions\": 5, \"mean_week_duration\": 8.59}, \"81227\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-05-04 12:08:32.000000+00:00\", \"2020-05-09 16:41:30.000000+00:00\", \"2019-07-09 20:18:59.000000+00:00\", \"2022-06-23 11:58:36.000000+00:00\", \"2021-05-04 11:56:49.000000+00:00\", \"2019-12-12 02:26:56.000000+00:00\"], \"session_ids\": [\"0489b75a-054f-4457-8b2b-1089f2dcb9b0\", \"28b5bc42-d858-44a5-8bd6-4dad56005125\", \"aa7ae422-0a74-4753-89fc-fc561ddc5214\", \"727016a5-02ad-43dd-92df-eb81373a12b8\", \"9b689886-d357-4e7c-8173-09dc5b604ed3\", \"aaac2793-7a84-4b1a-a8b9-e8d1b1d249ea\"], \"total_duration\": 444.0, \"total_sessions\": 6, \"mean_week_duration\": 2.22}, \"14850\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2019-05-20 08:53:51.000000+00:00\", \"2020-09-12 07:08:27.000000+00:00\", \"2019-10-13 16:39:43.000000+00:00\", \"2019-06-09 00:12:43.000000+00:00\", \"2023-06-28 09:02:31.000000+00:00\", \"2022-11-06 13:07:21.000000+00:00\"], \"session_ids\": [\"1bf284ed-9436-471a-8d0f-40c66c54fecc\", \"81f7707c-10f9-4d82-a526-93e7eead4e4f\", \"1a72ee62-36d6-464c-b815-22b2ea7b180c\", \"b7a76a11-fae9-4938-80b6-3666ee9b3902\", \"63def02a-2d2a-4d2e-b630-fc96f2678931\", \"e671f849-84bc-4ec5-b069-2c6a39edcb87\"], \"total_duration\": 237.0, \"total_sessions\": 6, \"mean_week_duration\": 1.102}, \"17484\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-12-28 02:17:06.000000+00:00\", \"2022-09-26 12:43:07.000000+00:00\"], \"session_ids\": [\"c90493dd-0a52-4378-b754-4ce9fbcda858\", \"a8c93c2e-b3bc-4944-b4af-832bf36397ad\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 2.659}, \"93707\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-04-13 21:41:38.000000+00:00\", \"2021-07-07 03:55:03.000000+00:00\"], \"session_ids\": [\"19fe2f2d-e514-4444-9d99-5d49a4bb6807\", \"14f7fece-0b35-4270-908c-ab3bab073c4e\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 2.043}, \"47688\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-28 18:38:02.000000+00:00\", \"2019-02-25 08:25:07.000000+00:00\"], \"session_ids\": [\"eb7a32ea-34ce-40d6-ba82-a8530f9115cd\", \"d5a0f2d0-e945-4b04-823c-9adb799d2f78\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.128}, \"41705\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-27 18:43:50.000000+00:00\", \"2022-06-04 00:44:06.000000+00:00\", \"2023-04-18 02:48:51.000000+00:00\", \"2020-09-15 18:50:55.000000+00:00\"], \"session_ids\": [\"00dee204-598a-4ab6-9113-f2289f02c1d1\", \"5a1c0bc2-c9c9-4481-9b7b-996e2d486efa\", \"a97e53c7-1ceb-458c-927b-924b78a5b4c9\", \"8755bb3e-a4e5-49c9-b3e3-e545e552ed8e\"], \"total_duration\": 141.0, \"total_sessions\": 4, \"mean_week_duration\": 1.044}, \"28377\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2023-04-06 17:10:23.000000+00:00\", \"2021-05-25 22:08:16.000000+00:00\", \"2021-05-10 08:45:24.000000+00:00\", \"2019-09-10 03:24:08.000000+00:00\", \"2022-04-17 19:55:18.000000+00:00\", \"2022-03-11 10:18:16.000000+00:00\", \"2019-12-05 11:37:23.000000+00:00\"], \"session_ids\": [\"22d41841-3b5e-4bca-852a-00105a0557a8\", \"6b257606-5d8a-43c1-9eeb-5034963cacdd\", \"7c042905-057f-4d9a-be02-8683de545610\", \"97f9ae82-aa3c-4c32-853a-556af89609b7\", \"c7fee102-cfbb-4ff9-b6ff-8f0e5c6996d3\", \"970741cd-7ac9-4124-a043-c8cecdf57e41\", \"f5e24b86-4c63-4349-9512-f6c29cae80ef\"], \"total_duration\": 112.0, \"total_sessions\": 7, \"mean_week_duration\": 0.599}, \"40612\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-05-01 15:22:26.000000+00:00\", \"2019-09-06 00:22:40.000000+00:00\"], \"session_ids\": [\"385b2012-2cf4-44c8-b4bb-4f30ed889826\", \"95f21ce9-3aec-4463-8707-31e75a3bb09e\"], \"total_duration\": 456.0, \"total_sessions\": 2, \"mean_week_duration\": 3.281}}\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 16 and are equal or less than 42" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[16, 42]]}}}\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": "Could you tell me about users who don't live in city Paris , moreover implement sorting by city_name 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{\"10221\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-14 00:28:43.000000+00:00\", \"2019-06-16 05:49:00.000000+00:00\"], \"session_ids\": [\"d4830ee7-005e-428b-b581-03eca352f6c5\", \"48ec078b-54aa-47a7-a4ec-c85c97356e0b\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 4.179}, \"24279\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-31 02:24:04.000000+00:00\", \"2021-06-04 15:02:52.000000+00:00\", \"2021-11-23 19:25:51.000000+00:00\", \"2019-09-13 06:10:02.000000+00:00\", \"2020-07-11 02:18:39.000000+00:00\", \"2022-10-03 20:34:59.000000+00:00\", \"2021-01-21 19:51:54.000000+00:00\", \"2022-07-12 19:02:46.000000+00:00\", \"2021-11-28 15:49:45.000000+00:00\", \"2023-06-05 11:12:20.000000+00:00\"], \"session_ids\": [\"1e7d552d-9dbf-4e46-a1a9-f093d047d3c2\", \"4039a24f-aa5d-4268-990c-c09c22d02a14\", \"38a77f05-af1d-4a92-9490-1159c0aabb6e\", \"85545009-2a89-4c50-83cd-65b5c83b7215\", \"3e5d9082-efa1-46aa-8389-abccae503674\", \"ea1ecb87-054c-464e-b589-9f12ddad17ca\", \"02276e32-2c75-4151-a2e4-16d24e431cf5\", \"b044dba6-bb87-4d76-be99-5efea89861be\", \"0432042a-d933-4cc1-bdff-5c20b6023fb5\", \"4c3c977c-0c91-4b86-a7db-8b30c67c9ebb\"], \"total_duration\": 11977.0, \"total_sessions\": 10, \"mean_week_duration\": 61.421}, \"29710\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-11 19:59:33.000000+00:00\", \"2021-02-20 05:29:30.000000+00:00\", \"2019-05-01 06:43:12.000000+00:00\"], \"session_ids\": [\"44c34548-4dca-4dc8-908b-e5a9680ab09c\", \"9e40728f-39dd-49c3-a89d-1b3bcb53ccc8\", \"e4df2024-ad91-43ef-bd42-574c2c3df0f9\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.368}, \"88537\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-07 17:12:25.000000+00:00\", \"2020-05-10 09:10:07.000000+00:00\", \"2020-08-26 01:10:39.000000+00:00\"], \"session_ids\": [\"8a6de9ae-7581-4adc-9ec9-9d0a6b375e7e\", \"fbaa19f9-da3a-47e7-81a3-8397e2e87297\", \"aa687015-914c-4fae-889d-208e436f0d79\"], \"total_duration\": 886.0, \"total_sessions\": 3, \"mean_week_duration\": 44.3}, \"65795\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-01 02:15:24.000000+00:00\", \"2022-10-04 10:17:28.000000+00:00\"], \"session_ids\": [\"c52fc63a-4503-4c92-a58f-73de1ff09996\", \"cd3a236f-1a3e-4a0c-8372-587e23daa06f\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 9.731}, \"30878\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-03-26 01:52:05.000000+00:00\", \"2022-03-30 04:55:52.000000+00:00\"], \"session_ids\": [\"83e3121d-39bc-4203-8a4a-7ae5e59c74a0\", \"6a6d8913-5e5e-4b04-beb1-f1952ef8d7a9\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 1.443}, \"5163\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-09 18:30:02.000000+00:00\", \"2020-04-08 13:06:51.000000+00:00\", \"2021-10-11 00:22:42.000000+00:00\", \"2019-08-07 21:34:45.000000+00:00\", \"2019-08-28 06:20:42.000000+00:00\", \"2021-08-30 09:34:14.000000+00:00\", \"2021-04-06 05:34:56.000000+00:00\", \"2021-03-27 03:47:47.000000+00:00\", \"2022-03-11 22:32:12.000000+00:00\", \"2020-05-04 08:07:45.000000+00:00\"], \"session_ids\": [\"f64c621f-06ad-4ea2-a9aa-78fc0a31a94b\", \"d454c708-9712-46f3-baec-beadbb04bf54\", \"ea054bd6-e52a-4664-a6f6-c4b79ff4feea\", \"2ac391aa-ac12-462b-863c-a22540fe325c\", \"cccb5fd2-f384-4b8c-8017-8f60ddbfcb97\", \"af25be56-7380-4b15-b47e-63ceb6863986\", \"587dae00-7fb4-4db3-bc84-f43e3cdbdc3c\", \"4d114544-815d-4fc5-9c55-36f9d21f2117\", \"0b600fbb-2b32-4483-a9a6-de5c6075732c\", \"c85f3495-2e48-4631-8e39-57c50ff9ce86\"], \"total_duration\": 33104.0, \"total_sessions\": 10, \"mean_week_duration\": 189.166}, \"72750\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-01-22 12:30:48.000000+00:00\", \"2022-02-05 22:23:48.000000+00:00\"], \"session_ids\": [\"924d1db8-04e2-443c-bd77-4610b29f0add\", \"a28fc56b-798b-40f4-bc57-d060fe409411\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 147.5}, \"61047\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-20 01:56:51.000000+00:00\", \"2020-10-09 03:42:36.000000+00:00\", \"2020-06-19 20:48:41.000000+00:00\", \"2021-03-12 14:28:06.000000+00:00\", \"2022-05-03 07:06:57.000000+00:00\"], \"session_ids\": [\"05d81fa2-4806-4daf-a60f-ec28105f5ea3\", \"1f8956e4-a8bc-406a-af95-bbeffa408d1d\", \"607ad234-89ac-443c-8d33-ad983890e751\", \"9fc56875-17fe-4417-a14f-870eb9d5e9dc\", \"24a2d26f-af10-43af-8e72-32e1fcceead9\"], \"total_duration\": 194.0, \"total_sessions\": 5, \"mean_week_duration\": 1.98}, \"10573\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-02 21:24:09.000000+00:00\", \"2021-06-29 08:00:54.000000+00:00\", \"2022-12-30 05:00:22.000000+00:00\", \"2021-05-09 06:21:25.000000+00:00\", \"2019-10-20 03:06:09.000000+00:00\", \"2022-01-11 14:21:05.000000+00:00\", \"2023-05-01 03:18:11.000000+00:00\", \"2022-08-03 12:42:05.000000+00:00\", \"2021-10-16 15:52:14.000000+00:00\", \"2021-01-02 12:18:53.000000+00:00\"], \"session_ids\": [\"c1f4b74b-af77-4942-866a-ab368a5b782d\", \"cec1fa20-9741-4d73-84ee-3e5a53274e12\", \"2c2af88e-519d-4da5-ad14-26892cbb364b\", \"ef0fd374-fe4e-4e16-b0a3-66df5dd1d780\", \"bcf75a2a-0589-432e-8c76-177263593c74\", \"a83dfa79-3c00-4667-89ea-d8ee499332f0\", \"5ac76e31-35b7-4e3f-8be1-c5d4330e5269\", \"07c716fd-a671-4898-af13-385aa2d8afbc\", \"f626a841-557a-4e46-ac9a-38c25f55ee59\", \"e4e2fd7b-4d9a-4ee8-beca-af83abf83b5e\"], \"total_duration\": 11137.0, \"total_sessions\": 10, \"mean_week_duration\": 60.2}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not Paris" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Paris\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"10221\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-14 00:28:43.000000+00:00\", \"2019-06-16 05:49:00.000000+00:00\"], \"session_ids\": [\"d4830ee7-005e-428b-b581-03eca352f6c5\", \"48ec078b-54aa-47a7-a4ec-c85c97356e0b\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 4.179}, \"24279\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-31 02:24:04.000000+00:00\", \"2021-06-04 15:02:52.000000+00:00\", \"2021-11-23 19:25:51.000000+00:00\", \"2019-09-13 06:10:02.000000+00:00\", \"2020-07-11 02:18:39.000000+00:00\", \"2022-10-03 20:34:59.000000+00:00\", \"2021-01-21 19:51:54.000000+00:00\", \"2022-07-12 19:02:46.000000+00:00\", \"2021-11-28 15:49:45.000000+00:00\", \"2023-06-05 11:12:20.000000+00:00\"], \"session_ids\": [\"1e7d552d-9dbf-4e46-a1a9-f093d047d3c2\", \"4039a24f-aa5d-4268-990c-c09c22d02a14\", \"38a77f05-af1d-4a92-9490-1159c0aabb6e\", \"85545009-2a89-4c50-83cd-65b5c83b7215\", \"3e5d9082-efa1-46aa-8389-abccae503674\", \"ea1ecb87-054c-464e-b589-9f12ddad17ca\", \"02276e32-2c75-4151-a2e4-16d24e431cf5\", \"b044dba6-bb87-4d76-be99-5efea89861be\", \"0432042a-d933-4cc1-bdff-5c20b6023fb5\", \"4c3c977c-0c91-4b86-a7db-8b30c67c9ebb\"], \"total_duration\": 11977.0, \"total_sessions\": 10, \"mean_week_duration\": 61.421}, \"29710\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-11 19:59:33.000000+00:00\", \"2021-02-20 05:29:30.000000+00:00\", \"2019-05-01 06:43:12.000000+00:00\"], \"session_ids\": [\"44c34548-4dca-4dc8-908b-e5a9680ab09c\", \"9e40728f-39dd-49c3-a89d-1b3bcb53ccc8\", \"e4df2024-ad91-43ef-bd42-574c2c3df0f9\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.368}, \"88537\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-07 17:12:25.000000+00:00\", \"2020-05-10 09:10:07.000000+00:00\", \"2020-08-26 01:10:39.000000+00:00\"], \"session_ids\": [\"8a6de9ae-7581-4adc-9ec9-9d0a6b375e7e\", \"fbaa19f9-da3a-47e7-81a3-8397e2e87297\", \"aa687015-914c-4fae-889d-208e436f0d79\"], \"total_duration\": 886.0, \"total_sessions\": 3, \"mean_week_duration\": 44.3}, \"65795\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-01 02:15:24.000000+00:00\", \"2022-10-04 10:17:28.000000+00:00\"], \"session_ids\": [\"c52fc63a-4503-4c92-a58f-73de1ff09996\", \"cd3a236f-1a3e-4a0c-8372-587e23daa06f\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 9.731}, \"30878\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-03-26 01:52:05.000000+00:00\", \"2022-03-30 04:55:52.000000+00:00\"], \"session_ids\": [\"83e3121d-39bc-4203-8a4a-7ae5e59c74a0\", \"6a6d8913-5e5e-4b04-beb1-f1952ef8d7a9\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 1.443}, \"5163\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-09 18:30:02.000000+00:00\", \"2020-04-08 13:06:51.000000+00:00\", \"2021-10-11 00:22:42.000000+00:00\", \"2019-08-07 21:34:45.000000+00:00\", \"2019-08-28 06:20:42.000000+00:00\", \"2021-08-30 09:34:14.000000+00:00\", \"2021-04-06 05:34:56.000000+00:00\", \"2021-03-27 03:47:47.000000+00:00\", \"2022-03-11 22:32:12.000000+00:00\", \"2020-05-04 08:07:45.000000+00:00\"], \"session_ids\": [\"f64c621f-06ad-4ea2-a9aa-78fc0a31a94b\", \"d454c708-9712-46f3-baec-beadbb04bf54\", \"ea054bd6-e52a-4664-a6f6-c4b79ff4feea\", \"2ac391aa-ac12-462b-863c-a22540fe325c\", \"cccb5fd2-f384-4b8c-8017-8f60ddbfcb97\", \"af25be56-7380-4b15-b47e-63ceb6863986\", \"587dae00-7fb4-4db3-bc84-f43e3cdbdc3c\", \"4d114544-815d-4fc5-9c55-36f9d21f2117\", \"0b600fbb-2b32-4483-a9a6-de5c6075732c\", \"c85f3495-2e48-4631-8e39-57c50ff9ce86\"], \"total_duration\": 33104.0, \"total_sessions\": 10, \"mean_week_duration\": 189.166}, \"72750\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-01-22 12:30:48.000000+00:00\", \"2022-02-05 22:23:48.000000+00:00\"], \"session_ids\": [\"924d1db8-04e2-443c-bd77-4610b29f0add\", \"a28fc56b-798b-40f4-bc57-d060fe409411\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 147.5}, \"61047\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-20 01:56:51.000000+00:00\", \"2020-10-09 03:42:36.000000+00:00\", \"2020-06-19 20:48:41.000000+00:00\", \"2021-03-12 14:28:06.000000+00:00\", \"2022-05-03 07:06:57.000000+00:00\"], \"session_ids\": [\"05d81fa2-4806-4daf-a60f-ec28105f5ea3\", \"1f8956e4-a8bc-406a-af95-bbeffa408d1d\", \"607ad234-89ac-443c-8d33-ad983890e751\", \"9fc56875-17fe-4417-a14f-870eb9d5e9dc\", \"24a2d26f-af10-43af-8e72-32e1fcceead9\"], \"total_duration\": 194.0, \"total_sessions\": 5, \"mean_week_duration\": 1.98}, \"10573\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-02 21:24:09.000000+00:00\", \"2021-06-29 08:00:54.000000+00:00\", \"2022-12-30 05:00:22.000000+00:00\", \"2021-05-09 06:21:25.000000+00:00\", \"2019-10-20 03:06:09.000000+00:00\", \"2022-01-11 14:21:05.000000+00:00\", \"2023-05-01 03:18:11.000000+00:00\", \"2022-08-03 12:42:05.000000+00:00\", \"2021-10-16 15:52:14.000000+00:00\", \"2021-01-02 12:18:53.000000+00:00\"], \"session_ids\": [\"c1f4b74b-af77-4942-866a-ab368a5b782d\", \"cec1fa20-9741-4d73-84ee-3e5a53274e12\", \"2c2af88e-519d-4da5-ad14-26892cbb364b\", \"ef0fd374-fe4e-4e16-b0a3-66df5dd1d780\", \"bcf75a2a-0589-432e-8c76-177263593c74\", \"a83dfa79-3c00-4667-89ea-d8ee499332f0\", \"5ac76e31-35b7-4e3f-8be1-c5d4330e5269\", \"07c716fd-a671-4898-af13-385aa2d8afbc\", \"f626a841-557a-4e46-ac9a-38c25f55ee59\", \"e4e2fd7b-4d9a-4ee8-beca-af83abf83b5e\"], \"total_duration\": 11137.0, \"total_sessions\": 10, \"mean_week_duration\": 60.2}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"10221\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-14 00:28:43.000000+00:00\", \"2019-06-16 05:49:00.000000+00:00\"], \"session_ids\": [\"d4830ee7-005e-428b-b581-03eca352f6c5\", \"48ec078b-54aa-47a7-a4ec-c85c97356e0b\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 4.179}}, {\"29710\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-11 19:59:33.000000+00:00\", \"2021-02-20 05:29:30.000000+00:00\", \"2019-05-01 06:43:12.000000+00:00\"], \"session_ids\": [\"44c34548-4dca-4dc8-908b-e5a9680ab09c\", \"9e40728f-39dd-49c3-a89d-1b3bcb53ccc8\", \"e4df2024-ad91-43ef-bd42-574c2c3df0f9\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.368}}, {\"24279\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-31 02:24:04.000000+00:00\", \"2021-06-04 15:02:52.000000+00:00\", \"2021-11-23 19:25:51.000000+00:00\", \"2019-09-13 06:10:02.000000+00:00\", \"2020-07-11 02:18:39.000000+00:00\", \"2022-10-03 20:34:59.000000+00:00\", \"2021-01-21 19:51:54.000000+00:00\", \"2022-07-12 19:02:46.000000+00:00\", \"2021-11-28 15:49:45.000000+00:00\", \"2023-06-05 11:12:20.000000+00:00\"], \"session_ids\": [\"1e7d552d-9dbf-4e46-a1a9-f093d047d3c2\", \"4039a24f-aa5d-4268-990c-c09c22d02a14\", \"38a77f05-af1d-4a92-9490-1159c0aabb6e\", \"85545009-2a89-4c50-83cd-65b5c83b7215\", \"3e5d9082-efa1-46aa-8389-abccae503674\", \"ea1ecb87-054c-464e-b589-9f12ddad17ca\", \"02276e32-2c75-4151-a2e4-16d24e431cf5\", \"b044dba6-bb87-4d76-be99-5efea89861be\", \"0432042a-d933-4cc1-bdff-5c20b6023fb5\", \"4c3c977c-0c91-4b86-a7db-8b30c67c9ebb\"], \"total_duration\": 11977.0, \"total_sessions\": 10, \"mean_week_duration\": 61.421}}, {\"72750\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-01-22 12:30:48.000000+00:00\", \"2022-02-05 22:23:48.000000+00:00\"], \"session_ids\": [\"924d1db8-04e2-443c-bd77-4610b29f0add\", \"a28fc56b-798b-40f4-bc57-d060fe409411\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 147.5}}, {\"88537\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-07 17:12:25.000000+00:00\", \"2020-05-10 09:10:07.000000+00:00\", \"2020-08-26 01:10:39.000000+00:00\"], \"session_ids\": [\"8a6de9ae-7581-4adc-9ec9-9d0a6b375e7e\", \"fbaa19f9-da3a-47e7-81a3-8397e2e87297\", \"aa687015-914c-4fae-889d-208e436f0d79\"], \"total_duration\": 886.0, \"total_sessions\": 3, \"mean_week_duration\": 44.3}}, {\"65795\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-01 02:15:24.000000+00:00\", \"2022-10-04 10:17:28.000000+00:00\"], \"session_ids\": [\"c52fc63a-4503-4c92-a58f-73de1ff09996\", \"cd3a236f-1a3e-4a0c-8372-587e23daa06f\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 9.731}}, {\"30878\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-03-26 01:52:05.000000+00:00\", \"2022-03-30 04:55:52.000000+00:00\"], \"session_ids\": [\"83e3121d-39bc-4203-8a4a-7ae5e59c74a0\", \"6a6d8913-5e5e-4b04-beb1-f1952ef8d7a9\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 1.443}}, {\"10573\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-02 21:24:09.000000+00:00\", \"2021-06-29 08:00:54.000000+00:00\", \"2022-12-30 05:00:22.000000+00:00\", \"2021-05-09 06:21:25.000000+00:00\", \"2019-10-20 03:06:09.000000+00:00\", \"2022-01-11 14:21:05.000000+00:00\", \"2023-05-01 03:18:11.000000+00:00\", \"2022-08-03 12:42:05.000000+00:00\", \"2021-10-16 15:52:14.000000+00:00\", \"2021-01-02 12:18:53.000000+00:00\"], \"session_ids\": [\"c1f4b74b-af77-4942-866a-ab368a5b782d\", \"cec1fa20-9741-4d73-84ee-3e5a53274e12\", \"2c2af88e-519d-4da5-ad14-26892cbb364b\", \"ef0fd374-fe4e-4e16-b0a3-66df5dd1d780\", \"bcf75a2a-0589-432e-8c76-177263593c74\", \"a83dfa79-3c00-4667-89ea-d8ee499332f0\", \"5ac76e31-35b7-4e3f-8be1-c5d4330e5269\", \"07c716fd-a671-4898-af13-385aa2d8afbc\", \"f626a841-557a-4e46-ac9a-38c25f55ee59\", \"e4e2fd7b-4d9a-4ee8-beca-af83abf83b5e\"], \"total_duration\": 11137.0, \"total_sessions\": 10, \"mean_week_duration\": 60.2}}, {\"61047\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-20 01:56:51.000000+00:00\", \"2020-10-09 03:42:36.000000+00:00\", \"2020-06-19 20:48:41.000000+00:00\", \"2021-03-12 14:28:06.000000+00:00\", \"2022-05-03 07:06:57.000000+00:00\"], \"session_ids\": [\"05d81fa2-4806-4daf-a60f-ec28105f5ea3\", \"1f8956e4-a8bc-406a-af95-bbeffa408d1d\", \"607ad234-89ac-443c-8d33-ad983890e751\", \"9fc56875-17fe-4417-a14f-870eb9d5e9dc\", \"24a2d26f-af10-43af-8e72-32e1fcceead9\"], \"total_duration\": 194.0, \"total_sessions\": 5, \"mean_week_duration\": 1.98}}, {\"5163\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-09 18:30:02.000000+00:00\", \"2020-04-08 13:06:51.000000+00:00\", \"2021-10-11 00:22:42.000000+00:00\", \"2019-08-07 21:34:45.000000+00:00\", \"2019-08-28 06:20:42.000000+00:00\", \"2021-08-30 09:34:14.000000+00:00\", \"2021-04-06 05:34:56.000000+00:00\", \"2021-03-27 03:47:47.000000+00:00\", \"2022-03-11 22:32:12.000000+00:00\", \"2020-05-04 08:07:45.000000+00:00\"], \"session_ids\": [\"f64c621f-06ad-4ea2-a9aa-78fc0a31a94b\", \"d454c708-9712-46f3-baec-beadbb04bf54\", \"ea054bd6-e52a-4664-a6f6-c4b79ff4feea\", \"2ac391aa-ac12-462b-863c-a22540fe325c\", \"cccb5fd2-f384-4b8c-8017-8f60ddbfcb97\", \"af25be56-7380-4b15-b47e-63ceb6863986\", \"587dae00-7fb4-4db3-bc84-f43e3cdbdc3c\", \"4d114544-815d-4fc5-9c55-36f9d21f2117\", \"0b600fbb-2b32-4483-a9a6-de5c6075732c\", \"c85f3495-2e48-4631-8e39-57c50ff9ce86\"], \"total_duration\": 33104.0, \"total_sessions\": 10, \"mean_week_duration\": 189.166}}]\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[{\"10221\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-14 00:28:43.000000+00:00\", \"2019-06-16 05:49:00.000000+00:00\"], \"session_ids\": [\"d4830ee7-005e-428b-b581-03eca352f6c5\", \"48ec078b-54aa-47a7-a4ec-c85c97356e0b\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 4.179}}, {\"29710\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-11 19:59:33.000000+00:00\", \"2021-02-20 05:29:30.000000+00:00\", \"2019-05-01 06:43:12.000000+00:00\"], \"session_ids\": [\"44c34548-4dca-4dc8-908b-e5a9680ab09c\", \"9e40728f-39dd-49c3-a89d-1b3bcb53ccc8\", \"e4df2024-ad91-43ef-bd42-574c2c3df0f9\"], \"total_duration\": 35.0, \"total_sessions\": 3, \"mean_week_duration\": 0.368}}, {\"24279\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-31 02:24:04.000000+00:00\", \"2021-06-04 15:02:52.000000+00:00\", \"2021-11-23 19:25:51.000000+00:00\", \"2019-09-13 06:10:02.000000+00:00\", \"2020-07-11 02:18:39.000000+00:00\", \"2022-10-03 20:34:59.000000+00:00\", \"2021-01-21 19:51:54.000000+00:00\", \"2022-07-12 19:02:46.000000+00:00\", \"2021-11-28 15:49:45.000000+00:00\", \"2023-06-05 11:12:20.000000+00:00\"], \"session_ids\": [\"1e7d552d-9dbf-4e46-a1a9-f093d047d3c2\", \"4039a24f-aa5d-4268-990c-c09c22d02a14\", \"38a77f05-af1d-4a92-9490-1159c0aabb6e\", \"85545009-2a89-4c50-83cd-65b5c83b7215\", \"3e5d9082-efa1-46aa-8389-abccae503674\", \"ea1ecb87-054c-464e-b589-9f12ddad17ca\", \"02276e32-2c75-4151-a2e4-16d24e431cf5\", \"b044dba6-bb87-4d76-be99-5efea89861be\", \"0432042a-d933-4cc1-bdff-5c20b6023fb5\", \"4c3c977c-0c91-4b86-a7db-8b30c67c9ebb\"], \"total_duration\": 11977.0, \"total_sessions\": 10, \"mean_week_duration\": 61.421}}, {\"72750\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-01-22 12:30:48.000000+00:00\", \"2022-02-05 22:23:48.000000+00:00\"], \"session_ids\": [\"924d1db8-04e2-443c-bd77-4610b29f0add\", \"a28fc56b-798b-40f4-bc57-d060fe409411\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 147.5}}, {\"88537\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-07 17:12:25.000000+00:00\", \"2020-05-10 09:10:07.000000+00:00\", \"2020-08-26 01:10:39.000000+00:00\"], \"session_ids\": [\"8a6de9ae-7581-4adc-9ec9-9d0a6b375e7e\", \"fbaa19f9-da3a-47e7-81a3-8397e2e87297\", \"aa687015-914c-4fae-889d-208e436f0d79\"], \"total_duration\": 886.0, \"total_sessions\": 3, \"mean_week_duration\": 44.3}}, {\"65795\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-01 02:15:24.000000+00:00\", \"2022-10-04 10:17:28.000000+00:00\"], \"session_ids\": [\"c52fc63a-4503-4c92-a58f-73de1ff09996\", \"cd3a236f-1a3e-4a0c-8372-587e23daa06f\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 9.731}}, {\"30878\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-03-26 01:52:05.000000+00:00\", \"2022-03-30 04:55:52.000000+00:00\"], \"session_ids\": [\"83e3121d-39bc-4203-8a4a-7ae5e59c74a0\", \"6a6d8913-5e5e-4b04-beb1-f1952ef8d7a9\"], \"total_duration\": 228.0, \"total_sessions\": 2, \"mean_week_duration\": 1.443}}, {\"10573\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-02 21:24:09.000000+00:00\", \"2021-06-29 08:00:54.000000+00:00\", \"2022-12-30 05:00:22.000000+00:00\", \"2021-05-09 06:21:25.000000+00:00\", \"2019-10-20 03:06:09.000000+00:00\", \"2022-01-11 14:21:05.000000+00:00\", \"2023-05-01 03:18:11.000000+00:00\", \"2022-08-03 12:42:05.000000+00:00\", \"2021-10-16 15:52:14.000000+00:00\", \"2021-01-02 12:18:53.000000+00:00\"], \"session_ids\": [\"c1f4b74b-af77-4942-866a-ab368a5b782d\", \"cec1fa20-9741-4d73-84ee-3e5a53274e12\", \"2c2af88e-519d-4da5-ad14-26892cbb364b\", \"ef0fd374-fe4e-4e16-b0a3-66df5dd1d780\", \"bcf75a2a-0589-432e-8c76-177263593c74\", \"a83dfa79-3c00-4667-89ea-d8ee499332f0\", \"5ac76e31-35b7-4e3f-8be1-c5d4330e5269\", \"07c716fd-a671-4898-af13-385aa2d8afbc\", \"f626a841-557a-4e46-ac9a-38c25f55ee59\", \"e4e2fd7b-4d9a-4ee8-beca-af83abf83b5e\"], \"total_duration\": 11137.0, \"total_sessions\": 10, \"mean_week_duration\": 60.2}}, {\"61047\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-03-20 01:56:51.000000+00:00\", \"2020-10-09 03:42:36.000000+00:00\", \"2020-06-19 20:48:41.000000+00:00\", \"2021-03-12 14:28:06.000000+00:00\", \"2022-05-03 07:06:57.000000+00:00\"], \"session_ids\": [\"05d81fa2-4806-4daf-a60f-ec28105f5ea3\", \"1f8956e4-a8bc-406a-af95-bbeffa408d1d\", \"607ad234-89ac-443c-8d33-ad983890e751\", \"9fc56875-17fe-4417-a14f-870eb9d5e9dc\", \"24a2d26f-af10-43af-8e72-32e1fcceead9\"], \"total_duration\": 194.0, \"total_sessions\": 5, \"mean_week_duration\": 1.98}}, {\"5163\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-12-09 18:30:02.000000+00:00\", \"2020-04-08 13:06:51.000000+00:00\", \"2021-10-11 00:22:42.000000+00:00\", \"2019-08-07 21:34:45.000000+00:00\", \"2019-08-28 06:20:42.000000+00:00\", \"2021-08-30 09:34:14.000000+00:00\", \"2021-04-06 05:34:56.000000+00:00\", \"2021-03-27 03:47:47.000000+00:00\", \"2022-03-11 22:32:12.000000+00:00\", \"2020-05-04 08:07:45.000000+00:00\"], \"session_ids\": [\"f64c621f-06ad-4ea2-a9aa-78fc0a31a94b\", \"d454c708-9712-46f3-baec-beadbb04bf54\", \"ea054bd6-e52a-4664-a6f6-c4b79ff4feea\", \"2ac391aa-ac12-462b-863c-a22540fe325c\", \"cccb5fd2-f384-4b8c-8017-8f60ddbfcb97\", \"af25be56-7380-4b15-b47e-63ceb6863986\", \"587dae00-7fb4-4db3-bc84-f43e3cdbdc3c\", \"4d114544-815d-4fc5-9c55-36f9d21f2117\", \"0b600fbb-2b32-4483-a9a6-de5c6075732c\", \"c85f3495-2e48-4631-8e39-57c50ff9ce86\"], \"total_duration\": 33104.0, \"total_sessions\": 10, \"mean_week_duration\": 189.166}}]\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 4 users who are leading users based on aver of time using the app per week in addition put to use sorting by median of duration of sessions per week form the highest value to the lowest 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{\"71939\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-02-06 05:23:44.000000+00:00\", \"2021-12-03 05:41:42.000000+00:00\"], \"session_ids\": [\"c34ec0de-57f2-478a-8445-1c4cc39585b2\", \"55f2998b-64e9-4d7a-8064-671e38c13726\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.387}, \"74261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-17 16:42:30.000000+00:00\", \"2021-05-02 23:31:05.000000+00:00\"], \"session_ids\": [\"27671277-d582-4595-be1f-bcefef5326db\", \"0af68b1a-81a0-4ae1-b832-c9e8846ce9b9\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 28.125}, \"79259\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-12 12:09:30.000000+00:00\", \"2022-04-02 07:08:25.000000+00:00\", \"2023-02-22 16:50:55.000000+00:00\", \"2019-03-18 10:05:18.000000+00:00\"], \"session_ids\": [\"0d51d2a2-18c7-45d4-8b0c-6c9379935884\", \"20875278-d5a9-4ef0-a146-a5057516a721\", \"d4c31438-f103-479e-8478-df1dd4e6549b\", \"ed802cc7-e15b-4e4c-b9dd-2e3f08d9df1a\"], \"total_duration\": 93.0, \"total_sessions\": 4, \"mean_week_duration\": 0.451}, \"93229\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-03-05 02:06:25.000000+00:00\", \"2021-05-20 12:52:20.000000+00:00\"], \"session_ids\": [\"dc0a89d9-c85f-4366-80c2-a582b084975b\", \"63d128a9-ef6b-41be-8df7-0e2271a7cbb4\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 4.683}, \"18536\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-08-11 13:57:01.000000+00:00\", \"2019-09-18 06:52:24.000000+00:00\", \"2020-07-18 16:18:03.000000+00:00\"], \"session_ids\": [\"72fa32cd-2c9b-402f-b84a-1e9e56d0184b\", \"d590bbbb-1b03-46cf-aaba-6e49e2b7d67d\", \"e0589190-4202-4233-9953-812d7b9e908b\"], \"total_duration\": 617.0, \"total_sessions\": 3, \"mean_week_duration\": 13.128}, \"19284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-21 18:25:56.000000+00:00\", \"2020-05-27 09:19:10.000000+00:00\", \"2019-04-09 05:11:56.000000+00:00\", \"2019-03-19 07:26:04.000000+00:00\", \"2019-09-24 16:38:39.000000+00:00\", \"2019-01-02 05:53:09.000000+00:00\", \"2019-06-08 21:24:29.000000+00:00\", \"2022-12-12 13:51:02.000000+00:00\", \"2020-11-17 10:37:34.000000+00:00\"], \"session_ids\": [\"6b407c10-3d56-4a06-ac28-3b67d83e9210\", \"9d5e9487-5deb-45ce-814c-dbf55146501b\", \"124edf90-9d5a-41d5-9c2e-4470658b08ac\", \"8434b2b6-ea26-4498-8096-69fe8cc61084\", \"23bb791d-b970-4e4e-8098-b0d8c79511ce\", \"ed1c8d4b-55b9-4f54-bc2d-2a121c18e4b1\", \"d36986f0-19d4-49ae-83ef-5db53be21844\", \"e527c092-988c-4061-adc9-82dea2827123\", \"5b241601-dd98-4777-8caa-8e7dc21a9239\"], \"total_duration\": 1895.0, \"total_sessions\": 9, \"mean_week_duration\": 9.199}, \"26683\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-05-14 23:36:23.000000+00:00\", \"2019-04-17 10:29:53.000000+00:00\"], \"session_ids\": [\"7b109853-a4cf-4a1f-bdc3-9ceecee1bd17\", \"59dcae2e-9e14-45b9-ad81-15d9738b1a83\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.257}, \"73038\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-08-29 03:51:02.000000+00:00\", \"2019-11-13 15:11:25.000000+00:00\"], \"session_ids\": [\"0dc3bc6c-0e4b-4910-a8dd-c484def21d09\", \"ffe67d24-7a89-444b-a862-98b0ceaf3b66\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 1.595}, \"61231\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-09-30 09:12:06.000000+00:00\", \"2021-08-26 11:20:20.000000+00:00\"], \"session_ids\": [\"4525c031-6f5b-49db-9a4b-5570a0509560\", \"45de3667-5d10-418f-881a-eda6a5d6cc43\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 1.75}, \"43272\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-01-16 22:38:36.000000+00:00\", \"2020-01-12 08:59:23.000000+00:00\"], \"session_ids\": [\"b4eb7194-ef9e-43df-8322-5d63f1075ffb\", \"0bfbcaf2-2a0e-430f-bbae-34afcc6a9304\"], \"total_duration\": 190.0, \"total_sessions\": 2, \"mean_week_duration\": 1.203}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the highest 4 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 4}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"74261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-17 16:42:30.000000+00:00\", \"2021-05-02 23:31:05.000000+00:00\"], \"session_ids\": [\"27671277-d582-4595-be1f-bcefef5326db\", \"0af68b1a-81a0-4ae1-b832-c9e8846ce9b9\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 28.125}}, {\"18536\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-08-11 13:57:01.000000+00:00\", \"2019-09-18 06:52:24.000000+00:00\", \"2020-07-18 16:18:03.000000+00:00\"], \"session_ids\": [\"72fa32cd-2c9b-402f-b84a-1e9e56d0184b\", \"d590bbbb-1b03-46cf-aaba-6e49e2b7d67d\", \"e0589190-4202-4233-9953-812d7b9e908b\"], \"total_duration\": 617.0, \"total_sessions\": 3, \"mean_week_duration\": 13.128}}, {\"19284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-21 18:25:56.000000+00:00\", \"2020-05-27 09:19:10.000000+00:00\", \"2019-04-09 05:11:56.000000+00:00\", \"2019-03-19 07:26:04.000000+00:00\", \"2019-09-24 16:38:39.000000+00:00\", \"2019-01-02 05:53:09.000000+00:00\", \"2019-06-08 21:24:29.000000+00:00\", \"2022-12-12 13:51:02.000000+00:00\", \"2020-11-17 10:37:34.000000+00:00\"], \"session_ids\": [\"6b407c10-3d56-4a06-ac28-3b67d83e9210\", \"9d5e9487-5deb-45ce-814c-dbf55146501b\", \"124edf90-9d5a-41d5-9c2e-4470658b08ac\", \"8434b2b6-ea26-4498-8096-69fe8cc61084\", \"23bb791d-b970-4e4e-8098-b0d8c79511ce\", \"ed1c8d4b-55b9-4f54-bc2d-2a121c18e4b1\", \"d36986f0-19d4-49ae-83ef-5db53be21844\", \"e527c092-988c-4061-adc9-82dea2827123\", \"5b241601-dd98-4777-8caa-8e7dc21a9239\"], \"total_duration\": 1895.0, \"total_sessions\": 9, \"mean_week_duration\": 9.199}}, {\"93229\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-03-05 02:06:25.000000+00:00\", \"2021-05-20 12:52:20.000000+00:00\"], \"session_ids\": [\"dc0a89d9-c85f-4366-80c2-a582b084975b\", \"63d128a9-ef6b-41be-8df7-0e2271a7cbb4\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 4.683}}]\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[{\"74261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-17 16:42:30.000000+00:00\", \"2021-05-02 23:31:05.000000+00:00\"], \"session_ids\": [\"27671277-d582-4595-be1f-bcefef5326db\", \"0af68b1a-81a0-4ae1-b832-c9e8846ce9b9\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 28.125}}, {\"18536\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-08-11 13:57:01.000000+00:00\", \"2019-09-18 06:52:24.000000+00:00\", \"2020-07-18 16:18:03.000000+00:00\"], \"session_ids\": [\"72fa32cd-2c9b-402f-b84a-1e9e56d0184b\", \"d590bbbb-1b03-46cf-aaba-6e49e2b7d67d\", \"e0589190-4202-4233-9953-812d7b9e908b\"], \"total_duration\": 617.0, \"total_sessions\": 3, \"mean_week_duration\": 13.128}}, {\"19284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-21 18:25:56.000000+00:00\", \"2020-05-27 09:19:10.000000+00:00\", \"2019-04-09 05:11:56.000000+00:00\", \"2019-03-19 07:26:04.000000+00:00\", \"2019-09-24 16:38:39.000000+00:00\", \"2019-01-02 05:53:09.000000+00:00\", \"2019-06-08 21:24:29.000000+00:00\", \"2022-12-12 13:51:02.000000+00:00\", \"2020-11-17 10:37:34.000000+00:00\"], \"session_ids\": [\"6b407c10-3d56-4a06-ac28-3b67d83e9210\", \"9d5e9487-5deb-45ce-814c-dbf55146501b\", \"124edf90-9d5a-41d5-9c2e-4470658b08ac\", \"8434b2b6-ea26-4498-8096-69fe8cc61084\", \"23bb791d-b970-4e4e-8098-b0d8c79511ce\", \"ed1c8d4b-55b9-4f54-bc2d-2a121c18e4b1\", \"d36986f0-19d4-49ae-83ef-5db53be21844\", \"e527c092-988c-4061-adc9-82dea2827123\", \"5b241601-dd98-4777-8caa-8e7dc21a9239\"], \"total_duration\": 1895.0, \"total_sessions\": 9, \"mean_week_duration\": 9.199}}, {\"93229\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-03-05 02:06:25.000000+00:00\", \"2021-05-20 12:52:20.000000+00:00\"], \"session_ids\": [\"dc0a89d9-c85f-4366-80c2-a582b084975b\", \"63d128a9-ef6b-41be-8df7-0e2271a7cbb4\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 4.683}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 4 entries and exclude 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[{\"74261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-17 16:42:30.000000+00:00\", \"2021-05-02 23:31:05.000000+00:00\"], \"session_ids\": [\"27671277-d582-4595-be1f-bcefef5326db\", \"0af68b1a-81a0-4ae1-b832-c9e8846ce9b9\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 28.125}}, {\"18536\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-08-11 13:57:01.000000+00:00\", \"2019-09-18 06:52:24.000000+00:00\", \"2020-07-18 16:18:03.000000+00:00\"], \"session_ids\": [\"72fa32cd-2c9b-402f-b84a-1e9e56d0184b\", \"d590bbbb-1b03-46cf-aaba-6e49e2b7d67d\", \"e0589190-4202-4233-9953-812d7b9e908b\"], \"total_duration\": 617.0, \"total_sessions\": 3, \"mean_week_duration\": 13.128}}, {\"19284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-21 18:25:56.000000+00:00\", \"2020-05-27 09:19:10.000000+00:00\", \"2019-04-09 05:11:56.000000+00:00\", \"2019-03-19 07:26:04.000000+00:00\", \"2019-09-24 16:38:39.000000+00:00\", \"2019-01-02 05:53:09.000000+00:00\", \"2019-06-08 21:24:29.000000+00:00\", \"2022-12-12 13:51:02.000000+00:00\", \"2020-11-17 10:37:34.000000+00:00\"], \"session_ids\": [\"6b407c10-3d56-4a06-ac28-3b67d83e9210\", \"9d5e9487-5deb-45ce-814c-dbf55146501b\", \"124edf90-9d5a-41d5-9c2e-4470658b08ac\", \"8434b2b6-ea26-4498-8096-69fe8cc61084\", \"23bb791d-b970-4e4e-8098-b0d8c79511ce\", \"ed1c8d4b-55b9-4f54-bc2d-2a121c18e4b1\", \"d36986f0-19d4-49ae-83ef-5db53be21844\", \"e527c092-988c-4061-adc9-82dea2827123\", \"5b241601-dd98-4777-8caa-8e7dc21a9239\"], \"total_duration\": 1895.0, \"total_sessions\": 9, \"mean_week_duration\": 9.199}}, {\"93229\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-03-05 02:06:25.000000+00:00\", \"2021-05-20 12:52:20.000000+00:00\"], \"session_ids\": [\"dc0a89d9-c85f-4366-80c2-a582b084975b\", \"63d128a9-ef6b-41be-8df7-0e2271a7cbb4\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 4.683}}]\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[{\"74261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-17 16:42:30.000000+00:00\", \"2021-05-02 23:31:05.000000+00:00\"], \"session_ids\": [\"27671277-d582-4595-be1f-bcefef5326db\", \"0af68b1a-81a0-4ae1-b832-c9e8846ce9b9\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 28.125}}, {\"18536\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-08-11 13:57:01.000000+00:00\", \"2019-09-18 06:52:24.000000+00:00\", \"2020-07-18 16:18:03.000000+00:00\"], \"session_ids\": [\"72fa32cd-2c9b-402f-b84a-1e9e56d0184b\", \"d590bbbb-1b03-46cf-aaba-6e49e2b7d67d\", \"e0589190-4202-4233-9953-812d7b9e908b\"], \"total_duration\": 617.0, \"total_sessions\": 3, \"mean_week_duration\": 13.128}}, {\"19284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-21 18:25:56.000000+00:00\", \"2020-05-27 09:19:10.000000+00:00\", \"2019-04-09 05:11:56.000000+00:00\", \"2019-03-19 07:26:04.000000+00:00\", \"2019-09-24 16:38:39.000000+00:00\", \"2019-01-02 05:53:09.000000+00:00\", \"2019-06-08 21:24:29.000000+00:00\", \"2022-12-12 13:51:02.000000+00:00\", \"2020-11-17 10:37:34.000000+00:00\"], \"session_ids\": [\"6b407c10-3d56-4a06-ac28-3b67d83e9210\", \"9d5e9487-5deb-45ce-814c-dbf55146501b\", \"124edf90-9d5a-41d5-9c2e-4470658b08ac\", \"8434b2b6-ea26-4498-8096-69fe8cc61084\", \"23bb791d-b970-4e4e-8098-b0d8c79511ce\", \"ed1c8d4b-55b9-4f54-bc2d-2a121c18e4b1\", \"d36986f0-19d4-49ae-83ef-5db53be21844\", \"e527c092-988c-4061-adc9-82dea2827123\", \"5b241601-dd98-4777-8caa-8e7dc21a9239\"], \"total_duration\": 1895.0, \"total_sessions\": 9, \"mean_week_duration\": 9.199}}, {\"93229\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2020-03-05 02:06:25.000000+00:00\", \"2021-05-20 12:52:20.000000+00:00\"], \"session_ids\": [\"dc0a89d9-c85f-4366-80c2-a582b084975b\", \"63d128a9-ef6b-41be-8df7-0e2271a7cbb4\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 4.683}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about 8 users with a total_sessions that is above 4 and below 8, exclusive 8 as well as perform sorting by mean_week_duration in desc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"9749\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-12 20:40:38.000000+00:00\", \"2022-12-12 23:31:29.000000+00:00\"], \"session_ids\": [\"142a509e-6d3c-4bfa-87da-ca2cad181600\", \"f3971559-dec6-4d1a-b608-64386628108f\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 1.398}, \"1147\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-05-18 18:23:57.000000+00:00\", \"2020-02-11 11:17:40.000000+00:00\", \"2022-07-02 14:01:40.000000+00:00\", \"2022-06-25 08:53:27.000000+00:00\", \"2019-12-05 07:13:25.000000+00:00\", \"2020-01-26 04:02:21.000000+00:00\"], \"session_ids\": [\"d486bffc-2799-496c-8d2d-e2e568b49f81\", \"6e08fd7e-3948-4088-9ccc-6d376b01a896\", \"fdbb4159-30c5-467c-9757-6014a8a46ab2\", \"feb373ad-7153-41ca-a7f6-bed52df43a9f\", \"5d3a2607-92d9-473c-80d0-36d181fe9ff2\", \"06491f24-bab8-4eea-9fb2-a9844335bcb8\"], \"total_duration\": 3783.0, \"total_sessions\": 6, \"mean_week_duration\": 23.209}, \"49921\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-04-06 23:00:37.000000+00:00\", \"2020-03-02 02:09:54.000000+00:00\"], \"session_ids\": [\"a255866a-7c40-4347-b6ad-e9d55f72c450\", \"d1054202-eb6c-43db-9752-24cc8bfafc4e\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 64.2}, \"34460\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-09 11:40:25.000000+00:00\", \"2020-02-22 01:19:49.000000+00:00\", \"2022-01-12 10:15:10.000000+00:00\"], \"session_ids\": [\"f8aeab17-5e52-4a16-a6c2-f48bb5c4ce2c\", \"9b029877-2166-44ff-bddb-7088ad2f6a82\", \"7338f5a9-dd71-4e13-ab2b-777e9bee3abd\"], \"total_duration\": 83.0, \"total_sessions\": 3, \"mean_week_duration\": 0.593}, \"66005\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-08-16 15:04:52.000000+00:00\", \"2020-05-18 16:37:02.000000+00:00\", \"2019-11-13 23:55:15.000000+00:00\", \"2021-10-29 00:16:09.000000+00:00\", \"2019-11-26 03:00:35.000000+00:00\", \"2019-01-18 10:30:56.000000+00:00\", \"2021-09-04 14:27:04.000000+00:00\", \"2020-05-15 15:32:11.000000+00:00\", \"2022-05-22 04:24:05.000000+00:00\", \"2022-11-27 21:43:27.000000+00:00\"], \"session_ids\": [\"464fb3fc-da78-4299-a551-f3246905dc4e\", \"ca0d5b5a-00a3-4ba4-b3d0-1d68b4549751\", \"72ae5970-5802-4183-9821-806d28c8dccc\", \"9838cf8d-89ca-402c-96fc-537323223d8c\", \"c728d1b0-8a82-44dd-a242-5e0e44125f48\", \"8a08a818-c0ac-4fcd-9d28-6da743029336\", \"4280c844-4827-4bfa-8ad1-cd0dd7862d19\", \"e01f4dff-f674-4090-a1f7-4c40031de850\", \"3171a357-24cd-4ce3-8199-7376b2b1add2\", \"ebf48ec8-9a7f-405c-a41d-39222090f686\"], \"total_duration\": 891.0, \"total_sessions\": 10, \"mean_week_duration\": 4.411}, \"37625\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-01-28 12:28:29.000000+00:00\", \"2021-09-07 06:47:35.000000+00:00\"], \"session_ids\": [\"121c0698-80e5-45b3-a641-8e93602a7ae3\", \"2ceda95f-c3fe-483d-8d6a-457d47a3f58b\"], \"total_duration\": 185.0, \"total_sessions\": 2, \"mean_week_duration\": 2.202}, \"22909\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-04-29 21:14:28.000000+00:00\", \"2020-02-04 19:25:45.000000+00:00\", \"2021-03-20 06:17:01.000000+00:00\"], \"session_ids\": [\"a6489a8d-c8f6-4168-b55c-53ffa8cf017e\", \"c33b364d-af2b-4fbd-bad7-ed391c3623a3\", \"27c134d9-e126-47a4-a7b4-631cb56222c1\"], \"total_duration\": 116.0, \"total_sessions\": 3, \"mean_week_duration\": 0.991}, \"89586\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-05 19:32:47.000000+00:00\", \"2019-02-21 01:13:03.000000+00:00\"], \"session_ids\": [\"2ed11579-e365-4c79-92ea-8bb0cf63835e\", \"a96b2d6c-6c11-4c7d-9c60-d428149d0679\"], \"total_duration\": 196.0, \"total_sessions\": 2, \"mean_week_duration\": 2.579}, \"73572\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-06-28 12:22:23.000000+00:00\", \"2020-02-28 02:20:30.000000+00:00\"], \"session_ids\": [\"b2ed673f-3b04-4f9c-8183-d51dbc552aff\", \"86318ef0-c5a4-4616-9822-6ceee60c9cdd\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 1.114}, \"47983\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-02 01:46:59.000000+00:00\", \"2023-02-27 05:48:10.000000+00:00\", \"2020-02-02 08:25:29.000000+00:00\", \"2022-07-06 21:03:35.000000+00:00\"], \"session_ids\": [\"d7f2bf6c-f0cb-4049-b071-6964419e1fca\", \"952655f5-0455-4dc3-8c88-ef2e4bde5f77\", \"96731ed2-2ee9-4870-b42a-423d32a780ad\", \"2050d48a-809d-4e88-8932-0945cfcffc22\"], \"total_duration\": 1380.0, \"total_sessions\": 4, \"mean_week_duration\": 8.625}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 4 and are less than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"1147\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-05-18 18:23:57.000000+00:00\", \"2020-02-11 11:17:40.000000+00:00\", \"2022-07-02 14:01:40.000000+00:00\", \"2022-06-25 08:53:27.000000+00:00\", \"2019-12-05 07:13:25.000000+00:00\", \"2020-01-26 04:02:21.000000+00:00\"], \"session_ids\": [\"d486bffc-2799-496c-8d2d-e2e568b49f81\", \"6e08fd7e-3948-4088-9ccc-6d376b01a896\", \"fdbb4159-30c5-467c-9757-6014a8a46ab2\", \"feb373ad-7153-41ca-a7f6-bed52df43a9f\", \"5d3a2607-92d9-473c-80d0-36d181fe9ff2\", \"06491f24-bab8-4eea-9fb2-a9844335bcb8\"], \"total_duration\": 3783.0, \"total_sessions\": 6, \"mean_week_duration\": 23.209}, \"47983\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-02 01:46:59.000000+00:00\", \"2023-02-27 05:48:10.000000+00:00\", \"2020-02-02 08:25:29.000000+00:00\", \"2022-07-06 21:03:35.000000+00:00\"], \"session_ids\": [\"d7f2bf6c-f0cb-4049-b071-6964419e1fca\", \"952655f5-0455-4dc3-8c88-ef2e4bde5f77\", \"96731ed2-2ee9-4870-b42a-423d32a780ad\", \"2050d48a-809d-4e88-8932-0945cfcffc22\"], \"total_duration\": 1380.0, \"total_sessions\": 4, \"mean_week_duration\": 8.625}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"1147\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-05-18 18:23:57.000000+00:00\", \"2020-02-11 11:17:40.000000+00:00\", \"2022-07-02 14:01:40.000000+00:00\", \"2022-06-25 08:53:27.000000+00:00\", \"2019-12-05 07:13:25.000000+00:00\", \"2020-01-26 04:02:21.000000+00:00\"], \"session_ids\": [\"d486bffc-2799-496c-8d2d-e2e568b49f81\", \"6e08fd7e-3948-4088-9ccc-6d376b01a896\", \"fdbb4159-30c5-467c-9757-6014a8a46ab2\", \"feb373ad-7153-41ca-a7f6-bed52df43a9f\", \"5d3a2607-92d9-473c-80d0-36d181fe9ff2\", \"06491f24-bab8-4eea-9fb2-a9844335bcb8\"], \"total_duration\": 3783.0, \"total_sessions\": 6, \"mean_week_duration\": 23.209}}, {\"47983\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-02 01:46:59.000000+00:00\", \"2023-02-27 05:48:10.000000+00:00\", \"2020-02-02 08:25:29.000000+00:00\", \"2022-07-06 21:03:35.000000+00:00\"], \"session_ids\": [\"d7f2bf6c-f0cb-4049-b071-6964419e1fca\", \"952655f5-0455-4dc3-8c88-ef2e4bde5f77\", \"96731ed2-2ee9-4870-b42a-423d32a780ad\", \"2050d48a-809d-4e88-8932-0945cfcffc22\"], \"total_duration\": 1380.0, \"total_sessions\": 4, \"mean_week_duration\": 8.625}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 8 entries and remove 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[{\"1147\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-05-18 18:23:57.000000+00:00\", \"2020-02-11 11:17:40.000000+00:00\", \"2022-07-02 14:01:40.000000+00:00\", \"2022-06-25 08:53:27.000000+00:00\", \"2019-12-05 07:13:25.000000+00:00\", \"2020-01-26 04:02:21.000000+00:00\"], \"session_ids\": [\"d486bffc-2799-496c-8d2d-e2e568b49f81\", \"6e08fd7e-3948-4088-9ccc-6d376b01a896\", \"fdbb4159-30c5-467c-9757-6014a8a46ab2\", \"feb373ad-7153-41ca-a7f6-bed52df43a9f\", \"5d3a2607-92d9-473c-80d0-36d181fe9ff2\", \"06491f24-bab8-4eea-9fb2-a9844335bcb8\"], \"total_duration\": 3783.0, \"total_sessions\": 6, \"mean_week_duration\": 23.209}}, {\"47983\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-02 01:46:59.000000+00:00\", \"2023-02-27 05:48:10.000000+00:00\", \"2020-02-02 08:25:29.000000+00:00\", \"2022-07-06 21:03:35.000000+00:00\"], \"session_ids\": [\"d7f2bf6c-f0cb-4049-b071-6964419e1fca\", \"952655f5-0455-4dc3-8c88-ef2e4bde5f77\", \"96731ed2-2ee9-4870-b42a-423d32a780ad\", \"2050d48a-809d-4e88-8932-0945cfcffc22\"], \"total_duration\": 1380.0, \"total_sessions\": 4, \"mean_week_duration\": 8.625}}]\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[{\"1147\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-05-18 18:23:57.000000+00:00\", \"2020-02-11 11:17:40.000000+00:00\", \"2022-07-02 14:01:40.000000+00:00\", \"2022-06-25 08:53:27.000000+00:00\", \"2019-12-05 07:13:25.000000+00:00\", \"2020-01-26 04:02:21.000000+00:00\"], \"session_ids\": [\"d486bffc-2799-496c-8d2d-e2e568b49f81\", \"6e08fd7e-3948-4088-9ccc-6d376b01a896\", \"fdbb4159-30c5-467c-9757-6014a8a46ab2\", \"feb373ad-7153-41ca-a7f6-bed52df43a9f\", \"5d3a2607-92d9-473c-80d0-36d181fe9ff2\", \"06491f24-bab8-4eea-9fb2-a9844335bcb8\"], \"total_duration\": 3783.0, \"total_sessions\": 6, \"mean_week_duration\": 23.209}}, {\"47983\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-02 01:46:59.000000+00:00\", \"2023-02-27 05:48:10.000000+00:00\", \"2020-02-02 08:25:29.000000+00:00\", \"2022-07-06 21:03:35.000000+00:00\"], \"session_ids\": [\"d7f2bf6c-f0cb-4049-b071-6964419e1fca\", \"952655f5-0455-4dc3-8c88-ef2e4bde5f77\", \"96731ed2-2ee9-4870-b42a-423d32a780ad\", \"2050d48a-809d-4e88-8932-0945cfcffc22\"], \"total_duration\": 1380.0, \"total_sessions\": 4, \"mean_week_duration\": 8.625}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into 2 users who have number of sessions strictly greater than 8 and strictly less than 3 and in addition put to use sorting by duration of sessions per week from the smallest to the largest additionaly display only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"95459\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-04-25 16:33:34.000000+00:00\", \"2020-01-21 17:45:16.000000+00:00\", \"2019-09-01 00:22:38.000000+00:00\"], \"session_ids\": [\"791c1879-e055-487c-9dda-515727d268fa\", \"1141a2e5-5df1-41dd-af78-229839e4c979\", \"c74c0f47-14de-4e38-9eec-0fd7d8722f9f\"], \"total_duration\": 75.0, \"total_sessions\": 3, \"mean_week_duration\": 0.872}, \"26490\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-01-22 17:35:32.000000+00:00\", \"2021-07-23 08:06:30.000000+00:00\", \"2020-07-26 01:46:11.000000+00:00\", \"2020-02-14 01:59:17.000000+00:00\"], \"session_ids\": [\"6aef8b0a-b5db-4da3-a870-9fb73559190d\", \"0adfbf7a-b62f-432c-8147-b2b5c0b66157\", \"28a2c010-5c57-4970-9b67-6b9b3ebf086e\", \"9e44d03e-dd26-424c-ab56-3956fa489580\"], \"total_duration\": 521.0, \"total_sessions\": 4, \"mean_week_duration\": 6.947}, \"19303\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-10-03 15:44:01.000000+00:00\", \"2023-05-27 09:53:12.000000+00:00\", \"2021-09-05 00:02:28.000000+00:00\", \"2021-05-13 17:19:54.000000+00:00\"], \"session_ids\": [\"64ba1e1f-fe48-44b4-b7a0-cbd6d4cd7da4\", \"be329f1e-9e6d-4e12-af98-eed184a6bf3d\", \"dc1433e1-87fa-407a-8da7-f5ad492c3641\", \"305a1273-efde-4764-8539-b95e2554646b\"], \"total_duration\": 104.0, \"total_sessions\": 4, \"mean_week_duration\": 0.972}, \"99546\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-04-13 05:18:50.000000+00:00\", \"2020-05-02 14:12:26.000000+00:00\", \"2021-08-08 01:13:48.000000+00:00\", \"2019-07-03 04:16:50.000000+00:00\", \"2023-01-11 10:50:56.000000+00:00\"], \"session_ids\": [\"45144d8f-9d0d-4557-8529-3681fc959574\", \"0458f6e7-7905-43e6-bd77-7206b81dfbbc\", \"705984c8-911a-4018-b0c2-272c1bdb528d\", \"23e6509f-9d09-4454-9858-2e9ba749454d\", \"2bfebc98-312e-4e31-8a69-d46bce1fb38a\"], \"total_duration\": 2589.0, \"total_sessions\": 5, \"mean_week_duration\": 14.071}, \"13094\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-07-12 04:30:28.000000+00:00\", \"2020-04-19 14:37:26.000000+00:00\", \"2021-09-19 13:44:42.000000+00:00\", \"2022-12-03 22:55:17.000000+00:00\", \"2022-03-05 03:28:19.000000+00:00\", \"2022-01-25 17:17:26.000000+00:00\", \"2023-06-11 08:02:20.000000+00:00\", \"2021-12-24 00:36:53.000000+00:00\", \"2023-03-02 18:16:12.000000+00:00\"], \"session_ids\": [\"d3414c59-8148-4332-b983-234a754bcd50\", \"ce04eacb-6af3-4952-aad2-c2dcd3a13ef0\", \"e58517e0-6371-49e7-8432-237c5c5717f3\", \"f210e33d-b4e4-4b00-b342-23e945c8d51c\", \"7f6d7583-ac03-4fed-b728-5beeb91e4286\", \"3367ba4e-d036-464f-adbc-ee303d557acb\", \"88783650-7937-4e52-b303-ac3b3c5e9806\", \"4f6f5a59-4166-4957-bd5e-dfae4e9b9976\", \"ae8ef69d-bbae-43cd-8575-2fa9747115c9\"], \"total_duration\": 2383.0, \"total_sessions\": 9, \"mean_week_duration\": 11.624}, \"32138\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-02-12 16:05:23.000000+00:00\", \"2021-01-25 00:02:50.000000+00:00\", \"2020-01-12 17:09:49.000000+00:00\"], \"session_ids\": [\"bceea50d-c079-4662-a482-0b71080ec51f\", \"f156066a-1f82-4a4d-8e84-dbb1c162eceb\", \"8bab629f-87f7-46fe-8b4d-41d3c92052ec\"], \"total_duration\": 1043.0, \"total_sessions\": 3, \"mean_week_duration\": 10.225}, \"25914\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-22 15:04:23.000000+00:00\", \"2020-02-24 12:52:26.000000+00:00\", \"2020-01-12 21:08:14.000000+00:00\", \"2019-01-07 17:44:07.000000+00:00\"], \"session_ids\": [\"d6be95c4-1fe2-48e3-bc4b-bcec9ef0e1b5\", \"3cd44de5-63be-471f-b6b6-60b498962a90\", \"9eca8da1-5fc4-411e-b915-c86bb4c3ec4e\", \"354257b4-b41c-414a-bebb-9739a2203675\"], \"total_duration\": 755.0, \"total_sessions\": 4, \"mean_week_duration\": 4.748}, \"26798\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-11-27 16:28:56.000000+00:00\", \"2022-08-09 20:20:06.000000+00:00\", \"2022-11-21 15:00:32.000000+00:00\", \"2022-01-23 05:37:58.000000+00:00\"], \"session_ids\": [\"bd65588f-835b-421d-8298-0229d9d7f0ba\", \"f830f10a-2f58-4827-92ff-5bf64f89104f\", \"afdb12f8-a561-4312-b013-2f0ee31ee9f5\", \"cd088c22-4a94-4de3-abd6-20516ad3a1ba\"], \"total_duration\": 40.0, \"total_sessions\": 4, \"mean_week_duration\": 0.769}, \"70384\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-09-01 08:17:28.000000+00:00\", \"2020-06-03 19:33:21.000000+00:00\"], \"session_ids\": [\"2975cb06-9947-49f5-9117-fe5671cfc727\", \"d192f441-a53e-4edc-bb50-aafafcd97b17\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 3.723}, \"72259\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-14 17:35:06.000000+00:00\", \"2021-10-12 20:39:25.000000+00:00\"], \"session_ids\": [\"065e0dce-07f7-4219-9f5e-7296ffc3b9d6\", \"c21f2739-bf14-47ae-9f31-7e64e4b61a71\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 22.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are less than 3 and are greater than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[3, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"70384\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-09-01 08:17:28.000000+00:00\", \"2020-06-03 19:33:21.000000+00:00\"], \"session_ids\": [\"2975cb06-9947-49f5-9117-fe5671cfc727\", \"d192f441-a53e-4edc-bb50-aafafcd97b17\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 3.723}, \"72259\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-14 17:35:06.000000+00:00\", \"2021-10-12 20:39:25.000000+00:00\"], \"session_ids\": [\"065e0dce-07f7-4219-9f5e-7296ffc3b9d6\", \"c21f2739-bf14-47ae-9f31-7e64e4b61a71\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 22.0}, \"13094\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-07-12 04:30:28.000000+00:00\", \"2020-04-19 14:37:26.000000+00:00\", \"2021-09-19 13:44:42.000000+00:00\", \"2022-12-03 22:55:17.000000+00:00\", \"2022-03-05 03:28:19.000000+00:00\", \"2022-01-25 17:17:26.000000+00:00\", \"2023-06-11 08:02:20.000000+00:00\", \"2021-12-24 00:36:53.000000+00:00\", \"2023-03-02 18:16:12.000000+00:00\"], \"session_ids\": [\"d3414c59-8148-4332-b983-234a754bcd50\", \"ce04eacb-6af3-4952-aad2-c2dcd3a13ef0\", \"e58517e0-6371-49e7-8432-237c5c5717f3\", \"f210e33d-b4e4-4b00-b342-23e945c8d51c\", \"7f6d7583-ac03-4fed-b728-5beeb91e4286\", \"3367ba4e-d036-464f-adbc-ee303d557acb\", \"88783650-7937-4e52-b303-ac3b3c5e9806\", \"4f6f5a59-4166-4957-bd5e-dfae4e9b9976\", \"ae8ef69d-bbae-43cd-8575-2fa9747115c9\"], \"total_duration\": 2383.0, \"total_sessions\": 9, \"mean_week_duration\": 11.624}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"70384\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-09-01 08:17:28.000000+00:00\", \"2020-06-03 19:33:21.000000+00:00\"], \"session_ids\": [\"2975cb06-9947-49f5-9117-fe5671cfc727\", \"d192f441-a53e-4edc-bb50-aafafcd97b17\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 3.723}}, {\"13094\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-07-12 04:30:28.000000+00:00\", \"2020-04-19 14:37:26.000000+00:00\", \"2021-09-19 13:44:42.000000+00:00\", \"2022-12-03 22:55:17.000000+00:00\", \"2022-03-05 03:28:19.000000+00:00\", \"2022-01-25 17:17:26.000000+00:00\", \"2023-06-11 08:02:20.000000+00:00\", \"2021-12-24 00:36:53.000000+00:00\", \"2023-03-02 18:16:12.000000+00:00\"], \"session_ids\": [\"d3414c59-8148-4332-b983-234a754bcd50\", \"ce04eacb-6af3-4952-aad2-c2dcd3a13ef0\", \"e58517e0-6371-49e7-8432-237c5c5717f3\", \"f210e33d-b4e4-4b00-b342-23e945c8d51c\", \"7f6d7583-ac03-4fed-b728-5beeb91e4286\", \"3367ba4e-d036-464f-adbc-ee303d557acb\", \"88783650-7937-4e52-b303-ac3b3c5e9806\", \"4f6f5a59-4166-4957-bd5e-dfae4e9b9976\", \"ae8ef69d-bbae-43cd-8575-2fa9747115c9\"], \"total_duration\": 2383.0, \"total_sessions\": 9, \"mean_week_duration\": 11.624}}, {\"72259\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-14 17:35:06.000000+00:00\", \"2021-10-12 20:39:25.000000+00:00\"], \"session_ids\": [\"065e0dce-07f7-4219-9f5e-7296ffc3b9d6\", \"c21f2739-bf14-47ae-9f31-7e64e4b61a71\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 22.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"70384\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-09-01 08:17:28.000000+00:00\", \"2020-06-03 19:33:21.000000+00:00\"], \"session_ids\": [\"2975cb06-9947-49f5-9117-fe5671cfc727\", \"d192f441-a53e-4edc-bb50-aafafcd97b17\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 3.723}}, {\"13094\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-07-12 04:30:28.000000+00:00\", \"2020-04-19 14:37:26.000000+00:00\", \"2021-09-19 13:44:42.000000+00:00\", \"2022-12-03 22:55:17.000000+00:00\", \"2022-03-05 03:28:19.000000+00:00\", \"2022-01-25 17:17:26.000000+00:00\", \"2023-06-11 08:02:20.000000+00:00\", \"2021-12-24 00:36:53.000000+00:00\", \"2023-03-02 18:16:12.000000+00:00\"], \"session_ids\": [\"d3414c59-8148-4332-b983-234a754bcd50\", \"ce04eacb-6af3-4952-aad2-c2dcd3a13ef0\", \"e58517e0-6371-49e7-8432-237c5c5717f3\", \"f210e33d-b4e4-4b00-b342-23e945c8d51c\", \"7f6d7583-ac03-4fed-b728-5beeb91e4286\", \"3367ba4e-d036-464f-adbc-ee303d557acb\", \"88783650-7937-4e52-b303-ac3b3c5e9806\", \"4f6f5a59-4166-4957-bd5e-dfae4e9b9976\", \"ae8ef69d-bbae-43cd-8575-2fa9747115c9\"], \"total_duration\": 2383.0, \"total_sessions\": 9, \"mean_week_duration\": 11.624}}, {\"72259\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-14 17:35:06.000000+00:00\", \"2021-10-12 20:39:25.000000+00:00\"], \"session_ids\": [\"065e0dce-07f7-4219-9f5e-7296ffc3b9d6\", \"c21f2739-bf14-47ae-9f31-7e64e4b61a71\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 22.0}}]\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[{\"70384\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 4, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-09-01 08:17:28.000000+00:00\", \"2020-06-03 19:33:21.000000+00:00\"], \"session_ids\": [\"2975cb06-9947-49f5-9117-fe5671cfc727\", \"d192f441-a53e-4edc-bb50-aafafcd97b17\"], \"total_duration\": 242.0, \"total_sessions\": 2, \"mean_week_duration\": 3.723}}, {\"13094\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-07-12 04:30:28.000000+00:00\", \"2020-04-19 14:37:26.000000+00:00\", \"2021-09-19 13:44:42.000000+00:00\", \"2022-12-03 22:55:17.000000+00:00\", \"2022-03-05 03:28:19.000000+00:00\", \"2022-01-25 17:17:26.000000+00:00\", \"2023-06-11 08:02:20.000000+00:00\", \"2021-12-24 00:36:53.000000+00:00\", \"2023-03-02 18:16:12.000000+00:00\"], \"session_ids\": [\"d3414c59-8148-4332-b983-234a754bcd50\", \"ce04eacb-6af3-4952-aad2-c2dcd3a13ef0\", \"e58517e0-6371-49e7-8432-237c5c5717f3\", \"f210e33d-b4e4-4b00-b342-23e945c8d51c\", \"7f6d7583-ac03-4fed-b728-5beeb91e4286\", \"3367ba4e-d036-464f-adbc-ee303d557acb\", \"88783650-7937-4e52-b303-ac3b3c5e9806\", \"4f6f5a59-4166-4957-bd5e-dfae4e9b9976\", \"ae8ef69d-bbae-43cd-8575-2fa9747115c9\"], \"total_duration\": 2383.0, \"total_sessions\": 9, \"mean_week_duration\": 11.624}}, {\"72259\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-14 17:35:06.000000+00:00\", \"2021-10-12 20:39:25.000000+00:00\"], \"session_ids\": [\"065e0dce-07f7-4219-9f5e-7296ffc3b9d6\", \"c21f2739-bf14-47ae-9f31-7e64e4b61a71\"], \"total_duration\": 198.0, \"total_sessions\": 2, \"mean_week_duration\": 22.0}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about users who aren't residing in cities Quito, Dubai, Singapore City, Karachi as well as perform sorting by overall quantity of sessions in asc order." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"9169\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-08-28 13:30:08.000000+00:00\", \"2019-07-14 13:24:16.000000+00:00\", \"2022-01-29 08:44:29.000000+00:00\"], \"session_ids\": [\"d2cf5557-0d41-4ec5-ab8c-9ebf8c32c9e6\", \"63f4bda8-c091-4d3a-b007-5738686adad6\", \"6a803e4f-e681-462a-973a-f3cb27f63cc1\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.337}, \"74499\": {\"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\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-21 19:25:22.000000+00:00\", \"2020-06-29 22:12:45.000000+00:00\"], \"session_ids\": [\"018258ad-6f9e-43a9-a847-22e60bb98117\", \"77b84b9a-c72c-4dfd-be46-7c8b22552af1\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 3.55}, \"31950\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-04-03 08:38:34.000000+00:00\", \"2019-04-27 21:46:16.000000+00:00\", \"2020-11-27 05:29:56.000000+00:00\", \"2021-08-03 07:51:23.000000+00:00\"], \"session_ids\": [\"59911aae-ff30-42d2-9602-1320f9016fe6\", \"983ce4b1-12be-4227-ba83-b863eb33f29e\", \"11ba14c4-8ebd-4ec0-b9ff-216ca108292d\", \"d09d4284-c0d9-45d7-ad19-d612823b701b\"], \"total_duration\": 89.0, \"total_sessions\": 4, \"mean_week_duration\": 0.73}, \"45976\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-31 13:29:14.000000+00:00\", \"2019-08-06 23:14:22.000000+00:00\"], \"session_ids\": [\"3b42c9ce-daa0-4b60-8ac4-b42a79793bc0\", \"2eb63b8b-3b91-4a11-97ce-7de2c90f55f9\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.074}, \"51425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-12 00:19:18.000000+00:00\", \"2021-06-28 00:10:39.000000+00:00\", \"2019-06-11 11:28:18.000000+00:00\"], \"session_ids\": [\"10d6040a-6c15-43db-a328-c6bce15542d2\", \"6464df01-36eb-4025-8fc2-8134e9f7c3b0\", \"e94bf0da-6c60-484c-a264-db7f9e3aa8c7\"], \"total_duration\": 64.0, \"total_sessions\": 3, \"mean_week_duration\": 0.418}, \"52302\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-05-21 18:53:36.000000+00:00\", \"2021-12-05 03:27:42.000000+00:00\", \"2021-07-03 19:34:16.000000+00:00\", \"2021-06-15 10:36:06.000000+00:00\", \"2019-04-03 07:26:07.000000+00:00\", \"2019-12-25 03:45:22.000000+00:00\", \"2020-10-08 17:56:59.000000+00:00\"], \"session_ids\": [\"e3b25e6f-e8fc-4e5f-8560-394bb909462b\", \"b1523da7-da17-40ab-9e2b-9c1576990268\", \"f68caa22-6859-4965-9958-740c19eda852\", \"784bdcf1-761a-4e11-97ec-2d78a3128720\", \"658a1d9a-12cb-4b2f-ace8-ba540443c338\", \"70c65463-8d85-4ee8-a1c5-eb26927fa214\", \"b79ab369-74cb-4a21-a37b-65e61e3abfe2\"], \"total_duration\": 5987.0, \"total_sessions\": 7, \"mean_week_duration\": 42.764}, \"85070\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-23 11:31:17.000000+00:00\", \"2023-05-15 20:03:22.000000+00:00\", \"2020-06-06 23:47:07.000000+00:00\", \"2020-12-13 13:03:29.000000+00:00\", \"2023-02-24 20:07:31.000000+00:00\", \"2019-07-15 20:53:04.000000+00:00\", \"2023-03-23 04:29:26.000000+00:00\", \"2020-07-18 07:15:50.000000+00:00\"], \"session_ids\": [\"e7227cad-7bd9-4a55-96c3-10548c7ef550\", \"5a6fa477-6c12-4583-a830-0d607b1337fa\", \"d26f5ce3-72c4-42a3-902a-561ec50885cb\", \"742d673e-082a-42b3-8e9a-c06264f3f85d\", \"749abd8b-390b-4c97-bce0-6ccdc8643746\", \"6f4ea673-c4fd-44dd-a5b3-6ed4918701f4\", \"491b428a-3ae2-4bb3-86e5-7f5f11bd5119\", \"a8c58a36-ec7d-4d69-a71d-8531543e2c14\"], \"total_duration\": 231.0, \"total_sessions\": 8, \"mean_week_duration\": 1.155}, \"28377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-09-29 18:42:32.000000+00:00\", \"2021-09-07 09:44:36.000000+00:00\"], \"session_ids\": [\"bc4c1f24-9fad-4660-a26b-91deaf9dc30a\", \"05c415e7-bf56-4f75-9dca-4fe1b3e71de8\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.961}, \"79645\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-18 00:28:41.000000+00:00\", \"2022-02-09 19:46:11.000000+00:00\", \"2022-11-15 06:04:50.000000+00:00\", \"2021-06-05 21:44:45.000000+00:00\", \"2023-06-27 23:12:08.000000+00:00\", \"2020-10-31 17:45:49.000000+00:00\", \"2020-10-05 19:59:51.000000+00:00\", \"2019-08-13 17:17:36.000000+00:00\"], \"session_ids\": [\"6788a046-ed2b-48de-887d-48a238fb69a9\", \"2164942d-beb0-44a2-a9f9-2fa1f71354ed\", \"f4809e80-aea9-42b6-b53d-daebd7ac7b1e\", \"c79a5167-c80a-499b-b833-ee88eaf743c1\", \"b629c032-149b-44e5-bbef-473e7f65f132\", \"3518bb7f-0c42-4fd2-8808-5abb45bdfc6f\", \"dab653eb-512c-4da6-aab3-f778238ea444\", \"918e1b87-bf4f-4910-8487-96cd721e4d9c\"], \"total_duration\": 916.0, \"total_sessions\": 8, \"mean_week_duration\": 4.535}, \"4013\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-02 09:23:08.000000+00:00\", \"2020-12-31 21:48:02.000000+00:00\", \"2020-10-31 09:22:04.000000+00:00\", \"2023-01-29 07:57:11.000000+00:00\", \"2022-02-26 20:58:29.000000+00:00\"], \"session_ids\": [\"6f546105-fa14-4a9f-a795-94a3738e5142\", \"d0bdab92-3ad3-4d49-870d-8ff445bfd724\", \"f49bc08c-d9d2-4b76-a5ca-1d90bcec5d27\", \"cabf6e15-63ad-4505-8235-f1e40220ec56\", \"51b83e0b-435c-4f73-9a23-d80e77339e15\"], \"total_duration\": 70.0, \"total_sessions\": 5, \"mean_week_duration\": 0.435}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are not Quito, Dubai, Singapore City, Karachi" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Quito\", \"Dubai\", \"Singapore City\", \"Karachi\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"9169\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-08-28 13:30:08.000000+00:00\", \"2019-07-14 13:24:16.000000+00:00\", \"2022-01-29 08:44:29.000000+00:00\"], \"session_ids\": [\"d2cf5557-0d41-4ec5-ab8c-9ebf8c32c9e6\", \"63f4bda8-c091-4d3a-b007-5738686adad6\", \"6a803e4f-e681-462a-973a-f3cb27f63cc1\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.337}, \"74499\": {\"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\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-21 19:25:22.000000+00:00\", \"2020-06-29 22:12:45.000000+00:00\"], \"session_ids\": [\"018258ad-6f9e-43a9-a847-22e60bb98117\", \"77b84b9a-c72c-4dfd-be46-7c8b22552af1\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 3.55}, \"45976\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-31 13:29:14.000000+00:00\", \"2019-08-06 23:14:22.000000+00:00\"], \"session_ids\": [\"3b42c9ce-daa0-4b60-8ac4-b42a79793bc0\", \"2eb63b8b-3b91-4a11-97ce-7de2c90f55f9\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.074}, \"51425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-12 00:19:18.000000+00:00\", \"2021-06-28 00:10:39.000000+00:00\", \"2019-06-11 11:28:18.000000+00:00\"], \"session_ids\": [\"10d6040a-6c15-43db-a328-c6bce15542d2\", \"6464df01-36eb-4025-8fc2-8134e9f7c3b0\", \"e94bf0da-6c60-484c-a264-db7f9e3aa8c7\"], \"total_duration\": 64.0, \"total_sessions\": 3, \"mean_week_duration\": 0.418}, \"52302\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-05-21 18:53:36.000000+00:00\", \"2021-12-05 03:27:42.000000+00:00\", \"2021-07-03 19:34:16.000000+00:00\", \"2021-06-15 10:36:06.000000+00:00\", \"2019-04-03 07:26:07.000000+00:00\", \"2019-12-25 03:45:22.000000+00:00\", \"2020-10-08 17:56:59.000000+00:00\"], \"session_ids\": [\"e3b25e6f-e8fc-4e5f-8560-394bb909462b\", \"b1523da7-da17-40ab-9e2b-9c1576990268\", \"f68caa22-6859-4965-9958-740c19eda852\", \"784bdcf1-761a-4e11-97ec-2d78a3128720\", \"658a1d9a-12cb-4b2f-ace8-ba540443c338\", \"70c65463-8d85-4ee8-a1c5-eb26927fa214\", \"b79ab369-74cb-4a21-a37b-65e61e3abfe2\"], \"total_duration\": 5987.0, \"total_sessions\": 7, \"mean_week_duration\": 42.764}, \"85070\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-23 11:31:17.000000+00:00\", \"2023-05-15 20:03:22.000000+00:00\", \"2020-06-06 23:47:07.000000+00:00\", \"2020-12-13 13:03:29.000000+00:00\", \"2023-02-24 20:07:31.000000+00:00\", \"2019-07-15 20:53:04.000000+00:00\", \"2023-03-23 04:29:26.000000+00:00\", \"2020-07-18 07:15:50.000000+00:00\"], \"session_ids\": [\"e7227cad-7bd9-4a55-96c3-10548c7ef550\", \"5a6fa477-6c12-4583-a830-0d607b1337fa\", \"d26f5ce3-72c4-42a3-902a-561ec50885cb\", \"742d673e-082a-42b3-8e9a-c06264f3f85d\", \"749abd8b-390b-4c97-bce0-6ccdc8643746\", \"6f4ea673-c4fd-44dd-a5b3-6ed4918701f4\", \"491b428a-3ae2-4bb3-86e5-7f5f11bd5119\", \"a8c58a36-ec7d-4d69-a71d-8531543e2c14\"], \"total_duration\": 231.0, \"total_sessions\": 8, \"mean_week_duration\": 1.155}, \"28377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-09-29 18:42:32.000000+00:00\", \"2021-09-07 09:44:36.000000+00:00\"], \"session_ids\": [\"bc4c1f24-9fad-4660-a26b-91deaf9dc30a\", \"05c415e7-bf56-4f75-9dca-4fe1b3e71de8\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.961}, \"79645\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-18 00:28:41.000000+00:00\", \"2022-02-09 19:46:11.000000+00:00\", \"2022-11-15 06:04:50.000000+00:00\", \"2021-06-05 21:44:45.000000+00:00\", \"2023-06-27 23:12:08.000000+00:00\", \"2020-10-31 17:45:49.000000+00:00\", \"2020-10-05 19:59:51.000000+00:00\", \"2019-08-13 17:17:36.000000+00:00\"], \"session_ids\": [\"6788a046-ed2b-48de-887d-48a238fb69a9\", \"2164942d-beb0-44a2-a9f9-2fa1f71354ed\", \"f4809e80-aea9-42b6-b53d-daebd7ac7b1e\", \"c79a5167-c80a-499b-b833-ee88eaf743c1\", \"b629c032-149b-44e5-bbef-473e7f65f132\", \"3518bb7f-0c42-4fd2-8808-5abb45bdfc6f\", \"dab653eb-512c-4da6-aab3-f778238ea444\", \"918e1b87-bf4f-4910-8487-96cd721e4d9c\"], \"total_duration\": 916.0, \"total_sessions\": 8, \"mean_week_duration\": 4.535}, \"4013\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-02 09:23:08.000000+00:00\", \"2020-12-31 21:48:02.000000+00:00\", \"2020-10-31 09:22:04.000000+00:00\", \"2023-01-29 07:57:11.000000+00:00\", \"2022-02-26 20:58:29.000000+00:00\"], \"session_ids\": [\"6f546105-fa14-4a9f-a795-94a3738e5142\", \"d0bdab92-3ad3-4d49-870d-8ff445bfd724\", \"f49bc08c-d9d2-4b76-a5ca-1d90bcec5d27\", \"cabf6e15-63ad-4505-8235-f1e40220ec56\", \"51b83e0b-435c-4f73-9a23-d80e77339e15\"], \"total_duration\": 70.0, \"total_sessions\": 5, \"mean_week_duration\": 0.435}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"74499\": {\"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\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-21 19:25:22.000000+00:00\", \"2020-06-29 22:12:45.000000+00:00\"], \"session_ids\": [\"018258ad-6f9e-43a9-a847-22e60bb98117\", \"77b84b9a-c72c-4dfd-be46-7c8b22552af1\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 3.55}}, {\"45976\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-31 13:29:14.000000+00:00\", \"2019-08-06 23:14:22.000000+00:00\"], \"session_ids\": [\"3b42c9ce-daa0-4b60-8ac4-b42a79793bc0\", \"2eb63b8b-3b91-4a11-97ce-7de2c90f55f9\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.074}}, {\"28377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-09-29 18:42:32.000000+00:00\", \"2021-09-07 09:44:36.000000+00:00\"], \"session_ids\": [\"bc4c1f24-9fad-4660-a26b-91deaf9dc30a\", \"05c415e7-bf56-4f75-9dca-4fe1b3e71de8\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.961}}, {\"9169\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-08-28 13:30:08.000000+00:00\", \"2019-07-14 13:24:16.000000+00:00\", \"2022-01-29 08:44:29.000000+00:00\"], \"session_ids\": [\"d2cf5557-0d41-4ec5-ab8c-9ebf8c32c9e6\", \"63f4bda8-c091-4d3a-b007-5738686adad6\", \"6a803e4f-e681-462a-973a-f3cb27f63cc1\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.337}}, {\"51425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-12 00:19:18.000000+00:00\", \"2021-06-28 00:10:39.000000+00:00\", \"2019-06-11 11:28:18.000000+00:00\"], \"session_ids\": [\"10d6040a-6c15-43db-a328-c6bce15542d2\", \"6464df01-36eb-4025-8fc2-8134e9f7c3b0\", \"e94bf0da-6c60-484c-a264-db7f9e3aa8c7\"], \"total_duration\": 64.0, \"total_sessions\": 3, \"mean_week_duration\": 0.418}}, {\"4013\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-02 09:23:08.000000+00:00\", \"2020-12-31 21:48:02.000000+00:00\", \"2020-10-31 09:22:04.000000+00:00\", \"2023-01-29 07:57:11.000000+00:00\", \"2022-02-26 20:58:29.000000+00:00\"], \"session_ids\": [\"6f546105-fa14-4a9f-a795-94a3738e5142\", \"d0bdab92-3ad3-4d49-870d-8ff445bfd724\", \"f49bc08c-d9d2-4b76-a5ca-1d90bcec5d27\", \"cabf6e15-63ad-4505-8235-f1e40220ec56\", \"51b83e0b-435c-4f73-9a23-d80e77339e15\"], \"total_duration\": 70.0, \"total_sessions\": 5, \"mean_week_duration\": 0.435}}, {\"52302\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-05-21 18:53:36.000000+00:00\", \"2021-12-05 03:27:42.000000+00:00\", \"2021-07-03 19:34:16.000000+00:00\", \"2021-06-15 10:36:06.000000+00:00\", \"2019-04-03 07:26:07.000000+00:00\", \"2019-12-25 03:45:22.000000+00:00\", \"2020-10-08 17:56:59.000000+00:00\"], \"session_ids\": [\"e3b25e6f-e8fc-4e5f-8560-394bb909462b\", \"b1523da7-da17-40ab-9e2b-9c1576990268\", \"f68caa22-6859-4965-9958-740c19eda852\", \"784bdcf1-761a-4e11-97ec-2d78a3128720\", \"658a1d9a-12cb-4b2f-ace8-ba540443c338\", \"70c65463-8d85-4ee8-a1c5-eb26927fa214\", \"b79ab369-74cb-4a21-a37b-65e61e3abfe2\"], \"total_duration\": 5987.0, \"total_sessions\": 7, \"mean_week_duration\": 42.764}}, {\"85070\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-23 11:31:17.000000+00:00\", \"2023-05-15 20:03:22.000000+00:00\", \"2020-06-06 23:47:07.000000+00:00\", \"2020-12-13 13:03:29.000000+00:00\", \"2023-02-24 20:07:31.000000+00:00\", \"2019-07-15 20:53:04.000000+00:00\", \"2023-03-23 04:29:26.000000+00:00\", \"2020-07-18 07:15:50.000000+00:00\"], \"session_ids\": [\"e7227cad-7bd9-4a55-96c3-10548c7ef550\", \"5a6fa477-6c12-4583-a830-0d607b1337fa\", \"d26f5ce3-72c4-42a3-902a-561ec50885cb\", \"742d673e-082a-42b3-8e9a-c06264f3f85d\", \"749abd8b-390b-4c97-bce0-6ccdc8643746\", \"6f4ea673-c4fd-44dd-a5b3-6ed4918701f4\", \"491b428a-3ae2-4bb3-86e5-7f5f11bd5119\", \"a8c58a36-ec7d-4d69-a71d-8531543e2c14\"], \"total_duration\": 231.0, \"total_sessions\": 8, \"mean_week_duration\": 1.155}}, {\"79645\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-18 00:28:41.000000+00:00\", \"2022-02-09 19:46:11.000000+00:00\", \"2022-11-15 06:04:50.000000+00:00\", \"2021-06-05 21:44:45.000000+00:00\", \"2023-06-27 23:12:08.000000+00:00\", \"2020-10-31 17:45:49.000000+00:00\", \"2020-10-05 19:59:51.000000+00:00\", \"2019-08-13 17:17:36.000000+00:00\"], \"session_ids\": [\"6788a046-ed2b-48de-887d-48a238fb69a9\", \"2164942d-beb0-44a2-a9f9-2fa1f71354ed\", \"f4809e80-aea9-42b6-b53d-daebd7ac7b1e\", \"c79a5167-c80a-499b-b833-ee88eaf743c1\", \"b629c032-149b-44e5-bbef-473e7f65f132\", \"3518bb7f-0c42-4fd2-8808-5abb45bdfc6f\", \"dab653eb-512c-4da6-aab3-f778238ea444\", \"918e1b87-bf4f-4910-8487-96cd721e4d9c\"], \"total_duration\": 916.0, \"total_sessions\": 8, \"mean_week_duration\": 4.535}}]\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[{\"74499\": {\"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\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-08-21 19:25:22.000000+00:00\", \"2020-06-29 22:12:45.000000+00:00\"], \"session_ids\": [\"018258ad-6f9e-43a9-a847-22e60bb98117\", \"77b84b9a-c72c-4dfd-be46-7c8b22552af1\"], \"total_duration\": 213.0, \"total_sessions\": 2, \"mean_week_duration\": 3.55}}, {\"45976\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-31 13:29:14.000000+00:00\", \"2019-08-06 23:14:22.000000+00:00\"], \"session_ids\": [\"3b42c9ce-daa0-4b60-8ac4-b42a79793bc0\", \"2eb63b8b-3b91-4a11-97ce-7de2c90f55f9\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 1.074}}, {\"28377\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-09-29 18:42:32.000000+00:00\", \"2021-09-07 09:44:36.000000+00:00\"], \"session_ids\": [\"bc4c1f24-9fad-4660-a26b-91deaf9dc30a\", \"05c415e7-bf56-4f75-9dca-4fe1b3e71de8\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 0.961}}, {\"9169\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-08-28 13:30:08.000000+00:00\", \"2019-07-14 13:24:16.000000+00:00\", \"2022-01-29 08:44:29.000000+00:00\"], \"session_ids\": [\"d2cf5557-0d41-4ec5-ab8c-9ebf8c32c9e6\", \"63f4bda8-c091-4d3a-b007-5738686adad6\", \"6a803e4f-e681-462a-973a-f3cb27f63cc1\"], \"total_duration\": 55.0, \"total_sessions\": 3, \"mean_week_duration\": 0.337}}, {\"51425\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-12 00:19:18.000000+00:00\", \"2021-06-28 00:10:39.000000+00:00\", \"2019-06-11 11:28:18.000000+00:00\"], \"session_ids\": [\"10d6040a-6c15-43db-a328-c6bce15542d2\", \"6464df01-36eb-4025-8fc2-8134e9f7c3b0\", \"e94bf0da-6c60-484c-a264-db7f9e3aa8c7\"], \"total_duration\": 64.0, \"total_sessions\": 3, \"mean_week_duration\": 0.418}}, {\"4013\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-02 09:23:08.000000+00:00\", \"2020-12-31 21:48:02.000000+00:00\", \"2020-10-31 09:22:04.000000+00:00\", \"2023-01-29 07:57:11.000000+00:00\", \"2022-02-26 20:58:29.000000+00:00\"], \"session_ids\": [\"6f546105-fa14-4a9f-a795-94a3738e5142\", \"d0bdab92-3ad3-4d49-870d-8ff445bfd724\", \"f49bc08c-d9d2-4b76-a5ca-1d90bcec5d27\", \"cabf6e15-63ad-4505-8235-f1e40220ec56\", \"51b83e0b-435c-4f73-9a23-d80e77339e15\"], \"total_duration\": 70.0, \"total_sessions\": 5, \"mean_week_duration\": 0.435}}, {\"52302\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-05-21 18:53:36.000000+00:00\", \"2021-12-05 03:27:42.000000+00:00\", \"2021-07-03 19:34:16.000000+00:00\", \"2021-06-15 10:36:06.000000+00:00\", \"2019-04-03 07:26:07.000000+00:00\", \"2019-12-25 03:45:22.000000+00:00\", \"2020-10-08 17:56:59.000000+00:00\"], \"session_ids\": [\"e3b25e6f-e8fc-4e5f-8560-394bb909462b\", \"b1523da7-da17-40ab-9e2b-9c1576990268\", \"f68caa22-6859-4965-9958-740c19eda852\", \"784bdcf1-761a-4e11-97ec-2d78a3128720\", \"658a1d9a-12cb-4b2f-ace8-ba540443c338\", \"70c65463-8d85-4ee8-a1c5-eb26927fa214\", \"b79ab369-74cb-4a21-a37b-65e61e3abfe2\"], \"total_duration\": 5987.0, \"total_sessions\": 7, \"mean_week_duration\": 42.764}}, {\"85070\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-23 11:31:17.000000+00:00\", \"2023-05-15 20:03:22.000000+00:00\", \"2020-06-06 23:47:07.000000+00:00\", \"2020-12-13 13:03:29.000000+00:00\", \"2023-02-24 20:07:31.000000+00:00\", \"2019-07-15 20:53:04.000000+00:00\", \"2023-03-23 04:29:26.000000+00:00\", \"2020-07-18 07:15:50.000000+00:00\"], \"session_ids\": [\"e7227cad-7bd9-4a55-96c3-10548c7ef550\", \"5a6fa477-6c12-4583-a830-0d607b1337fa\", \"d26f5ce3-72c4-42a3-902a-561ec50885cb\", \"742d673e-082a-42b3-8e9a-c06264f3f85d\", \"749abd8b-390b-4c97-bce0-6ccdc8643746\", \"6f4ea673-c4fd-44dd-a5b3-6ed4918701f4\", \"491b428a-3ae2-4bb3-86e5-7f5f11bd5119\", \"a8c58a36-ec7d-4d69-a71d-8531543e2c14\"], \"total_duration\": 231.0, \"total_sessions\": 8, \"mean_week_duration\": 1.155}}, {\"79645\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 7, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-18 00:28:41.000000+00:00\", \"2022-02-09 19:46:11.000000+00:00\", \"2022-11-15 06:04:50.000000+00:00\", \"2021-06-05 21:44:45.000000+00:00\", \"2023-06-27 23:12:08.000000+00:00\", \"2020-10-31 17:45:49.000000+00:00\", \"2020-10-05 19:59:51.000000+00:00\", \"2019-08-13 17:17:36.000000+00:00\"], \"session_ids\": [\"6788a046-ed2b-48de-887d-48a238fb69a9\", \"2164942d-beb0-44a2-a9f9-2fa1f71354ed\", \"f4809e80-aea9-42b6-b53d-daebd7ac7b1e\", \"c79a5167-c80a-499b-b833-ee88eaf743c1\", \"b629c032-149b-44e5-bbef-473e7f65f132\", \"3518bb7f-0c42-4fd2-8808-5abb45bdfc6f\", \"dab653eb-512c-4da6-aab3-f778238ea444\", \"918e1b87-bf4f-4910-8487-96cd721e4d9c\"], \"total_duration\": 916.0, \"total_sessions\": 8, \"mean_week_duration\": 4.535}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display 2 users pieces of information who aren't living in cities Guatemala City, London, Istanbul, Belize City, Reykjavik + put to use sorting by app usage time per week in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74441\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-07-23 21:56:34.000000+00:00\", \"2019-05-17 02:22:16.000000+00:00\"], \"session_ids\": [\"ec520220-3fa6-4534-bc38-96f68e28d5f7\", \"92423c27-b3a3-4873-b971-fc9a38f839c5\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 1.922}, \"10893\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-11 04:25:36.000000+00:00\", \"2022-09-22 04:22:32.000000+00:00\", \"2019-05-05 21:41:20.000000+00:00\"], \"session_ids\": [\"988452bf-70fe-4e7c-ad7b-ae699ee74af1\", \"ef1e55f2-165c-40f4-a857-c7d62bb5c5f3\", \"f92e3ab8-994e-432b-8f0e-99abd143c141\"], \"total_duration\": 544.0, \"total_sessions\": 3, \"mean_week_duration\": 2.761}, \"48760\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-09 22:29:36.000000+00:00\", \"2020-06-02 03:45:44.000000+00:00\", \"2023-03-12 23:51:30.000000+00:00\", \"2020-10-05 07:40:45.000000+00:00\", \"2019-06-12 07:34:20.000000+00:00\", \"2021-09-06 04:03:40.000000+00:00\"], \"session_ids\": [\"f92e5a7f-248b-4c3d-8f40-b53156adb6a1\", \"10605377-a229-4d4f-a1c4-17d8c5f99a84\", \"520d9b02-1e50-4457-9a72-f1528655bbc9\", \"9a3540df-9e62-4c62-b3e4-7bdc1d54e683\", \"2fef211b-434e-459c-b4f0-b2a8f2d817e8\", \"61c1077b-8948-40f5-9dd4-b8aada24c396\"], \"total_duration\": 4180.0, \"total_sessions\": 6, \"mean_week_duration\": 20.9}, \"14716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-05-24 13:25:45.000000+00:00\", \"2021-07-10 21:30:04.000000+00:00\", \"2019-09-10 04:05:14.000000+00:00\", \"2023-04-07 08:37:26.000000+00:00\", \"2022-12-29 14:27:35.000000+00:00\", \"2021-12-05 01:03:51.000000+00:00\"], \"session_ids\": [\"52dcc47a-25ed-4b25-b9e4-9275e62a5e01\", \"b4c7a6a6-c022-4622-b688-f3f6abdbb67e\", \"343afd10-0329-4338-9d58-83912a0d01aa\", \"ef9aaed9-86c3-4335-aec9-c7b186f5cb6f\", \"ca54f757-957f-4c87-b23b-1eae0c40a47c\", \"bbbf4f70-00ae-4853-be03-a420ef99ee30\"], \"total_duration\": 72.0, \"total_sessions\": 6, \"mean_week_duration\": 0.371}, \"85786\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-06-03 09:52:41.000000+00:00\", \"2021-08-16 01:44:55.000000+00:00\", \"2022-02-22 01:45:59.000000+00:00\"], \"session_ids\": [\"7c594610-4860-4079-9424-42706f17c14f\", \"35bba780-cfd8-4708-a1fd-e2a819e30970\", \"4d855fd7-cab4-48a4-b66c-dba38d0f00bb\"], \"total_duration\": 124.0, \"total_sessions\": 3, \"mean_week_duration\": 1.378}, \"72218\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-07 01:52:30.000000+00:00\", \"2019-01-16 21:03:44.000000+00:00\"], \"session_ids\": [\"ff8a456e-c517-4796-94cb-28e55e7c873b\", \"0efd0d6f-72e3-42ca-b0ad-b02be7c8242f\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 0.827}, \"31420\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-09 23:08:07.000000+00:00\", \"2021-06-21 06:42:06.000000+00:00\", \"2022-05-03 13:52:29.000000+00:00\"], \"session_ids\": [\"e172d2b0-0ff8-4da6-8219-2f86987cbb3a\", \"6986b97a-f337-481b-af66-39ec06326985\", \"f0220e83-4afa-4912-bdaa-4bc31cc5a911\"], \"total_duration\": 176.0, \"total_sessions\": 3, \"mean_week_duration\": 1.1}, \"9286\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-11-01 04:25:56.000000+00:00\", \"2021-11-09 18:53:21.000000+00:00\"], \"session_ids\": [\"92a6a2d9-2fde-4285-ad7a-ffb4dbe390b6\", \"dc25efab-7fae-4bf4-af1c-abba94af75df\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 1.353}, \"93348\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-06-04 18:49:19.000000+00:00\", \"2022-07-28 07:13:39.000000+00:00\"], \"session_ids\": [\"fe5fa323-c2ed-49d1-aca5-e7c32d9f8825\", \"b8e1ff53-0d49-439f-b255-c40fade9ee77\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 6.667}, \"19636\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-15 02:52:46.000000+00:00\", \"2021-07-13 05:54:23.000000+00:00\"], \"session_ids\": [\"19e0ea3c-fa79-49dd-b054-66df0957992e\", \"16095d8b-8299-47ba-b1f9-9ab03c1ff92d\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Guatemala City, London, Istanbul, Belize City, Reykjavik" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Guatemala City\", \"London\", \"Istanbul\", \"Belize City\", \"Reykjavik\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74441\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-07-23 21:56:34.000000+00:00\", \"2019-05-17 02:22:16.000000+00:00\"], \"session_ids\": [\"ec520220-3fa6-4534-bc38-96f68e28d5f7\", \"92423c27-b3a3-4873-b971-fc9a38f839c5\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 1.922}, \"10893\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-11 04:25:36.000000+00:00\", \"2022-09-22 04:22:32.000000+00:00\", \"2019-05-05 21:41:20.000000+00:00\"], \"session_ids\": [\"988452bf-70fe-4e7c-ad7b-ae699ee74af1\", \"ef1e55f2-165c-40f4-a857-c7d62bb5c5f3\", \"f92e3ab8-994e-432b-8f0e-99abd143c141\"], \"total_duration\": 544.0, \"total_sessions\": 3, \"mean_week_duration\": 2.761}, \"48760\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-09 22:29:36.000000+00:00\", \"2020-06-02 03:45:44.000000+00:00\", \"2023-03-12 23:51:30.000000+00:00\", \"2020-10-05 07:40:45.000000+00:00\", \"2019-06-12 07:34:20.000000+00:00\", \"2021-09-06 04:03:40.000000+00:00\"], \"session_ids\": [\"f92e5a7f-248b-4c3d-8f40-b53156adb6a1\", \"10605377-a229-4d4f-a1c4-17d8c5f99a84\", \"520d9b02-1e50-4457-9a72-f1528655bbc9\", \"9a3540df-9e62-4c62-b3e4-7bdc1d54e683\", \"2fef211b-434e-459c-b4f0-b2a8f2d817e8\", \"61c1077b-8948-40f5-9dd4-b8aada24c396\"], \"total_duration\": 4180.0, \"total_sessions\": 6, \"mean_week_duration\": 20.9}, \"14716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-05-24 13:25:45.000000+00:00\", \"2021-07-10 21:30:04.000000+00:00\", \"2019-09-10 04:05:14.000000+00:00\", \"2023-04-07 08:37:26.000000+00:00\", \"2022-12-29 14:27:35.000000+00:00\", \"2021-12-05 01:03:51.000000+00:00\"], \"session_ids\": [\"52dcc47a-25ed-4b25-b9e4-9275e62a5e01\", \"b4c7a6a6-c022-4622-b688-f3f6abdbb67e\", \"343afd10-0329-4338-9d58-83912a0d01aa\", \"ef9aaed9-86c3-4335-aec9-c7b186f5cb6f\", \"ca54f757-957f-4c87-b23b-1eae0c40a47c\", \"bbbf4f70-00ae-4853-be03-a420ef99ee30\"], \"total_duration\": 72.0, \"total_sessions\": 6, \"mean_week_duration\": 0.371}, \"85786\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-06-03 09:52:41.000000+00:00\", \"2021-08-16 01:44:55.000000+00:00\", \"2022-02-22 01:45:59.000000+00:00\"], \"session_ids\": [\"7c594610-4860-4079-9424-42706f17c14f\", \"35bba780-cfd8-4708-a1fd-e2a819e30970\", \"4d855fd7-cab4-48a4-b66c-dba38d0f00bb\"], \"total_duration\": 124.0, \"total_sessions\": 3, \"mean_week_duration\": 1.378}, \"72218\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-07 01:52:30.000000+00:00\", \"2019-01-16 21:03:44.000000+00:00\"], \"session_ids\": [\"ff8a456e-c517-4796-94cb-28e55e7c873b\", \"0efd0d6f-72e3-42ca-b0ad-b02be7c8242f\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 0.827}, \"31420\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-09 23:08:07.000000+00:00\", \"2021-06-21 06:42:06.000000+00:00\", \"2022-05-03 13:52:29.000000+00:00\"], \"session_ids\": [\"e172d2b0-0ff8-4da6-8219-2f86987cbb3a\", \"6986b97a-f337-481b-af66-39ec06326985\", \"f0220e83-4afa-4912-bdaa-4bc31cc5a911\"], \"total_duration\": 176.0, \"total_sessions\": 3, \"mean_week_duration\": 1.1}, \"9286\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-11-01 04:25:56.000000+00:00\", \"2021-11-09 18:53:21.000000+00:00\"], \"session_ids\": [\"92a6a2d9-2fde-4285-ad7a-ffb4dbe390b6\", \"dc25efab-7fae-4bf4-af1c-abba94af75df\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 1.353}, \"93348\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-06-04 18:49:19.000000+00:00\", \"2022-07-28 07:13:39.000000+00:00\"], \"session_ids\": [\"fe5fa323-c2ed-49d1-aca5-e7c32d9f8825\", \"b8e1ff53-0d49-439f-b255-c40fade9ee77\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 6.667}, \"19636\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-15 02:52:46.000000+00:00\", \"2021-07-13 05:54:23.000000+00:00\"], \"session_ids\": [\"19e0ea3c-fa79-49dd-b054-66df0957992e\", \"16095d8b-8299-47ba-b1f9-9ab03c1ff92d\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"14716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-05-24 13:25:45.000000+00:00\", \"2021-07-10 21:30:04.000000+00:00\", \"2019-09-10 04:05:14.000000+00:00\", \"2023-04-07 08:37:26.000000+00:00\", \"2022-12-29 14:27:35.000000+00:00\", \"2021-12-05 01:03:51.000000+00:00\"], \"session_ids\": [\"52dcc47a-25ed-4b25-b9e4-9275e62a5e01\", \"b4c7a6a6-c022-4622-b688-f3f6abdbb67e\", \"343afd10-0329-4338-9d58-83912a0d01aa\", \"ef9aaed9-86c3-4335-aec9-c7b186f5cb6f\", \"ca54f757-957f-4c87-b23b-1eae0c40a47c\", \"bbbf4f70-00ae-4853-be03-a420ef99ee30\"], \"total_duration\": 72.0, \"total_sessions\": 6, \"mean_week_duration\": 0.371}}, {\"19636\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-15 02:52:46.000000+00:00\", \"2021-07-13 05:54:23.000000+00:00\"], \"session_ids\": [\"19e0ea3c-fa79-49dd-b054-66df0957992e\", \"16095d8b-8299-47ba-b1f9-9ab03c1ff92d\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}}, {\"72218\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-05-07 01:52:30.000000+00:00\", \"2019-01-16 21:03:44.000000+00:00\"], \"session_ids\": [\"ff8a456e-c517-4796-94cb-28e55e7c873b\", \"0efd0d6f-72e3-42ca-b0ad-b02be7c8242f\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 0.827}}, {\"31420\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-04-09 23:08:07.000000+00:00\", \"2021-06-21 06:42:06.000000+00:00\", \"2022-05-03 13:52:29.000000+00:00\"], \"session_ids\": [\"e172d2b0-0ff8-4da6-8219-2f86987cbb3a\", \"6986b97a-f337-481b-af66-39ec06326985\", \"f0220e83-4afa-4912-bdaa-4bc31cc5a911\"], \"total_duration\": 176.0, \"total_sessions\": 3, \"mean_week_duration\": 1.1}}, {\"9286\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-11-01 04:25:56.000000+00:00\", \"2021-11-09 18:53:21.000000+00:00\"], \"session_ids\": [\"92a6a2d9-2fde-4285-ad7a-ffb4dbe390b6\", \"dc25efab-7fae-4bf4-af1c-abba94af75df\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 1.353}}, {\"85786\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-06-03 09:52:41.000000+00:00\", \"2021-08-16 01:44:55.000000+00:00\", \"2022-02-22 01:45:59.000000+00:00\"], \"session_ids\": [\"7c594610-4860-4079-9424-42706f17c14f\", \"35bba780-cfd8-4708-a1fd-e2a819e30970\", \"4d855fd7-cab4-48a4-b66c-dba38d0f00bb\"], \"total_duration\": 124.0, \"total_sessions\": 3, \"mean_week_duration\": 1.378}}, {\"74441\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-07-23 21:56:34.000000+00:00\", \"2019-05-17 02:22:16.000000+00:00\"], \"session_ids\": [\"ec520220-3fa6-4534-bc38-96f68e28d5f7\", \"92423c27-b3a3-4873-b971-fc9a38f839c5\"], \"total_duration\": 321.0, \"total_sessions\": 2, \"mean_week_duration\": 1.922}}, {\"10893\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-02-11 04:25:36.000000+00:00\", \"2022-09-22 04:22:32.000000+00:00\", \"2019-05-05 21:41:20.000000+00:00\"], \"session_ids\": [\"988452bf-70fe-4e7c-ad7b-ae699ee74af1\", \"ef1e55f2-165c-40f4-a857-c7d62bb5c5f3\", \"f92e3ab8-994e-432b-8f0e-99abd143c141\"], \"total_duration\": 544.0, \"total_sessions\": 3, \"mean_week_duration\": 2.761}}, {\"93348\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-06-04 18:49:19.000000+00:00\", \"2022-07-28 07:13:39.000000+00:00\"], \"session_ids\": [\"fe5fa323-c2ed-49d1-aca5-e7c32d9f8825\", \"b8e1ff53-0d49-439f-b255-c40fade9ee77\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 6.667}}, {\"48760\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-09 22:29:36.000000+00:00\", \"2020-06-02 03:45:44.000000+00:00\", \"2023-03-12 23:51:30.000000+00:00\", \"2020-10-05 07:40:45.000000+00:00\", \"2019-06-12 07:34:20.000000+00:00\", \"2021-09-06 04:03:40.000000+00:00\"], \"session_ids\": [\"f92e5a7f-248b-4c3d-8f40-b53156adb6a1\", \"10605377-a229-4d4f-a1c4-17d8c5f99a84\", \"520d9b02-1e50-4457-9a72-f1528655bbc9\", \"9a3540df-9e62-4c62-b3e4-7bdc1d54e683\", \"2fef211b-434e-459c-b4f0-b2a8f2d817e8\", \"61c1077b-8948-40f5-9dd4-b8aada24c396\"], \"total_duration\": 4180.0, \"total_sessions\": 6, \"mean_week_duration\": 20.9}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"14716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-05-24 13:25:45.000000+00:00\", \"2021-07-10 21:30:04.000000+00:00\", \"2019-09-10 04:05:14.000000+00:00\", \"2023-04-07 08:37:26.000000+00:00\", \"2022-12-29 14:27:35.000000+00:00\", \"2021-12-05 01:03:51.000000+00:00\"], \"session_ids\": [\"52dcc47a-25ed-4b25-b9e4-9275e62a5e01\", \"b4c7a6a6-c022-4622-b688-f3f6abdbb67e\", \"343afd10-0329-4338-9d58-83912a0d01aa\", \"ef9aaed9-86c3-4335-aec9-c7b186f5cb6f\", \"ca54f757-957f-4c87-b23b-1eae0c40a47c\", \"bbbf4f70-00ae-4853-be03-a420ef99ee30\"], \"total_duration\": 72.0, \"total_sessions\": 6, \"mean_week_duration\": 0.371}}, {\"19636\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-15 02:52:46.000000+00:00\", \"2021-07-13 05:54:23.000000+00:00\"], \"session_ids\": [\"19e0ea3c-fa79-49dd-b054-66df0957992e\", \"16095d8b-8299-47ba-b1f9-9ab03c1ff92d\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}}]\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[{\"14716\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-05-24 13:25:45.000000+00:00\", \"2021-07-10 21:30:04.000000+00:00\", \"2019-09-10 04:05:14.000000+00:00\", \"2023-04-07 08:37:26.000000+00:00\", \"2022-12-29 14:27:35.000000+00:00\", \"2021-12-05 01:03:51.000000+00:00\"], \"session_ids\": [\"52dcc47a-25ed-4b25-b9e4-9275e62a5e01\", \"b4c7a6a6-c022-4622-b688-f3f6abdbb67e\", \"343afd10-0329-4338-9d58-83912a0d01aa\", \"ef9aaed9-86c3-4335-aec9-c7b186f5cb6f\", \"ca54f757-957f-4c87-b23b-1eae0c40a47c\", \"bbbf4f70-00ae-4853-be03-a420ef99ee30\"], \"total_duration\": 72.0, \"total_sessions\": 6, \"mean_week_duration\": 0.371}}, {\"19636\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-15 02:52:46.000000+00:00\", \"2021-07-13 05:54:23.000000+00:00\"], \"session_ids\": [\"19e0ea3c-fa79-49dd-b054-66df0957992e\", \"16095d8b-8299-47ba-b1f9-9ab03c1ff92d\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about 8 users with a sum of duration of sessions per week that is higher than 36 and lower than 16 plus apply sorting by aver of time using the app per week in desc additionaly remain only 2 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{\"89654\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-06-15 17:49:39.000000+00:00\", \"2022-01-04 15:35:26.000000+00:00\"], \"session_ids\": [\"2cdd0b1f-1805-445f-8c8e-0f984160a30c\", \"7aa33277-f056-4455-9875-56a12b0f973e\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 1.259}, \"30417\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-02 07:08:25.000000+00:00\", \"2022-02-26 06:38:46.000000+00:00\", \"2020-11-20 07:01:47.000000+00:00\", \"2022-11-18 06:29:54.000000+00:00\", \"2021-11-24 15:20:28.000000+00:00\"], \"session_ids\": [\"0ad108f6-8967-4fb7-8d6c-971597aa501e\", \"0f3e13fd-4b7b-4590-8e17-ed4676afb6ba\", \"c0e5cc9d-42e0-4635-bd5c-cf67dbfef677\", \"bdc1cdd5-9307-4fee-8198-34afe506547e\", \"be4ebd75-63c6-4d97-956d-a5351e9fafe5\"], \"total_duration\": 2570.0, \"total_sessions\": 5, \"mean_week_duration\": 17.603}, \"96402\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-10-21 09:16:23.000000+00:00\", \"2021-12-09 07:56:58.000000+00:00\"], \"session_ids\": [\"2981095e-5f8d-4f45-baa6-ccca32a39ce2\", \"0b82212e-2426-4caa-a065-bd75a1d86dbc\"], \"total_duration\": 116.0, \"total_sessions\": 2, \"mean_week_duration\": 16.571}, \"73580\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-02-09 09:40:09.000000+00:00\", \"2022-11-19 05:01:41.000000+00:00\", \"2020-08-03 15:34:11.000000+00:00\", \"2021-11-03 04:50:41.000000+00:00\", \"2019-10-14 11:01:49.000000+00:00\", \"2019-09-11 00:13:50.000000+00:00\", \"2022-03-18 21:42:52.000000+00:00\"], \"session_ids\": [\"61986bd2-7b34-4b69-af35-2747e3c60e47\", \"44289ffc-1d1d-4af5-9f68-795d91dee316\", \"53eb2499-1182-43d9-a463-ed326133ada8\", \"2c20adcd-56b7-4cc2-9737-3c4ce98c14bd\", \"99e36f11-8eb5-44f6-b8f0-8023dec30634\", \"e0f6187d-2daa-4729-83fa-be01e18c151e\", \"61956995-ba3f-43eb-8ae5-c6d08f40a21e\"], \"total_duration\": 5156.0, \"total_sessions\": 7, \"mean_week_duration\": 30.874}, \"54342\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-20 05:22:39.000000+00:00\", \"2023-01-18 14:37:10.000000+00:00\", \"2020-05-03 21:05:36.000000+00:00\"], \"session_ids\": [\"1fbd8f02-fae1-4346-9235-898ea44ba7f8\", \"67e08d24-5edd-4b8c-9123-9298ea064392\", \"57be1228-2f03-4536-a5f0-773e3df02cb1\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 0.669}, \"65366\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-17 20:44:35.000000+00:00\", \"2021-03-23 10:51:41.000000+00:00\"], \"session_ids\": [\"efecc51e-3154-4120-9910-23470e08919d\", \"3baef723-e846-45cc-a37b-0f1ddb214fa8\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 6.4}, \"97315\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2019-10-24 15:40:16.000000+00:00\", \"2023-04-29 18:24:22.000000+00:00\"], \"session_ids\": [\"c6c9fabe-a6fe-467e-801e-e2c9f8054c66\", \"f443bf84-1aaf-47ee-b795-7affed350f31\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.114}, \"20039\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-08-05 21:03:34.000000+00:00\", \"2020-03-27 00:31:53.000000+00:00\", \"2019-07-01 18:00:54.000000+00:00\", \"2020-12-15 14:40:26.000000+00:00\", \"2020-01-22 05:43:07.000000+00:00\"], \"session_ids\": [\"f1d92b3d-6469-4151-bcb4-89b3f7358451\", \"d28541f8-8baf-46d5-ab07-ea981c637cc4\", \"0cb7d83e-05d9-41f8-9f83-b5e41d21a0b1\", \"9fa4254d-fcb0-4310-b170-9f30a05a49c2\", \"0e555f09-1aa1-4ca0-ab9d-27e04193e3bc\"], \"total_duration\": 503.0, \"total_sessions\": 5, \"mean_week_duration\": 6.618}, \"33735\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-05-04 16:13:24.000000+00:00\", \"2021-01-08 07:53:41.000000+00:00\"], \"session_ids\": [\"09e7d59e-dc49-4446-bdec-a39ba888e67c\", \"d767bec6-f03a-420f-98e3-f6728a4f13eb\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 4.565}, \"89370\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-01-08 02:41:19.000000+00:00\", \"2022-07-02 07:01:01.000000+00:00\"], \"session_ids\": [\"ac400c89-3f45-4a0c-a406-2d3e313a6e92\", \"a3c00fac-5813-4de7-aa75-0d5403458e89\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 1.704}}\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 less than 16 and are equal or greater than 36" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[16, 36]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"89654\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-06-15 17:49:39.000000+00:00\", \"2022-01-04 15:35:26.000000+00:00\"], \"session_ids\": [\"2cdd0b1f-1805-445f-8c8e-0f984160a30c\", \"7aa33277-f056-4455-9875-56a12b0f973e\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 1.259}, \"54342\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-20 05:22:39.000000+00:00\", \"2023-01-18 14:37:10.000000+00:00\", \"2020-05-03 21:05:36.000000+00:00\"], \"session_ids\": [\"1fbd8f02-fae1-4346-9235-898ea44ba7f8\", \"67e08d24-5edd-4b8c-9123-9298ea064392\", \"57be1228-2f03-4536-a5f0-773e3df02cb1\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 0.669}, \"65366\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-17 20:44:35.000000+00:00\", \"2021-03-23 10:51:41.000000+00:00\"], \"session_ids\": [\"efecc51e-3154-4120-9910-23470e08919d\", \"3baef723-e846-45cc-a37b-0f1ddb214fa8\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 6.4}, \"97315\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2019-10-24 15:40:16.000000+00:00\", \"2023-04-29 18:24:22.000000+00:00\"], \"session_ids\": [\"c6c9fabe-a6fe-467e-801e-e2c9f8054c66\", \"f443bf84-1aaf-47ee-b795-7affed350f31\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.114}, \"20039\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-08-05 21:03:34.000000+00:00\", \"2020-03-27 00:31:53.000000+00:00\", \"2019-07-01 18:00:54.000000+00:00\", \"2020-12-15 14:40:26.000000+00:00\", \"2020-01-22 05:43:07.000000+00:00\"], \"session_ids\": [\"f1d92b3d-6469-4151-bcb4-89b3f7358451\", \"d28541f8-8baf-46d5-ab07-ea981c637cc4\", \"0cb7d83e-05d9-41f8-9f83-b5e41d21a0b1\", \"9fa4254d-fcb0-4310-b170-9f30a05a49c2\", \"0e555f09-1aa1-4ca0-ab9d-27e04193e3bc\"], \"total_duration\": 503.0, \"total_sessions\": 5, \"mean_week_duration\": 6.618}, \"33735\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-05-04 16:13:24.000000+00:00\", \"2021-01-08 07:53:41.000000+00:00\"], \"session_ids\": [\"09e7d59e-dc49-4446-bdec-a39ba888e67c\", \"d767bec6-f03a-420f-98e3-f6728a4f13eb\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 4.565}, \"89370\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-01-08 02:41:19.000000+00:00\", \"2022-07-02 07:01:01.000000+00:00\"], \"session_ids\": [\"ac400c89-3f45-4a0c-a406-2d3e313a6e92\", \"a3c00fac-5813-4de7-aa75-0d5403458e89\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 1.704}}\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[{\"20039\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-08-05 21:03:34.000000+00:00\", \"2020-03-27 00:31:53.000000+00:00\", \"2019-07-01 18:00:54.000000+00:00\", \"2020-12-15 14:40:26.000000+00:00\", \"2020-01-22 05:43:07.000000+00:00\"], \"session_ids\": [\"f1d92b3d-6469-4151-bcb4-89b3f7358451\", \"d28541f8-8baf-46d5-ab07-ea981c637cc4\", \"0cb7d83e-05d9-41f8-9f83-b5e41d21a0b1\", \"9fa4254d-fcb0-4310-b170-9f30a05a49c2\", \"0e555f09-1aa1-4ca0-ab9d-27e04193e3bc\"], \"total_duration\": 503.0, \"total_sessions\": 5, \"mean_week_duration\": 6.618}}, {\"65366\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-17 20:44:35.000000+00:00\", \"2021-03-23 10:51:41.000000+00:00\"], \"session_ids\": [\"efecc51e-3154-4120-9910-23470e08919d\", \"3baef723-e846-45cc-a37b-0f1ddb214fa8\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 6.4}}, {\"33735\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-05-04 16:13:24.000000+00:00\", \"2021-01-08 07:53:41.000000+00:00\"], \"session_ids\": [\"09e7d59e-dc49-4446-bdec-a39ba888e67c\", \"d767bec6-f03a-420f-98e3-f6728a4f13eb\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 4.565}}, {\"89370\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-01-08 02:41:19.000000+00:00\", \"2022-07-02 07:01:01.000000+00:00\"], \"session_ids\": [\"ac400c89-3f45-4a0c-a406-2d3e313a6e92\", \"a3c00fac-5813-4de7-aa75-0d5403458e89\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 1.704}}, {\"89654\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-06-15 17:49:39.000000+00:00\", \"2022-01-04 15:35:26.000000+00:00\"], \"session_ids\": [\"2cdd0b1f-1805-445f-8c8e-0f984160a30c\", \"7aa33277-f056-4455-9875-56a12b0f973e\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 1.259}}, {\"54342\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-20 05:22:39.000000+00:00\", \"2023-01-18 14:37:10.000000+00:00\", \"2020-05-03 21:05:36.000000+00:00\"], \"session_ids\": [\"1fbd8f02-fae1-4346-9235-898ea44ba7f8\", \"67e08d24-5edd-4b8c-9123-9298ea064392\", \"57be1228-2f03-4536-a5f0-773e3df02cb1\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 0.669}}, {\"97315\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2019-10-24 15:40:16.000000+00:00\", \"2023-04-29 18:24:22.000000+00:00\"], \"session_ids\": [\"c6c9fabe-a6fe-467e-801e-e2c9f8054c66\", \"f443bf84-1aaf-47ee-b795-7affed350f31\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.114}}]\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[{\"20039\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-08-05 21:03:34.000000+00:00\", \"2020-03-27 00:31:53.000000+00:00\", \"2019-07-01 18:00:54.000000+00:00\", \"2020-12-15 14:40:26.000000+00:00\", \"2020-01-22 05:43:07.000000+00:00\"], \"session_ids\": [\"f1d92b3d-6469-4151-bcb4-89b3f7358451\", \"d28541f8-8baf-46d5-ab07-ea981c637cc4\", \"0cb7d83e-05d9-41f8-9f83-b5e41d21a0b1\", \"9fa4254d-fcb0-4310-b170-9f30a05a49c2\", \"0e555f09-1aa1-4ca0-ab9d-27e04193e3bc\"], \"total_duration\": 503.0, \"total_sessions\": 5, \"mean_week_duration\": 6.618}}, {\"65366\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-17 20:44:35.000000+00:00\", \"2021-03-23 10:51:41.000000+00:00\"], \"session_ids\": [\"efecc51e-3154-4120-9910-23470e08919d\", \"3baef723-e846-45cc-a37b-0f1ddb214fa8\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 6.4}}]\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[{\"20039\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-08-05 21:03:34.000000+00:00\", \"2020-03-27 00:31:53.000000+00:00\", \"2019-07-01 18:00:54.000000+00:00\", \"2020-12-15 14:40:26.000000+00:00\", \"2020-01-22 05:43:07.000000+00:00\"], \"session_ids\": [\"f1d92b3d-6469-4151-bcb4-89b3f7358451\", \"d28541f8-8baf-46d5-ab07-ea981c637cc4\", \"0cb7d83e-05d9-41f8-9f83-b5e41d21a0b1\", \"9fa4254d-fcb0-4310-b170-9f30a05a49c2\", \"0e555f09-1aa1-4ca0-ab9d-27e04193e3bc\"], \"total_duration\": 503.0, \"total_sessions\": 5, \"mean_week_duration\": 6.618}}, {\"65366\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-17 20:44:35.000000+00:00\", \"2021-03-23 10:51:41.000000+00:00\"], \"session_ids\": [\"efecc51e-3154-4120-9910-23470e08919d\", \"3baef723-e846-45cc-a37b-0f1ddb214fa8\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 6.4}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Share insights on user with a time spent on the site that is higher than 3516 and lower than 1499 additionaly perform sorting by city name from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"76523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-04-14 13:45:51.000000+00:00\", \"2023-06-06 13:01:43.000000+00:00\", \"2019-09-02 20:21:07.000000+00:00\", \"2021-04-23 08:25:14.000000+00:00\", \"2021-02-08 06:24:21.000000+00:00\", \"2021-03-31 06:34:22.000000+00:00\", \"2023-02-07 11:02:47.000000+00:00\"], \"session_ids\": [\"75fb8868-722e-40b7-b391-08aa95d1e684\", \"01be9764-b1d7-4a7b-b0d1-5529a4a09d4c\", \"044bfc52-b69f-49dd-8b41-424796f37f2e\", \"9f2ca6b3-4223-4c13-89f3-18e0a055d64b\", \"4ad2c22b-2a2d-49b6-8366-fd963999ece7\", \"4ef0ba94-0b26-493b-9992-5fe8564a24e1\", \"8ff8b9d2-020d-4209-aab6-859abf3bc68e\"], \"total_duration\": 11400.0, \"total_sessions\": 7, \"mean_week_duration\": 58.163}, \"71945\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-06-04 04:11:47.000000+00:00\", \"2022-10-15 04:02:47.000000+00:00\", \"2021-11-13 14:18:33.000000+00:00\", \"2019-04-17 11:11:45.000000+00:00\", \"2022-11-02 08:52:04.000000+00:00\", \"2022-05-18 13:08:48.000000+00:00\", \"2019-12-08 20:41:22.000000+00:00\"], \"session_ids\": [\"9f6cda7c-b1bb-45d7-9ebe-81acff1da77f\", \"89238ba0-6ba6-40d3-9f1b-235f5421c783\", \"094c4e9e-2739-4c63-be02-a870d61531f4\", \"a7e0eeb6-22b9-4746-b5b0-849279a8672e\", \"fc4516e9-f1e5-49f3-81c4-78126a5d57f3\", \"e55d606e-351d-487f-9b09-804eb82e9b95\", \"878c0bf9-66e1-461a-af31-3ba997d34dd3\"], \"total_duration\": 5977.0, \"total_sessions\": 7, \"mean_week_duration\": 32.308}, \"20521\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-06-19 03:59:52.000000+00:00\", \"2019-08-23 13:18:57.000000+00:00\", \"2022-04-10 17:34:42.000000+00:00\", \"2022-06-19 00:01:24.000000+00:00\"], \"session_ids\": [\"6eea8581-f5d4-48f8-931a-f549790e6790\", \"be5b3ae7-b8a5-41df-867f-f5d3fb67dbaa\", \"57ebbcce-200f-420a-bc7f-3858bd62d0c9\", \"d462e4ad-48bc-4662-ba9f-fc4a16fab696\"], \"total_duration\": 546.0, \"total_sessions\": 4, \"mean_week_duration\": 2.73}, \"18121\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-14 14:28:24.000000+00:00\", \"2019-04-12 05:15:36.000000+00:00\"], \"session_ids\": [\"0c795881-485d-42e5-abb4-d04a736e7611\", \"14cd768c-2741-48ef-89dc-1337b3a7d233\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 3.264}, \"95186\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-08 06:24:06.000000+00:00\", \"2021-08-16 22:42:19.000000+00:00\"], \"session_ids\": [\"e1d51c44-2650-4626-88b5-0bdaf0f3d065\", \"79ea0067-af74-4c51-b12d-04376a83112b\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 1.011}, \"39247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-10 20:40:41.000000+00:00\", \"2022-03-27 16:45:26.000000+00:00\", \"2020-01-14 19:03:39.000000+00:00\"], \"session_ids\": [\"f4ba5669-4c07-4f12-aefe-08e1b05b38ff\", \"17ad12aa-807c-4286-af47-11874ea8f257\", \"6358fb3a-4fb1-477f-a1f4-d912f057da46\"], \"total_duration\": 1019.0, \"total_sessions\": 3, \"mean_week_duration\": 8.861}, \"86849\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-06-19 16:39:39.000000+00:00\", \"2020-10-11 00:44:22.000000+00:00\", \"2021-05-20 14:25:29.000000+00:00\", \"2022-08-02 01:27:41.000000+00:00\", \"2020-04-10 15:47:10.000000+00:00\", \"2021-05-17 16:56:55.000000+00:00\", \"2023-06-11 23:49:01.000000+00:00\", \"2021-03-16 19:53:21.000000+00:00\", \"2022-07-31 23:11:19.000000+00:00\", \"2021-11-30 21:46:51.000000+00:00\"], \"session_ids\": [\"40d67a01-4d9b-4fe1-bf05-f4ac7bca0f5e\", \"6977fb25-c122-4ddb-b9e2-54122bc8f4cf\", \"6536b0dd-ab11-43fc-ba36-bdaa055f6d7a\", \"dd6f2f2c-771c-4aaf-8110-d1d3a25f2b17\", \"e26dcbdf-fd9c-48d6-ba24-504ac221f2b7\", \"d7640655-fd45-4b8f-b979-4384095c7925\", \"bdcd175d-0aea-4827-a934-9815603460dd\", \"c043116d-fffb-47a3-b464-88a2578c0432\", \"3415e25b-d326-4d0e-8070-e1b323978348\", \"05edf3dc-3c56-4579-877e-e159769a81b7\"], \"total_duration\": 3159.0, \"total_sessions\": 10, \"mean_week_duration\": 19.03}, \"74539\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-11-21 11:29:47.000000+00:00\", \"2020-01-09 11:58:20.000000+00:00\"], \"session_ids\": [\"3e8ebc64-5cb1-4870-8aa5-ddab2382c434\", \"4a60e789-277b-4b7d-847a-1fdf75a460e7\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.435}, \"39539\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-07-28 10:47:43.000000+00:00\", \"2022-06-05 12:11:44.000000+00:00\", \"2023-04-07 14:58:42.000000+00:00\"], \"session_ids\": [\"a501222f-06f7-49ea-8ff7-8ee6737a8168\", \"47fe4fcd-5501-4cc2-a458-88b3a15de5fc\", \"7d9fab69-1043-4175-9846-7816ed8f8e0c\"], \"total_duration\": 570.0, \"total_sessions\": 3, \"mean_week_duration\": 12.955}, \"26668\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-04-19 17:49:11.000000+00:00\", \"2019-01-25 07:44:01.000000+00:00\"], \"session_ids\": [\"2e5749c6-503a-4cf7-930e-e9017124a9bb\", \"e3a36ce4-2453-4acd-911c-084af8917526\"], \"total_duration\": 220.0, \"total_sessions\": 2, \"mean_week_duration\": 0.995}}\n```\n" } ]