conversations
list
[ { "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{\"64799\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 5}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-30 18:37:23.000000+00:00\", \"2021-12-17 00:53:19.000000+00:00\", \"2019-11-15 01:35:09.000000+00:00\", \"2023-01-29 22:33:13.000000+00:00\", \"2019-07-05 00:41:51.000000+00:00\"], \"session_ids\": [\"b24e81f6-3fa8-4bcd-b8d6-322912c38e45\", \"84972c7a-a101-4454-941c-d85c7903c08f\", \"9285864e-9eab-4f1c-8ca9-38406601244d\", \"b5ab97f2-05bb-47dd-b3a3-301b7b4f7b0a\", \"a2c7ea79-efa1-474e-9462-989f346eccf1\"], \"total_duration\": 695.0, \"total_sessions\": 5, \"mean_week_duration\": 3.325}, \"37670\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-15 12:55:42.000000+00:00\", \"2020-07-28 03:44:08.000000+00:00\", \"2021-06-21 11:15:38.000000+00:00\", \"2019-07-26 08:26:44.000000+00:00\"], \"session_ids\": [\"522edf3e-1576-4597-8d54-81792e2acb61\", \"91c8d0aa-e389-4466-a223-8705fa417169\", \"8bb6fbfc-7b8f-49f2-9718-e98745f225d7\", \"4829b473-76cd-4404-bf4c-0dc31b1da80c\"], \"total_duration\": 36.0, \"total_sessions\": 4, \"mean_week_duration\": 0.36}, \"90096\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-17 08:01:46.000000+00:00\", \"2019-04-21 11:38:56.000000+00:00\", \"2022-04-27 08:39:42.000000+00:00\", \"2023-03-29 21:31:33.000000+00:00\", \"2022-06-22 03:57:14.000000+00:00\", \"2022-03-17 13:03:45.000000+00:00\", \"2020-09-25 07:29:39.000000+00:00\"], \"session_ids\": [\"b2bda9dd-d81d-4320-a4af-9069daed438f\", \"a1a92e39-90c9-430e-a333-d71e1c10fc1d\", \"065c84e7-e0cf-49cb-829e-d27bc411fec7\", \"eb260787-dabf-4347-baec-f71b4acc650c\", \"f1c7c8be-8dc4-458a-946d-7894f7e6be77\", \"48016fd7-f114-4168-a19f-a3c84251f110\", \"d34e533a-d7b8-4dda-9380-508eb91ba962\"], \"total_duration\": 9331.0, \"total_sessions\": 7, \"mean_week_duration\": 45.296}, \"88230\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-06-02 03:42:26.000000+00:00\", \"2022-08-10 01:21:32.000000+00:00\", \"2020-01-06 03:46:52.000000+00:00\"], \"session_ids\": [\"cba0b3b4-d38a-4504-9b9f-668ee1ade7eb\", \"8f01b87a-e48b-4799-84b9-e799ada713e6\", \"cbb2948d-0730-44be-9856-83c20fce50d3\"], \"total_duration\": 398.0, \"total_sessions\": 3, \"mean_week_duration\": 2.926}, \"94262\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-01 18:22:13.000000+00:00\", \"2020-10-25 21:25:08.000000+00:00\"], \"session_ids\": [\"af232541-e68b-4588-8276-4d79a3e9570b\", \"3c52bb79-3d42-4919-af84-248856df327d\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}, \"1504\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-11-30 05:56:40.000000+00:00\", \"2020-10-26 18:38:01.000000+00:00\"], \"session_ids\": [\"0ce88a04-2d7c-4ba0-bd1c-b17f99f35bd5\", \"580c707d-731a-4689-a6e8-aef6a375f92e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.136}, \"52314\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-27 22:40:27.000000+00:00\", \"2023-03-29 08:20:56.000000+00:00\"], \"session_ids\": [\"4d5377be-eb0a-4ea5-9e9a-48471aaef4d2\", \"d244a569-2412-4194-847d-f7aa7386cd93\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 2.689}, \"71920\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-26 02:50:37.000000+00:00\", \"2020-04-27 00:16:30.000000+00:00\", \"2022-01-16 09:03:57.000000+00:00\", \"2022-11-25 21:15:23.000000+00:00\", \"2021-02-08 23:12:26.000000+00:00\", \"2020-04-19 10:33:11.000000+00:00\", \"2021-04-20 14:19:48.000000+00:00\"], \"session_ids\": [\"323b32be-a61a-4c9e-8ad8-d5dc542cba18\", \"520ee306-9e53-42a6-966d-a92e7fdf8947\", \"4433b33d-4755-4267-b7d8-5d31b21026c0\", \"4d72fa44-3506-4c04-8607-19f17a723a63\", \"81f350be-4d79-40a9-af9e-764693c6c197\", \"f85cace1-687c-45cc-8ebd-e8207440fbef\", \"f42a21b0-7d4c-4766-a924-a93c94c99d8c\"], \"total_duration\": 729.0, \"total_sessions\": 7, \"mean_week_duration\": 5.36}, \"18397\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-26 09:36:34.000000+00:00\", \"2021-10-29 06:20:28.000000+00:00\"], \"session_ids\": [\"0b09ace2-a9c6-4abd-8a84-261f010a25bc\", \"2fbbd3bb-e4bb-46b6-a449-4447a943ea4d\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 2.934}, \"35369\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-25 08:03:35.000000+00:00\", \"2023-05-27 22:07:38.000000+00:00\"], \"session_ids\": [\"0b6a59d2-7f3d-462d-8710-f4b9c8878623\", \"39b876e4-74d6-4014-8ca7-fba5d55fd309\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 0.536}}\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 16 and are greater than 45" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[16, 45]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"64799\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 5}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-30 18:37:23.000000+00:00\", \"2021-12-17 00:53:19.000000+00:00\", \"2019-11-15 01:35:09.000000+00:00\", \"2023-01-29 22:33:13.000000+00:00\", \"2019-07-05 00:41:51.000000+00:00\"], \"session_ids\": [\"b24e81f6-3fa8-4bcd-b8d6-322912c38e45\", \"84972c7a-a101-4454-941c-d85c7903c08f\", \"9285864e-9eab-4f1c-8ca9-38406601244d\", \"b5ab97f2-05bb-47dd-b3a3-301b7b4f7b0a\", \"a2c7ea79-efa1-474e-9462-989f346eccf1\"], \"total_duration\": 695.0, \"total_sessions\": 5, \"mean_week_duration\": 3.325}, \"37670\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-15 12:55:42.000000+00:00\", \"2020-07-28 03:44:08.000000+00:00\", \"2021-06-21 11:15:38.000000+00:00\", \"2019-07-26 08:26:44.000000+00:00\"], \"session_ids\": [\"522edf3e-1576-4597-8d54-81792e2acb61\", \"91c8d0aa-e389-4466-a223-8705fa417169\", \"8bb6fbfc-7b8f-49f2-9718-e98745f225d7\", \"4829b473-76cd-4404-bf4c-0dc31b1da80c\"], \"total_duration\": 36.0, \"total_sessions\": 4, \"mean_week_duration\": 0.36}, \"88230\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-06-02 03:42:26.000000+00:00\", \"2022-08-10 01:21:32.000000+00:00\", \"2020-01-06 03:46:52.000000+00:00\"], \"session_ids\": [\"cba0b3b4-d38a-4504-9b9f-668ee1ade7eb\", \"8f01b87a-e48b-4799-84b9-e799ada713e6\", \"cbb2948d-0730-44be-9856-83c20fce50d3\"], \"total_duration\": 398.0, \"total_sessions\": 3, \"mean_week_duration\": 2.926}, \"94262\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-01 18:22:13.000000+00:00\", \"2020-10-25 21:25:08.000000+00:00\"], \"session_ids\": [\"af232541-e68b-4588-8276-4d79a3e9570b\", \"3c52bb79-3d42-4919-af84-248856df327d\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}, \"1504\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-11-30 05:56:40.000000+00:00\", \"2020-10-26 18:38:01.000000+00:00\"], \"session_ids\": [\"0ce88a04-2d7c-4ba0-bd1c-b17f99f35bd5\", \"580c707d-731a-4689-a6e8-aef6a375f92e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.136}, \"52314\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-27 22:40:27.000000+00:00\", \"2023-03-29 08:20:56.000000+00:00\"], \"session_ids\": [\"4d5377be-eb0a-4ea5-9e9a-48471aaef4d2\", \"d244a569-2412-4194-847d-f7aa7386cd93\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 2.689}, \"71920\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-26 02:50:37.000000+00:00\", \"2020-04-27 00:16:30.000000+00:00\", \"2022-01-16 09:03:57.000000+00:00\", \"2022-11-25 21:15:23.000000+00:00\", \"2021-02-08 23:12:26.000000+00:00\", \"2020-04-19 10:33:11.000000+00:00\", \"2021-04-20 14:19:48.000000+00:00\"], \"session_ids\": [\"323b32be-a61a-4c9e-8ad8-d5dc542cba18\", \"520ee306-9e53-42a6-966d-a92e7fdf8947\", \"4433b33d-4755-4267-b7d8-5d31b21026c0\", \"4d72fa44-3506-4c04-8607-19f17a723a63\", \"81f350be-4d79-40a9-af9e-764693c6c197\", \"f85cace1-687c-45cc-8ebd-e8207440fbef\", \"f42a21b0-7d4c-4766-a924-a93c94c99d8c\"], \"total_duration\": 729.0, \"total_sessions\": 7, \"mean_week_duration\": 5.36}, \"18397\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-26 09:36:34.000000+00:00\", \"2021-10-29 06:20:28.000000+00:00\"], \"session_ids\": [\"0b09ace2-a9c6-4abd-8a84-261f010a25bc\", \"2fbbd3bb-e4bb-46b6-a449-4447a943ea4d\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 2.934}, \"35369\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-25 08:03:35.000000+00:00\", \"2023-05-27 22:07:38.000000+00:00\"], \"session_ids\": [\"0b6a59d2-7f3d-462d-8710-f4b9c8878623\", \"39b876e4-74d6-4014-8ca7-fba5d55fd309\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 0.536}, \"90096\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-17 08:01:46.000000+00:00\", \"2019-04-21 11:38:56.000000+00:00\", \"2022-04-27 08:39:42.000000+00:00\", \"2023-03-29 21:31:33.000000+00:00\", \"2022-06-22 03:57:14.000000+00:00\", \"2022-03-17 13:03:45.000000+00:00\", \"2020-09-25 07:29:39.000000+00:00\"], \"session_ids\": [\"b2bda9dd-d81d-4320-a4af-9069daed438f\", \"a1a92e39-90c9-430e-a333-d71e1c10fc1d\", \"065c84e7-e0cf-49cb-829e-d27bc411fec7\", \"eb260787-dabf-4347-baec-f71b4acc650c\", \"f1c7c8be-8dc4-458a-946d-7894f7e6be77\", \"48016fd7-f114-4168-a19f-a3c84251f110\", \"d34e533a-d7b8-4dda-9380-508eb91ba962\"], \"total_duration\": 9331.0, \"total_sessions\": 7, \"mean_week_duration\": 45.296}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"90096\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-17 08:01:46.000000+00:00\", \"2019-04-21 11:38:56.000000+00:00\", \"2022-04-27 08:39:42.000000+00:00\", \"2023-03-29 21:31:33.000000+00:00\", \"2022-06-22 03:57:14.000000+00:00\", \"2022-03-17 13:03:45.000000+00:00\", \"2020-09-25 07:29:39.000000+00:00\"], \"session_ids\": [\"b2bda9dd-d81d-4320-a4af-9069daed438f\", \"a1a92e39-90c9-430e-a333-d71e1c10fc1d\", \"065c84e7-e0cf-49cb-829e-d27bc411fec7\", \"eb260787-dabf-4347-baec-f71b4acc650c\", \"f1c7c8be-8dc4-458a-946d-7894f7e6be77\", \"48016fd7-f114-4168-a19f-a3c84251f110\", \"d34e533a-d7b8-4dda-9380-508eb91ba962\"], \"total_duration\": 9331.0, \"total_sessions\": 7, \"mean_week_duration\": 45.296}}, {\"71920\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-26 02:50:37.000000+00:00\", \"2020-04-27 00:16:30.000000+00:00\", \"2022-01-16 09:03:57.000000+00:00\", \"2022-11-25 21:15:23.000000+00:00\", \"2021-02-08 23:12:26.000000+00:00\", \"2020-04-19 10:33:11.000000+00:00\", \"2021-04-20 14:19:48.000000+00:00\"], \"session_ids\": [\"323b32be-a61a-4c9e-8ad8-d5dc542cba18\", \"520ee306-9e53-42a6-966d-a92e7fdf8947\", \"4433b33d-4755-4267-b7d8-5d31b21026c0\", \"4d72fa44-3506-4c04-8607-19f17a723a63\", \"81f350be-4d79-40a9-af9e-764693c6c197\", \"f85cace1-687c-45cc-8ebd-e8207440fbef\", \"f42a21b0-7d4c-4766-a924-a93c94c99d8c\"], \"total_duration\": 729.0, \"total_sessions\": 7, \"mean_week_duration\": 5.36}}, {\"64799\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 5}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-30 18:37:23.000000+00:00\", \"2021-12-17 00:53:19.000000+00:00\", \"2019-11-15 01:35:09.000000+00:00\", \"2023-01-29 22:33:13.000000+00:00\", \"2019-07-05 00:41:51.000000+00:00\"], \"session_ids\": [\"b24e81f6-3fa8-4bcd-b8d6-322912c38e45\", \"84972c7a-a101-4454-941c-d85c7903c08f\", \"9285864e-9eab-4f1c-8ca9-38406601244d\", \"b5ab97f2-05bb-47dd-b3a3-301b7b4f7b0a\", \"a2c7ea79-efa1-474e-9462-989f346eccf1\"], \"total_duration\": 695.0, \"total_sessions\": 5, \"mean_week_duration\": 3.325}}, {\"88230\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-06-02 03:42:26.000000+00:00\", \"2022-08-10 01:21:32.000000+00:00\", \"2020-01-06 03:46:52.000000+00:00\"], \"session_ids\": [\"cba0b3b4-d38a-4504-9b9f-668ee1ade7eb\", \"8f01b87a-e48b-4799-84b9-e799ada713e6\", \"cbb2948d-0730-44be-9856-83c20fce50d3\"], \"total_duration\": 398.0, \"total_sessions\": 3, \"mean_week_duration\": 2.926}}, {\"18397\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-26 09:36:34.000000+00:00\", \"2021-10-29 06:20:28.000000+00:00\"], \"session_ids\": [\"0b09ace2-a9c6-4abd-8a84-261f010a25bc\", \"2fbbd3bb-e4bb-46b6-a449-4447a943ea4d\"], \"total_duration\": 179.0, \"total_sessions\": 2, \"mean_week_duration\": 2.934}}, {\"52314\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-27 22:40:27.000000+00:00\", \"2023-03-29 08:20:56.000000+00:00\"], \"session_ids\": [\"4d5377be-eb0a-4ea5-9e9a-48471aaef4d2\", \"d244a569-2412-4194-847d-f7aa7386cd93\"], \"total_duration\": 164.0, \"total_sessions\": 2, \"mean_week_duration\": 2.689}}, {\"35369\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-25 08:03:35.000000+00:00\", \"2023-05-27 22:07:38.000000+00:00\"], \"session_ids\": [\"0b6a59d2-7f3d-462d-8710-f4b9c8878623\", \"39b876e4-74d6-4014-8ca7-fba5d55fd309\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 0.536}}, {\"37670\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-06-15 12:55:42.000000+00:00\", \"2020-07-28 03:44:08.000000+00:00\", \"2021-06-21 11:15:38.000000+00:00\", \"2019-07-26 08:26:44.000000+00:00\"], \"session_ids\": [\"522edf3e-1576-4597-8d54-81792e2acb61\", \"91c8d0aa-e389-4466-a223-8705fa417169\", \"8bb6fbfc-7b8f-49f2-9718-e98745f225d7\", \"4829b473-76cd-4404-bf4c-0dc31b1da80c\"], \"total_duration\": 36.0, \"total_sessions\": 4, \"mean_week_duration\": 0.36}}, {\"94262\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-01 18:22:13.000000+00:00\", \"2020-10-25 21:25:08.000000+00:00\"], \"session_ids\": [\"af232541-e68b-4588-8276-4d79a3e9570b\", \"3c52bb79-3d42-4919-af84-248856df327d\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 1.667}}, {\"1504\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-11-30 05:56:40.000000+00:00\", \"2020-10-26 18:38:01.000000+00:00\"], \"session_ids\": [\"0ce88a04-2d7c-4ba0-bd1c-b17f99f35bd5\", \"580c707d-731a-4689-a6e8-aef6a375f92e\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.136}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 4 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"90096\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-17 08:01:46.000000+00:00\", \"2019-04-21 11:38:56.000000+00:00\", \"2022-04-27 08:39:42.000000+00:00\", \"2023-03-29 21:31:33.000000+00:00\", \"2022-06-22 03:57:14.000000+00:00\", \"2022-03-17 13:03:45.000000+00:00\", \"2020-09-25 07:29:39.000000+00:00\"], \"session_ids\": [\"b2bda9dd-d81d-4320-a4af-9069daed438f\", \"a1a92e39-90c9-430e-a333-d71e1c10fc1d\", \"065c84e7-e0cf-49cb-829e-d27bc411fec7\", \"eb260787-dabf-4347-baec-f71b4acc650c\", \"f1c7c8be-8dc4-458a-946d-7894f7e6be77\", \"48016fd7-f114-4168-a19f-a3c84251f110\", \"d34e533a-d7b8-4dda-9380-508eb91ba962\"], \"total_duration\": 9331.0, \"total_sessions\": 7, \"mean_week_duration\": 45.296}}, {\"71920\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-26 02:50:37.000000+00:00\", \"2020-04-27 00:16:30.000000+00:00\", \"2022-01-16 09:03:57.000000+00:00\", \"2022-11-25 21:15:23.000000+00:00\", \"2021-02-08 23:12:26.000000+00:00\", \"2020-04-19 10:33:11.000000+00:00\", \"2021-04-20 14:19:48.000000+00:00\"], \"session_ids\": [\"323b32be-a61a-4c9e-8ad8-d5dc542cba18\", \"520ee306-9e53-42a6-966d-a92e7fdf8947\", \"4433b33d-4755-4267-b7d8-5d31b21026c0\", \"4d72fa44-3506-4c04-8607-19f17a723a63\", \"81f350be-4d79-40a9-af9e-764693c6c197\", \"f85cace1-687c-45cc-8ebd-e8207440fbef\", \"f42a21b0-7d4c-4766-a924-a93c94c99d8c\"], \"total_duration\": 729.0, \"total_sessions\": 7, \"mean_week_duration\": 5.36}}, {\"64799\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 5}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-30 18:37:23.000000+00:00\", \"2021-12-17 00:53:19.000000+00:00\", \"2019-11-15 01:35:09.000000+00:00\", \"2023-01-29 22:33:13.000000+00:00\", \"2019-07-05 00:41:51.000000+00:00\"], \"session_ids\": [\"b24e81f6-3fa8-4bcd-b8d6-322912c38e45\", \"84972c7a-a101-4454-941c-d85c7903c08f\", \"9285864e-9eab-4f1c-8ca9-38406601244d\", \"b5ab97f2-05bb-47dd-b3a3-301b7b4f7b0a\", \"a2c7ea79-efa1-474e-9462-989f346eccf1\"], \"total_duration\": 695.0, \"total_sessions\": 5, \"mean_week_duration\": 3.325}}, {\"88230\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-06-02 03:42:26.000000+00:00\", \"2022-08-10 01:21:32.000000+00:00\", \"2020-01-06 03:46:52.000000+00:00\"], \"session_ids\": [\"cba0b3b4-d38a-4504-9b9f-668ee1ade7eb\", \"8f01b87a-e48b-4799-84b9-e799ada713e6\", \"cbb2948d-0730-44be-9856-83c20fce50d3\"], \"total_duration\": 398.0, \"total_sessions\": 3, \"mean_week_duration\": 2.926}}]\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[{\"90096\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-17 08:01:46.000000+00:00\", \"2019-04-21 11:38:56.000000+00:00\", \"2022-04-27 08:39:42.000000+00:00\", \"2023-03-29 21:31:33.000000+00:00\", \"2022-06-22 03:57:14.000000+00:00\", \"2022-03-17 13:03:45.000000+00:00\", \"2020-09-25 07:29:39.000000+00:00\"], \"session_ids\": [\"b2bda9dd-d81d-4320-a4af-9069daed438f\", \"a1a92e39-90c9-430e-a333-d71e1c10fc1d\", \"065c84e7-e0cf-49cb-829e-d27bc411fec7\", \"eb260787-dabf-4347-baec-f71b4acc650c\", \"f1c7c8be-8dc4-458a-946d-7894f7e6be77\", \"48016fd7-f114-4168-a19f-a3c84251f110\", \"d34e533a-d7b8-4dda-9380-508eb91ba962\"], \"total_duration\": 9331.0, \"total_sessions\": 7, \"mean_week_duration\": 45.296}}, {\"71920\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-26 02:50:37.000000+00:00\", \"2020-04-27 00:16:30.000000+00:00\", \"2022-01-16 09:03:57.000000+00:00\", \"2022-11-25 21:15:23.000000+00:00\", \"2021-02-08 23:12:26.000000+00:00\", \"2020-04-19 10:33:11.000000+00:00\", \"2021-04-20 14:19:48.000000+00:00\"], \"session_ids\": [\"323b32be-a61a-4c9e-8ad8-d5dc542cba18\", \"520ee306-9e53-42a6-966d-a92e7fdf8947\", \"4433b33d-4755-4267-b7d8-5d31b21026c0\", \"4d72fa44-3506-4c04-8607-19f17a723a63\", \"81f350be-4d79-40a9-af9e-764693c6c197\", \"f85cace1-687c-45cc-8ebd-e8207440fbef\", \"f42a21b0-7d4c-4766-a924-a93c94c99d8c\"], \"total_duration\": 729.0, \"total_sessions\": 7, \"mean_week_duration\": 5.36}}, {\"64799\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 5}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-01-30 18:37:23.000000+00:00\", \"2021-12-17 00:53:19.000000+00:00\", \"2019-11-15 01:35:09.000000+00:00\", \"2023-01-29 22:33:13.000000+00:00\", \"2019-07-05 00:41:51.000000+00:00\"], \"session_ids\": [\"b24e81f6-3fa8-4bcd-b8d6-322912c38e45\", \"84972c7a-a101-4454-941c-d85c7903c08f\", \"9285864e-9eab-4f1c-8ca9-38406601244d\", \"b5ab97f2-05bb-47dd-b3a3-301b7b4f7b0a\", \"a2c7ea79-efa1-474e-9462-989f346eccf1\"], \"total_duration\": 695.0, \"total_sessions\": 5, \"mean_week_duration\": 3.325}}, {\"88230\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-06-02 03:42:26.000000+00:00\", \"2022-08-10 01:21:32.000000+00:00\", \"2020-01-06 03:46:52.000000+00:00\"], \"session_ids\": [\"cba0b3b4-d38a-4504-9b9f-668ee1ade7eb\", \"8f01b87a-e48b-4799-84b9-e799ada713e6\", \"cbb2948d-0730-44be-9856-83c20fce50d3\"], \"total_duration\": 398.0, \"total_sessions\": 3, \"mean_week_duration\": 2.926}}]\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 6 users whose median of duration of sessions per week is less than 48 and strictly greater than 9 and in addition implement sorting by total amount of duration 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{\"91332\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2023-05-13 17:58:53.000000+00:00\", \"2019-12-24 07:23:47.000000+00:00\"], \"session_ids\": [\"19f1eb27-c0e0-4831-91e4-95e0323fb7d7\", \"e66d67ca-6c85-4f38-a6c2-ea3315912c1b\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}, \"80634\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-28 19:37:10.000000+00:00\", \"2019-03-21 15:57:04.000000+00:00\", \"2022-07-12 01:17:14.000000+00:00\"], \"session_ids\": [\"5e13ef8f-bff7-437d-be59-f4a84b1f0999\", \"6289bfd3-796c-4443-a002-9395dcce6c11\", \"df022c1f-f431-4da1-91d1-fd4fcc440f74\"], \"total_duration\": 513.0, \"total_sessions\": 3, \"mean_week_duration\": 2.965}, \"34536\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-02-27 10:13:27.000000+00:00\", \"2021-06-01 16:50:58.000000+00:00\"], \"session_ids\": [\"333d6afa-d2bb-4072-ba27-a94dd16e4e39\", \"46919b5b-f3ce-4e45-b3ec-3623a7416804\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.475}, \"52283\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-02-24 03:59:06.000000+00:00\", \"2021-06-25 02:25:03.000000+00:00\", \"2023-04-16 07:47:19.000000+00:00\"], \"session_ids\": [\"cd62b5ca-3167-4351-bdd3-09585cfbae31\", \"84b0a497-9bd6-4c4b-a744-1b0de6b9f21c\", \"2e9b4052-66c6-4afe-9615-b46f2de798a2\"], \"total_duration\": 865.0, \"total_sessions\": 3, \"mean_week_duration\": 5.274}, \"19165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-11-19 01:54:46.000000+00:00\", \"2023-05-11 08:39:21.000000+00:00\"], \"session_ids\": [\"3c228bae-de4a-4281-a8bc-7c50109ef1cd\", \"cd08020a-1edd-47f3-8c7e-8ab253678217\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 1.92}, \"91519\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-24 15:49:48.000000+00:00\", \"2019-01-28 16:56:43.000000+00:00\", \"2021-04-10 23:25:58.000000+00:00\", \"2022-01-16 05:32:13.000000+00:00\", \"2020-07-24 01:47:22.000000+00:00\"], \"session_ids\": [\"52aca30c-cdd1-4581-b908-dfc7853d42ba\", \"056159ae-f62d-4867-ba64-6f915b8b741c\", \"3ab3607c-c0f1-45d8-9259-3ff81b62829a\", \"f3dbd515-8702-4a6a-baeb-ab930b009945\", \"2512189c-8308-488a-9a70-c39f445d68ad\"], \"total_duration\": 84.0, \"total_sessions\": 5, \"mean_week_duration\": 0.542}, \"9726\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-12 06:15:11.000000+00:00\", \"2022-02-08 04:40:40.000000+00:00\", \"2019-12-08 12:14:59.000000+00:00\", \"2020-01-25 04:45:36.000000+00:00\"], \"session_ids\": [\"e0116348-cd8f-477a-9e60-0cd254057578\", \"4f0e04a2-cfa1-41df-94ee-a391e11cf4e2\", \"9ff2227f-8e43-4242-a8c7-2bb940844064\", \"270ba9c6-518a-4fb7-b5ea-23346c579c25\"], \"total_duration\": 915.0, \"total_sessions\": 4, \"mean_week_duration\": 8.026}, \"48772\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-08 18:22:27.000000+00:00\", \"2020-04-08 21:51:16.000000+00:00\"], \"session_ids\": [\"c2bc152d-b177-4b98-b432-c379d3cd7486\", \"873bc093-d825-4089-ba27-d8637eb9aab5\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 14.864}, \"77964\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-03-09 05:18:50.000000+00:00\", \"2022-09-17 04:03:39.000000+00:00\", \"2019-06-29 23:29:28.000000+00:00\", \"2020-09-01 12:20:45.000000+00:00\", \"2021-02-16 10:03:01.000000+00:00\", \"2021-06-09 01:30:39.000000+00:00\"], \"session_ids\": [\"870a2195-924c-4df7-91db-33fb1833cdbe\", \"f8ae6b9e-0ded-4c81-b734-d332c80bdef2\", \"3622c093-a61e-4e7e-b343-6748de5975e1\", \"c5eda526-aa19-4255-b466-c0ad76ad2a43\", \"3d95682f-85c2-4bb5-ae6c-88e017486f59\", \"5af6b0e4-e032-4556-b39c-562abb100e97\"], \"total_duration\": 3067.0, \"total_sessions\": 6, \"mean_week_duration\": 16.668}, \"77154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-31 21:09:55.000000+00:00\", \"2022-06-15 02:42:28.000000+00:00\"], \"session_ids\": [\"a102c384-eb6d-44ca-b15c-084a46565890\", \"c249a7c8-a63c-4514-a1c5-92f3b87ab6b4\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.187}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are greater than 9 and are equal or less than 48" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[9, 48]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"48772\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-08 18:22:27.000000+00:00\", \"2020-04-08 21:51:16.000000+00:00\"], \"session_ids\": [\"c2bc152d-b177-4b98-b432-c379d3cd7486\", \"873bc093-d825-4089-ba27-d8637eb9aab5\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 14.864}, \"77964\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-03-09 05:18:50.000000+00:00\", \"2022-09-17 04:03:39.000000+00:00\", \"2019-06-29 23:29:28.000000+00:00\", \"2020-09-01 12:20:45.000000+00:00\", \"2021-02-16 10:03:01.000000+00:00\", \"2021-06-09 01:30:39.000000+00:00\"], \"session_ids\": [\"870a2195-924c-4df7-91db-33fb1833cdbe\", \"f8ae6b9e-0ded-4c81-b734-d332c80bdef2\", \"3622c093-a61e-4e7e-b343-6748de5975e1\", \"c5eda526-aa19-4255-b466-c0ad76ad2a43\", \"3d95682f-85c2-4bb5-ae6c-88e017486f59\", \"5af6b0e4-e032-4556-b39c-562abb100e97\"], \"total_duration\": 3067.0, \"total_sessions\": 6, \"mean_week_duration\": 16.668}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"77964\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-03-09 05:18:50.000000+00:00\", \"2022-09-17 04:03:39.000000+00:00\", \"2019-06-29 23:29:28.000000+00:00\", \"2020-09-01 12:20:45.000000+00:00\", \"2021-02-16 10:03:01.000000+00:00\", \"2021-06-09 01:30:39.000000+00:00\"], \"session_ids\": [\"870a2195-924c-4df7-91db-33fb1833cdbe\", \"f8ae6b9e-0ded-4c81-b734-d332c80bdef2\", \"3622c093-a61e-4e7e-b343-6748de5975e1\", \"c5eda526-aa19-4255-b466-c0ad76ad2a43\", \"3d95682f-85c2-4bb5-ae6c-88e017486f59\", \"5af6b0e4-e032-4556-b39c-562abb100e97\"], \"total_duration\": 3067.0, \"total_sessions\": 6, \"mean_week_duration\": 16.668}}, {\"48772\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-08 18:22:27.000000+00:00\", \"2020-04-08 21:51:16.000000+00:00\"], \"session_ids\": [\"c2bc152d-b177-4b98-b432-c379d3cd7486\", \"873bc093-d825-4089-ba27-d8637eb9aab5\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 14.864}}]\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[{\"77964\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-03-09 05:18:50.000000+00:00\", \"2022-09-17 04:03:39.000000+00:00\", \"2019-06-29 23:29:28.000000+00:00\", \"2020-09-01 12:20:45.000000+00:00\", \"2021-02-16 10:03:01.000000+00:00\", \"2021-06-09 01:30:39.000000+00:00\"], \"session_ids\": [\"870a2195-924c-4df7-91db-33fb1833cdbe\", \"f8ae6b9e-0ded-4c81-b734-d332c80bdef2\", \"3622c093-a61e-4e7e-b343-6748de5975e1\", \"c5eda526-aa19-4255-b466-c0ad76ad2a43\", \"3d95682f-85c2-4bb5-ae6c-88e017486f59\", \"5af6b0e4-e032-4556-b39c-562abb100e97\"], \"total_duration\": 3067.0, \"total_sessions\": 6, \"mean_week_duration\": 16.668}}, {\"48772\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-08 18:22:27.000000+00:00\", \"2020-04-08 21:51:16.000000+00:00\"], \"session_ids\": [\"c2bc152d-b177-4b98-b432-c379d3cd7486\", \"873bc093-d825-4089-ba27-d8637eb9aab5\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 14.864}}]\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[{\"77964\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-03-09 05:18:50.000000+00:00\", \"2022-09-17 04:03:39.000000+00:00\", \"2019-06-29 23:29:28.000000+00:00\", \"2020-09-01 12:20:45.000000+00:00\", \"2021-02-16 10:03:01.000000+00:00\", \"2021-06-09 01:30:39.000000+00:00\"], \"session_ids\": [\"870a2195-924c-4df7-91db-33fb1833cdbe\", \"f8ae6b9e-0ded-4c81-b734-d332c80bdef2\", \"3622c093-a61e-4e7e-b343-6748de5975e1\", \"c5eda526-aa19-4255-b466-c0ad76ad2a43\", \"3d95682f-85c2-4bb5-ae6c-88e017486f59\", \"5af6b0e4-e032-4556-b39c-562abb100e97\"], \"total_duration\": 3067.0, \"total_sessions\": 6, \"mean_week_duration\": 16.668}}, {\"48772\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-08 18:22:27.000000+00:00\", \"2020-04-08 21:51:16.000000+00:00\"], \"session_ids\": [\"c2bc152d-b177-4b98-b432-c379d3cd7486\", \"873bc093-d825-4089-ba27-d8637eb9aab5\"], \"total_duration\": 327.0, \"total_sessions\": 2, \"mean_week_duration\": 14.864}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me 6 users with a sessions summation that is above 4 + sort by overall sessions count form the highest value to the lowest value additionaly remain only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"37831\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-21 12:33:37.000000+00:00\", \"2021-10-04 06:28:08.000000+00:00\", \"2020-09-23 20:58:03.000000+00:00\", \"2020-04-13 03:37:35.000000+00:00\"], \"session_ids\": [\"75b68b52-63da-4267-ac3e-807bef850cdd\", \"244d3108-8e9b-4bf1-8805-7be6bb800b2f\", \"b6da8965-844d-4c10-a62b-7672691cc65d\", \"2e6e2f81-afc4-4750-8d75-adbf50faa5b2\"], \"total_duration\": 344.0, \"total_sessions\": 4, \"mean_week_duration\": 3.373}, \"26523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-15 06:06:15.000000+00:00\", \"2020-12-25 05:23:56.000000+00:00\", \"2022-02-17 21:36:16.000000+00:00\", \"2023-06-26 19:39:36.000000+00:00\"], \"session_ids\": [\"778a67f6-efec-4a06-939b-8ed593230b6c\", \"fc238eaf-c45f-4310-a1bc-7a78bb8e3601\", \"4178ecc8-629d-4d1c-b041-6622907e97e5\", \"ac5c1295-958f-433b-8523-fa266ff5375d\"], \"total_duration\": 421.0, \"total_sessions\": 4, \"mean_week_duration\": 2.181}, \"65983\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-02-12 16:24:12.000000+00:00\", \"2020-07-27 15:55:25.000000+00:00\", \"2019-01-20 06:59:41.000000+00:00\", \"2020-01-25 04:15:19.000000+00:00\", \"2022-02-05 09:10:09.000000+00:00\", \"2021-02-19 00:23:50.000000+00:00\", \"2020-07-11 10:59:34.000000+00:00\", \"2020-02-15 00:08:09.000000+00:00\", \"2019-11-06 07:04:11.000000+00:00\", \"2022-12-26 19:22:07.000000+00:00\", \"2020-06-24 07:41:08.000000+00:00\"], \"session_ids\": [\"db12d205-4361-4c14-ba40-73ccaa60664b\", \"ae720626-205f-41fd-b29b-058e4614ede4\", \"e70bb337-c831-4cb4-b18f-c98de428a631\", \"41533f13-e9da-40ee-893f-12e34653be31\", \"776191b3-d2dd-452f-9c47-55f9bc3082b4\", \"629cb97e-c40f-4704-8fd1-49ff42ad5753\", \"ba726f46-9df5-4010-8f4a-abf2ed24bbf4\", \"163ec2f1-60d1-4207-8f56-c1c47564f64b\", \"2430c9c4-1484-4b82-a071-1414e115b3de\", \"9d2ba35b-83bb-4d30-8f3b-44c68b8f4dcd\", \"d072ef8c-ad0a-4aca-b683-68529b85c585\"], \"total_duration\": 37661.0, \"total_sessions\": 11, \"mean_week_duration\": 182.82}, \"38725\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-04-30 22:32:01.000000+00:00\", \"2020-09-10 02:25:31.000000+00:00\", \"2020-10-11 19:57:37.000000+00:00\"], \"session_ids\": [\"378a74d6-b903-4bca-9a3c-3ecb1851ab63\", \"a5f3fafe-06c4-4928-8e78-ca1451a12ab6\", \"e590428e-7e89-44c5-a36c-7e966e27b114\"], \"total_duration\": 87.0, \"total_sessions\": 3, \"mean_week_duration\": 1.012}, \"32640\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-11 09:40:56.000000+00:00\", \"2023-04-08 15:54:23.000000+00:00\"], \"session_ids\": [\"0c25b6a0-e215-47d4-87a7-95876ad5ffac\", \"d79b6d4a-0172-458a-befc-7db2d3efad4e\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 3.108}, \"49199\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 5, \"Change Skin Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-11-21 05:00:04.000000+00:00\", \"2021-03-27 18:48:05.000000+00:00\"], \"session_ids\": [\"c5174e17-8f63-4ae1-9e0a-64ce898a9411\", \"87817bf3-c566-4ce2-b926-ede045d667d0\"], \"total_duration\": 329.0, \"total_sessions\": 2, \"mean_week_duration\": 9.676}, \"15418\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-29 21:40:20.000000+00:00\", \"2023-04-07 00:02:26.000000+00:00\", \"2021-12-26 18:36:58.000000+00:00\", \"2019-03-17 02:32:04.000000+00:00\", \"2019-07-08 21:36:31.000000+00:00\", \"2022-07-29 14:33:45.000000+00:00\"], \"session_ids\": [\"2b8fa2ea-e790-4793-975a-0ae8b41d3a0c\", \"0839f0c1-10b8-4358-b073-e132ec005a4f\", \"2ff39ceb-aea2-46e1-ae48-85dc35e9dc35\", \"0e990e2c-1994-4cd7-a687-801e2aaeebc6\", \"f8372b63-7256-4268-94bc-e867254c57bf\", \"52df882b-d200-4718-8d54-7719aae8aef4\"], \"total_duration\": 280.0, \"total_sessions\": 6, \"mean_week_duration\": 1.321}, \"12506\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-10 19:15:06.000000+00:00\", \"2022-08-17 18:48:06.000000+00:00\", \"2021-08-28 07:43:29.000000+00:00\", \"2023-02-22 18:01:28.000000+00:00\", \"2019-06-30 03:52:44.000000+00:00\", \"2020-11-25 01:06:33.000000+00:00\", \"2022-11-09 20:26:31.000000+00:00\", \"2020-05-30 16:19:47.000000+00:00\"], \"session_ids\": [\"9ad3ba82-3dcd-4372-b4e8-007f336d9c15\", \"499e365b-7afc-4397-a52a-46b61c6da497\", \"f454491e-3a0e-47d9-8df3-fb1b0080bdfb\", \"93f34ea2-5198-44de-93d4-fef3f0eae6f5\", \"9021d996-c8cc-496c-abf6-3b82d61b459b\", \"3ac1bcb1-db46-4674-ad56-88b9519a8db3\", \"18eb692d-e122-4a12-b044-79567ffa16e7\", \"3cc0df8e-625e-4c13-9940-9b1f2205042c\"], \"total_duration\": 11701.0, \"total_sessions\": 8, \"mean_week_duration\": 61.262}, \"56006\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-25 05:19:12.000000+00:00\", \"2022-12-25 22:24:31.000000+00:00\", \"2022-04-07 00:04:59.000000+00:00\", \"2020-05-21 05:53:15.000000+00:00\", \"2019-03-02 14:37:33.000000+00:00\"], \"session_ids\": [\"bfe30ec1-1d70-4ba2-a424-2bbbcc9e0093\", \"84642a82-f57f-4d3a-be8c-8e3e238a6bfa\", \"8a86e0a2-e7cd-494c-b310-62564bee6859\", \"7a670b78-af2e-4baa-bb6f-810c8952f7a2\", \"8879ae56-cc97-479b-a4d3-9a97d66e90cf\"], \"total_duration\": 993.0, \"total_sessions\": 5, \"mean_week_duration\": 4.965}, \"71000\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-29 10:14:40.000000+00:00\", \"2023-05-23 19:55:42.000000+00:00\", \"2021-02-03 20:19:36.000000+00:00\", \"2021-09-11 15:41:40.000000+00:00\", \"2022-11-20 17:28:48.000000+00:00\"], \"session_ids\": [\"57d4f94b-3b55-421a-b492-d79a2101d5a9\", \"044682c4-d7a3-4f9d-9afa-30859eab6685\", \"9a27b36c-c8cf-40f0-bd67-be3d4abaabc8\", \"480b1122-ccde-4c84-99e8-4cea02b742ed\", \"a02311d7-b892-4f3b-bb00-7957e031b4ba\"], \"total_duration\": 77.0, \"total_sessions\": 5, \"mean_week_duration\": 0.37}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[4, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"37831\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-21 12:33:37.000000+00:00\", \"2021-10-04 06:28:08.000000+00:00\", \"2020-09-23 20:58:03.000000+00:00\", \"2020-04-13 03:37:35.000000+00:00\"], \"session_ids\": [\"75b68b52-63da-4267-ac3e-807bef850cdd\", \"244d3108-8e9b-4bf1-8805-7be6bb800b2f\", \"b6da8965-844d-4c10-a62b-7672691cc65d\", \"2e6e2f81-afc4-4750-8d75-adbf50faa5b2\"], \"total_duration\": 344.0, \"total_sessions\": 4, \"mean_week_duration\": 3.373}, \"26523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-15 06:06:15.000000+00:00\", \"2020-12-25 05:23:56.000000+00:00\", \"2022-02-17 21:36:16.000000+00:00\", \"2023-06-26 19:39:36.000000+00:00\"], \"session_ids\": [\"778a67f6-efec-4a06-939b-8ed593230b6c\", \"fc238eaf-c45f-4310-a1bc-7a78bb8e3601\", \"4178ecc8-629d-4d1c-b041-6622907e97e5\", \"ac5c1295-958f-433b-8523-fa266ff5375d\"], \"total_duration\": 421.0, \"total_sessions\": 4, \"mean_week_duration\": 2.181}, \"65983\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-02-12 16:24:12.000000+00:00\", \"2020-07-27 15:55:25.000000+00:00\", \"2019-01-20 06:59:41.000000+00:00\", \"2020-01-25 04:15:19.000000+00:00\", \"2022-02-05 09:10:09.000000+00:00\", \"2021-02-19 00:23:50.000000+00:00\", \"2020-07-11 10:59:34.000000+00:00\", \"2020-02-15 00:08:09.000000+00:00\", \"2019-11-06 07:04:11.000000+00:00\", \"2022-12-26 19:22:07.000000+00:00\", \"2020-06-24 07:41:08.000000+00:00\"], \"session_ids\": [\"db12d205-4361-4c14-ba40-73ccaa60664b\", \"ae720626-205f-41fd-b29b-058e4614ede4\", \"e70bb337-c831-4cb4-b18f-c98de428a631\", \"41533f13-e9da-40ee-893f-12e34653be31\", \"776191b3-d2dd-452f-9c47-55f9bc3082b4\", \"629cb97e-c40f-4704-8fd1-49ff42ad5753\", \"ba726f46-9df5-4010-8f4a-abf2ed24bbf4\", \"163ec2f1-60d1-4207-8f56-c1c47564f64b\", \"2430c9c4-1484-4b82-a071-1414e115b3de\", \"9d2ba35b-83bb-4d30-8f3b-44c68b8f4dcd\", \"d072ef8c-ad0a-4aca-b683-68529b85c585\"], \"total_duration\": 37661.0, \"total_sessions\": 11, \"mean_week_duration\": 182.82}, \"15418\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-29 21:40:20.000000+00:00\", \"2023-04-07 00:02:26.000000+00:00\", \"2021-12-26 18:36:58.000000+00:00\", \"2019-03-17 02:32:04.000000+00:00\", \"2019-07-08 21:36:31.000000+00:00\", \"2022-07-29 14:33:45.000000+00:00\"], \"session_ids\": [\"2b8fa2ea-e790-4793-975a-0ae8b41d3a0c\", \"0839f0c1-10b8-4358-b073-e132ec005a4f\", \"2ff39ceb-aea2-46e1-ae48-85dc35e9dc35\", \"0e990e2c-1994-4cd7-a687-801e2aaeebc6\", \"f8372b63-7256-4268-94bc-e867254c57bf\", \"52df882b-d200-4718-8d54-7719aae8aef4\"], \"total_duration\": 280.0, \"total_sessions\": 6, \"mean_week_duration\": 1.321}, \"12506\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-10 19:15:06.000000+00:00\", \"2022-08-17 18:48:06.000000+00:00\", \"2021-08-28 07:43:29.000000+00:00\", \"2023-02-22 18:01:28.000000+00:00\", \"2019-06-30 03:52:44.000000+00:00\", \"2020-11-25 01:06:33.000000+00:00\", \"2022-11-09 20:26:31.000000+00:00\", \"2020-05-30 16:19:47.000000+00:00\"], \"session_ids\": [\"9ad3ba82-3dcd-4372-b4e8-007f336d9c15\", \"499e365b-7afc-4397-a52a-46b61c6da497\", \"f454491e-3a0e-47d9-8df3-fb1b0080bdfb\", \"93f34ea2-5198-44de-93d4-fef3f0eae6f5\", \"9021d996-c8cc-496c-abf6-3b82d61b459b\", \"3ac1bcb1-db46-4674-ad56-88b9519a8db3\", \"18eb692d-e122-4a12-b044-79567ffa16e7\", \"3cc0df8e-625e-4c13-9940-9b1f2205042c\"], \"total_duration\": 11701.0, \"total_sessions\": 8, \"mean_week_duration\": 61.262}, \"56006\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-25 05:19:12.000000+00:00\", \"2022-12-25 22:24:31.000000+00:00\", \"2022-04-07 00:04:59.000000+00:00\", \"2020-05-21 05:53:15.000000+00:00\", \"2019-03-02 14:37:33.000000+00:00\"], \"session_ids\": [\"bfe30ec1-1d70-4ba2-a424-2bbbcc9e0093\", \"84642a82-f57f-4d3a-be8c-8e3e238a6bfa\", \"8a86e0a2-e7cd-494c-b310-62564bee6859\", \"7a670b78-af2e-4baa-bb6f-810c8952f7a2\", \"8879ae56-cc97-479b-a4d3-9a97d66e90cf\"], \"total_duration\": 993.0, \"total_sessions\": 5, \"mean_week_duration\": 4.965}, \"71000\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-29 10:14:40.000000+00:00\", \"2023-05-23 19:55:42.000000+00:00\", \"2021-02-03 20:19:36.000000+00:00\", \"2021-09-11 15:41:40.000000+00:00\", \"2022-11-20 17:28:48.000000+00:00\"], \"session_ids\": [\"57d4f94b-3b55-421a-b492-d79a2101d5a9\", \"044682c4-d7a3-4f9d-9afa-30859eab6685\", \"9a27b36c-c8cf-40f0-bd67-be3d4abaabc8\", \"480b1122-ccde-4c84-99e8-4cea02b742ed\", \"a02311d7-b892-4f3b-bb00-7957e031b4ba\"], \"total_duration\": 77.0, \"total_sessions\": 5, \"mean_week_duration\": 0.37}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65983\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-02-12 16:24:12.000000+00:00\", \"2020-07-27 15:55:25.000000+00:00\", \"2019-01-20 06:59:41.000000+00:00\", \"2020-01-25 04:15:19.000000+00:00\", \"2022-02-05 09:10:09.000000+00:00\", \"2021-02-19 00:23:50.000000+00:00\", \"2020-07-11 10:59:34.000000+00:00\", \"2020-02-15 00:08:09.000000+00:00\", \"2019-11-06 07:04:11.000000+00:00\", \"2022-12-26 19:22:07.000000+00:00\", \"2020-06-24 07:41:08.000000+00:00\"], \"session_ids\": [\"db12d205-4361-4c14-ba40-73ccaa60664b\", \"ae720626-205f-41fd-b29b-058e4614ede4\", \"e70bb337-c831-4cb4-b18f-c98de428a631\", \"41533f13-e9da-40ee-893f-12e34653be31\", \"776191b3-d2dd-452f-9c47-55f9bc3082b4\", \"629cb97e-c40f-4704-8fd1-49ff42ad5753\", \"ba726f46-9df5-4010-8f4a-abf2ed24bbf4\", \"163ec2f1-60d1-4207-8f56-c1c47564f64b\", \"2430c9c4-1484-4b82-a071-1414e115b3de\", \"9d2ba35b-83bb-4d30-8f3b-44c68b8f4dcd\", \"d072ef8c-ad0a-4aca-b683-68529b85c585\"], \"total_duration\": 37661.0, \"total_sessions\": 11, \"mean_week_duration\": 182.82}}, {\"12506\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-10 19:15:06.000000+00:00\", \"2022-08-17 18:48:06.000000+00:00\", \"2021-08-28 07:43:29.000000+00:00\", \"2023-02-22 18:01:28.000000+00:00\", \"2019-06-30 03:52:44.000000+00:00\", \"2020-11-25 01:06:33.000000+00:00\", \"2022-11-09 20:26:31.000000+00:00\", \"2020-05-30 16:19:47.000000+00:00\"], \"session_ids\": [\"9ad3ba82-3dcd-4372-b4e8-007f336d9c15\", \"499e365b-7afc-4397-a52a-46b61c6da497\", \"f454491e-3a0e-47d9-8df3-fb1b0080bdfb\", \"93f34ea2-5198-44de-93d4-fef3f0eae6f5\", \"9021d996-c8cc-496c-abf6-3b82d61b459b\", \"3ac1bcb1-db46-4674-ad56-88b9519a8db3\", \"18eb692d-e122-4a12-b044-79567ffa16e7\", \"3cc0df8e-625e-4c13-9940-9b1f2205042c\"], \"total_duration\": 11701.0, \"total_sessions\": 8, \"mean_week_duration\": 61.262}}, {\"15418\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-29 21:40:20.000000+00:00\", \"2023-04-07 00:02:26.000000+00:00\", \"2021-12-26 18:36:58.000000+00:00\", \"2019-03-17 02:32:04.000000+00:00\", \"2019-07-08 21:36:31.000000+00:00\", \"2022-07-29 14:33:45.000000+00:00\"], \"session_ids\": [\"2b8fa2ea-e790-4793-975a-0ae8b41d3a0c\", \"0839f0c1-10b8-4358-b073-e132ec005a4f\", \"2ff39ceb-aea2-46e1-ae48-85dc35e9dc35\", \"0e990e2c-1994-4cd7-a687-801e2aaeebc6\", \"f8372b63-7256-4268-94bc-e867254c57bf\", \"52df882b-d200-4718-8d54-7719aae8aef4\"], \"total_duration\": 280.0, \"total_sessions\": 6, \"mean_week_duration\": 1.321}}, {\"56006\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-25 05:19:12.000000+00:00\", \"2022-12-25 22:24:31.000000+00:00\", \"2022-04-07 00:04:59.000000+00:00\", \"2020-05-21 05:53:15.000000+00:00\", \"2019-03-02 14:37:33.000000+00:00\"], \"session_ids\": [\"bfe30ec1-1d70-4ba2-a424-2bbbcc9e0093\", \"84642a82-f57f-4d3a-be8c-8e3e238a6bfa\", \"8a86e0a2-e7cd-494c-b310-62564bee6859\", \"7a670b78-af2e-4baa-bb6f-810c8952f7a2\", \"8879ae56-cc97-479b-a4d3-9a97d66e90cf\"], \"total_duration\": 993.0, \"total_sessions\": 5, \"mean_week_duration\": 4.965}}, {\"71000\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-29 10:14:40.000000+00:00\", \"2023-05-23 19:55:42.000000+00:00\", \"2021-02-03 20:19:36.000000+00:00\", \"2021-09-11 15:41:40.000000+00:00\", \"2022-11-20 17:28:48.000000+00:00\"], \"session_ids\": [\"57d4f94b-3b55-421a-b492-d79a2101d5a9\", \"044682c4-d7a3-4f9d-9afa-30859eab6685\", \"9a27b36c-c8cf-40f0-bd67-be3d4abaabc8\", \"480b1122-ccde-4c84-99e8-4cea02b742ed\", \"a02311d7-b892-4f3b-bb00-7957e031b4ba\"], \"total_duration\": 77.0, \"total_sessions\": 5, \"mean_week_duration\": 0.37}}, {\"37831\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-21 12:33:37.000000+00:00\", \"2021-10-04 06:28:08.000000+00:00\", \"2020-09-23 20:58:03.000000+00:00\", \"2020-04-13 03:37:35.000000+00:00\"], \"session_ids\": [\"75b68b52-63da-4267-ac3e-807bef850cdd\", \"244d3108-8e9b-4bf1-8805-7be6bb800b2f\", \"b6da8965-844d-4c10-a62b-7672691cc65d\", \"2e6e2f81-afc4-4750-8d75-adbf50faa5b2\"], \"total_duration\": 344.0, \"total_sessions\": 4, \"mean_week_duration\": 3.373}}, {\"26523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-15 06:06:15.000000+00:00\", \"2020-12-25 05:23:56.000000+00:00\", \"2022-02-17 21:36:16.000000+00:00\", \"2023-06-26 19:39:36.000000+00:00\"], \"session_ids\": [\"778a67f6-efec-4a06-939b-8ed593230b6c\", \"fc238eaf-c45f-4310-a1bc-7a78bb8e3601\", \"4178ecc8-629d-4d1c-b041-6622907e97e5\", \"ac5c1295-958f-433b-8523-fa266ff5375d\"], \"total_duration\": 421.0, \"total_sessions\": 4, \"mean_week_duration\": 2.181}}]\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[{\"65983\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-02-12 16:24:12.000000+00:00\", \"2020-07-27 15:55:25.000000+00:00\", \"2019-01-20 06:59:41.000000+00:00\", \"2020-01-25 04:15:19.000000+00:00\", \"2022-02-05 09:10:09.000000+00:00\", \"2021-02-19 00:23:50.000000+00:00\", \"2020-07-11 10:59:34.000000+00:00\", \"2020-02-15 00:08:09.000000+00:00\", \"2019-11-06 07:04:11.000000+00:00\", \"2022-12-26 19:22:07.000000+00:00\", \"2020-06-24 07:41:08.000000+00:00\"], \"session_ids\": [\"db12d205-4361-4c14-ba40-73ccaa60664b\", \"ae720626-205f-41fd-b29b-058e4614ede4\", \"e70bb337-c831-4cb4-b18f-c98de428a631\", \"41533f13-e9da-40ee-893f-12e34653be31\", \"776191b3-d2dd-452f-9c47-55f9bc3082b4\", \"629cb97e-c40f-4704-8fd1-49ff42ad5753\", \"ba726f46-9df5-4010-8f4a-abf2ed24bbf4\", \"163ec2f1-60d1-4207-8f56-c1c47564f64b\", \"2430c9c4-1484-4b82-a071-1414e115b3de\", \"9d2ba35b-83bb-4d30-8f3b-44c68b8f4dcd\", \"d072ef8c-ad0a-4aca-b683-68529b85c585\"], \"total_duration\": 37661.0, \"total_sessions\": 11, \"mean_week_duration\": 182.82}}, {\"12506\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-10 19:15:06.000000+00:00\", \"2022-08-17 18:48:06.000000+00:00\", \"2021-08-28 07:43:29.000000+00:00\", \"2023-02-22 18:01:28.000000+00:00\", \"2019-06-30 03:52:44.000000+00:00\", \"2020-11-25 01:06:33.000000+00:00\", \"2022-11-09 20:26:31.000000+00:00\", \"2020-05-30 16:19:47.000000+00:00\"], \"session_ids\": [\"9ad3ba82-3dcd-4372-b4e8-007f336d9c15\", \"499e365b-7afc-4397-a52a-46b61c6da497\", \"f454491e-3a0e-47d9-8df3-fb1b0080bdfb\", \"93f34ea2-5198-44de-93d4-fef3f0eae6f5\", \"9021d996-c8cc-496c-abf6-3b82d61b459b\", \"3ac1bcb1-db46-4674-ad56-88b9519a8db3\", \"18eb692d-e122-4a12-b044-79567ffa16e7\", \"3cc0df8e-625e-4c13-9940-9b1f2205042c\"], \"total_duration\": 11701.0, \"total_sessions\": 8, \"mean_week_duration\": 61.262}}, {\"15418\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-29 21:40:20.000000+00:00\", \"2023-04-07 00:02:26.000000+00:00\", \"2021-12-26 18:36:58.000000+00:00\", \"2019-03-17 02:32:04.000000+00:00\", \"2019-07-08 21:36:31.000000+00:00\", \"2022-07-29 14:33:45.000000+00:00\"], \"session_ids\": [\"2b8fa2ea-e790-4793-975a-0ae8b41d3a0c\", \"0839f0c1-10b8-4358-b073-e132ec005a4f\", \"2ff39ceb-aea2-46e1-ae48-85dc35e9dc35\", \"0e990e2c-1994-4cd7-a687-801e2aaeebc6\", \"f8372b63-7256-4268-94bc-e867254c57bf\", \"52df882b-d200-4718-8d54-7719aae8aef4\"], \"total_duration\": 280.0, \"total_sessions\": 6, \"mean_week_duration\": 1.321}}]\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[{\"65983\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-02-12 16:24:12.000000+00:00\", \"2020-07-27 15:55:25.000000+00:00\", \"2019-01-20 06:59:41.000000+00:00\", \"2020-01-25 04:15:19.000000+00:00\", \"2022-02-05 09:10:09.000000+00:00\", \"2021-02-19 00:23:50.000000+00:00\", \"2020-07-11 10:59:34.000000+00:00\", \"2020-02-15 00:08:09.000000+00:00\", \"2019-11-06 07:04:11.000000+00:00\", \"2022-12-26 19:22:07.000000+00:00\", \"2020-06-24 07:41:08.000000+00:00\"], \"session_ids\": [\"db12d205-4361-4c14-ba40-73ccaa60664b\", \"ae720626-205f-41fd-b29b-058e4614ede4\", \"e70bb337-c831-4cb4-b18f-c98de428a631\", \"41533f13-e9da-40ee-893f-12e34653be31\", \"776191b3-d2dd-452f-9c47-55f9bc3082b4\", \"629cb97e-c40f-4704-8fd1-49ff42ad5753\", \"ba726f46-9df5-4010-8f4a-abf2ed24bbf4\", \"163ec2f1-60d1-4207-8f56-c1c47564f64b\", \"2430c9c4-1484-4b82-a071-1414e115b3de\", \"9d2ba35b-83bb-4d30-8f3b-44c68b8f4dcd\", \"d072ef8c-ad0a-4aca-b683-68529b85c585\"], \"total_duration\": 37661.0, \"total_sessions\": 11, \"mean_week_duration\": 182.82}}, {\"12506\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-10 19:15:06.000000+00:00\", \"2022-08-17 18:48:06.000000+00:00\", \"2021-08-28 07:43:29.000000+00:00\", \"2023-02-22 18:01:28.000000+00:00\", \"2019-06-30 03:52:44.000000+00:00\", \"2020-11-25 01:06:33.000000+00:00\", \"2022-11-09 20:26:31.000000+00:00\", \"2020-05-30 16:19:47.000000+00:00\"], \"session_ids\": [\"9ad3ba82-3dcd-4372-b4e8-007f336d9c15\", \"499e365b-7afc-4397-a52a-46b61c6da497\", \"f454491e-3a0e-47d9-8df3-fb1b0080bdfb\", \"93f34ea2-5198-44de-93d4-fef3f0eae6f5\", \"9021d996-c8cc-496c-abf6-3b82d61b459b\", \"3ac1bcb1-db46-4674-ad56-88b9519a8db3\", \"18eb692d-e122-4a12-b044-79567ffa16e7\", \"3cc0df8e-625e-4c13-9940-9b1f2205042c\"], \"total_duration\": 11701.0, \"total_sessions\": 8, \"mean_week_duration\": 61.262}}, {\"15418\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-29 21:40:20.000000+00:00\", \"2023-04-07 00:02:26.000000+00:00\", \"2021-12-26 18:36:58.000000+00:00\", \"2019-03-17 02:32:04.000000+00:00\", \"2019-07-08 21:36:31.000000+00:00\", \"2022-07-29 14:33:45.000000+00:00\"], \"session_ids\": [\"2b8fa2ea-e790-4793-975a-0ae8b41d3a0c\", \"0839f0c1-10b8-4358-b073-e132ec005a4f\", \"2ff39ceb-aea2-46e1-ae48-85dc35e9dc35\", \"0e990e2c-1994-4cd7-a687-801e2aaeebc6\", \"f8372b63-7256-4268-94bc-e867254c57bf\", \"52df882b-d200-4718-8d54-7719aae8aef4\"], \"total_duration\": 280.0, \"total_sessions\": 6, \"mean_week_duration\": 1.321}}]\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 2 users with a sum of sessions that is above 10 and below 3, exclusive 10 , sort by count of sessions 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{\"82863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-09-16 11:26:59.000000+00:00\", \"2023-06-25 06:23:45.000000+00:00\", \"2021-09-03 16:55:10.000000+00:00\"], \"session_ids\": [\"2616e33c-8e99-4da5-96ed-034cc15d8c57\", \"18e649e2-2342-4fc0-bc1c-677284f8c4d9\", \"25ed39aa-ef11-433e-b4cf-f2b03731efa2\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.179}, \"5486\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-01-29 14:14:17.000000+00:00\", \"2020-01-30 06:47:57.000000+00:00\", \"2021-04-22 16:09:38.000000+00:00\", \"2021-10-10 15:39:07.000000+00:00\", \"2022-06-13 08:10:52.000000+00:00\", \"2022-12-11 23:06:35.000000+00:00\"], \"session_ids\": [\"2e500bd1-cf8a-4e70-979c-d8de0cc687c7\", \"b07bc4c8-1de6-419e-8398-74ac01e1179b\", \"12394c58-b4f0-4b0d-a44f-611913f1ca61\", \"b8bd68d8-51c5-47b1-b158-39433a64a5f9\", \"3af66ffa-023a-4315-a2d3-f2d467653219\", \"7bde6061-2c08-4c86-a479-ea58b088415c\"], \"total_duration\": 796.0, \"total_sessions\": 6, \"mean_week_duration\": 3.941}, \"38977\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-12-17 13:28:17.000000+00:00\", \"2022-07-31 16:31:19.000000+00:00\", \"2021-09-17 14:10:46.000000+00:00\", \"2019-12-06 03:34:53.000000+00:00\", \"2021-11-19 03:31:08.000000+00:00\", \"2021-01-26 03:33:10.000000+00:00\", \"2020-06-18 14:22:34.000000+00:00\"], \"session_ids\": [\"f752028d-052f-4280-8c93-bdd30e12027e\", \"5be203ab-ca9e-4c6f-8e4b-71bf6e68f240\", \"aa2c5137-bf60-472f-877f-1a8090d5cee8\", \"202ff4d9-86c5-4119-a12b-8ad1a7a1455a\", \"f979e542-1651-4808-9d25-43c15f8b32ae\", \"087efb6d-3018-47ad-b327-ea0a0ec339c0\", \"dabbee6a-4ffd-4114-bf6b-4ba7f0cb6ed8\"], \"total_duration\": 105.0, \"total_sessions\": 7, \"mean_week_duration\": 0.755}, \"65697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-06-06 17:24:04.000000+00:00\", \"2023-03-14 21:18:19.000000+00:00\"], \"session_ids\": [\"9ec88aaf-e6c8-4851-8d90-e9672dd166a2\", \"5f37dda8-9abc-4d18-b13b-38e8ce6d2542\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}, \"65541\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Paris\", \"datetimes\": [\"2022-01-22 21:26:57.000000+00:00\", \"2020-05-07 21:55:11.000000+00:00\", \"2019-10-09 18:24:59.000000+00:00\"], \"session_ids\": [\"97c7e18a-f54e-4508-8936-3a005df788ed\", \"3525a074-25b4-4a91-af20-67792700acf4\", \"254c31a3-eb4c-47f8-903a-3774f1db3331\"], \"total_duration\": 135.0, \"total_sessions\": 3, \"mean_week_duration\": 1.125}, \"35715\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-12-02 20:51:23.000000+00:00\", \"2022-11-10 14:10:29.000000+00:00\", \"2021-04-01 09:12:04.000000+00:00\", \"2023-01-13 13:49:57.000000+00:00\", \"2019-10-22 02:29:35.000000+00:00\"], \"session_ids\": [\"12070b92-515d-4640-9f13-97d6625ceb43\", \"5dfd966f-ca85-4606-962f-e324becbd586\", \"470bed82-f17c-4562-bb1a-8ef61604b001\", \"d6dbf92f-cd76-44f5-9ac6-b8b4e9eff769\", \"b7accaa5-4d55-498e-ac55-d47a03f135db\"], \"total_duration\": 51.0, \"total_sessions\": 5, \"mean_week_duration\": 0.302}, \"55839\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-09-20 12:57:23.000000+00:00\", \"2022-11-26 01:57:30.000000+00:00\", \"2020-03-24 18:31:45.000000+00:00\", \"2021-09-24 08:14:01.000000+00:00\"], \"session_ids\": [\"a5c2ba56-cdcd-434e-9fbf-7267718be70b\", \"bd0448b2-e772-454f-b122-9464c307e45c\", \"c1b497ec-1fb7-4ba0-9d23-3e0bb743373a\", \"ff59250b-41d8-4e8b-b181-234ad95c9ba9\"], \"total_duration\": 919.0, \"total_sessions\": 4, \"mean_week_duration\": 5.536}, \"38042\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-12-24 18:20:30.000000+00:00\", \"2020-05-13 10:29:05.000000+00:00\", \"2023-05-27 23:55:21.000000+00:00\", \"2020-05-18 08:48:32.000000+00:00\"], \"session_ids\": [\"5b91e20b-50e0-49d6-9bef-6d2a1e176a2e\", \"20e1a3ba-2eb2-45f9-93a2-db0e570c5e44\", \"a5786e26-bd21-4ddb-a6f2-5f87fe21ccc1\", \"67ba21f8-53ed-4f54-949b-41ff5d0f2a16\"], \"total_duration\": 79.0, \"total_sessions\": 4, \"mean_week_duration\": 0.497}, \"83909\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-04-25 17:30:39.000000+00:00\", \"2020-06-07 19:50:54.000000+00:00\", \"2023-01-22 18:50:05.000000+00:00\", \"2020-03-14 09:14:34.000000+00:00\", \"2020-07-16 07:55:21.000000+00:00\"], \"session_ids\": [\"dc8d31bf-3d8e-4343-94a9-1a37431e5d53\", \"4c3a2765-3e2e-47f7-a126-f4068b6ea024\", \"7e59388c-119c-4086-92c2-9d13d09c63ad\", \"8dbc2f64-de9f-4098-af1b-d4b7cabcb78f\", \"34dd51b2-9da6-40ba-8f9b-f80098a56efa\"], \"total_duration\": 71.0, \"total_sessions\": 5, \"mean_week_duration\": 0.362}, \"19959\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-20 14:27:24.000000+00:00\", \"2023-04-22 11:12:47.000000+00:00\"], \"session_ids\": [\"5faf3a08-4b5e-46da-911d-f548966cf6af\", \"b47aba4b-d987-4eaf-ad74-895c87ad5590\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.168}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 3 and are greater than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[3, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"82863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-09-16 11:26:59.000000+00:00\", \"2023-06-25 06:23:45.000000+00:00\", \"2021-09-03 16:55:10.000000+00:00\"], \"session_ids\": [\"2616e33c-8e99-4da5-96ed-034cc15d8c57\", \"18e649e2-2342-4fc0-bc1c-677284f8c4d9\", \"25ed39aa-ef11-433e-b4cf-f2b03731efa2\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.179}, \"65697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-06-06 17:24:04.000000+00:00\", \"2023-03-14 21:18:19.000000+00:00\"], \"session_ids\": [\"9ec88aaf-e6c8-4851-8d90-e9672dd166a2\", \"5f37dda8-9abc-4d18-b13b-38e8ce6d2542\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}, \"65541\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Paris\", \"datetimes\": [\"2022-01-22 21:26:57.000000+00:00\", \"2020-05-07 21:55:11.000000+00:00\", \"2019-10-09 18:24:59.000000+00:00\"], \"session_ids\": [\"97c7e18a-f54e-4508-8936-3a005df788ed\", \"3525a074-25b4-4a91-af20-67792700acf4\", \"254c31a3-eb4c-47f8-903a-3774f1db3331\"], \"total_duration\": 135.0, \"total_sessions\": 3, \"mean_week_duration\": 1.125}, \"19959\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-20 14:27:24.000000+00:00\", \"2023-04-22 11:12:47.000000+00:00\"], \"session_ids\": [\"5faf3a08-4b5e-46da-911d-f548966cf6af\", \"b47aba4b-d987-4eaf-ad74-895c87ad5590\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.168}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"65697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-06-06 17:24:04.000000+00:00\", \"2023-03-14 21:18:19.000000+00:00\"], \"session_ids\": [\"9ec88aaf-e6c8-4851-8d90-e9672dd166a2\", \"5f37dda8-9abc-4d18-b13b-38e8ce6d2542\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}}, {\"19959\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-20 14:27:24.000000+00:00\", \"2023-04-22 11:12:47.000000+00:00\"], \"session_ids\": [\"5faf3a08-4b5e-46da-911d-f548966cf6af\", \"b47aba4b-d987-4eaf-ad74-895c87ad5590\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.168}}, {\"82863\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-09-16 11:26:59.000000+00:00\", \"2023-06-25 06:23:45.000000+00:00\", \"2021-09-03 16:55:10.000000+00:00\"], \"session_ids\": [\"2616e33c-8e99-4da5-96ed-034cc15d8c57\", \"18e649e2-2342-4fc0-bc1c-677284f8c4d9\", \"25ed39aa-ef11-433e-b4cf-f2b03731efa2\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.179}}, {\"65541\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Paris\", \"datetimes\": [\"2022-01-22 21:26:57.000000+00:00\", \"2020-05-07 21:55:11.000000+00:00\", \"2019-10-09 18:24:59.000000+00:00\"], \"session_ids\": [\"97c7e18a-f54e-4508-8936-3a005df788ed\", \"3525a074-25b4-4a91-af20-67792700acf4\", \"254c31a3-eb4c-47f8-903a-3774f1db3331\"], \"total_duration\": 135.0, \"total_sessions\": 3, \"mean_week_duration\": 1.125}}]\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[{\"65697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-06-06 17:24:04.000000+00:00\", \"2023-03-14 21:18:19.000000+00:00\"], \"session_ids\": [\"9ec88aaf-e6c8-4851-8d90-e9672dd166a2\", \"5f37dda8-9abc-4d18-b13b-38e8ce6d2542\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}}, {\"19959\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-20 14:27:24.000000+00:00\", \"2023-04-22 11:12:47.000000+00:00\"], \"session_ids\": [\"5faf3a08-4b5e-46da-911d-f548966cf6af\", \"b47aba4b-d987-4eaf-ad74-895c87ad5590\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.168}}]\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[{\"65697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-06-06 17:24:04.000000+00:00\", \"2023-03-14 21:18:19.000000+00:00\"], \"session_ids\": [\"9ec88aaf-e6c8-4851-8d90-e9672dd166a2\", \"5f37dda8-9abc-4d18-b13b-38e8ce6d2542\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}}, {\"19959\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-20 14:27:24.000000+00:00\", \"2023-04-22 11:12:47.000000+00:00\"], \"session_ids\": [\"5faf3a08-4b5e-46da-911d-f548966cf6af\", \"b47aba4b-d987-4eaf-ad74-895c87ad5590\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.168}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about 3 users who have the greatest duration of sessions per week + do sorting by overall duration of sessions per week ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"71164\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-10-27 09:07:45.000000+00:00\", \"2019-12-18 15:01:24.000000+00:00\", \"2021-05-18 03:20:54.000000+00:00\"], \"session_ids\": [\"08ed6626-5c06-4c3d-baeb-497ba5704c48\", \"7e90930c-58dc-4429-888f-366e13645042\", \"bc102d35-27fc-4973-8891-dd37e38d8ab6\"], \"total_duration\": 379.0, \"total_sessions\": 3, \"mean_week_duration\": 5.122}, \"12127\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2021-07-11 11:06:37.000000+00:00\", \"2021-06-20 07:54:57.000000+00:00\", \"2023-01-31 10:21:12.000000+00:00\"], \"session_ids\": [\"fbca534a-12e9-46e8-90c3-9e07d5f8ed9b\", \"add87e4f-3668-4d27-91a8-a85ae2b3d015\", \"32b597de-eafa-4fbf-ab34-2a17cbc37799\"], \"total_duration\": 498.0, \"total_sessions\": 3, \"mean_week_duration\": 5.859}, \"13908\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-11-16 13:26:23.000000+00:00\", \"2020-08-05 09:41:42.000000+00:00\"], \"session_ids\": [\"0efa5790-e25e-4356-8b34-17830f466d38\", \"bb83fae9-a360-4e3a-9a35-736b92e2497f\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.433}, \"52668\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-10-19 11:15:34.000000+00:00\", \"2020-07-09 09:18:13.000000+00:00\"], \"session_ids\": [\"7d68c0b8-2754-4502-8aff-d09ee6bbea72\", \"dd9c9273-97f4-4dbe-8739-41946ef64973\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.522}, \"10122\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-11-22 01:04:42.000000+00:00\", \"2019-01-06 19:42:27.000000+00:00\"], \"session_ids\": [\"bbca892b-96df-46bb-9349-0ea74553a69f\", \"518e936b-dfc2-4f18-8616-487d43baafae\"], \"total_duration\": 46.0, \"total_sessions\": 2, \"mean_week_duration\": 0.227}, \"98938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-19 21:25:07.000000+00:00\", \"2023-06-28 02:34:32.000000+00:00\", \"2020-07-18 00:36:38.000000+00:00\", \"2022-02-17 04:49:33.000000+00:00\", \"2020-05-23 11:30:12.000000+00:00\"], \"session_ids\": [\"58281e76-e134-4a0e-b89c-4e4804bd047d\", \"cae630da-b3d3-42d2-a46d-78a49e44bde5\", \"9ad9c969-ee25-41ad-b4f2-7cb489537500\", \"c65dc73f-2f2e-4a65-8290-8ef66b7e4d70\", \"c2f3623e-c2bd-492d-8d92-2227ce83ead5\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.278}, \"78261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-10-11 12:22:06.000000+00:00\", \"2019-01-20 00:43:14.000000+00:00\", \"2019-02-12 08:36:22.000000+00:00\"], \"session_ids\": [\"af442a24-3ef8-47a0-b7a2-eaa703770e52\", \"300899fc-4c00-4090-ac29-a2713f6a8dc7\", \"13efcce0-8ae9-4926-b590-c93792e090cc\"], \"total_duration\": 703.0, \"total_sessions\": 3, \"mean_week_duration\": 18.5}, \"53175\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-04-18 10:56:59.000000+00:00\", \"2021-11-24 20:09:33.000000+00:00\", \"2019-08-01 21:13:45.000000+00:00\", \"2023-01-25 19:56:05.000000+00:00\", \"2021-09-26 00:33:43.000000+00:00\", \"2019-01-23 10:43:47.000000+00:00\", \"2022-12-30 07:07:05.000000+00:00\", \"2020-07-02 02:38:25.000000+00:00\", \"2020-11-25 18:14:20.000000+00:00\"], \"session_ids\": [\"497c8f7b-efd2-4854-807e-e4aad35d38b4\", \"020a3806-5ba2-4f56-a61f-a28170bd1750\", \"b1ba511d-6f90-4ea5-ac88-c32192d81a04\", \"df664c71-d072-4efb-bd97-94eb2916c163\", \"9462b213-9210-4e3a-a3be-46d31e6346b3\", \"6f113157-18a2-43fe-9895-50bb303c0ff8\", \"68fcb5ef-8e22-4476-ae80-baf3196f5344\", \"f7357ee0-1592-4e77-907b-56f42233b795\", \"2be22d86-528d-4575-84bd-77c183fa37cb\"], \"total_duration\": 3402.0, \"total_sessions\": 9, \"mean_week_duration\": 16.278}, \"81512\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 5, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-12-14 19:29:45.000000+00:00\", \"2019-12-22 19:36:34.000000+00:00\"], \"session_ids\": [\"d11a364f-2c84-4de6-b9df-fd056790cfe7\", \"eaaa70e9-1f38-46d4-9a57-56b8e814a84a\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.663}, \"99244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-09 11:11:02.000000+00:00\", \"2021-05-29 19:17:37.000000+00:00\", \"2019-09-04 22:21:34.000000+00:00\", \"2020-07-29 21:03:03.000000+00:00\", \"2020-06-28 21:51:35.000000+00:00\", \"2019-01-26 12:08:45.000000+00:00\"], \"session_ids\": [\"9396a970-c733-4cdb-bf6b-8795b9321a1d\", \"8be6901e-3052-43d5-8a6c-c9af405b57bc\", \"23cc57d4-ffc7-4279-8ef1-0caf70d3e7f1\", \"053414d7-c1ab-4a42-8746-ba1e83edb963\", \"36c04251-7460-4fb4-aeb9-392ef396a165\", \"90662894-e0f0-4c2c-b7a2-2b705ea3981d\"], \"total_duration\": 1879.0, \"total_sessions\": 6, \"mean_week_duration\": 15.402}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the highest 3 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 3}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"78261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-10-11 12:22:06.000000+00:00\", \"2019-01-20 00:43:14.000000+00:00\", \"2019-02-12 08:36:22.000000+00:00\"], \"session_ids\": [\"af442a24-3ef8-47a0-b7a2-eaa703770e52\", \"300899fc-4c00-4090-ac29-a2713f6a8dc7\", \"13efcce0-8ae9-4926-b590-c93792e090cc\"], \"total_duration\": 703.0, \"total_sessions\": 3, \"mean_week_duration\": 18.5}}, {\"53175\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-04-18 10:56:59.000000+00:00\", \"2021-11-24 20:09:33.000000+00:00\", \"2019-08-01 21:13:45.000000+00:00\", \"2023-01-25 19:56:05.000000+00:00\", \"2021-09-26 00:33:43.000000+00:00\", \"2019-01-23 10:43:47.000000+00:00\", \"2022-12-30 07:07:05.000000+00:00\", \"2020-07-02 02:38:25.000000+00:00\", \"2020-11-25 18:14:20.000000+00:00\"], \"session_ids\": [\"497c8f7b-efd2-4854-807e-e4aad35d38b4\", \"020a3806-5ba2-4f56-a61f-a28170bd1750\", \"b1ba511d-6f90-4ea5-ac88-c32192d81a04\", \"df664c71-d072-4efb-bd97-94eb2916c163\", \"9462b213-9210-4e3a-a3be-46d31e6346b3\", \"6f113157-18a2-43fe-9895-50bb303c0ff8\", \"68fcb5ef-8e22-4476-ae80-baf3196f5344\", \"f7357ee0-1592-4e77-907b-56f42233b795\", \"2be22d86-528d-4575-84bd-77c183fa37cb\"], \"total_duration\": 3402.0, \"total_sessions\": 9, \"mean_week_duration\": 16.278}}, {\"99244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-09 11:11:02.000000+00:00\", \"2021-05-29 19:17:37.000000+00:00\", \"2019-09-04 22:21:34.000000+00:00\", \"2020-07-29 21:03:03.000000+00:00\", \"2020-06-28 21:51:35.000000+00:00\", \"2019-01-26 12:08:45.000000+00:00\"], \"session_ids\": [\"9396a970-c733-4cdb-bf6b-8795b9321a1d\", \"8be6901e-3052-43d5-8a6c-c9af405b57bc\", \"23cc57d4-ffc7-4279-8ef1-0caf70d3e7f1\", \"053414d7-c1ab-4a42-8746-ba1e83edb963\", \"36c04251-7460-4fb4-aeb9-392ef396a165\", \"90662894-e0f0-4c2c-b7a2-2b705ea3981d\"], \"total_duration\": 1879.0, \"total_sessions\": 6, \"mean_week_duration\": 15.402}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"99244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-09 11:11:02.000000+00:00\", \"2021-05-29 19:17:37.000000+00:00\", \"2019-09-04 22:21:34.000000+00:00\", \"2020-07-29 21:03:03.000000+00:00\", \"2020-06-28 21:51:35.000000+00:00\", \"2019-01-26 12:08:45.000000+00:00\"], \"session_ids\": [\"9396a970-c733-4cdb-bf6b-8795b9321a1d\", \"8be6901e-3052-43d5-8a6c-c9af405b57bc\", \"23cc57d4-ffc7-4279-8ef1-0caf70d3e7f1\", \"053414d7-c1ab-4a42-8746-ba1e83edb963\", \"36c04251-7460-4fb4-aeb9-392ef396a165\", \"90662894-e0f0-4c2c-b7a2-2b705ea3981d\"], \"total_duration\": 1879.0, \"total_sessions\": 6, \"mean_week_duration\": 15.402}}, {\"53175\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-04-18 10:56:59.000000+00:00\", \"2021-11-24 20:09:33.000000+00:00\", \"2019-08-01 21:13:45.000000+00:00\", \"2023-01-25 19:56:05.000000+00:00\", \"2021-09-26 00:33:43.000000+00:00\", \"2019-01-23 10:43:47.000000+00:00\", \"2022-12-30 07:07:05.000000+00:00\", \"2020-07-02 02:38:25.000000+00:00\", \"2020-11-25 18:14:20.000000+00:00\"], \"session_ids\": [\"497c8f7b-efd2-4854-807e-e4aad35d38b4\", \"020a3806-5ba2-4f56-a61f-a28170bd1750\", \"b1ba511d-6f90-4ea5-ac88-c32192d81a04\", \"df664c71-d072-4efb-bd97-94eb2916c163\", \"9462b213-9210-4e3a-a3be-46d31e6346b3\", \"6f113157-18a2-43fe-9895-50bb303c0ff8\", \"68fcb5ef-8e22-4476-ae80-baf3196f5344\", \"f7357ee0-1592-4e77-907b-56f42233b795\", \"2be22d86-528d-4575-84bd-77c183fa37cb\"], \"total_duration\": 3402.0, \"total_sessions\": 9, \"mean_week_duration\": 16.278}}, {\"78261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-10-11 12:22:06.000000+00:00\", \"2019-01-20 00:43:14.000000+00:00\", \"2019-02-12 08:36:22.000000+00:00\"], \"session_ids\": [\"af442a24-3ef8-47a0-b7a2-eaa703770e52\", \"300899fc-4c00-4090-ac29-a2713f6a8dc7\", \"13efcce0-8ae9-4926-b590-c93792e090cc\"], \"total_duration\": 703.0, \"total_sessions\": 3, \"mean_week_duration\": 18.5}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"99244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-09 11:11:02.000000+00:00\", \"2021-05-29 19:17:37.000000+00:00\", \"2019-09-04 22:21:34.000000+00:00\", \"2020-07-29 21:03:03.000000+00:00\", \"2020-06-28 21:51:35.000000+00:00\", \"2019-01-26 12:08:45.000000+00:00\"], \"session_ids\": [\"9396a970-c733-4cdb-bf6b-8795b9321a1d\", \"8be6901e-3052-43d5-8a6c-c9af405b57bc\", \"23cc57d4-ffc7-4279-8ef1-0caf70d3e7f1\", \"053414d7-c1ab-4a42-8746-ba1e83edb963\", \"36c04251-7460-4fb4-aeb9-392ef396a165\", \"90662894-e0f0-4c2c-b7a2-2b705ea3981d\"], \"total_duration\": 1879.0, \"total_sessions\": 6, \"mean_week_duration\": 15.402}}, {\"53175\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-04-18 10:56:59.000000+00:00\", \"2021-11-24 20:09:33.000000+00:00\", \"2019-08-01 21:13:45.000000+00:00\", \"2023-01-25 19:56:05.000000+00:00\", \"2021-09-26 00:33:43.000000+00:00\", \"2019-01-23 10:43:47.000000+00:00\", \"2022-12-30 07:07:05.000000+00:00\", \"2020-07-02 02:38:25.000000+00:00\", \"2020-11-25 18:14:20.000000+00:00\"], \"session_ids\": [\"497c8f7b-efd2-4854-807e-e4aad35d38b4\", \"020a3806-5ba2-4f56-a61f-a28170bd1750\", \"b1ba511d-6f90-4ea5-ac88-c32192d81a04\", \"df664c71-d072-4efb-bd97-94eb2916c163\", \"9462b213-9210-4e3a-a3be-46d31e6346b3\", \"6f113157-18a2-43fe-9895-50bb303c0ff8\", \"68fcb5ef-8e22-4476-ae80-baf3196f5344\", \"f7357ee0-1592-4e77-907b-56f42233b795\", \"2be22d86-528d-4575-84bd-77c183fa37cb\"], \"total_duration\": 3402.0, \"total_sessions\": 9, \"mean_week_duration\": 16.278}}, {\"78261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-10-11 12:22:06.000000+00:00\", \"2019-01-20 00:43:14.000000+00:00\", \"2019-02-12 08:36:22.000000+00:00\"], \"session_ids\": [\"af442a24-3ef8-47a0-b7a2-eaa703770e52\", \"300899fc-4c00-4090-ac29-a2713f6a8dc7\", \"13efcce0-8ae9-4926-b590-c93792e090cc\"], \"total_duration\": 703.0, \"total_sessions\": 3, \"mean_week_duration\": 18.5}}]\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[{\"99244\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-09 11:11:02.000000+00:00\", \"2021-05-29 19:17:37.000000+00:00\", \"2019-09-04 22:21:34.000000+00:00\", \"2020-07-29 21:03:03.000000+00:00\", \"2020-06-28 21:51:35.000000+00:00\", \"2019-01-26 12:08:45.000000+00:00\"], \"session_ids\": [\"9396a970-c733-4cdb-bf6b-8795b9321a1d\", \"8be6901e-3052-43d5-8a6c-c9af405b57bc\", \"23cc57d4-ffc7-4279-8ef1-0caf70d3e7f1\", \"053414d7-c1ab-4a42-8746-ba1e83edb963\", \"36c04251-7460-4fb4-aeb9-392ef396a165\", \"90662894-e0f0-4c2c-b7a2-2b705ea3981d\"], \"total_duration\": 1879.0, \"total_sessions\": 6, \"mean_week_duration\": 15.402}}, {\"53175\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2022-04-18 10:56:59.000000+00:00\", \"2021-11-24 20:09:33.000000+00:00\", \"2019-08-01 21:13:45.000000+00:00\", \"2023-01-25 19:56:05.000000+00:00\", \"2021-09-26 00:33:43.000000+00:00\", \"2019-01-23 10:43:47.000000+00:00\", \"2022-12-30 07:07:05.000000+00:00\", \"2020-07-02 02:38:25.000000+00:00\", \"2020-11-25 18:14:20.000000+00:00\"], \"session_ids\": [\"497c8f7b-efd2-4854-807e-e4aad35d38b4\", \"020a3806-5ba2-4f56-a61f-a28170bd1750\", \"b1ba511d-6f90-4ea5-ac88-c32192d81a04\", \"df664c71-d072-4efb-bd97-94eb2916c163\", \"9462b213-9210-4e3a-a3be-46d31e6346b3\", \"6f113157-18a2-43fe-9895-50bb303c0ff8\", \"68fcb5ef-8e22-4476-ae80-baf3196f5344\", \"f7357ee0-1592-4e77-907b-56f42233b795\", \"2be22d86-528d-4575-84bd-77c183fa37cb\"], \"total_duration\": 3402.0, \"total_sessions\": 9, \"mean_week_duration\": 16.278}}, {\"78261\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-10-11 12:22:06.000000+00:00\", \"2019-01-20 00:43:14.000000+00:00\", \"2019-02-12 08:36:22.000000+00:00\"], \"session_ids\": [\"af442a24-3ef8-47a0-b7a2-eaa703770e52\", \"300899fc-4c00-4090-ac29-a2713f6a8dc7\", \"13efcce0-8ae9-4926-b590-c93792e090cc\"], \"total_duration\": 703.0, \"total_sessions\": 3, \"mean_week_duration\": 18.5}}]\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": "I'd like to be informed about 2 users who have overall duration of sessions per week less than 49 and greater than 12 also perform sorting by time spent on the site form the lowest to the highest." } ]
[ { "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{\"76682\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-12-07 14:58:53.000000+00:00\", \"2022-11-14 05:23:02.000000+00:00\", \"2019-01-24 12:48:30.000000+00:00\", \"2019-06-10 01:18:55.000000+00:00\", \"2019-05-24 19:54:38.000000+00:00\", \"2023-05-21 16:08:26.000000+00:00\", \"2023-06-17 02:43:17.000000+00:00\", \"2020-11-13 11:35:26.000000+00:00\"], \"session_ids\": [\"8b5624c6-c4f8-4e3a-96d4-2a90b8d1bd94\", \"cae016bf-7ea3-4c8c-8844-e4111f9d65f4\", \"932ca491-99bd-4913-a204-fc0c9b7e4869\", \"d58b0cb6-bfe1-47f6-877f-aef7c96ff622\", \"f15f63c3-7034-4cf6-bbce-29227cd9cc8b\", \"ab74ce57-d2f3-4cbc-bfb2-865c1ce876c8\", \"dc2bb376-cf11-4d14-a7c9-931a9d0d610b\", \"6a3a23d3-aeb0-4920-b8da-1f41a6ee9035\"], \"total_duration\": 2454.0, \"total_sessions\": 8, \"mean_week_duration\": 10.67}, \"19444\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-06-01 16:58:37.000000+00:00\", \"2021-07-19 07:39:31.000000+00:00\", \"2022-12-12 11:18:15.000000+00:00\"], \"session_ids\": [\"b1c7790f-06e4-4103-9409-5d80ae86cdec\", \"6df2a1d7-7224-4d3b-8464-2356b0658f56\", \"2c4a7963-ea18-4e12-a65a-b8a45b48a9dc\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.466}, \"67091\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-01-05 19:15:20.000000+00:00\", \"2021-05-25 20:29:30.000000+00:00\", \"2019-10-14 12:05:41.000000+00:00\", \"2020-03-08 20:12:58.000000+00:00\", \"2021-06-20 15:08:21.000000+00:00\", \"2022-06-26 17:58:40.000000+00:00\", \"2020-08-14 16:19:19.000000+00:00\"], \"session_ids\": [\"f0a3c532-3afa-4d78-9c63-5dea5e65d8f3\", \"f18ec574-7cba-4b11-a47f-a09c4ee260b3\", \"742da7a6-dc52-478c-bc6d-a3ba51520d1c\", \"e4fc38f7-dfc9-477a-ba09-3cb4da47bb43\", \"879c54e3-bb72-46e8-975b-f92c185aa478\", \"79c1ab18-bd82-45d1-af51-ba7eb6041880\", \"e86376f6-10dd-42ea-890b-0310f145ef23\"], \"total_duration\": 157.0, \"total_sessions\": 7, \"mean_week_duration\": 1.113}, \"83382\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-28 23:15:54.000000+00:00\", \"2019-02-02 03:13:15.000000+00:00\"], \"session_ids\": [\"9fc4b112-9be2-4404-a05a-1c3bd01f8cda\", \"e009e9e7-8105-4090-8c49-35ec308b8710\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.465}, \"1383\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-01-30 06:30:14.000000+00:00\", \"2021-03-09 09:39:49.000000+00:00\"], \"session_ids\": [\"7d0b1adf-7a2c-4030-95aa-0385991cb84b\", \"3e733744-3a5a-4dd9-91fa-f13b8d9d152f\"], \"total_duration\": 442.0, \"total_sessions\": 2, \"mean_week_duration\": 4.018}, \"13421\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 6}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-30 14:49:07.000000+00:00\", \"2022-12-13 04:49:42.000000+00:00\"], \"session_ids\": [\"ed23c375-ed41-4a3b-9b01-4fc4607b6914\", \"8a086cfd-7ec4-43e8-9e03-69a8b8649e0f\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.68}, \"7156\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-18 05:02:26.000000+00:00\", \"2020-02-15 16:00:56.000000+00:00\"], \"session_ids\": [\"9517a728-57ee-4f01-abb1-7fe14e9cc9b4\", \"f03a2a09-1975-4fe0-b879-5b340b7e4aea\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.317}, \"45551\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-05-13 00:56:25.000000+00:00\", \"2021-06-01 21:04:24.000000+00:00\", \"2021-03-20 23:55:15.000000+00:00\", \"2020-04-03 21:28:16.000000+00:00\"], \"session_ids\": [\"fe1865de-662d-47d6-a9b2-eddbb233abfd\", \"9a943c27-f265-4580-ad3b-6df71837b2af\", \"da5c909f-c020-4576-8ec2-c8cfb68c50c1\", \"000431f0-8c01-48e1-8966-55fbb6d3f6ef\"], \"total_duration\": 630.0, \"total_sessions\": 4, \"mean_week_duration\": 10.328}, \"39513\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-02-09 12:38:54.000000+00:00\", \"2019-09-20 19:26:11.000000+00:00\", \"2023-05-11 15:46:48.000000+00:00\"], \"session_ids\": [\"0e4de48a-358d-4be9-a3f4-6f108a39a908\", \"1ae9bea2-f36b-403b-a815-61ccd4592932\", \"a76061aa-d512-42cc-bca5-ad1c730cf62a\"], \"total_duration\": 49.0, \"total_sessions\": 3, \"mean_week_duration\": 0.258}, \"53383\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-01 04:10:19.000000+00:00\", \"2022-11-23 17:00:45.000000+00:00\"], \"session_ids\": [\"b6a95731-9c0b-4561-9665-601c997e592e\", \"8de140e2-475a-4551-b183-4b0278cb8fb7\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 2.324}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or greater than 12 and are equal or less than 49" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[12, 49]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about 7 users whose time using the app is strictly less than 1304 also apply sorting by count of sessions risingly as well as provide me only with 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"56920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-14 17:54:00.000000+00:00\", \"2022-10-01 17:49:36.000000+00:00\"], \"session_ids\": [\"d06927ef-c738-4a31-bb91-03115e0aaed8\", \"ced75923-0028-4911-9b0f-f5ea448907a0\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.473}, \"20304\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-17 12:26:05.000000+00:00\", \"2020-05-01 12:17:09.000000+00:00\", \"2020-07-14 19:57:49.000000+00:00\", \"2021-07-18 18:26:13.000000+00:00\", \"2020-01-09 15:32:43.000000+00:00\"], \"session_ids\": [\"c4db2030-de75-44f6-b55f-c8315df0d63b\", \"7ba18d62-35b9-4eaf-9423-900b21b8b5bc\", \"222444fe-1302-4495-86b8-04be2a6f2ec6\", \"758c1748-f1b2-409e-8f58-6eff21695685\", \"52ecd892-ff6b-4966-a789-75d563e89589\"], \"total_duration\": 262.0, \"total_sessions\": 5, \"mean_week_duration\": 2.594}, \"30092\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-08-08 16:44:35.000000+00:00\", \"2020-06-15 20:19:13.000000+00:00\", \"2019-12-20 09:22:15.000000+00:00\", \"2021-04-01 11:27:03.000000+00:00\", \"2021-03-26 00:15:35.000000+00:00\", \"2022-07-06 21:37:20.000000+00:00\", \"2021-08-05 16:28:51.000000+00:00\", \"2019-02-12 17:37:11.000000+00:00\"], \"session_ids\": [\"af5b1aad-c664-433f-a93f-b70076c4d574\", \"09ee45d0-371d-4bdd-938a-113e5ef6d2a9\", \"b51fcde5-32d3-4339-a060-4c2486d4ce7b\", \"05f22d50-0189-4d06-b5aa-2daed4d758fb\", \"8cb1f735-6d7d-4574-93a6-51d59197f12c\", \"c2c14784-0281-43e0-81e1-f33828dce30c\", \"183b81ed-bc1a-48a4-a274-125cfdbfc120\", \"a25372eb-bca0-4b9b-a62c-c70ea920b811\"], \"total_duration\": 8664.0, \"total_sessions\": 8, \"mean_week_duration\": 48.674}, \"45970\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-25 11:30:22.000000+00:00\", \"2023-02-03 05:11:01.000000+00:00\", \"2019-07-31 04:12:51.000000+00:00\", \"2021-12-01 04:06:12.000000+00:00\", \"2022-03-12 16:37:16.000000+00:00\", \"2022-10-01 11:42:41.000000+00:00\", \"2020-08-05 05:04:53.000000+00:00\", \"2019-01-28 16:38:07.000000+00:00\", \"2019-09-11 22:03:31.000000+00:00\", \"2023-05-08 21:54:27.000000+00:00\"], \"session_ids\": [\"47a84705-1900-4667-8d9c-8481bdf03877\", \"9dd54923-c321-4433-bc89-b32a5babf811\", \"b796da60-82f7-49b3-82f7-3f496d4e607c\", \"f8fbdaaa-0600-4bc1-8751-967289e823e0\", \"c67d4619-1035-4a0d-8fbb-c7b1d220c1ad\", \"1ae94e9f-8e85-483a-bd41-6bd048d2ff00\", \"7bca519a-2d29-4767-bc14-dd97fd761337\", \"23fceda4-db97-419f-aa9c-0f0a100c38dd\", \"16d096ef-f766-4eb2-b49e-c03a87380363\", \"422f3bad-b553-49b3-9f7a-7b91ed766817\"], \"total_duration\": 41801.0, \"total_sessions\": 10, \"mean_week_duration\": 187.448}, \"1483\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-03-12 13:15:04.000000+00:00\", \"2022-01-15 10:54:17.000000+00:00\", \"2021-07-11 04:04:31.000000+00:00\"], \"session_ids\": [\"d19dd034-9c5f-4223-8915-cd24348840e4\", \"b28b055f-8f5b-401b-9954-ea1a4a606dd3\", \"4b0f99b7-9f6e-4455-ba9b-b47bf43578ad\"], \"total_duration\": 28.0, \"total_sessions\": 3, \"mean_week_duration\": 0.322}, \"75589\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-11-24 00:38:26.000000+00:00\", \"2021-11-20 07:12:52.000000+00:00\"], \"session_ids\": [\"f159a120-8779-4c2a-85e3-5db4f63a7e89\", \"1e188ca5-cdd5-4d7c-9356-55ff105f788c\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 143.0}, \"57342\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-08-12 16:42:19.000000+00:00\", \"2020-12-12 22:21:17.000000+00:00\"], \"session_ids\": [\"3fa087f0-f76b-46c9-96ad-ce6b32ed4822\", \"418c3a39-261a-45e0-a244-1a74aeda8c31\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 4.143}, \"89707\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-03 08:40:54.000000+00:00\", \"2022-03-23 08:27:47.000000+00:00\"], \"session_ids\": [\"80beeaa6-1d68-4eaa-862d-3e7783ebe6d7\", \"e9ef6b13-7210-460f-9fe4-176be3b277e8\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 7.0}, \"80831\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-06-11 10:17:35.000000+00:00\", \"2020-03-04 18:16:31.000000+00:00\"], \"session_ids\": [\"5edf319d-9440-42c1-975c-9d48d8ff44c3\", \"61acf750-ed26-4bbb-b8da-97430201e295\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 2.357}, \"53909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-06 13:46:42.000000+00:00\", \"2021-11-03 00:24:08.000000+00:00\"], \"session_ids\": [\"872c84b1-d77a-4788-89a4-95ffa3b83d66\", \"87be4945-76d3-4aa9-9091-1db5423bdfa4\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 5.482}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are less than 1304" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[1304, 3141]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"56920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-14 17:54:00.000000+00:00\", \"2022-10-01 17:49:36.000000+00:00\"], \"session_ids\": [\"d06927ef-c738-4a31-bb91-03115e0aaed8\", \"ced75923-0028-4911-9b0f-f5ea448907a0\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.473}, \"20304\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-17 12:26:05.000000+00:00\", \"2020-05-01 12:17:09.000000+00:00\", \"2020-07-14 19:57:49.000000+00:00\", \"2021-07-18 18:26:13.000000+00:00\", \"2020-01-09 15:32:43.000000+00:00\"], \"session_ids\": [\"c4db2030-de75-44f6-b55f-c8315df0d63b\", \"7ba18d62-35b9-4eaf-9423-900b21b8b5bc\", \"222444fe-1302-4495-86b8-04be2a6f2ec6\", \"758c1748-f1b2-409e-8f58-6eff21695685\", \"52ecd892-ff6b-4966-a789-75d563e89589\"], \"total_duration\": 262.0, \"total_sessions\": 5, \"mean_week_duration\": 2.594}, \"1483\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-03-12 13:15:04.000000+00:00\", \"2022-01-15 10:54:17.000000+00:00\", \"2021-07-11 04:04:31.000000+00:00\"], \"session_ids\": [\"d19dd034-9c5f-4223-8915-cd24348840e4\", \"b28b055f-8f5b-401b-9954-ea1a4a606dd3\", \"4b0f99b7-9f6e-4455-ba9b-b47bf43578ad\"], \"total_duration\": 28.0, \"total_sessions\": 3, \"mean_week_duration\": 0.322}, \"75589\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-11-24 00:38:26.000000+00:00\", \"2021-11-20 07:12:52.000000+00:00\"], \"session_ids\": [\"f159a120-8779-4c2a-85e3-5db4f63a7e89\", \"1e188ca5-cdd5-4d7c-9356-55ff105f788c\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 143.0}, \"57342\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-08-12 16:42:19.000000+00:00\", \"2020-12-12 22:21:17.000000+00:00\"], \"session_ids\": [\"3fa087f0-f76b-46c9-96ad-ce6b32ed4822\", \"418c3a39-261a-45e0-a244-1a74aeda8c31\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 4.143}, \"89707\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-03 08:40:54.000000+00:00\", \"2022-03-23 08:27:47.000000+00:00\"], \"session_ids\": [\"80beeaa6-1d68-4eaa-862d-3e7783ebe6d7\", \"e9ef6b13-7210-460f-9fe4-176be3b277e8\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 7.0}, \"80831\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-06-11 10:17:35.000000+00:00\", \"2020-03-04 18:16:31.000000+00:00\"], \"session_ids\": [\"5edf319d-9440-42c1-975c-9d48d8ff44c3\", \"61acf750-ed26-4bbb-b8da-97430201e295\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 2.357}, \"53909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-06 13:46:42.000000+00:00\", \"2021-11-03 00:24:08.000000+00:00\"], \"session_ids\": [\"872c84b1-d77a-4788-89a4-95ffa3b83d66\", \"87be4945-76d3-4aa9-9091-1db5423bdfa4\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 5.482}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"56920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-14 17:54:00.000000+00:00\", \"2022-10-01 17:49:36.000000+00:00\"], \"session_ids\": [\"d06927ef-c738-4a31-bb91-03115e0aaed8\", \"ced75923-0028-4911-9b0f-f5ea448907a0\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.473}}, {\"75589\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-11-24 00:38:26.000000+00:00\", \"2021-11-20 07:12:52.000000+00:00\"], \"session_ids\": [\"f159a120-8779-4c2a-85e3-5db4f63a7e89\", \"1e188ca5-cdd5-4d7c-9356-55ff105f788c\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 143.0}}, {\"57342\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-08-12 16:42:19.000000+00:00\", \"2020-12-12 22:21:17.000000+00:00\"], \"session_ids\": [\"3fa087f0-f76b-46c9-96ad-ce6b32ed4822\", \"418c3a39-261a-45e0-a244-1a74aeda8c31\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 4.143}}, {\"89707\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-03 08:40:54.000000+00:00\", \"2022-03-23 08:27:47.000000+00:00\"], \"session_ids\": [\"80beeaa6-1d68-4eaa-862d-3e7783ebe6d7\", \"e9ef6b13-7210-460f-9fe4-176be3b277e8\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 7.0}}, {\"80831\": {\"keyflows\": {\"Sign In Flow\": 6}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-06-11 10:17:35.000000+00:00\", \"2020-03-04 18:16:31.000000+00:00\"], \"session_ids\": [\"5edf319d-9440-42c1-975c-9d48d8ff44c3\", \"61acf750-ed26-4bbb-b8da-97430201e295\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 2.357}}, {\"53909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-06 13:46:42.000000+00:00\", \"2021-11-03 00:24:08.000000+00:00\"], \"session_ids\": [\"872c84b1-d77a-4788-89a4-95ffa3b83d66\", \"87be4945-76d3-4aa9-9091-1db5423bdfa4\"], \"total_duration\": 455.0, \"total_sessions\": 2, \"mean_week_duration\": 5.482}}, {\"1483\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-03-12 13:15:04.000000+00:00\", \"2022-01-15 10:54:17.000000+00:00\", \"2021-07-11 04:04:31.000000+00:00\"], \"session_ids\": [\"d19dd034-9c5f-4223-8915-cd24348840e4\", \"b28b055f-8f5b-401b-9954-ea1a4a606dd3\", \"4b0f99b7-9f6e-4455-ba9b-b47bf43578ad\"], \"total_duration\": 28.0, \"total_sessions\": 3, \"mean_week_duration\": 0.322}}, {\"20304\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-17 12:26:05.000000+00:00\", \"2020-05-01 12:17:09.000000+00:00\", \"2020-07-14 19:57:49.000000+00:00\", \"2021-07-18 18:26:13.000000+00:00\", \"2020-01-09 15:32:43.000000+00:00\"], \"session_ids\": [\"c4db2030-de75-44f6-b55f-c8315df0d63b\", \"7ba18d62-35b9-4eaf-9423-900b21b8b5bc\", \"222444fe-1302-4495-86b8-04be2a6f2ec6\", \"758c1748-f1b2-409e-8f58-6eff21695685\", \"52ecd892-ff6b-4966-a789-75d563e89589\"], \"total_duration\": 262.0, \"total_sessions\": 5, \"mean_week_duration\": 2.594}}]\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[{\"56920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-14 17:54:00.000000+00:00\", \"2022-10-01 17:49:36.000000+00:00\"], \"session_ids\": [\"d06927ef-c738-4a31-bb91-03115e0aaed8\", \"ced75923-0028-4911-9b0f-f5ea448907a0\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.473}}, {\"75589\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-11-24 00:38:26.000000+00:00\", \"2021-11-20 07:12:52.000000+00:00\"], \"session_ids\": [\"f159a120-8779-4c2a-85e3-5db4f63a7e89\", \"1e188ca5-cdd5-4d7c-9356-55ff105f788c\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 143.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"56920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-04-14 17:54:00.000000+00:00\", \"2022-10-01 17:49:36.000000+00:00\"], \"session_ids\": [\"d06927ef-c738-4a31-bb91-03115e0aaed8\", \"ced75923-0028-4911-9b0f-f5ea448907a0\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.473}}, {\"75589\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-11-24 00:38:26.000000+00:00\", \"2021-11-20 07:12:52.000000+00:00\"], \"session_ids\": [\"f159a120-8779-4c2a-85e3-5db4f63a7e89\", \"1e188ca5-cdd5-4d7c-9356-55ff105f788c\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 143.0}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the user who isn't living in city Buenos Aires and do sorting by duration summation of sessions per week desc." } ]
[ { "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{\"15868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-02-04 22:59:09.000000+00:00\", \"2022-06-24 05:32:16.000000+00:00\", \"2019-01-18 06:53:16.000000+00:00\", \"2020-03-31 12:49:35.000000+00:00\", \"2022-04-15 23:23:38.000000+00:00\"], \"session_ids\": [\"5307a9f3-602f-46f6-8061-01ebac0276e7\", \"abf95de5-6b74-4af8-946a-364c64530165\", \"508c4863-70af-4482-b7b6-85e73069104d\", \"6305b30a-e446-441d-8dd3-b5ba70e9d32b\", \"ab089eb3-7d62-493a-aecb-18334bd1901e\"], \"total_duration\": 295.0, \"total_sessions\": 5, \"mean_week_duration\": 1.648}, \"52206\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-27 18:49:58.000000+00:00\", \"2021-04-25 16:20:39.000000+00:00\", \"2019-10-22 09:46:10.000000+00:00\", \"2022-07-20 04:32:18.000000+00:00\"], \"session_ids\": [\"78e5a08c-318a-44e5-8476-14ca60d7a6ec\", \"1da58ba8-5a71-4da6-bc53-d3243efa28e3\", \"2d5b3d7b-9a89-42f2-850c-37845c393b41\", \"6f1971c7-23a8-4391-898a-b7966bdf2d18\"], \"total_duration\": 1050.0, \"total_sessions\": 4, \"mean_week_duration\": 7.143}, \"76380\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-03-07 12:06:45.000000+00:00\", \"2019-05-05 22:02:07.000000+00:00\"], \"session_ids\": [\"297849ac-dc16-4e55-8bbe-f46fb0c4b368\", \"b67cf168-c8cb-47be-856a-e96523074878\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 24.333}, \"92185\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-23 17:25:49.000000+00:00\", \"2022-06-06 13:51:35.000000+00:00\", \"2021-01-09 02:01:34.000000+00:00\"], \"session_ids\": [\"64f98615-1ce7-48e0-b070-b166833c8224\", \"c892bb0d-1319-49e6-b394-218c262e69b5\", \"e43f0f38-ba56-459e-945b-b3ddcb998ec6\"], \"total_duration\": 434.0, \"total_sessions\": 3, \"mean_week_duration\": 3.5}, \"22894\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-06 19:57:09.000000+00:00\", \"2019-03-27 16:16:13.000000+00:00\", \"2022-05-29 21:38:09.000000+00:00\"], \"session_ids\": [\"0922b083-d398-4653-b1a3-f1497e7f9866\", \"20514da7-a4fa-491b-ade3-b66ee0e0be57\", \"db0f6e06-5649-43e5-b51b-34fe3362c78b\"], \"total_duration\": 304.0, \"total_sessions\": 3, \"mean_week_duration\": 1.831}, \"69956\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-18 04:55:40.000000+00:00\", \"2021-12-08 03:56:59.000000+00:00\"], \"session_ids\": [\"4d1f1d46-b6a7-426d-a775-99ab8e0300f2\", \"5d1f7635-6fee-4b89-90cd-3cf877e9bc80\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 2.794}, \"54620\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-02 10:08:10.000000+00:00\", \"2020-04-16 03:03:41.000000+00:00\", \"2023-03-01 03:01:36.000000+00:00\", \"2022-12-05 06:50:02.000000+00:00\", \"2023-01-21 18:00:17.000000+00:00\", \"2019-11-11 04:51:30.000000+00:00\", \"2021-05-05 11:15:33.000000+00:00\"], \"session_ids\": [\"48d4037b-6ccb-4dfa-9743-93d71ded42fd\", \"68c899d6-762e-4118-ba70-be59f705707f\", \"faaf3f1e-bf11-4399-96ca-e7393ced31a3\", \"dce7a98f-1ce5-4042-a812-3c89e950c9e7\", \"4badb7eb-7f3e-4474-a1d9-a7b0c617aef6\", \"324c75c3-7e4d-40c0-a835-810e5cb285a3\", \"55cceb9f-5ce4-450e-806c-0a27241677dc\"], \"total_duration\": 2693.0, \"total_sessions\": 7, \"mean_week_duration\": 15.566}, \"45220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-31 00:40:22.000000+00:00\", \"2020-09-01 00:07:17.000000+00:00\", \"2021-11-24 04:44:25.000000+00:00\", \"2022-05-09 09:55:43.000000+00:00\"], \"session_ids\": [\"d7e1a161-c8ff-4811-9cb6-05d4fc4e3dc2\", \"43f7810b-083b-41cd-8e74-07a9b9151a65\", \"3ebe01da-c668-45e2-ade2-95706583e0ad\", \"40e6fe72-82cd-476a-b207-416390740123\"], \"total_duration\": 38.0, \"total_sessions\": 4, \"mean_week_duration\": 0.262}, \"70498\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-04-12 02:16:05.000000+00:00\", \"2023-06-25 14:28:25.000000+00:00\"], \"session_ids\": [\"21b47702-4318-4864-a2e8-17c446c18cbe\", \"5c96f73d-6509-4c07-9305-d81e21a7668e\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 2.389}, \"30777\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-07 15:21:12.000000+00:00\", \"2021-02-23 19:59:57.000000+00:00\"], \"session_ids\": [\"eb5a65fe-ed21-485a-8b40-db79b9429700\", \"98cb44b0-3d21-401f-b83c-acb26565af4b\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 100.667}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Buenos Aires" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Buenos Aires\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"15868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-02-04 22:59:09.000000+00:00\", \"2022-06-24 05:32:16.000000+00:00\", \"2019-01-18 06:53:16.000000+00:00\", \"2020-03-31 12:49:35.000000+00:00\", \"2022-04-15 23:23:38.000000+00:00\"], \"session_ids\": [\"5307a9f3-602f-46f6-8061-01ebac0276e7\", \"abf95de5-6b74-4af8-946a-364c64530165\", \"508c4863-70af-4482-b7b6-85e73069104d\", \"6305b30a-e446-441d-8dd3-b5ba70e9d32b\", \"ab089eb3-7d62-493a-aecb-18334bd1901e\"], \"total_duration\": 295.0, \"total_sessions\": 5, \"mean_week_duration\": 1.648}, \"52206\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-27 18:49:58.000000+00:00\", \"2021-04-25 16:20:39.000000+00:00\", \"2019-10-22 09:46:10.000000+00:00\", \"2022-07-20 04:32:18.000000+00:00\"], \"session_ids\": [\"78e5a08c-318a-44e5-8476-14ca60d7a6ec\", \"1da58ba8-5a71-4da6-bc53-d3243efa28e3\", \"2d5b3d7b-9a89-42f2-850c-37845c393b41\", \"6f1971c7-23a8-4391-898a-b7966bdf2d18\"], \"total_duration\": 1050.0, \"total_sessions\": 4, \"mean_week_duration\": 7.143}, \"76380\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-03-07 12:06:45.000000+00:00\", \"2019-05-05 22:02:07.000000+00:00\"], \"session_ids\": [\"297849ac-dc16-4e55-8bbe-f46fb0c4b368\", \"b67cf168-c8cb-47be-856a-e96523074878\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 24.333}, \"92185\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-23 17:25:49.000000+00:00\", \"2022-06-06 13:51:35.000000+00:00\", \"2021-01-09 02:01:34.000000+00:00\"], \"session_ids\": [\"64f98615-1ce7-48e0-b070-b166833c8224\", \"c892bb0d-1319-49e6-b394-218c262e69b5\", \"e43f0f38-ba56-459e-945b-b3ddcb998ec6\"], \"total_duration\": 434.0, \"total_sessions\": 3, \"mean_week_duration\": 3.5}, \"22894\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-06 19:57:09.000000+00:00\", \"2019-03-27 16:16:13.000000+00:00\", \"2022-05-29 21:38:09.000000+00:00\"], \"session_ids\": [\"0922b083-d398-4653-b1a3-f1497e7f9866\", \"20514da7-a4fa-491b-ade3-b66ee0e0be57\", \"db0f6e06-5649-43e5-b51b-34fe3362c78b\"], \"total_duration\": 304.0, \"total_sessions\": 3, \"mean_week_duration\": 1.831}, \"69956\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-18 04:55:40.000000+00:00\", \"2021-12-08 03:56:59.000000+00:00\"], \"session_ids\": [\"4d1f1d46-b6a7-426d-a775-99ab8e0300f2\", \"5d1f7635-6fee-4b89-90cd-3cf877e9bc80\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 2.794}, \"54620\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-02 10:08:10.000000+00:00\", \"2020-04-16 03:03:41.000000+00:00\", \"2023-03-01 03:01:36.000000+00:00\", \"2022-12-05 06:50:02.000000+00:00\", \"2023-01-21 18:00:17.000000+00:00\", \"2019-11-11 04:51:30.000000+00:00\", \"2021-05-05 11:15:33.000000+00:00\"], \"session_ids\": [\"48d4037b-6ccb-4dfa-9743-93d71ded42fd\", \"68c899d6-762e-4118-ba70-be59f705707f\", \"faaf3f1e-bf11-4399-96ca-e7393ced31a3\", \"dce7a98f-1ce5-4042-a812-3c89e950c9e7\", \"4badb7eb-7f3e-4474-a1d9-a7b0c617aef6\", \"324c75c3-7e4d-40c0-a835-810e5cb285a3\", \"55cceb9f-5ce4-450e-806c-0a27241677dc\"], \"total_duration\": 2693.0, \"total_sessions\": 7, \"mean_week_duration\": 15.566}, \"45220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-31 00:40:22.000000+00:00\", \"2020-09-01 00:07:17.000000+00:00\", \"2021-11-24 04:44:25.000000+00:00\", \"2022-05-09 09:55:43.000000+00:00\"], \"session_ids\": [\"d7e1a161-c8ff-4811-9cb6-05d4fc4e3dc2\", \"43f7810b-083b-41cd-8e74-07a9b9151a65\", \"3ebe01da-c668-45e2-ade2-95706583e0ad\", \"40e6fe72-82cd-476a-b207-416390740123\"], \"total_duration\": 38.0, \"total_sessions\": 4, \"mean_week_duration\": 0.262}, \"70498\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-04-12 02:16:05.000000+00:00\", \"2023-06-25 14:28:25.000000+00:00\"], \"session_ids\": [\"21b47702-4318-4864-a2e8-17c446c18cbe\", \"5c96f73d-6509-4c07-9305-d81e21a7668e\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 2.389}, \"30777\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-07 15:21:12.000000+00:00\", \"2021-02-23 19:59:57.000000+00:00\"], \"session_ids\": [\"eb5a65fe-ed21-485a-8b40-db79b9429700\", \"98cb44b0-3d21-401f-b83c-acb26565af4b\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 100.667}}\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[{\"30777\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-07 15:21:12.000000+00:00\", \"2021-02-23 19:59:57.000000+00:00\"], \"session_ids\": [\"eb5a65fe-ed21-485a-8b40-db79b9429700\", \"98cb44b0-3d21-401f-b83c-acb26565af4b\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 100.667}}, {\"76380\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-03-07 12:06:45.000000+00:00\", \"2019-05-05 22:02:07.000000+00:00\"], \"session_ids\": [\"297849ac-dc16-4e55-8bbe-f46fb0c4b368\", \"b67cf168-c8cb-47be-856a-e96523074878\"], \"total_duration\": 219.0, \"total_sessions\": 2, \"mean_week_duration\": 24.333}}, {\"54620\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-02 10:08:10.000000+00:00\", \"2020-04-16 03:03:41.000000+00:00\", \"2023-03-01 03:01:36.000000+00:00\", \"2022-12-05 06:50:02.000000+00:00\", \"2023-01-21 18:00:17.000000+00:00\", \"2019-11-11 04:51:30.000000+00:00\", \"2021-05-05 11:15:33.000000+00:00\"], \"session_ids\": [\"48d4037b-6ccb-4dfa-9743-93d71ded42fd\", \"68c899d6-762e-4118-ba70-be59f705707f\", \"faaf3f1e-bf11-4399-96ca-e7393ced31a3\", \"dce7a98f-1ce5-4042-a812-3c89e950c9e7\", \"4badb7eb-7f3e-4474-a1d9-a7b0c617aef6\", \"324c75c3-7e4d-40c0-a835-810e5cb285a3\", \"55cceb9f-5ce4-450e-806c-0a27241677dc\"], \"total_duration\": 2693.0, \"total_sessions\": 7, \"mean_week_duration\": 15.566}}, {\"52206\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-27 18:49:58.000000+00:00\", \"2021-04-25 16:20:39.000000+00:00\", \"2019-10-22 09:46:10.000000+00:00\", \"2022-07-20 04:32:18.000000+00:00\"], \"session_ids\": [\"78e5a08c-318a-44e5-8476-14ca60d7a6ec\", \"1da58ba8-5a71-4da6-bc53-d3243efa28e3\", \"2d5b3d7b-9a89-42f2-850c-37845c393b41\", \"6f1971c7-23a8-4391-898a-b7966bdf2d18\"], \"total_duration\": 1050.0, \"total_sessions\": 4, \"mean_week_duration\": 7.143}}, {\"92185\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-23 17:25:49.000000+00:00\", \"2022-06-06 13:51:35.000000+00:00\", \"2021-01-09 02:01:34.000000+00:00\"], \"session_ids\": [\"64f98615-1ce7-48e0-b070-b166833c8224\", \"c892bb0d-1319-49e6-b394-218c262e69b5\", \"e43f0f38-ba56-459e-945b-b3ddcb998ec6\"], \"total_duration\": 434.0, \"total_sessions\": 3, \"mean_week_duration\": 3.5}}, {\"69956\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-18 04:55:40.000000+00:00\", \"2021-12-08 03:56:59.000000+00:00\"], \"session_ids\": [\"4d1f1d46-b6a7-426d-a775-99ab8e0300f2\", \"5d1f7635-6fee-4b89-90cd-3cf877e9bc80\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 2.794}}, {\"70498\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-04-12 02:16:05.000000+00:00\", \"2023-06-25 14:28:25.000000+00:00\"], \"session_ids\": [\"21b47702-4318-4864-a2e8-17c446c18cbe\", \"5c96f73d-6509-4c07-9305-d81e21a7668e\"], \"total_duration\": 399.0, \"total_sessions\": 2, \"mean_week_duration\": 2.389}}, {\"22894\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-06 19:57:09.000000+00:00\", \"2019-03-27 16:16:13.000000+00:00\", \"2022-05-29 21:38:09.000000+00:00\"], \"session_ids\": [\"0922b083-d398-4653-b1a3-f1497e7f9866\", \"20514da7-a4fa-491b-ade3-b66ee0e0be57\", \"db0f6e06-5649-43e5-b51b-34fe3362c78b\"], \"total_duration\": 304.0, \"total_sessions\": 3, \"mean_week_duration\": 1.831}}, {\"15868\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-02-04 22:59:09.000000+00:00\", \"2022-06-24 05:32:16.000000+00:00\", \"2019-01-18 06:53:16.000000+00:00\", \"2020-03-31 12:49:35.000000+00:00\", \"2022-04-15 23:23:38.000000+00:00\"], \"session_ids\": [\"5307a9f3-602f-46f6-8061-01ebac0276e7\", \"abf95de5-6b74-4af8-946a-364c64530165\", \"508c4863-70af-4482-b7b6-85e73069104d\", \"6305b30a-e446-441d-8dd3-b5ba70e9d32b\", \"ab089eb3-7d62-493a-aecb-18334bd1901e\"], \"total_duration\": 295.0, \"total_sessions\": 5, \"mean_week_duration\": 1.648}}, {\"45220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-07-31 00:40:22.000000+00:00\", \"2020-09-01 00:07:17.000000+00:00\", \"2021-11-24 04:44:25.000000+00:00\", \"2022-05-09 09:55:43.000000+00:00\"], \"session_ids\": [\"d7e1a161-c8ff-4811-9cb6-05d4fc4e3dc2\", \"43f7810b-083b-41cd-8e74-07a9b9151a65\", \"3ebe01da-c668-45e2-ade2-95706583e0ad\", \"40e6fe72-82cd-476a-b207-416390740123\"], \"total_duration\": 38.0, \"total_sessions\": 4, \"mean_week_duration\": 0.262}}]\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[{\"30777\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-07 15:21:12.000000+00:00\", \"2021-02-23 19:59:57.000000+00:00\"], \"session_ids\": [\"eb5a65fe-ed21-485a-8b40-db79b9429700\", \"98cb44b0-3d21-401f-b83c-acb26565af4b\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 100.667}}]\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[{\"30777\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-07 15:21:12.000000+00:00\", \"2021-02-23 19:59:57.000000+00:00\"], \"session_ids\": [\"eb5a65fe-ed21-485a-8b40-db79b9429700\", \"98cb44b0-3d21-401f-b83c-acb26565af4b\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 100.667}}]\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 users pieces of information I can't find living in city Johannesburg and sort by sessions total 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{\"20513\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-14 13:03:56.000000+00:00\", \"2021-01-29 01:10:46.000000+00:00\"], \"session_ids\": [\"dfb1b83a-db02-4cdc-88dc-e81e24a89bb9\", \"36466c98-b9f9-4c3d-b871-629cf0d568d1\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 8.06}, \"23940\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-09-24 10:40:27.000000+00:00\", \"2023-05-17 21:39:04.000000+00:00\"], \"session_ids\": [\"e5592046-b887-433d-a665-50fd427acf78\", \"501f355f-5a0a-4b0c-8560-74dc3a4edb67\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.314}, \"46923\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-24 13:39:48.000000+00:00\", \"2020-03-03 03:49:05.000000+00:00\", \"2022-04-18 11:23:03.000000+00:00\", \"2019-05-07 04:56:11.000000+00:00\"], \"session_ids\": [\"fa8eab1a-e5c8-4215-8647-599ace2aa283\", \"3b9f745b-8ea3-4ec3-afdd-770555fa4371\", \"34ba6c24-b85a-4054-9f75-f886f2b27fd7\", \"48b25614-bfa0-495e-93c5-357c514530b1\"], \"total_duration\": 973.0, \"total_sessions\": 4, \"mean_week_duration\": 6.318}, \"31710\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-14 09:02:35.000000+00:00\", \"2021-03-23 21:56:22.000000+00:00\"], \"session_ids\": [\"4912e861-f3d5-46a6-a823-3452be2045ff\", \"57409f60-64ca-45ee-9254-36d5f1111323\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 13.971}, \"54082\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-27 04:44:48.000000+00:00\", \"2020-08-24 16:53:13.000000+00:00\", \"2019-03-10 08:17:10.000000+00:00\", \"2020-01-15 07:45:50.000000+00:00\", \"2022-07-06 03:29:16.000000+00:00\"], \"session_ids\": [\"bb90f50d-d3da-4c09-9ff6-8bf0893eb429\", \"18d1fe75-2f3f-4ffd-bca3-fc0fc43a4280\", \"8cd83336-0cf1-41d4-83aa-83de1884c699\", \"cdf8cbff-6d12-4f8a-9c1a-4c13ce336584\", \"1241d1ff-c5d1-4204-a46c-ffdc664eb99e\"], \"total_duration\": 332.0, \"total_sessions\": 5, \"mean_week_duration\": 1.908}, \"99098\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-05-19 02:08:28.000000+00:00\", \"2020-09-15 15:21:45.000000+00:00\", \"2022-09-24 17:35:51.000000+00:00\", \"2022-01-11 08:29:17.000000+00:00\", \"2019-04-16 01:09:55.000000+00:00\", \"2021-07-17 16:36:38.000000+00:00\"], \"session_ids\": [\"176b8c85-0292-4903-95ac-1f6701e0a584\", \"2c407621-ce33-4710-a9d1-d6fb8923f1a9\", \"7972a7f5-4ea9-4988-83d6-e7cd62ab6760\", \"e474bd33-1ae8-433a-8fd3-dfd86dcb9a31\", \"1e065046-ab75-42a6-a0ab-3314c0a8e6d3\", \"eb7189aa-c1e5-41b9-876b-874bff14c4cc\"], \"total_duration\": 4487.0, \"total_sessions\": 6, \"mean_week_duration\": 24.928}, \"98070\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-12-02 04:15:21.000000+00:00\", \"2020-07-04 01:26:00.000000+00:00\", \"2020-12-29 05:55:30.000000+00:00\"], \"session_ids\": [\"c40e7c06-acd9-473c-8abe-064ad46b099d\", \"3f2699c4-dda3-4e84-af50-2c44f48c84ca\", \"6be949bc-eb3f-4307-99b5-3dc11250a247\"], \"total_duration\": 287.0, \"total_sessions\": 3, \"mean_week_duration\": 2.278}, \"55428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-10 19:41:11.000000+00:00\", \"2021-10-15 01:03:31.000000+00:00\", \"2022-08-10 23:33:10.000000+00:00\", \"2021-09-06 20:10:58.000000+00:00\", \"2023-04-16 13:59:23.000000+00:00\", \"2019-07-23 15:14:39.000000+00:00\", \"2021-04-13 18:41:10.000000+00:00\", \"2022-07-04 00:53:20.000000+00:00\", \"2022-05-03 02:12:37.000000+00:00\", \"2020-03-20 17:40:13.000000+00:00\"], \"session_ids\": [\"94225335-bae5-4c20-b742-5e820e5db01d\", \"5039c281-acda-4a1f-8d5a-8d008405a12c\", \"6cbbc96c-239c-463c-90e1-3f5cf905e2e6\", \"3f0be90e-9a90-49a4-9965-2846a5b460fc\", \"b7771219-870e-4874-9a8e-81967526a161\", \"611a1dbd-8bf7-4d97-b59e-f918c1e63589\", \"3abb2cb4-1c7e-42da-9d6f-c0835df1796a\", \"c738c69e-4f14-4cdf-9fd4-9ca007eaaede\", \"1a700df4-bdaa-442e-a0d8-1680f131d3ca\", \"1eaaa9a3-07e8-455d-99e9-0add4cd67dac\"], \"total_duration\": 875.0, \"total_sessions\": 10, \"mean_week_duration\": 4.487}, \"5110\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-18 05:17:55.000000+00:00\", \"2020-11-11 21:25:53.000000+00:00\"], \"session_ids\": [\"e43c767e-5f63-45ac-9ae3-8a3844473097\", \"36c7e9fa-e794-4f63-a032-d85aa4378674\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 2.45}, \"85322\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-18 20:53:46.000000+00:00\", \"2023-02-12 13:57:10.000000+00:00\", \"2019-12-18 12:48:22.000000+00:00\"], \"session_ids\": [\"f8ddcf6b-7ec3-41a4-8509-420786862683\", \"ddf26ef6-b7f9-4b71-b932-2e7b1d73f8df\", \"c7f7548d-2715-437a-a2e2-0bb037cb54c9\"], \"total_duration\": 294.0, \"total_sessions\": 3, \"mean_week_duration\": 1.69}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Johannesburg" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Johannesburg\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"20513\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-14 13:03:56.000000+00:00\", \"2021-01-29 01:10:46.000000+00:00\"], \"session_ids\": [\"dfb1b83a-db02-4cdc-88dc-e81e24a89bb9\", \"36466c98-b9f9-4c3d-b871-629cf0d568d1\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 8.06}, \"23940\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-09-24 10:40:27.000000+00:00\", \"2023-05-17 21:39:04.000000+00:00\"], \"session_ids\": [\"e5592046-b887-433d-a665-50fd427acf78\", \"501f355f-5a0a-4b0c-8560-74dc3a4edb67\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.314}, \"46923\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-24 13:39:48.000000+00:00\", \"2020-03-03 03:49:05.000000+00:00\", \"2022-04-18 11:23:03.000000+00:00\", \"2019-05-07 04:56:11.000000+00:00\"], \"session_ids\": [\"fa8eab1a-e5c8-4215-8647-599ace2aa283\", \"3b9f745b-8ea3-4ec3-afdd-770555fa4371\", \"34ba6c24-b85a-4054-9f75-f886f2b27fd7\", \"48b25614-bfa0-495e-93c5-357c514530b1\"], \"total_duration\": 973.0, \"total_sessions\": 4, \"mean_week_duration\": 6.318}, \"31710\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-14 09:02:35.000000+00:00\", \"2021-03-23 21:56:22.000000+00:00\"], \"session_ids\": [\"4912e861-f3d5-46a6-a823-3452be2045ff\", \"57409f60-64ca-45ee-9254-36d5f1111323\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 13.971}, \"54082\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-27 04:44:48.000000+00:00\", \"2020-08-24 16:53:13.000000+00:00\", \"2019-03-10 08:17:10.000000+00:00\", \"2020-01-15 07:45:50.000000+00:00\", \"2022-07-06 03:29:16.000000+00:00\"], \"session_ids\": [\"bb90f50d-d3da-4c09-9ff6-8bf0893eb429\", \"18d1fe75-2f3f-4ffd-bca3-fc0fc43a4280\", \"8cd83336-0cf1-41d4-83aa-83de1884c699\", \"cdf8cbff-6d12-4f8a-9c1a-4c13ce336584\", \"1241d1ff-c5d1-4204-a46c-ffdc664eb99e\"], \"total_duration\": 332.0, \"total_sessions\": 5, \"mean_week_duration\": 1.908}, \"98070\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-12-02 04:15:21.000000+00:00\", \"2020-07-04 01:26:00.000000+00:00\", \"2020-12-29 05:55:30.000000+00:00\"], \"session_ids\": [\"c40e7c06-acd9-473c-8abe-064ad46b099d\", \"3f2699c4-dda3-4e84-af50-2c44f48c84ca\", \"6be949bc-eb3f-4307-99b5-3dc11250a247\"], \"total_duration\": 287.0, \"total_sessions\": 3, \"mean_week_duration\": 2.278}, \"55428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-10 19:41:11.000000+00:00\", \"2021-10-15 01:03:31.000000+00:00\", \"2022-08-10 23:33:10.000000+00:00\", \"2021-09-06 20:10:58.000000+00:00\", \"2023-04-16 13:59:23.000000+00:00\", \"2019-07-23 15:14:39.000000+00:00\", \"2021-04-13 18:41:10.000000+00:00\", \"2022-07-04 00:53:20.000000+00:00\", \"2022-05-03 02:12:37.000000+00:00\", \"2020-03-20 17:40:13.000000+00:00\"], \"session_ids\": [\"94225335-bae5-4c20-b742-5e820e5db01d\", \"5039c281-acda-4a1f-8d5a-8d008405a12c\", \"6cbbc96c-239c-463c-90e1-3f5cf905e2e6\", \"3f0be90e-9a90-49a4-9965-2846a5b460fc\", \"b7771219-870e-4874-9a8e-81967526a161\", \"611a1dbd-8bf7-4d97-b59e-f918c1e63589\", \"3abb2cb4-1c7e-42da-9d6f-c0835df1796a\", \"c738c69e-4f14-4cdf-9fd4-9ca007eaaede\", \"1a700df4-bdaa-442e-a0d8-1680f131d3ca\", \"1eaaa9a3-07e8-455d-99e9-0add4cd67dac\"], \"total_duration\": 875.0, \"total_sessions\": 10, \"mean_week_duration\": 4.487}, \"5110\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-18 05:17:55.000000+00:00\", \"2020-11-11 21:25:53.000000+00:00\"], \"session_ids\": [\"e43c767e-5f63-45ac-9ae3-8a3844473097\", \"36c7e9fa-e794-4f63-a032-d85aa4378674\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 2.45}, \"85322\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-18 20:53:46.000000+00:00\", \"2023-02-12 13:57:10.000000+00:00\", \"2019-12-18 12:48:22.000000+00:00\"], \"session_ids\": [\"f8ddcf6b-7ec3-41a4-8509-420786862683\", \"ddf26ef6-b7f9-4b71-b932-2e7b1d73f8df\", \"c7f7548d-2715-437a-a2e2-0bb037cb54c9\"], \"total_duration\": 294.0, \"total_sessions\": 3, \"mean_week_duration\": 1.69}}\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[{\"20513\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-14 13:03:56.000000+00:00\", \"2021-01-29 01:10:46.000000+00:00\"], \"session_ids\": [\"dfb1b83a-db02-4cdc-88dc-e81e24a89bb9\", \"36466c98-b9f9-4c3d-b871-629cf0d568d1\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 8.06}}, {\"23940\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-09-24 10:40:27.000000+00:00\", \"2023-05-17 21:39:04.000000+00:00\"], \"session_ids\": [\"e5592046-b887-433d-a665-50fd427acf78\", \"501f355f-5a0a-4b0c-8560-74dc3a4edb67\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.314}}, {\"31710\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-14 09:02:35.000000+00:00\", \"2021-03-23 21:56:22.000000+00:00\"], \"session_ids\": [\"4912e861-f3d5-46a6-a823-3452be2045ff\", \"57409f60-64ca-45ee-9254-36d5f1111323\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 13.971}}, {\"5110\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-18 05:17:55.000000+00:00\", \"2020-11-11 21:25:53.000000+00:00\"], \"session_ids\": [\"e43c767e-5f63-45ac-9ae3-8a3844473097\", \"36c7e9fa-e794-4f63-a032-d85aa4378674\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 2.45}}, {\"98070\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-12-02 04:15:21.000000+00:00\", \"2020-07-04 01:26:00.000000+00:00\", \"2020-12-29 05:55:30.000000+00:00\"], \"session_ids\": [\"c40e7c06-acd9-473c-8abe-064ad46b099d\", \"3f2699c4-dda3-4e84-af50-2c44f48c84ca\", \"6be949bc-eb3f-4307-99b5-3dc11250a247\"], \"total_duration\": 287.0, \"total_sessions\": 3, \"mean_week_duration\": 2.278}}, {\"85322\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-18 20:53:46.000000+00:00\", \"2023-02-12 13:57:10.000000+00:00\", \"2019-12-18 12:48:22.000000+00:00\"], \"session_ids\": [\"f8ddcf6b-7ec3-41a4-8509-420786862683\", \"ddf26ef6-b7f9-4b71-b932-2e7b1d73f8df\", \"c7f7548d-2715-437a-a2e2-0bb037cb54c9\"], \"total_duration\": 294.0, \"total_sessions\": 3, \"mean_week_duration\": 1.69}}, {\"46923\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-24 13:39:48.000000+00:00\", \"2020-03-03 03:49:05.000000+00:00\", \"2022-04-18 11:23:03.000000+00:00\", \"2019-05-07 04:56:11.000000+00:00\"], \"session_ids\": [\"fa8eab1a-e5c8-4215-8647-599ace2aa283\", \"3b9f745b-8ea3-4ec3-afdd-770555fa4371\", \"34ba6c24-b85a-4054-9f75-f886f2b27fd7\", \"48b25614-bfa0-495e-93c5-357c514530b1\"], \"total_duration\": 973.0, \"total_sessions\": 4, \"mean_week_duration\": 6.318}}, {\"54082\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-27 04:44:48.000000+00:00\", \"2020-08-24 16:53:13.000000+00:00\", \"2019-03-10 08:17:10.000000+00:00\", \"2020-01-15 07:45:50.000000+00:00\", \"2022-07-06 03:29:16.000000+00:00\"], \"session_ids\": [\"bb90f50d-d3da-4c09-9ff6-8bf0893eb429\", \"18d1fe75-2f3f-4ffd-bca3-fc0fc43a4280\", \"8cd83336-0cf1-41d4-83aa-83de1884c699\", \"cdf8cbff-6d12-4f8a-9c1a-4c13ce336584\", \"1241d1ff-c5d1-4204-a46c-ffdc664eb99e\"], \"total_duration\": 332.0, \"total_sessions\": 5, \"mean_week_duration\": 1.908}}, {\"55428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-10 19:41:11.000000+00:00\", \"2021-10-15 01:03:31.000000+00:00\", \"2022-08-10 23:33:10.000000+00:00\", \"2021-09-06 20:10:58.000000+00:00\", \"2023-04-16 13:59:23.000000+00:00\", \"2019-07-23 15:14:39.000000+00:00\", \"2021-04-13 18:41:10.000000+00:00\", \"2022-07-04 00:53:20.000000+00:00\", \"2022-05-03 02:12:37.000000+00:00\", \"2020-03-20 17:40:13.000000+00:00\"], \"session_ids\": [\"94225335-bae5-4c20-b742-5e820e5db01d\", \"5039c281-acda-4a1f-8d5a-8d008405a12c\", \"6cbbc96c-239c-463c-90e1-3f5cf905e2e6\", \"3f0be90e-9a90-49a4-9965-2846a5b460fc\", \"b7771219-870e-4874-9a8e-81967526a161\", \"611a1dbd-8bf7-4d97-b59e-f918c1e63589\", \"3abb2cb4-1c7e-42da-9d6f-c0835df1796a\", \"c738c69e-4f14-4cdf-9fd4-9ca007eaaede\", \"1a700df4-bdaa-442e-a0d8-1680f131d3ca\", \"1eaaa9a3-07e8-455d-99e9-0add4cd67dac\"], \"total_duration\": 875.0, \"total_sessions\": 10, \"mean_week_duration\": 4.487}}]\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[{\"20513\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-14 13:03:56.000000+00:00\", \"2021-01-29 01:10:46.000000+00:00\"], \"session_ids\": [\"dfb1b83a-db02-4cdc-88dc-e81e24a89bb9\", \"36466c98-b9f9-4c3d-b871-629cf0d568d1\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 8.06}}, {\"23940\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2021-09-24 10:40:27.000000+00:00\", \"2023-05-17 21:39:04.000000+00:00\"], \"session_ids\": [\"e5592046-b887-433d-a665-50fd427acf78\", \"501f355f-5a0a-4b0c-8560-74dc3a4edb67\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 1.314}}, {\"31710\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-11-14 09:02:35.000000+00:00\", \"2021-03-23 21:56:22.000000+00:00\"], \"session_ids\": [\"4912e861-f3d5-46a6-a823-3452be2045ff\", \"57409f60-64ca-45ee-9254-36d5f1111323\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 13.971}}, {\"5110\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-18 05:17:55.000000+00:00\", \"2020-11-11 21:25:53.000000+00:00\"], \"session_ids\": [\"e43c767e-5f63-45ac-9ae3-8a3844473097\", \"36c7e9fa-e794-4f63-a032-d85aa4378674\"], \"total_duration\": 98.0, \"total_sessions\": 2, \"mean_week_duration\": 2.45}}, {\"98070\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-12-02 04:15:21.000000+00:00\", \"2020-07-04 01:26:00.000000+00:00\", \"2020-12-29 05:55:30.000000+00:00\"], \"session_ids\": [\"c40e7c06-acd9-473c-8abe-064ad46b099d\", \"3f2699c4-dda3-4e84-af50-2c44f48c84ca\", \"6be949bc-eb3f-4307-99b5-3dc11250a247\"], \"total_duration\": 287.0, \"total_sessions\": 3, \"mean_week_duration\": 2.278}}, {\"85322\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-18 20:53:46.000000+00:00\", \"2023-02-12 13:57:10.000000+00:00\", \"2019-12-18 12:48:22.000000+00:00\"], \"session_ids\": [\"f8ddcf6b-7ec3-41a4-8509-420786862683\", \"ddf26ef6-b7f9-4b71-b932-2e7b1d73f8df\", \"c7f7548d-2715-437a-a2e2-0bb037cb54c9\"], \"total_duration\": 294.0, \"total_sessions\": 3, \"mean_week_duration\": 1.69}}, {\"46923\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-24 13:39:48.000000+00:00\", \"2020-03-03 03:49:05.000000+00:00\", \"2022-04-18 11:23:03.000000+00:00\", \"2019-05-07 04:56:11.000000+00:00\"], \"session_ids\": [\"fa8eab1a-e5c8-4215-8647-599ace2aa283\", \"3b9f745b-8ea3-4ec3-afdd-770555fa4371\", \"34ba6c24-b85a-4054-9f75-f886f2b27fd7\", \"48b25614-bfa0-495e-93c5-357c514530b1\"], \"total_duration\": 973.0, \"total_sessions\": 4, \"mean_week_duration\": 6.318}}, {\"54082\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-27 04:44:48.000000+00:00\", \"2020-08-24 16:53:13.000000+00:00\", \"2019-03-10 08:17:10.000000+00:00\", \"2020-01-15 07:45:50.000000+00:00\", \"2022-07-06 03:29:16.000000+00:00\"], \"session_ids\": [\"bb90f50d-d3da-4c09-9ff6-8bf0893eb429\", \"18d1fe75-2f3f-4ffd-bca3-fc0fc43a4280\", \"8cd83336-0cf1-41d4-83aa-83de1884c699\", \"cdf8cbff-6d12-4f8a-9c1a-4c13ce336584\", \"1241d1ff-c5d1-4204-a46c-ffdc664eb99e\"], \"total_duration\": 332.0, \"total_sessions\": 5, \"mean_week_duration\": 1.908}}, {\"55428\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-10 19:41:11.000000+00:00\", \"2021-10-15 01:03:31.000000+00:00\", \"2022-08-10 23:33:10.000000+00:00\", \"2021-09-06 20:10:58.000000+00:00\", \"2023-04-16 13:59:23.000000+00:00\", \"2019-07-23 15:14:39.000000+00:00\", \"2021-04-13 18:41:10.000000+00:00\", \"2022-07-04 00:53:20.000000+00:00\", \"2022-05-03 02:12:37.000000+00:00\", \"2020-03-20 17:40:13.000000+00:00\"], \"session_ids\": [\"94225335-bae5-4c20-b742-5e820e5db01d\", \"5039c281-acda-4a1f-8d5a-8d008405a12c\", \"6cbbc96c-239c-463c-90e1-3f5cf905e2e6\", \"3f0be90e-9a90-49a4-9965-2846a5b460fc\", \"b7771219-870e-4874-9a8e-81967526a161\", \"611a1dbd-8bf7-4d97-b59e-f918c1e63589\", \"3abb2cb4-1c7e-42da-9d6f-c0835df1796a\", \"c738c69e-4f14-4cdf-9fd4-9ca007eaaede\", \"1a700df4-bdaa-442e-a0d8-1680f131d3ca\", \"1eaaa9a3-07e8-455d-99e9-0add4cd67dac\"], \"total_duration\": 875.0, \"total_sessions\": 10, \"mean_week_duration\": 4.487}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about user who has mean_week_duration less than 25 (not including) and greater than 6 (not including) , do sorting by total duration form the lowest to the highest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"72118\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-27 15:35:36.000000+00:00\", \"2020-05-20 23:37:12.000000+00:00\"], \"session_ids\": [\"c890f56e-35dd-43fa-839c-112fffd02d5b\", \"35996fdd-5ac7-4974-964b-548dcbd93501\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 12.8}, \"89435\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-06-03 20:03:18.000000+00:00\", \"2021-11-19 04:34:15.000000+00:00\"], \"session_ids\": [\"1dc834cc-b9d7-4590-a782-4527d6a57e46\", \"ee005384-b8a1-4ae5-8845-b439305427c5\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 2.901}, \"64043\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-09-24 14:30:14.000000+00:00\", \"2019-07-09 03:37:44.000000+00:00\"], \"session_ids\": [\"03876b85-f26e-40ea-acaa-545faa571efd\", \"c291bc73-be51-4948-9db3-0a3c61a15c84\"], \"total_duration\": 222.0, \"total_sessions\": 2, \"mean_week_duration\": 1.914}, \"29225\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-04-12 12:06:57.000000+00:00\", \"2021-03-29 15:23:08.000000+00:00\", \"2023-01-07 17:33:41.000000+00:00\", \"2020-12-03 22:42:21.000000+00:00\"], \"session_ids\": [\"5f0543a2-706a-4c04-8f6f-846789ed2920\", \"89927074-799e-410b-838f-d3167cfb61ac\", \"533183c8-659d-4616-8ddb-0d50dd4ce296\", \"6c4c2e02-ca64-4f3b-9b37-a2a80f23b34a\"], \"total_duration\": 1562.0, \"total_sessions\": 4, \"mean_week_duration\": 10.923}, \"35190\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-27 11:50:34.000000+00:00\", \"2019-12-14 00:31:42.000000+00:00\", \"2022-08-14 05:52:17.000000+00:00\", \"2020-02-05 17:48:17.000000+00:00\", \"2019-05-31 11:05:44.000000+00:00\", \"2021-10-14 13:41:18.000000+00:00\", \"2019-05-07 21:27:59.000000+00:00\", \"2023-06-13 10:40:36.000000+00:00\", \"2021-05-02 13:16:09.000000+00:00\", \"2020-12-15 03:03:48.000000+00:00\"], \"session_ids\": [\"687c8f50-ffd4-4b08-831f-b3eddd1b924c\", \"3283111f-3a9f-40c9-9e70-12231977cfcf\", \"800c78ee-3239-4d14-8820-f6286c3fe9fe\", \"1c7093ae-6ea5-4c65-93f1-05c0e9972111\", \"f3508292-d15a-47fd-b234-44525b876a06\", \"0f9a0880-4b94-48e2-968c-9b701d2cb446\", \"bc525a69-9bfb-4b6e-afdc-011b9aae448a\", \"34b5bfdc-e19f-4a0c-8b95-248ce965edaa\", \"261ebf86-980c-4341-9fcf-5db75978ec1e\", \"3335eb6c-a658-4d56-9ef1-e697f6999dd3\"], \"total_duration\": 426.0, \"total_sessions\": 10, \"mean_week_duration\": 1.902}, \"48353\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-21 16:55:25.000000+00:00\", \"2022-03-27 18:13:16.000000+00:00\"], \"session_ids\": [\"7247f099-658e-4165-8eed-a469de2122c9\", \"92439fb4-ad0a-463a-a41f-38c0974d68d0\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 4.433}, \"24845\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-01-05 12:26:16.000000+00:00\", \"2022-08-24 13:10:05.000000+00:00\"], \"session_ids\": [\"a2445430-b080-4702-b82b-57897cfa7988\", \"5823c8bb-fbe9-4284-a546-2148eaf66078\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 0.667}, \"5219\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-04-20 19:58:33.000000+00:00\", \"2023-03-12 03:21:07.000000+00:00\", \"2020-07-31 17:36:29.000000+00:00\", \"2023-01-30 22:46:11.000000+00:00\"], \"session_ids\": [\"fde93b96-78ce-442a-a0e9-6e53be15bcd4\", \"e433f8c1-054b-43a4-a407-0bed50be6563\", \"84e9a3a9-711e-4235-ae12-881ba94b8ae7\", \"e9bfd7f9-5987-474b-a9d0-3580da30afa2\"], \"total_duration\": 148.0, \"total_sessions\": 4, \"mean_week_duration\": 1.08}, \"17088\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-06 10:14:19.000000+00:00\", \"2019-07-12 14:01:59.000000+00:00\", \"2021-11-26 08:17:58.000000+00:00\", \"2019-01-13 19:12:42.000000+00:00\", \"2020-11-15 07:01:21.000000+00:00\", \"2022-06-15 21:30:40.000000+00:00\", \"2020-01-06 05:27:46.000000+00:00\", \"2021-01-24 16:33:33.000000+00:00\", \"2021-07-19 21:30:45.000000+00:00\"], \"session_ids\": [\"10b059d8-ca91-4bd0-8660-ea525ca9c5c2\", \"315680bd-0ecd-4f01-914f-26a4fa5eedd8\", \"9fb93601-5f2d-4742-9e3f-945ef28d8a73\", \"1e0c5e33-5fc3-41a0-a760-95ceedd7755a\", \"e87ff9cb-cbda-420d-a35c-91ef7a38c1db\", \"bb17fff5-0f1b-47b5-96a4-5ab7954589fc\", \"4d3c7539-d2fc-4fbf-9156-acbbd499a670\", \"7803dd96-6ceb-4619-8801-83df1b0112f6\", \"70172b39-c74b-4080-99e8-2ee3fe9cc019\"], \"total_duration\": 93.0, \"total_sessions\": 9, \"mean_week_duration\": 0.52}, \"57004\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-07-14 04:17:10.000000+00:00\", \"2021-04-05 03:44:09.000000+00:00\", \"2021-12-20 00:08:26.000000+00:00\", \"2022-06-20 16:07:22.000000+00:00\", \"2021-01-25 20:49:33.000000+00:00\", \"2020-08-03 14:17:20.000000+00:00\", \"2020-06-11 14:32:47.000000+00:00\", \"2019-06-16 06:40:11.000000+00:00\", \"2021-04-04 20:26:18.000000+00:00\", \"2021-02-15 17:50:46.000000+00:00\"], \"session_ids\": [\"155ee934-3231-459e-8d1b-f8ad00e8bc97\", \"3948c5f7-a4c9-47c6-aaee-4036bf75f860\", \"ad3205c6-5f1a-4567-91e6-0014b70241ca\", \"049089d4-e064-4021-bf67-5c98b10a9e6a\", \"89bfd496-b493-4d9d-abc9-cfca318e3b5e\", \"3712f3bb-d1d0-4e1b-abd4-a8efe75a757e\", \"f8e7f175-f5bf-43d3-99e1-2823a48b934a\", \"f96b4086-e071-44d6-8790-bdb55a70c6b5\", \"00a4422f-6c2f-47ab-b0cb-351f76fc5850\", \"9f03a9ff-2374-4d46-a276-dd0fe828a635\"], \"total_duration\": 910.0, \"total_sessions\": 10, \"mean_week_duration\": 5.652}}\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 25" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[6, 25]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"72118\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-27 15:35:36.000000+00:00\", \"2020-05-20 23:37:12.000000+00:00\"], \"session_ids\": [\"c890f56e-35dd-43fa-839c-112fffd02d5b\", \"35996fdd-5ac7-4974-964b-548dcbd93501\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 12.8}, \"29225\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-04-12 12:06:57.000000+00:00\", \"2021-03-29 15:23:08.000000+00:00\", \"2023-01-07 17:33:41.000000+00:00\", \"2020-12-03 22:42:21.000000+00:00\"], \"session_ids\": [\"5f0543a2-706a-4c04-8f6f-846789ed2920\", \"89927074-799e-410b-838f-d3167cfb61ac\", \"533183c8-659d-4616-8ddb-0d50dd4ce296\", \"6c4c2e02-ca64-4f3b-9b37-a2a80f23b34a\"], \"total_duration\": 1562.0, \"total_sessions\": 4, \"mean_week_duration\": 10.923}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"72118\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-27 15:35:36.000000+00:00\", \"2020-05-20 23:37:12.000000+00:00\"], \"session_ids\": [\"c890f56e-35dd-43fa-839c-112fffd02d5b\", \"35996fdd-5ac7-4974-964b-548dcbd93501\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 12.8}}, {\"29225\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-04-12 12:06:57.000000+00:00\", \"2021-03-29 15:23:08.000000+00:00\", \"2023-01-07 17:33:41.000000+00:00\", \"2020-12-03 22:42:21.000000+00:00\"], \"session_ids\": [\"5f0543a2-706a-4c04-8f6f-846789ed2920\", \"89927074-799e-410b-838f-d3167cfb61ac\", \"533183c8-659d-4616-8ddb-0d50dd4ce296\", \"6c4c2e02-ca64-4f3b-9b37-a2a80f23b34a\"], \"total_duration\": 1562.0, \"total_sessions\": 4, \"mean_week_duration\": 10.923}}]\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[{\"72118\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-27 15:35:36.000000+00:00\", \"2020-05-20 23:37:12.000000+00:00\"], \"session_ids\": [\"c890f56e-35dd-43fa-839c-112fffd02d5b\", \"35996fdd-5ac7-4974-964b-548dcbd93501\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 12.8}}]\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[{\"72118\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-07-27 15:35:36.000000+00:00\", \"2020-05-20 23:37:12.000000+00:00\"], \"session_ids\": [\"c890f56e-35dd-43fa-839c-112fffd02d5b\", \"35996fdd-5ac7-4974-964b-548dcbd93501\"], \"total_duration\": 128.0, \"total_sessions\": 2, \"mean_week_duration\": 12.8}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about 2 users with a sessions count that is higher than 5 and lower than 3, exclusive 3 , moreover put to use sorting by overall total duration form the lowest to the highest." } ]
[ { "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{\"71455\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-05-01 23:27:01.000000+00:00\", \"2021-04-15 07:38:47.000000+00:00\"], \"session_ids\": [\"3b56f98b-acdb-4e2f-9b1f-08b4d493f1a5\", \"3505ee68-dacd-414a-8f63-63e37dc62eaf\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 2.4}, \"83960\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-10-31 22:44:41.000000+00:00\", \"2019-09-22 14:41:41.000000+00:00\", \"2023-01-29 15:34:34.000000+00:00\"], \"session_ids\": [\"00a4e66a-dad2-499c-ad54-feaa8d0d9d2f\", \"13020c85-70aa-4172-b512-b3ab2d5e7126\", \"b90464de-12a7-4d2a-bebd-d11a9eb966e4\"], \"total_duration\": 371.0, \"total_sessions\": 3, \"mean_week_duration\": 2.12}, \"34881\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-04-12 22:58:39.000000+00:00\", \"2022-10-06 15:04:46.000000+00:00\", \"2022-02-08 23:16:03.000000+00:00\", \"2020-06-06 01:55:58.000000+00:00\", \"2023-02-12 07:28:54.000000+00:00\", \"2022-02-13 01:51:02.000000+00:00\", \"2022-08-11 20:13:02.000000+00:00\"], \"session_ids\": [\"cc53b315-e2c8-4589-bcdb-4f294ce62489\", \"66bf987e-b316-438c-8c1c-08bc39209e28\", \"b068a834-bcac-4a16-b93d-33a8682623a4\", \"715d8413-1da1-4e4c-bffd-51644e13865d\", \"a0fbf951-dba6-4d4b-b8e6-b803cbc75a27\", \"2076055c-1a0b-4ea7-b5e3-22f5bfe96846\", \"d9686420-53c5-41bb-b78b-4869ec0849f7\"], \"total_duration\": 1694.0, \"total_sessions\": 7, \"mean_week_duration\": 11.369}, \"67532\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-15 18:02:47.000000+00:00\", \"2020-10-21 18:21:18.000000+00:00\"], \"session_ids\": [\"f54d5a5d-0ee3-4f9a-a0c5-b11ab0302347\", \"0efd7d6e-586c-4d1d-bc54-9cc0adf66b63\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 5.551}, \"30922\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-09 06:08:27.000000+00:00\", \"2019-03-07 08:03:53.000000+00:00\"], \"session_ids\": [\"d28cd3b3-9b02-4311-9291-2b3aa962235d\", \"0397a38f-3a1a-440b-b24c-00997b327ae1\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.134}, \"43083\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-12-02 01:59:04.000000+00:00\", \"2019-04-13 13:19:23.000000+00:00\"], \"session_ids\": [\"45d0d51d-4c7c-4048-a812-2acfc335ae7a\", \"5429906d-12f6-45a1-b353-e8aef4f7126d\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.368}, \"55894\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-30 14:45:50.000000+00:00\", \"2021-08-02 22:48:47.000000+00:00\", \"2019-09-26 10:43:59.000000+00:00\", \"2021-06-02 23:59:48.000000+00:00\"], \"session_ids\": [\"b65506e0-4a83-4776-9876-6219ae705473\", \"4a7ad0b5-52f6-4ae0-bfc4-8cc107c8d977\", \"a86a5a14-fb5f-4877-9708-71027e9653c3\", \"af3d57ef-00a0-44ff-9378-8db4fb58e379\"], \"total_duration\": 968.0, \"total_sessions\": 4, \"mean_week_duration\": 8.491}, \"76406\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-12-08 10:25:39.000000+00:00\", \"2020-04-27 11:21:36.000000+00:00\"], \"session_ids\": [\"cda9636b-9105-4036-b3df-364a5f4d09b4\", \"c2d18f15-2104-40e0-9ccd-b408b46631fb\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.847}, \"96258\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-21 11:04:20.000000+00:00\", \"2022-05-10 07:51:46.000000+00:00\", \"2019-03-18 03:27:53.000000+00:00\", \"2020-05-25 09:27:52.000000+00:00\", \"2019-01-15 14:21:09.000000+00:00\", \"2019-11-30 10:10:43.000000+00:00\", \"2023-02-24 12:56:02.000000+00:00\"], \"session_ids\": [\"e1bc3510-bc9c-468d-b8af-e32c9c5d667a\", \"aea0c87b-1a06-4d3b-89ab-b343a4e55024\", \"bc1196b5-76a8-4ace-8598-75dfae8d298b\", \"4173ab76-4d41-4184-b94c-e31cce774ba2\", \"79d0fde2-c753-4974-8a92-858626e1a033\", \"0c5f655d-87a6-40ac-8b6d-a321a71f5b53\", \"db60d222-930c-4a14-aec2-ec1c5ccbf20d\"], \"total_duration\": 96.0, \"total_sessions\": 7, \"mean_week_duration\": 0.447}, \"91667\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-04-01 13:28:24.000000+00:00\", \"2019-05-20 18:37:07.000000+00:00\", \"2022-02-19 15:13:52.000000+00:00\", \"2021-02-27 15:43:50.000000+00:00\"], \"session_ids\": [\"38dccdd2-5ef9-4f93-b8fd-cabd4c1f66e1\", \"2c0f12b5-5b3a-4c4e-bdb8-1c1f4b0f96b2\", \"d9588943-140c-4f4d-8da9-58f97160006b\", \"661bb6c1-8346-403d-a863-3a8a2509080d\"], \"total_duration\": 349.0, \"total_sessions\": 4, \"mean_week_duration\": 2.424}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are less than 3 and are equal or greater than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[3, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"71455\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-05-01 23:27:01.000000+00:00\", \"2021-04-15 07:38:47.000000+00:00\"], \"session_ids\": [\"3b56f98b-acdb-4e2f-9b1f-08b4d493f1a5\", \"3505ee68-dacd-414a-8f63-63e37dc62eaf\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 2.4}, \"67532\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-15 18:02:47.000000+00:00\", \"2020-10-21 18:21:18.000000+00:00\"], \"session_ids\": [\"f54d5a5d-0ee3-4f9a-a0c5-b11ab0302347\", \"0efd7d6e-586c-4d1d-bc54-9cc0adf66b63\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 5.551}, \"30922\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-09 06:08:27.000000+00:00\", \"2019-03-07 08:03:53.000000+00:00\"], \"session_ids\": [\"d28cd3b3-9b02-4311-9291-2b3aa962235d\", \"0397a38f-3a1a-440b-b24c-00997b327ae1\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.134}, \"43083\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-12-02 01:59:04.000000+00:00\", \"2019-04-13 13:19:23.000000+00:00\"], \"session_ids\": [\"45d0d51d-4c7c-4048-a812-2acfc335ae7a\", \"5429906d-12f6-45a1-b353-e8aef4f7126d\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.368}, \"76406\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-12-08 10:25:39.000000+00:00\", \"2020-04-27 11:21:36.000000+00:00\"], \"session_ids\": [\"cda9636b-9105-4036-b3df-364a5f4d09b4\", \"c2d18f15-2104-40e0-9ccd-b408b46631fb\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.847}, \"34881\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-04-12 22:58:39.000000+00:00\", \"2022-10-06 15:04:46.000000+00:00\", \"2022-02-08 23:16:03.000000+00:00\", \"2020-06-06 01:55:58.000000+00:00\", \"2023-02-12 07:28:54.000000+00:00\", \"2022-02-13 01:51:02.000000+00:00\", \"2022-08-11 20:13:02.000000+00:00\"], \"session_ids\": [\"cc53b315-e2c8-4589-bcdb-4f294ce62489\", \"66bf987e-b316-438c-8c1c-08bc39209e28\", \"b068a834-bcac-4a16-b93d-33a8682623a4\", \"715d8413-1da1-4e4c-bffd-51644e13865d\", \"a0fbf951-dba6-4d4b-b8e6-b803cbc75a27\", \"2076055c-1a0b-4ea7-b5e3-22f5bfe96846\", \"d9686420-53c5-41bb-b78b-4869ec0849f7\"], \"total_duration\": 1694.0, \"total_sessions\": 7, \"mean_week_duration\": 11.369}, \"96258\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-21 11:04:20.000000+00:00\", \"2022-05-10 07:51:46.000000+00:00\", \"2019-03-18 03:27:53.000000+00:00\", \"2020-05-25 09:27:52.000000+00:00\", \"2019-01-15 14:21:09.000000+00:00\", \"2019-11-30 10:10:43.000000+00:00\", \"2023-02-24 12:56:02.000000+00:00\"], \"session_ids\": [\"e1bc3510-bc9c-468d-b8af-e32c9c5d667a\", \"aea0c87b-1a06-4d3b-89ab-b343a4e55024\", \"bc1196b5-76a8-4ace-8598-75dfae8d298b\", \"4173ab76-4d41-4184-b94c-e31cce774ba2\", \"79d0fde2-c753-4974-8a92-858626e1a033\", \"0c5f655d-87a6-40ac-8b6d-a321a71f5b53\", \"db60d222-930c-4a14-aec2-ec1c5ccbf20d\"], \"total_duration\": 96.0, \"total_sessions\": 7, \"mean_week_duration\": 0.447}}\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[{\"30922\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-09 06:08:27.000000+00:00\", \"2019-03-07 08:03:53.000000+00:00\"], \"session_ids\": [\"d28cd3b3-9b02-4311-9291-2b3aa962235d\", \"0397a38f-3a1a-440b-b24c-00997b327ae1\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.134}}, {\"43083\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-12-02 01:59:04.000000+00:00\", \"2019-04-13 13:19:23.000000+00:00\"], \"session_ids\": [\"45d0d51d-4c7c-4048-a812-2acfc335ae7a\", \"5429906d-12f6-45a1-b353-e8aef4f7126d\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.368}}, {\"76406\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-12-08 10:25:39.000000+00:00\", \"2020-04-27 11:21:36.000000+00:00\"], \"session_ids\": [\"cda9636b-9105-4036-b3df-364a5f4d09b4\", \"c2d18f15-2104-40e0-9ccd-b408b46631fb\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.847}}, {\"96258\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-21 11:04:20.000000+00:00\", \"2022-05-10 07:51:46.000000+00:00\", \"2019-03-18 03:27:53.000000+00:00\", \"2020-05-25 09:27:52.000000+00:00\", \"2019-01-15 14:21:09.000000+00:00\", \"2019-11-30 10:10:43.000000+00:00\", \"2023-02-24 12:56:02.000000+00:00\"], \"session_ids\": [\"e1bc3510-bc9c-468d-b8af-e32c9c5d667a\", \"aea0c87b-1a06-4d3b-89ab-b343a4e55024\", \"bc1196b5-76a8-4ace-8598-75dfae8d298b\", \"4173ab76-4d41-4184-b94c-e31cce774ba2\", \"79d0fde2-c753-4974-8a92-858626e1a033\", \"0c5f655d-87a6-40ac-8b6d-a321a71f5b53\", \"db60d222-930c-4a14-aec2-ec1c5ccbf20d\"], \"total_duration\": 96.0, \"total_sessions\": 7, \"mean_week_duration\": 0.447}}, {\"71455\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-05-01 23:27:01.000000+00:00\", \"2021-04-15 07:38:47.000000+00:00\"], \"session_ids\": [\"3b56f98b-acdb-4e2f-9b1f-08b4d493f1a5\", \"3505ee68-dacd-414a-8f63-63e37dc62eaf\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 2.4}}, {\"67532\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-15 18:02:47.000000+00:00\", \"2020-10-21 18:21:18.000000+00:00\"], \"session_ids\": [\"f54d5a5d-0ee3-4f9a-a0c5-b11ab0302347\", \"0efd7d6e-586c-4d1d-bc54-9cc0adf66b63\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 5.551}}, {\"34881\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-04-12 22:58:39.000000+00:00\", \"2022-10-06 15:04:46.000000+00:00\", \"2022-02-08 23:16:03.000000+00:00\", \"2020-06-06 01:55:58.000000+00:00\", \"2023-02-12 07:28:54.000000+00:00\", \"2022-02-13 01:51:02.000000+00:00\", \"2022-08-11 20:13:02.000000+00:00\"], \"session_ids\": [\"cc53b315-e2c8-4589-bcdb-4f294ce62489\", \"66bf987e-b316-438c-8c1c-08bc39209e28\", \"b068a834-bcac-4a16-b93d-33a8682623a4\", \"715d8413-1da1-4e4c-bffd-51644e13865d\", \"a0fbf951-dba6-4d4b-b8e6-b803cbc75a27\", \"2076055c-1a0b-4ea7-b5e3-22f5bfe96846\", \"d9686420-53c5-41bb-b78b-4869ec0849f7\"], \"total_duration\": 1694.0, \"total_sessions\": 7, \"mean_week_duration\": 11.369}}]\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[{\"30922\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-09 06:08:27.000000+00:00\", \"2019-03-07 08:03:53.000000+00:00\"], \"session_ids\": [\"d28cd3b3-9b02-4311-9291-2b3aa962235d\", \"0397a38f-3a1a-440b-b24c-00997b327ae1\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.134}}, {\"43083\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-12-02 01:59:04.000000+00:00\", \"2019-04-13 13:19:23.000000+00:00\"], \"session_ids\": [\"45d0d51d-4c7c-4048-a812-2acfc335ae7a\", \"5429906d-12f6-45a1-b353-e8aef4f7126d\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.368}}]\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[{\"30922\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-09 06:08:27.000000+00:00\", \"2019-03-07 08:03:53.000000+00:00\"], \"session_ids\": [\"d28cd3b3-9b02-4311-9291-2b3aa962235d\", \"0397a38f-3a1a-440b-b24c-00997b327ae1\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.134}}, {\"43083\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-12-02 01:59:04.000000+00:00\", \"2019-04-13 13:19:23.000000+00:00\"], \"session_ids\": [\"45d0d51d-4c7c-4048-a812-2acfc335ae7a\", \"5429906d-12f6-45a1-b353-e8aef4f7126d\"], \"total_duration\": 70.0, \"total_sessions\": 2, \"mean_week_duration\": 0.368}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on 5 users who are bot users based on quantity of sessions in addition apply sorting by total duration amount in asc." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"93969\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-05-25 19:39:41.000000+00:00\", \"2022-11-24 15:59:02.000000+00:00\", \"2020-06-10 17:10:30.000000+00:00\"], \"session_ids\": [\"cedc23cb-b657-459e-8629-b56e78c135df\", \"7c53d60b-dfd3-435f-9efc-23ae56a48591\", \"61ec7320-7e71-4c8a-888f-b99d768b58f7\"], \"total_duration\": 330.0, \"total_sessions\": 3, \"mean_week_duration\": 2.578}, \"75753\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-15 17:37:07.000000+00:00\", \"2022-10-03 05:28:31.000000+00:00\"], \"session_ids\": [\"f841a19e-a92e-4641-883f-82bdd6cb9d78\", \"4b7234a6-40db-4b3c-9c26-1dc7f113ea01\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 45.667}, \"42160\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-29 02:31:40.000000+00:00\", \"2020-07-01 06:34:02.000000+00:00\", \"2020-04-04 09:37:00.000000+00:00\", \"2023-06-23 03:15:03.000000+00:00\", \"2019-03-27 04:35:33.000000+00:00\", \"2020-10-06 20:16:16.000000+00:00\", \"2019-07-14 08:45:43.000000+00:00\", \"2022-08-23 12:34:34.000000+00:00\", \"2019-07-07 10:17:59.000000+00:00\"], \"session_ids\": [\"8449f7ec-27cd-412b-9edb-039e4a8aa5b9\", \"5158d5f2-eeab-48d5-9927-e6056fb004c8\", \"9e4969f7-1940-4b6d-bc20-ca5b793d3175\", \"d62b66ff-067e-4d9a-8797-e881d42dd142\", \"a5460549-647c-4575-9df0-86f2fdf7c451\", \"7d576022-273c-4c5a-9f2b-408a6fb43baf\", \"ad70468e-6239-46a2-a3e9-314b75f76ca8\", \"fd18f9d0-349f-48de-8a01-c36c6d12ff85\", \"20222c84-8126-42fa-ae1f-e3cac80ecbe7\"], \"total_duration\": 11672.0, \"total_sessions\": 9, \"mean_week_duration\": 52.577}, \"91200\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-04-03 02:20:54.000000+00:00\", \"2023-05-21 04:06:43.000000+00:00\", \"2020-07-25 06:55:08.000000+00:00\"], \"session_ids\": [\"a73d1887-a9d8-4172-9f07-2596bb0e0a94\", \"d322d231-6093-47a4-bf69-572a333917cf\", \"01265754-b5b1-43ae-8f99-7c03be279c7e\"], \"total_duration\": 594.0, \"total_sessions\": 3, \"mean_week_duration\": 4.041}, \"76879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-26 02:32:58.000000+00:00\", \"2021-03-13 18:33:00.000000+00:00\"], \"session_ids\": [\"9c1fc1b2-2b55-40e6-a034-6566007446ad\", \"d4c06055-683d-4b9f-b443-ed914dd80f2f\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 1.479}, \"66369\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-25 18:15:52.000000+00:00\", \"2022-03-16 21:39:35.000000+00:00\"], \"session_ids\": [\"afeccb7c-28d8-487f-abb6-76a73d0d9b88\", \"d6b99624-65e8-4f5d-845e-a0cf9159332d\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 0.827}, \"86262\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-13 00:31:52.000000+00:00\", \"2019-03-08 08:44:26.000000+00:00\"], \"session_ids\": [\"5175e2be-df89-4329-b746-45532ea80522\", \"546666e3-be44-4894-abc0-3818e1861b87\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}, \"56297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-12 21:16:51.000000+00:00\", \"2019-10-11 08:27:02.000000+00:00\", \"2022-01-24 09:57:02.000000+00:00\"], \"session_ids\": [\"0fd463f9-15dc-4c25-a81d-24cd8da1c595\", \"c9adc77f-11dd-4737-8507-4084eacfee38\", \"2b52e989-2645-4d71-9589-8b3de440f871\"], \"total_duration\": 120.0, \"total_sessions\": 3, \"mean_week_duration\": 0.876}, \"40697\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-09-03 04:33:33.000000+00:00\", \"2020-01-23 04:47:06.000000+00:00\", \"2019-10-21 21:39:41.000000+00:00\"], \"session_ids\": [\"fd3a6f6e-9c00-4104-972e-2b58fe4f3439\", \"06de5e13-fd90-4ca3-866f-8d8a118c7f17\", \"60e45f14-a681-428b-b3be-13acd6eb976d\"], \"total_duration\": 581.0, \"total_sessions\": 3, \"mean_week_duration\": 27.667}, \"83078\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-02-08 18:58:39.000000+00:00\", \"2021-08-27 16:43:51.000000+00:00\"], \"session_ids\": [\"39a614f6-c4c6-4dff-9e46-dc12ed184449\", \"3353981c-519c-471e-8fb2-53339d5e6706\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 9.034}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the lowest 5 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 5}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"75753\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-15 17:37:07.000000+00:00\", \"2022-10-03 05:28:31.000000+00:00\"], \"session_ids\": [\"f841a19e-a92e-4641-883f-82bdd6cb9d78\", \"4b7234a6-40db-4b3c-9c26-1dc7f113ea01\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 45.667}}, {\"76879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-26 02:32:58.000000+00:00\", \"2021-03-13 18:33:00.000000+00:00\"], \"session_ids\": [\"9c1fc1b2-2b55-40e6-a034-6566007446ad\", \"d4c06055-683d-4b9f-b443-ed914dd80f2f\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 1.479}}, {\"66369\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-25 18:15:52.000000+00:00\", \"2022-03-16 21:39:35.000000+00:00\"], \"session_ids\": [\"afeccb7c-28d8-487f-abb6-76a73d0d9b88\", \"d6b99624-65e8-4f5d-845e-a0cf9159332d\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 0.827}}, {\"86262\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-13 00:31:52.000000+00:00\", \"2019-03-08 08:44:26.000000+00:00\"], \"session_ids\": [\"5175e2be-df89-4329-b746-45532ea80522\", \"546666e3-be44-4894-abc0-3818e1861b87\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}}, {\"83078\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-02-08 18:58:39.000000+00:00\", \"2021-08-27 16:43:51.000000+00:00\"], \"session_ids\": [\"39a614f6-c4c6-4dff-9e46-dc12ed184449\", \"3353981c-519c-471e-8fb2-53339d5e6706\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 9.034}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"86262\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-13 00:31:52.000000+00:00\", \"2019-03-08 08:44:26.000000+00:00\"], \"session_ids\": [\"5175e2be-df89-4329-b746-45532ea80522\", \"546666e3-be44-4894-abc0-3818e1861b87\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}}, {\"66369\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-25 18:15:52.000000+00:00\", \"2022-03-16 21:39:35.000000+00:00\"], \"session_ids\": [\"afeccb7c-28d8-487f-abb6-76a73d0d9b88\", \"d6b99624-65e8-4f5d-845e-a0cf9159332d\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 0.827}}, {\"75753\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-15 17:37:07.000000+00:00\", \"2022-10-03 05:28:31.000000+00:00\"], \"session_ids\": [\"f841a19e-a92e-4641-883f-82bdd6cb9d78\", \"4b7234a6-40db-4b3c-9c26-1dc7f113ea01\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 45.667}}, {\"76879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-26 02:32:58.000000+00:00\", \"2021-03-13 18:33:00.000000+00:00\"], \"session_ids\": [\"9c1fc1b2-2b55-40e6-a034-6566007446ad\", \"d4c06055-683d-4b9f-b443-ed914dd80f2f\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 1.479}}, {\"83078\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-02-08 18:58:39.000000+00:00\", \"2021-08-27 16:43:51.000000+00:00\"], \"session_ids\": [\"39a614f6-c4c6-4dff-9e46-dc12ed184449\", \"3353981c-519c-471e-8fb2-53339d5e6706\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 9.034}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 5 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"86262\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-13 00:31:52.000000+00:00\", \"2019-03-08 08:44:26.000000+00:00\"], \"session_ids\": [\"5175e2be-df89-4329-b746-45532ea80522\", \"546666e3-be44-4894-abc0-3818e1861b87\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}}, {\"66369\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-25 18:15:52.000000+00:00\", \"2022-03-16 21:39:35.000000+00:00\"], \"session_ids\": [\"afeccb7c-28d8-487f-abb6-76a73d0d9b88\", \"d6b99624-65e8-4f5d-845e-a0cf9159332d\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 0.827}}, {\"75753\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-15 17:37:07.000000+00:00\", \"2022-10-03 05:28:31.000000+00:00\"], \"session_ids\": [\"f841a19e-a92e-4641-883f-82bdd6cb9d78\", \"4b7234a6-40db-4b3c-9c26-1dc7f113ea01\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 45.667}}, {\"76879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-26 02:32:58.000000+00:00\", \"2021-03-13 18:33:00.000000+00:00\"], \"session_ids\": [\"9c1fc1b2-2b55-40e6-a034-6566007446ad\", \"d4c06055-683d-4b9f-b443-ed914dd80f2f\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 1.479}}, {\"83078\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-02-08 18:58:39.000000+00:00\", \"2021-08-27 16:43:51.000000+00:00\"], \"session_ids\": [\"39a614f6-c4c6-4dff-9e46-dc12ed184449\", \"3353981c-519c-471e-8fb2-53339d5e6706\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 9.034}}]\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[{\"86262\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-13 00:31:52.000000+00:00\", \"2019-03-08 08:44:26.000000+00:00\"], \"session_ids\": [\"5175e2be-df89-4329-b746-45532ea80522\", \"546666e3-be44-4894-abc0-3818e1861b87\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}}, {\"66369\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-03-25 18:15:52.000000+00:00\", \"2022-03-16 21:39:35.000000+00:00\"], \"session_ids\": [\"afeccb7c-28d8-487f-abb6-76a73d0d9b88\", \"d6b99624-65e8-4f5d-845e-a0cf9159332d\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 0.827}}, {\"75753\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-15 17:37:07.000000+00:00\", \"2022-10-03 05:28:31.000000+00:00\"], \"session_ids\": [\"f841a19e-a92e-4641-883f-82bdd6cb9d78\", \"4b7234a6-40db-4b3c-9c26-1dc7f113ea01\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 45.667}}, {\"76879\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-26 02:32:58.000000+00:00\", \"2021-03-13 18:33:00.000000+00:00\"], \"session_ids\": [\"9c1fc1b2-2b55-40e6-a034-6566007446ad\", \"d4c06055-683d-4b9f-b443-ed914dd80f2f\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 1.479}}, {\"83078\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-02-08 18:58:39.000000+00:00\", \"2021-08-27 16:43:51.000000+00:00\"], \"session_ids\": [\"39a614f6-c4c6-4dff-9e46-dc12ed184449\", \"3353981c-519c-471e-8fb2-53339d5e6706\"], \"total_duration\": 262.0, \"total_sessions\": 2, \"mean_week_duration\": 9.034}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 6 users who are not living in city Oslo , sort by overall total duration in ascending order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83667\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-01-30 16:15:28.000000+00:00\", \"2022-09-24 11:38:56.000000+00:00\"], \"session_ids\": [\"825d64bc-9f2b-4407-8bdc-97c8e207b7f7\", \"2f410349-b30e-45e4-9286-fff7857b940b\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 1.737}, \"62093\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2023-04-30 02:04:38.000000+00:00\", \"2020-05-06 16:39:26.000000+00:00\"], \"session_ids\": [\"7d244e1e-5a72-4bfd-9033-b45c821a680c\", \"77004c6e-fa7f-451f-83cd-dc4e5f33f5d7\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 2.981}, \"36208\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-27 03:07:33.000000+00:00\", \"2019-04-30 14:03:13.000000+00:00\"], \"session_ids\": [\"b28c878f-5b56-469e-93f6-7a24cf0a0360\", \"ba109a44-227d-45aa-9c92-7c342aec8d45\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 3.077}, \"52339\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-24 16:15:17.000000+00:00\", \"2019-12-11 06:47:29.000000+00:00\"], \"session_ids\": [\"c2b6519a-bf64-4b5b-bb73-27388780e396\", \"191235c1-f906-4067-98da-1912ede282c6\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 10.091}, \"16202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-28 16:59:40.000000+00:00\", \"2021-06-24 11:33:51.000000+00:00\"], \"session_ids\": [\"0fc98728-a593-4db6-b9b7-c97c941f9b9c\", \"8a440f59-4783-4b9d-926f-aaf69413bc77\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 24.0}, \"16088\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-09 03:35:12.000000+00:00\", \"2019-09-28 07:25:52.000000+00:00\"], \"session_ids\": [\"49a7eb49-8054-4a55-92c8-8f6c94041552\", \"4321774b-1800-49be-96cb-9e28effe4a77\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 14.619}, \"11416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 7, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-05 05:40:36.000000+00:00\", \"2020-05-14 19:36:25.000000+00:00\", \"2022-08-16 12:26:14.000000+00:00\", \"2021-04-26 12:49:55.000000+00:00\"], \"session_ids\": [\"59732af7-bd96-412a-aba0-55c85b36f03f\", \"40ebe817-6959-4c42-99c7-3063adc87a7a\", \"b5e7ab5c-feb8-47b7-8a33-b789db42b588\", \"51104b26-be6a-4fa5-8f9a-108dd341d0a5\"], \"total_duration\": 84.0, \"total_sessions\": 4, \"mean_week_duration\": 0.528}, \"4797\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-10 23:09:28.000000+00:00\", \"2020-09-25 20:47:53.000000+00:00\", \"2021-10-18 11:35:29.000000+00:00\"], \"session_ids\": [\"9bbdf14f-1a5b-4693-8b4b-934bcf1d3b01\", \"c120cb67-e055-44bd-be7a-8dee29d02836\", \"9d79f51d-3f64-4a46-a7ef-493b41d879fa\"], \"total_duration\": 44.0, \"total_sessions\": 3, \"mean_week_duration\": 0.786}, \"37113\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-06-10 03:48:11.000000+00:00\", \"2019-04-22 17:41:31.000000+00:00\"], \"session_ids\": [\"c52ba5fa-ddbc-4361-9b0b-d4edb8f4f3e7\", \"168e5be3-d028-4c1a-af16-d380d9823f87\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.75}, \"18240\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 6, \"Change Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-12-05 00:48:40.000000+00:00\", \"2021-11-25 07:30:41.000000+00:00\", \"2019-10-29 06:34:51.000000+00:00\", \"2022-04-03 23:33:33.000000+00:00\"], \"session_ids\": [\"00955673-dd57-4e62-9116-c9422a6388b2\", \"10f43be6-f5e9-478d-869d-47682f128eb0\", \"fd9dc226-47ac-46c4-b17e-a7a65c4bb1f5\", \"f944e667-27e3-4e15-8c51-dd30a1d89e4a\"], \"total_duration\": 721.0, \"total_sessions\": 4, \"mean_week_duration\": 5.677}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Oslo" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Oslo\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83667\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-01-30 16:15:28.000000+00:00\", \"2022-09-24 11:38:56.000000+00:00\"], \"session_ids\": [\"825d64bc-9f2b-4407-8bdc-97c8e207b7f7\", \"2f410349-b30e-45e4-9286-fff7857b940b\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 1.737}, \"62093\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2023-04-30 02:04:38.000000+00:00\", \"2020-05-06 16:39:26.000000+00:00\"], \"session_ids\": [\"7d244e1e-5a72-4bfd-9033-b45c821a680c\", \"77004c6e-fa7f-451f-83cd-dc4e5f33f5d7\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 2.981}, \"36208\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-27 03:07:33.000000+00:00\", \"2019-04-30 14:03:13.000000+00:00\"], \"session_ids\": [\"b28c878f-5b56-469e-93f6-7a24cf0a0360\", \"ba109a44-227d-45aa-9c92-7c342aec8d45\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 3.077}, \"52339\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-24 16:15:17.000000+00:00\", \"2019-12-11 06:47:29.000000+00:00\"], \"session_ids\": [\"c2b6519a-bf64-4b5b-bb73-27388780e396\", \"191235c1-f906-4067-98da-1912ede282c6\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 10.091}, \"16202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-28 16:59:40.000000+00:00\", \"2021-06-24 11:33:51.000000+00:00\"], \"session_ids\": [\"0fc98728-a593-4db6-b9b7-c97c941f9b9c\", \"8a440f59-4783-4b9d-926f-aaf69413bc77\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 24.0}, \"16088\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-09 03:35:12.000000+00:00\", \"2019-09-28 07:25:52.000000+00:00\"], \"session_ids\": [\"49a7eb49-8054-4a55-92c8-8f6c94041552\", \"4321774b-1800-49be-96cb-9e28effe4a77\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 14.619}, \"11416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 7, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-05 05:40:36.000000+00:00\", \"2020-05-14 19:36:25.000000+00:00\", \"2022-08-16 12:26:14.000000+00:00\", \"2021-04-26 12:49:55.000000+00:00\"], \"session_ids\": [\"59732af7-bd96-412a-aba0-55c85b36f03f\", \"40ebe817-6959-4c42-99c7-3063adc87a7a\", \"b5e7ab5c-feb8-47b7-8a33-b789db42b588\", \"51104b26-be6a-4fa5-8f9a-108dd341d0a5\"], \"total_duration\": 84.0, \"total_sessions\": 4, \"mean_week_duration\": 0.528}, \"4797\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-10 23:09:28.000000+00:00\", \"2020-09-25 20:47:53.000000+00:00\", \"2021-10-18 11:35:29.000000+00:00\"], \"session_ids\": [\"9bbdf14f-1a5b-4693-8b4b-934bcf1d3b01\", \"c120cb67-e055-44bd-be7a-8dee29d02836\", \"9d79f51d-3f64-4a46-a7ef-493b41d879fa\"], \"total_duration\": 44.0, \"total_sessions\": 3, \"mean_week_duration\": 0.786}, \"37113\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-06-10 03:48:11.000000+00:00\", \"2019-04-22 17:41:31.000000+00:00\"], \"session_ids\": [\"c52ba5fa-ddbc-4361-9b0b-d4edb8f4f3e7\", \"168e5be3-d028-4c1a-af16-d380d9823f87\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.75}, \"18240\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 6, \"Change Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-12-05 00:48:40.000000+00:00\", \"2021-11-25 07:30:41.000000+00:00\", \"2019-10-29 06:34:51.000000+00:00\", \"2022-04-03 23:33:33.000000+00:00\"], \"session_ids\": [\"00955673-dd57-4e62-9116-c9422a6388b2\", \"10f43be6-f5e9-478d-869d-47682f128eb0\", \"fd9dc226-47ac-46c4-b17e-a7a65c4bb1f5\", \"f944e667-27e3-4e15-8c51-dd30a1d89e4a\"], \"total_duration\": 721.0, \"total_sessions\": 4, \"mean_week_duration\": 5.677}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"16202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-28 16:59:40.000000+00:00\", \"2021-06-24 11:33:51.000000+00:00\"], \"session_ids\": [\"0fc98728-a593-4db6-b9b7-c97c941f9b9c\", \"8a440f59-4783-4b9d-926f-aaf69413bc77\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 24.0}}, {\"83667\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-01-30 16:15:28.000000+00:00\", \"2022-09-24 11:38:56.000000+00:00\"], \"session_ids\": [\"825d64bc-9f2b-4407-8bdc-97c8e207b7f7\", \"2f410349-b30e-45e4-9286-fff7857b940b\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 1.737}}, {\"4797\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-10 23:09:28.000000+00:00\", \"2020-09-25 20:47:53.000000+00:00\", \"2021-10-18 11:35:29.000000+00:00\"], \"session_ids\": [\"9bbdf14f-1a5b-4693-8b4b-934bcf1d3b01\", \"c120cb67-e055-44bd-be7a-8dee29d02836\", \"9d79f51d-3f64-4a46-a7ef-493b41d879fa\"], \"total_duration\": 44.0, \"total_sessions\": 3, \"mean_week_duration\": 0.786}}, {\"11416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 7, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-05 05:40:36.000000+00:00\", \"2020-05-14 19:36:25.000000+00:00\", \"2022-08-16 12:26:14.000000+00:00\", \"2021-04-26 12:49:55.000000+00:00\"], \"session_ids\": [\"59732af7-bd96-412a-aba0-55c85b36f03f\", \"40ebe817-6959-4c42-99c7-3063adc87a7a\", \"b5e7ab5c-feb8-47b7-8a33-b789db42b588\", \"51104b26-be6a-4fa5-8f9a-108dd341d0a5\"], \"total_duration\": 84.0, \"total_sessions\": 4, \"mean_week_duration\": 0.528}}, {\"37113\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-06-10 03:48:11.000000+00:00\", \"2019-04-22 17:41:31.000000+00:00\"], \"session_ids\": [\"c52ba5fa-ddbc-4361-9b0b-d4edb8f4f3e7\", \"168e5be3-d028-4c1a-af16-d380d9823f87\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.75}}, {\"52339\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-24 16:15:17.000000+00:00\", \"2019-12-11 06:47:29.000000+00:00\"], \"session_ids\": [\"c2b6519a-bf64-4b5b-bb73-27388780e396\", \"191235c1-f906-4067-98da-1912ede282c6\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 10.091}}, {\"16088\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-05-09 03:35:12.000000+00:00\", \"2019-09-28 07:25:52.000000+00:00\"], \"session_ids\": [\"49a7eb49-8054-4a55-92c8-8f6c94041552\", \"4321774b-1800-49be-96cb-9e28effe4a77\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 14.619}}, {\"36208\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-27 03:07:33.000000+00:00\", \"2019-04-30 14:03:13.000000+00:00\"], \"session_ids\": [\"b28c878f-5b56-469e-93f6-7a24cf0a0360\", \"ba109a44-227d-45aa-9c92-7c342aec8d45\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 3.077}}, {\"62093\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2023-04-30 02:04:38.000000+00:00\", \"2020-05-06 16:39:26.000000+00:00\"], \"session_ids\": [\"7d244e1e-5a72-4bfd-9033-b45c821a680c\", \"77004c6e-fa7f-451f-83cd-dc4e5f33f5d7\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 2.981}}, {\"18240\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 6, \"Change Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-12-05 00:48:40.000000+00:00\", \"2021-11-25 07:30:41.000000+00:00\", \"2019-10-29 06:34:51.000000+00:00\", \"2022-04-03 23:33:33.000000+00:00\"], \"session_ids\": [\"00955673-dd57-4e62-9116-c9422a6388b2\", \"10f43be6-f5e9-478d-869d-47682f128eb0\", \"fd9dc226-47ac-46c4-b17e-a7a65c4bb1f5\", \"f944e667-27e3-4e15-8c51-dd30a1d89e4a\"], \"total_duration\": 721.0, \"total_sessions\": 4, \"mean_week_duration\": 5.677}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 6 entries, discarding 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[{\"16202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-28 16:59:40.000000+00:00\", \"2021-06-24 11:33:51.000000+00:00\"], \"session_ids\": [\"0fc98728-a593-4db6-b9b7-c97c941f9b9c\", \"8a440f59-4783-4b9d-926f-aaf69413bc77\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 24.0}}, {\"83667\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-01-30 16:15:28.000000+00:00\", \"2022-09-24 11:38:56.000000+00:00\"], \"session_ids\": [\"825d64bc-9f2b-4407-8bdc-97c8e207b7f7\", \"2f410349-b30e-45e4-9286-fff7857b940b\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 1.737}}, {\"4797\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-10 23:09:28.000000+00:00\", \"2020-09-25 20:47:53.000000+00:00\", \"2021-10-18 11:35:29.000000+00:00\"], \"session_ids\": [\"9bbdf14f-1a5b-4693-8b4b-934bcf1d3b01\", \"c120cb67-e055-44bd-be7a-8dee29d02836\", \"9d79f51d-3f64-4a46-a7ef-493b41d879fa\"], \"total_duration\": 44.0, \"total_sessions\": 3, \"mean_week_duration\": 0.786}}, {\"11416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 7, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-05 05:40:36.000000+00:00\", \"2020-05-14 19:36:25.000000+00:00\", \"2022-08-16 12:26:14.000000+00:00\", \"2021-04-26 12:49:55.000000+00:00\"], \"session_ids\": [\"59732af7-bd96-412a-aba0-55c85b36f03f\", \"40ebe817-6959-4c42-99c7-3063adc87a7a\", \"b5e7ab5c-feb8-47b7-8a33-b789db42b588\", \"51104b26-be6a-4fa5-8f9a-108dd341d0a5\"], \"total_duration\": 84.0, \"total_sessions\": 4, \"mean_week_duration\": 0.528}}, {\"37113\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-06-10 03:48:11.000000+00:00\", \"2019-04-22 17:41:31.000000+00:00\"], \"session_ids\": [\"c52ba5fa-ddbc-4361-9b0b-d4edb8f4f3e7\", \"168e5be3-d028-4c1a-af16-d380d9823f87\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.75}}, {\"52339\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-24 16:15:17.000000+00:00\", \"2019-12-11 06:47:29.000000+00:00\"], \"session_ids\": [\"c2b6519a-bf64-4b5b-bb73-27388780e396\", \"191235c1-f906-4067-98da-1912ede282c6\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 10.091}}]\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[{\"16202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-28 16:59:40.000000+00:00\", \"2021-06-24 11:33:51.000000+00:00\"], \"session_ids\": [\"0fc98728-a593-4db6-b9b7-c97c941f9b9c\", \"8a440f59-4783-4b9d-926f-aaf69413bc77\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 24.0}}, {\"83667\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-01-30 16:15:28.000000+00:00\", \"2022-09-24 11:38:56.000000+00:00\"], \"session_ids\": [\"825d64bc-9f2b-4407-8bdc-97c8e207b7f7\", \"2f410349-b30e-45e4-9286-fff7857b940b\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 1.737}}, {\"4797\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-10 23:09:28.000000+00:00\", \"2020-09-25 20:47:53.000000+00:00\", \"2021-10-18 11:35:29.000000+00:00\"], \"session_ids\": [\"9bbdf14f-1a5b-4693-8b4b-934bcf1d3b01\", \"c120cb67-e055-44bd-be7a-8dee29d02836\", \"9d79f51d-3f64-4a46-a7ef-493b41d879fa\"], \"total_duration\": 44.0, \"total_sessions\": 3, \"mean_week_duration\": 0.786}}, {\"11416\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 7, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-05 05:40:36.000000+00:00\", \"2020-05-14 19:36:25.000000+00:00\", \"2022-08-16 12:26:14.000000+00:00\", \"2021-04-26 12:49:55.000000+00:00\"], \"session_ids\": [\"59732af7-bd96-412a-aba0-55c85b36f03f\", \"40ebe817-6959-4c42-99c7-3063adc87a7a\", \"b5e7ab5c-feb8-47b7-8a33-b789db42b588\", \"51104b26-be6a-4fa5-8f9a-108dd341d0a5\"], \"total_duration\": 84.0, \"total_sessions\": 4, \"mean_week_duration\": 0.528}}, {\"37113\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-06-10 03:48:11.000000+00:00\", \"2019-04-22 17:41:31.000000+00:00\"], \"session_ids\": [\"c52ba5fa-ddbc-4361-9b0b-d4edb8f4f3e7\", \"168e5be3-d028-4c1a-af16-d380d9823f87\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.75}}, {\"52339\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-02-24 16:15:17.000000+00:00\", \"2019-12-11 06:47:29.000000+00:00\"], \"session_ids\": [\"c2b6519a-bf64-4b5b-bb73-27388780e396\", \"191235c1-f906-4067-98da-1912ede282c6\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 10.091}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Offer me knowledge about users whose overall quantity of sessions is equal to than 4 plus implement sorting by site usage time per week asc." } ]
[ { "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{\"74758\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-02-05 14:02:19.000000+00:00\", \"2020-08-18 17:08:01.000000+00:00\", \"2021-07-17 17:20:28.000000+00:00\", \"2022-02-04 03:54:02.000000+00:00\", \"2021-12-31 11:45:19.000000+00:00\"], \"session_ids\": [\"8534e954-ef90-49bb-872a-0ffc45633545\", \"bb41c9ed-d7ee-4730-9a07-b42deed8df9a\", \"05eaf042-505b-469c-9ba5-6b53175abd4c\", \"9c569d32-82e0-4801-8973-b2bbf612ae28\", \"bdcfa64a-019c-4c76-b186-4dbc32b166fe\"], \"total_duration\": 2077.0, \"total_sessions\": 5, \"mean_week_duration\": 16.101}, \"15962\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-12 11:45:08.000000+00:00\", \"2021-07-06 04:10:58.000000+00:00\", \"2022-02-24 11:20:29.000000+00:00\"], \"session_ids\": [\"4af814dd-fd9f-4b38-8605-f7eefd714d7c\", \"964bfe3f-478d-480a-9143-d27a7d13a93c\", \"946fe558-0951-4bb8-accf-23ae67062a91\"], \"total_duration\": 376.0, \"total_sessions\": 3, \"mean_week_duration\": 2.307}, \"16562\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-25 22:56:29.000000+00:00\", \"2021-06-28 01:53:22.000000+00:00\"], \"session_ids\": [\"c0eaa3f0-2b82-4265-9a67-d6d668df68dd\", \"00df7963-e8f8-44d2-8b4b-1ea96c9975a4\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 3.931}, \"59005\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 6}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-01 19:39:43.000000+00:00\", \"2019-10-26 14:05:23.000000+00:00\"], \"session_ids\": [\"86a665d0-6211-4f86-b8f5-a8be75cfe40e\", \"e469a9a8-3581-4d41-a965-b5d3fb7d9abd\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}, \"63716\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-01-22 02:04:27.000000+00:00\", \"2022-07-13 04:32:39.000000+00:00\"], \"session_ids\": [\"a8a421e0-7e8e-4e77-9e8c-71cbfc4e053a\", \"51059de9-3f61-4900-b111-66badef063b4\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 3.221}, \"62847\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-05 01:58:08.000000+00:00\", \"2021-07-03 04:24:28.000000+00:00\"], \"session_ids\": [\"acca0dfd-0db1-46eb-b7bc-3689c6524472\", \"ff9a713c-47ca-4b34-9848-addbedae7162\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 10.477}, \"78021\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-05-17 07:30:32.000000+00:00\", \"2022-04-14 00:05:42.000000+00:00\", \"2020-08-29 00:08:18.000000+00:00\", \"2019-01-22 09:13:32.000000+00:00\", \"2020-07-08 13:13:46.000000+00:00\"], \"session_ids\": [\"f49b54d5-b67d-4257-b5de-f7efc3419891\", \"6247151a-0201-41d8-abca-b67dbbee89fb\", \"116d387c-cf36-4969-997d-62d17f617704\", \"d896f5bf-2bea-4d00-8c12-32da92e9ec78\", \"a577094f-60f0-441e-a894-e0aa55fad7e8\"], \"total_duration\": 78.0, \"total_sessions\": 5, \"mean_week_duration\": 0.462}, \"66379\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-04-11 00:16:56.000000+00:00\", \"2019-07-26 14:30:14.000000+00:00\"], \"session_ids\": [\"b6dbcfcb-c620-42fd-ad57-e4eb56b8b82f\", \"3593b804-ec43-47df-a177-fe82fa5fe311\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 2.289}, \"33718\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-14 22:35:36.000000+00:00\", \"2022-05-24 11:17:18.000000+00:00\"], \"session_ids\": [\"1c87ced3-7560-4382-9bc2-7c6041b0afed\", \"4fcc9d1f-8fcb-4ef9-bbaa-5cd9737600f4\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.72}, \"88111\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-22 11:58:16.000000+00:00\", \"2020-01-28 04:26:03.000000+00:00\", \"2020-12-28 02:24:24.000000+00:00\", \"2019-06-20 03:40:36.000000+00:00\", \"2023-03-30 07:37:14.000000+00:00\"], \"session_ids\": [\"cb94373d-4c18-4d27-9c36-941ac9e050ea\", \"1f719d86-88c6-472c-abc1-685874f4e2cd\", \"7ad67754-322f-4a64-baaf-18904daf8636\", \"9d0032fd-9d59-47bb-9155-79817d07cb3c\", \"f62fda2c-927b-4df0-aa3f-d8dbbbe5c2e8\"], \"total_duration\": 1045.0, \"total_sessions\": 5, \"mean_week_duration\": 5.305}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[4, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Offer me knowledge about user with a overall total duration that is above 3442 and below 358, exclusive 358 in addition perform sorting by town center name in asc." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"95328\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-05-28 02:49:41.000000+00:00\", \"2022-08-09 04:45:55.000000+00:00\", \"2019-10-27 13:31:47.000000+00:00\"], \"session_ids\": [\"5d3338e8-a47a-4b98-aa67-23fbf2d4d098\", \"fc50d950-8fa8-4ce1-b8fc-14163812c62a\", \"d4186e9b-dae3-45bb-aa2a-1b1c58ac47e0\"], \"total_duration\": 870.0, \"total_sessions\": 3, \"mean_week_duration\": 5.959}, \"78925\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-10 08:01:50.000000+00:00\", \"2020-11-02 08:44:25.000000+00:00\", \"2020-04-15 04:30:24.000000+00:00\"], \"session_ids\": [\"a2204924-2709-42ec-9b0e-0a44aa6225d7\", \"05de26fc-3ffb-454b-87c6-e620c1af1fdb\", \"675ec2c6-ae5a-4e62-a251-d3803b96617d\"], \"total_duration\": 1010.0, \"total_sessions\": 3, \"mean_week_duration\": 9.352}, \"88582\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-08 23:50:30.000000+00:00\", \"2022-07-15 01:19:25.000000+00:00\"], \"session_ids\": [\"4c221d2f-fdb8-41ce-b190-e729742ec003\", \"58d6c513-3609-44fa-9c99-105188d16386\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 1.674}, \"77448\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-29 20:58:01.000000+00:00\", \"2020-08-19 18:19:43.000000+00:00\"], \"session_ids\": [\"dad75712-2ba7-463d-b34b-1f6770397ebc\", \"a528f91d-ee65-44be-83c8-5716061152d0\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 3.3}, \"60240\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-07-17 21:36:54.000000+00:00\", \"2020-08-06 15:17:17.000000+00:00\", \"2019-12-09 23:10:25.000000+00:00\", \"2021-09-09 03:19:55.000000+00:00\", \"2020-09-16 20:39:26.000000+00:00\"], \"session_ids\": [\"5b08fcc0-695c-42ea-bea4-79e6a32c230e\", \"e0de0025-0182-4543-9ad6-73a6e7d704a9\", \"31e4bcf8-b15b-434e-ba9c-d51645843a9d\", \"395edb84-eac8-459f-8f9e-790dc303f5fd\", \"c6aaa588-1476-4707-bb6d-24db43915ffc\"], \"total_duration\": 1314.0, \"total_sessions\": 5, \"mean_week_duration\": 9.662}, \"83621\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-04-17 10:21:12.000000+00:00\", \"2019-07-08 11:43:53.000000+00:00\"], \"session_ids\": [\"b5971261-13fb-47e0-a2d9-7d1581695ce6\", \"444e49c2-4841-4b40-a1a7-8d3065919db7\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 3.376}, \"26276\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-07-22 17:26:05.000000+00:00\", \"2023-05-19 14:47:21.000000+00:00\"], \"session_ids\": [\"1c0c8d9f-6a73-4d37-a117-fc8af041e81b\", \"e03eb591-9cbf-4897-8b71-d419a770cb8a\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 1.297}, \"64162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-07-24 11:23:50.000000+00:00\", \"2021-04-22 15:22:37.000000+00:00\"], \"session_ids\": [\"0712fcd9-2f91-43cb-b3d0-657e18e0538a\", \"1d143cc3-ada8-4bb9-9de5-13bee1b260d4\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.217}, \"45514\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-04 07:37:40.000000+00:00\", \"2022-02-20 12:45:38.000000+00:00\"], \"session_ids\": [\"1dc2c5d5-0632-4ddb-8fd1-1f7f5007cbe3\", \"8dc786c4-c2ce-4ee6-a2c6-69897b487de9\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.692}, \"38599\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-05-14 14:14:06.000000+00:00\", \"2020-09-09 20:58:41.000000+00:00\", \"2022-06-02 09:49:22.000000+00:00\", \"2023-06-08 09:21:24.000000+00:00\", \"2023-05-25 09:52:06.000000+00:00\", \"2019-07-06 10:04:46.000000+00:00\", \"2021-04-25 18:19:05.000000+00:00\", \"2020-12-20 13:25:15.000000+00:00\", \"2020-03-06 11:13:50.000000+00:00\", \"2020-10-23 15:13:33.000000+00:00\", \"2022-11-25 21:25:32.000000+00:00\"], \"session_ids\": [\"a3c32df3-d603-48f9-961d-2b682088dc5b\", \"4bf65b41-1fde-4e4d-9a27-213402c6641f\", \"8472c9fc-7dac-41fb-a6c6-3ec691dfe4dc\", \"d0d0d73e-e21e-4957-9840-45276a91f662\", \"f56f02cc-501b-4634-919b-a02f03a1a16e\", \"6258e8a0-a397-4701-a4c2-317d71c6f4f3\", \"4fb88ea1-6b30-499f-b9a3-b83e8a02ffb7\", \"7634b4ba-61e9-4ff7-826e-1240146a926c\", \"9ced6199-b0a2-4cd7-b79e-c5dfc5bfd5be\", \"e466bb53-6a73-4179-a729-6a35c6330f95\", \"d5504ef4-7989-476c-9195-c33eff3619c6\"], \"total_duration\": 3962.0, \"total_sessions\": 11, \"mean_week_duration\": 18.601}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are less than 358 and are equal or greater than 3442" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_duration\": [[358, 3442]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"88582\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-08 23:50:30.000000+00:00\", \"2022-07-15 01:19:25.000000+00:00\"], \"session_ids\": [\"4c221d2f-fdb8-41ce-b190-e729742ec003\", \"58d6c513-3609-44fa-9c99-105188d16386\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 1.674}, \"77448\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-29 20:58:01.000000+00:00\", \"2020-08-19 18:19:43.000000+00:00\"], \"session_ids\": [\"dad75712-2ba7-463d-b34b-1f6770397ebc\", \"a528f91d-ee65-44be-83c8-5716061152d0\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 3.3}, \"83621\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-04-17 10:21:12.000000+00:00\", \"2019-07-08 11:43:53.000000+00:00\"], \"session_ids\": [\"b5971261-13fb-47e0-a2d9-7d1581695ce6\", \"444e49c2-4841-4b40-a1a7-8d3065919db7\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 3.376}, \"26276\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-07-22 17:26:05.000000+00:00\", \"2023-05-19 14:47:21.000000+00:00\"], \"session_ids\": [\"1c0c8d9f-6a73-4d37-a117-fc8af041e81b\", \"e03eb591-9cbf-4897-8b71-d419a770cb8a\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 1.297}, \"64162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-07-24 11:23:50.000000+00:00\", \"2021-04-22 15:22:37.000000+00:00\"], \"session_ids\": [\"0712fcd9-2f91-43cb-b3d0-657e18e0538a\", \"1d143cc3-ada8-4bb9-9de5-13bee1b260d4\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.217}, \"45514\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-04 07:37:40.000000+00:00\", \"2022-02-20 12:45:38.000000+00:00\"], \"session_ids\": [\"1dc2c5d5-0632-4ddb-8fd1-1f7f5007cbe3\", \"8dc786c4-c2ce-4ee6-a2c6-69897b487de9\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.692}, \"38599\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-05-14 14:14:06.000000+00:00\", \"2020-09-09 20:58:41.000000+00:00\", \"2022-06-02 09:49:22.000000+00:00\", \"2023-06-08 09:21:24.000000+00:00\", \"2023-05-25 09:52:06.000000+00:00\", \"2019-07-06 10:04:46.000000+00:00\", \"2021-04-25 18:19:05.000000+00:00\", \"2020-12-20 13:25:15.000000+00:00\", \"2020-03-06 11:13:50.000000+00:00\", \"2020-10-23 15:13:33.000000+00:00\", \"2022-11-25 21:25:32.000000+00:00\"], \"session_ids\": [\"a3c32df3-d603-48f9-961d-2b682088dc5b\", \"4bf65b41-1fde-4e4d-9a27-213402c6641f\", \"8472c9fc-7dac-41fb-a6c6-3ec691dfe4dc\", \"d0d0d73e-e21e-4957-9840-45276a91f662\", \"f56f02cc-501b-4634-919b-a02f03a1a16e\", \"6258e8a0-a397-4701-a4c2-317d71c6f4f3\", \"4fb88ea1-6b30-499f-b9a3-b83e8a02ffb7\", \"7634b4ba-61e9-4ff7-826e-1240146a926c\", \"9ced6199-b0a2-4cd7-b79e-c5dfc5bfd5be\", \"e466bb53-6a73-4179-a729-6a35c6330f95\", \"d5504ef4-7989-476c-9195-c33eff3619c6\"], \"total_duration\": 3962.0, \"total_sessions\": 11, \"mean_week_duration\": 18.601}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"45514\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-04 07:37:40.000000+00:00\", \"2022-02-20 12:45:38.000000+00:00\"], \"session_ids\": [\"1dc2c5d5-0632-4ddb-8fd1-1f7f5007cbe3\", \"8dc786c4-c2ce-4ee6-a2c6-69897b487de9\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.692}}, {\"77448\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-29 20:58:01.000000+00:00\", \"2020-08-19 18:19:43.000000+00:00\"], \"session_ids\": [\"dad75712-2ba7-463d-b34b-1f6770397ebc\", \"a528f91d-ee65-44be-83c8-5716061152d0\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 3.3}}, {\"88582\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-01-08 23:50:30.000000+00:00\", \"2022-07-15 01:19:25.000000+00:00\"], \"session_ids\": [\"4c221d2f-fdb8-41ce-b190-e729742ec003\", \"58d6c513-3609-44fa-9c99-105188d16386\"], \"total_duration\": 221.0, \"total_sessions\": 2, \"mean_week_duration\": 1.674}}, {\"83621\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-04-17 10:21:12.000000+00:00\", \"2019-07-08 11:43:53.000000+00:00\"], \"session_ids\": [\"b5971261-13fb-47e0-a2d9-7d1581695ce6\", \"444e49c2-4841-4b40-a1a7-8d3065919db7\"], \"total_duration\": 314.0, \"total_sessions\": 2, \"mean_week_duration\": 3.376}}, {\"38599\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-05-14 14:14:06.000000+00:00\", \"2020-09-09 20:58:41.000000+00:00\", \"2022-06-02 09:49:22.000000+00:00\", \"2023-06-08 09:21:24.000000+00:00\", \"2023-05-25 09:52:06.000000+00:00\", \"2019-07-06 10:04:46.000000+00:00\", \"2021-04-25 18:19:05.000000+00:00\", \"2020-12-20 13:25:15.000000+00:00\", \"2020-03-06 11:13:50.000000+00:00\", \"2020-10-23 15:13:33.000000+00:00\", \"2022-11-25 21:25:32.000000+00:00\"], \"session_ids\": [\"a3c32df3-d603-48f9-961d-2b682088dc5b\", \"4bf65b41-1fde-4e4d-9a27-213402c6641f\", \"8472c9fc-7dac-41fb-a6c6-3ec691dfe4dc\", \"d0d0d73e-e21e-4957-9840-45276a91f662\", \"f56f02cc-501b-4634-919b-a02f03a1a16e\", \"6258e8a0-a397-4701-a4c2-317d71c6f4f3\", \"4fb88ea1-6b30-499f-b9a3-b83e8a02ffb7\", \"7634b4ba-61e9-4ff7-826e-1240146a926c\", \"9ced6199-b0a2-4cd7-b79e-c5dfc5bfd5be\", \"e466bb53-6a73-4179-a729-6a35c6330f95\", \"d5504ef4-7989-476c-9195-c33eff3619c6\"], \"total_duration\": 3962.0, \"total_sessions\": 11, \"mean_week_duration\": 18.601}}, {\"26276\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-07-22 17:26:05.000000+00:00\", \"2023-05-19 14:47:21.000000+00:00\"], \"session_ids\": [\"1c0c8d9f-6a73-4d37-a117-fc8af041e81b\", \"e03eb591-9cbf-4897-8b71-d419a770cb8a\"], \"total_duration\": 192.0, \"total_sessions\": 2, \"mean_week_duration\": 1.297}}, {\"64162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-07-24 11:23:50.000000+00:00\", \"2021-04-22 15:22:37.000000+00:00\"], \"session_ids\": [\"0712fcd9-2f91-43cb-b3d0-657e18e0538a\", \"1d143cc3-ada8-4bb9-9de5-13bee1b260d4\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.217}}]\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[{\"45514\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-04 07:37:40.000000+00:00\", \"2022-02-20 12:45:38.000000+00:00\"], \"session_ids\": [\"1dc2c5d5-0632-4ddb-8fd1-1f7f5007cbe3\", \"8dc786c4-c2ce-4ee6-a2c6-69897b487de9\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.692}}]\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[{\"45514\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-04 07:37:40.000000+00:00\", \"2022-02-20 12:45:38.000000+00:00\"], \"session_ids\": [\"1dc2c5d5-0632-4ddb-8fd1-1f7f5007cbe3\", \"8dc786c4-c2ce-4ee6-a2c6-69897b487de9\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.692}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 5 users pieces of information who have average of total time spent in the app per week strictly less than 12 and greater than 28 (not including) , moreover sort by time using the app per week from the smallest value to the largest value + remain only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"86398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-26 04:56:38.000000+00:00\", \"2023-05-06 06:48:27.000000+00:00\"], \"session_ids\": [\"6c5200e1-5266-41b4-bc0f-236095510616\", \"52d59442-d314-47f2-8d8b-f6f5bb1e8fdd\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.295}, \"97726\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-08-07 18:06:39.000000+00:00\", \"2022-09-22 14:33:33.000000+00:00\"], \"session_ids\": [\"76b9a888-6ac0-4b07-b3a3-f0c63789d7f4\", \"d67dc532-431c-4070-94f8-4311546b178c\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 2.441}, \"13956\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-10-26 09:11:16.000000+00:00\", \"2022-06-18 13:50:38.000000+00:00\", \"2020-03-01 19:32:53.000000+00:00\", \"2020-07-21 06:08:26.000000+00:00\", \"2022-03-18 05:04:09.000000+00:00\", \"2019-12-22 22:48:41.000000+00:00\"], \"session_ids\": [\"20a3744c-08d8-40c3-bf98-89ffbf2c1ff3\", \"052058b6-115b-4d62-9579-ba39e11af2ff\", \"562b50e5-0fb6-4b3d-b30e-6b49544ccd0b\", \"272d5c50-155f-4bdf-a685-222ac809d4df\", \"e406d38a-6d7b-4f89-858c-36e53d74fe5b\", \"66b7275f-f9b6-4903-afa9-2ce78c8cbde2\"], \"total_duration\": 555.0, \"total_sessions\": 6, \"mean_week_duration\": 4.022}, \"56687\": {\"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\": \"New Delhi\", \"datetimes\": [\"2020-02-08 17:53:20.000000+00:00\", \"2022-04-09 08:43:22.000000+00:00\", \"2022-05-19 09:50:35.000000+00:00\", \"2020-10-24 11:13:59.000000+00:00\", \"2020-11-22 14:29:30.000000+00:00\"], \"session_ids\": [\"5ebb9589-92ba-4624-8cd5-ae2ffdf3b59d\", \"3ea53383-8c2b-4144-859c-7466baf69ea7\", \"6974fc8d-0203-470d-a1b7-c669649e4c25\", \"5a766eb5-2699-40ca-9e88-5890a051db14\", \"4492bb11-6699-4e7f-b0df-6034ecb5a75f\"], \"total_duration\": 59.0, \"total_sessions\": 5, \"mean_week_duration\": 0.496}, \"44966\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-03-05 19:47:04.000000+00:00\", \"2020-07-06 15:07:33.000000+00:00\"], \"session_ids\": [\"069f8f89-b800-492e-88b7-ba66cf44e42a\", \"f7f1db16-75c0-4e92-aafa-8b4b9f6acb70\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}, \"12496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-06-03 09:46:43.000000+00:00\", \"2020-03-16 18:53:55.000000+00:00\", \"2021-03-16 03:15:03.000000+00:00\", \"2021-01-01 07:49:30.000000+00:00\", \"2020-08-27 17:07:22.000000+00:00\"], \"session_ids\": [\"bd2e6249-2448-4e7c-8abf-2ffa3722fbd5\", \"4afe2120-103d-4043-a5df-af98c88be7ff\", \"f3f6e27d-0d98-460d-96dd-7ac925032b7e\", \"755db97c-1512-4b8b-9eb0-6bae12732d3d\", \"fa1be27d-ddee-4120-9aec-fd21797dfbf4\"], \"total_duration\": 2936.0, \"total_sessions\": 5, \"mean_week_duration\": 56.462}, \"87401\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-28 14:15:01.000000+00:00\", \"2023-02-23 14:14:55.000000+00:00\"], \"session_ids\": [\"78231246-b932-4447-ab64-d35daae6c0f0\", \"e5ca44fa-2fa7-4c73-bee6-04c8910046a2\"], \"total_duration\": 408.0, \"total_sessions\": 2, \"mean_week_duration\": 3.778}, \"8268\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-06 09:32:41.000000+00:00\", \"2021-04-14 14:33:10.000000+00:00\"], \"session_ids\": [\"2bb63914-4f2d-4c62-a834-b3e8c58747ca\", \"dba01e9e-5330-4c54-a8bf-037dc4a7427f\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 1.634}, \"51292\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-01-02 10:31:34.000000+00:00\", \"2019-07-16 01:35:45.000000+00:00\", \"2020-01-18 14:39:37.000000+00:00\", \"2022-12-15 19:46:23.000000+00:00\"], \"session_ids\": [\"50ab0e9a-d80d-4c50-8b9d-295512699f95\", \"4d55a199-355b-4f49-b5d1-7131f471805b\", \"19f30b6f-1e06-42ca-a405-ea0455191edc\", \"dddda418-6a1c-4c4a-86fe-56566d1cd3c1\"], \"total_duration\": 1224.0, \"total_sessions\": 4, \"mean_week_duration\": 6.838}, \"74498\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-04-21 06:47:23.000000+00:00\", \"2019-01-20 05:37:05.000000+00:00\", \"2022-07-04 06:01:59.000000+00:00\", \"2021-04-11 11:33:02.000000+00:00\"], \"session_ids\": [\"80b28949-3ded-449d-a9aa-0aaaf2d3714f\", \"3fa02728-4bdd-4584-b49e-848d39e74014\", \"bef3fb91-799e-4747-bc34-64a50c465716\", \"227d704c-04e0-42e9-b6d0-89e2092f1041\"], \"total_duration\": 2082.0, \"total_sessions\": 4, \"mean_week_duration\": 11.503}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are less than 12 and are greater than 28" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[12, 28]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"86398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-26 04:56:38.000000+00:00\", \"2023-05-06 06:48:27.000000+00:00\"], \"session_ids\": [\"6c5200e1-5266-41b4-bc0f-236095510616\", \"52d59442-d314-47f2-8d8b-f6f5bb1e8fdd\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.295}, \"97726\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-08-07 18:06:39.000000+00:00\", \"2022-09-22 14:33:33.000000+00:00\"], \"session_ids\": [\"76b9a888-6ac0-4b07-b3a3-f0c63789d7f4\", \"d67dc532-431c-4070-94f8-4311546b178c\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 2.441}, \"13956\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-10-26 09:11:16.000000+00:00\", \"2022-06-18 13:50:38.000000+00:00\", \"2020-03-01 19:32:53.000000+00:00\", \"2020-07-21 06:08:26.000000+00:00\", \"2022-03-18 05:04:09.000000+00:00\", \"2019-12-22 22:48:41.000000+00:00\"], \"session_ids\": [\"20a3744c-08d8-40c3-bf98-89ffbf2c1ff3\", \"052058b6-115b-4d62-9579-ba39e11af2ff\", \"562b50e5-0fb6-4b3d-b30e-6b49544ccd0b\", \"272d5c50-155f-4bdf-a685-222ac809d4df\", \"e406d38a-6d7b-4f89-858c-36e53d74fe5b\", \"66b7275f-f9b6-4903-afa9-2ce78c8cbde2\"], \"total_duration\": 555.0, \"total_sessions\": 6, \"mean_week_duration\": 4.022}, \"56687\": {\"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\": \"New Delhi\", \"datetimes\": [\"2020-02-08 17:53:20.000000+00:00\", \"2022-04-09 08:43:22.000000+00:00\", \"2022-05-19 09:50:35.000000+00:00\", \"2020-10-24 11:13:59.000000+00:00\", \"2020-11-22 14:29:30.000000+00:00\"], \"session_ids\": [\"5ebb9589-92ba-4624-8cd5-ae2ffdf3b59d\", \"3ea53383-8c2b-4144-859c-7466baf69ea7\", \"6974fc8d-0203-470d-a1b7-c669649e4c25\", \"5a766eb5-2699-40ca-9e88-5890a051db14\", \"4492bb11-6699-4e7f-b0df-6034ecb5a75f\"], \"total_duration\": 59.0, \"total_sessions\": 5, \"mean_week_duration\": 0.496}, \"44966\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-03-05 19:47:04.000000+00:00\", \"2020-07-06 15:07:33.000000+00:00\"], \"session_ids\": [\"069f8f89-b800-492e-88b7-ba66cf44e42a\", \"f7f1db16-75c0-4e92-aafa-8b4b9f6acb70\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}, \"87401\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-28 14:15:01.000000+00:00\", \"2023-02-23 14:14:55.000000+00:00\"], \"session_ids\": [\"78231246-b932-4447-ab64-d35daae6c0f0\", \"e5ca44fa-2fa7-4c73-bee6-04c8910046a2\"], \"total_duration\": 408.0, \"total_sessions\": 2, \"mean_week_duration\": 3.778}, \"8268\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-06 09:32:41.000000+00:00\", \"2021-04-14 14:33:10.000000+00:00\"], \"session_ids\": [\"2bb63914-4f2d-4c62-a834-b3e8c58747ca\", \"dba01e9e-5330-4c54-a8bf-037dc4a7427f\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 1.634}, \"51292\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-01-02 10:31:34.000000+00:00\", \"2019-07-16 01:35:45.000000+00:00\", \"2020-01-18 14:39:37.000000+00:00\", \"2022-12-15 19:46:23.000000+00:00\"], \"session_ids\": [\"50ab0e9a-d80d-4c50-8b9d-295512699f95\", \"4d55a199-355b-4f49-b5d1-7131f471805b\", \"19f30b6f-1e06-42ca-a405-ea0455191edc\", \"dddda418-6a1c-4c4a-86fe-56566d1cd3c1\"], \"total_duration\": 1224.0, \"total_sessions\": 4, \"mean_week_duration\": 6.838}, \"74498\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-04-21 06:47:23.000000+00:00\", \"2019-01-20 05:37:05.000000+00:00\", \"2022-07-04 06:01:59.000000+00:00\", \"2021-04-11 11:33:02.000000+00:00\"], \"session_ids\": [\"80b28949-3ded-449d-a9aa-0aaaf2d3714f\", \"3fa02728-4bdd-4584-b49e-848d39e74014\", \"bef3fb91-799e-4747-bc34-64a50c465716\", \"227d704c-04e0-42e9-b6d0-89e2092f1041\"], \"total_duration\": 2082.0, \"total_sessions\": 4, \"mean_week_duration\": 11.503}, \"12496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-06-03 09:46:43.000000+00:00\", \"2020-03-16 18:53:55.000000+00:00\", \"2021-03-16 03:15:03.000000+00:00\", \"2021-01-01 07:49:30.000000+00:00\", \"2020-08-27 17:07:22.000000+00:00\"], \"session_ids\": [\"bd2e6249-2448-4e7c-8abf-2ffa3722fbd5\", \"4afe2120-103d-4043-a5df-af98c88be7ff\", \"f3f6e27d-0d98-460d-96dd-7ac925032b7e\", \"755db97c-1512-4b8b-9eb0-6bae12732d3d\", \"fa1be27d-ddee-4120-9aec-fd21797dfbf4\"], \"total_duration\": 2936.0, \"total_sessions\": 5, \"mean_week_duration\": 56.462}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"86398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-26 04:56:38.000000+00:00\", \"2023-05-06 06:48:27.000000+00:00\"], \"session_ids\": [\"6c5200e1-5266-41b4-bc0f-236095510616\", \"52d59442-d314-47f2-8d8b-f6f5bb1e8fdd\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.295}}, {\"56687\": {\"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\": \"New Delhi\", \"datetimes\": [\"2020-02-08 17:53:20.000000+00:00\", \"2022-04-09 08:43:22.000000+00:00\", \"2022-05-19 09:50:35.000000+00:00\", \"2020-10-24 11:13:59.000000+00:00\", \"2020-11-22 14:29:30.000000+00:00\"], \"session_ids\": [\"5ebb9589-92ba-4624-8cd5-ae2ffdf3b59d\", \"3ea53383-8c2b-4144-859c-7466baf69ea7\", \"6974fc8d-0203-470d-a1b7-c669649e4c25\", \"5a766eb5-2699-40ca-9e88-5890a051db14\", \"4492bb11-6699-4e7f-b0df-6034ecb5a75f\"], \"total_duration\": 59.0, \"total_sessions\": 5, \"mean_week_duration\": 0.496}}, {\"44966\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-03-05 19:47:04.000000+00:00\", \"2020-07-06 15:07:33.000000+00:00\"], \"session_ids\": [\"069f8f89-b800-492e-88b7-ba66cf44e42a\", \"f7f1db16-75c0-4e92-aafa-8b4b9f6acb70\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}}, {\"8268\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-07-06 09:32:41.000000+00:00\", \"2021-04-14 14:33:10.000000+00:00\"], \"session_ids\": [\"2bb63914-4f2d-4c62-a834-b3e8c58747ca\", \"dba01e9e-5330-4c54-a8bf-037dc4a7427f\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 1.634}}, {\"97726\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-08-07 18:06:39.000000+00:00\", \"2022-09-22 14:33:33.000000+00:00\"], \"session_ids\": [\"76b9a888-6ac0-4b07-b3a3-f0c63789d7f4\", \"d67dc532-431c-4070-94f8-4311546b178c\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 2.441}}, {\"87401\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-28 14:15:01.000000+00:00\", \"2023-02-23 14:14:55.000000+00:00\"], \"session_ids\": [\"78231246-b932-4447-ab64-d35daae6c0f0\", \"e5ca44fa-2fa7-4c73-bee6-04c8910046a2\"], \"total_duration\": 408.0, \"total_sessions\": 2, \"mean_week_duration\": 3.778}}, {\"13956\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-10-26 09:11:16.000000+00:00\", \"2022-06-18 13:50:38.000000+00:00\", \"2020-03-01 19:32:53.000000+00:00\", \"2020-07-21 06:08:26.000000+00:00\", \"2022-03-18 05:04:09.000000+00:00\", \"2019-12-22 22:48:41.000000+00:00\"], \"session_ids\": [\"20a3744c-08d8-40c3-bf98-89ffbf2c1ff3\", \"052058b6-115b-4d62-9579-ba39e11af2ff\", \"562b50e5-0fb6-4b3d-b30e-6b49544ccd0b\", \"272d5c50-155f-4bdf-a685-222ac809d4df\", \"e406d38a-6d7b-4f89-858c-36e53d74fe5b\", \"66b7275f-f9b6-4903-afa9-2ce78c8cbde2\"], \"total_duration\": 555.0, \"total_sessions\": 6, \"mean_week_duration\": 4.022}}, {\"51292\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-01-02 10:31:34.000000+00:00\", \"2019-07-16 01:35:45.000000+00:00\", \"2020-01-18 14:39:37.000000+00:00\", \"2022-12-15 19:46:23.000000+00:00\"], \"session_ids\": [\"50ab0e9a-d80d-4c50-8b9d-295512699f95\", \"4d55a199-355b-4f49-b5d1-7131f471805b\", \"19f30b6f-1e06-42ca-a405-ea0455191edc\", \"dddda418-6a1c-4c4a-86fe-56566d1cd3c1\"], \"total_duration\": 1224.0, \"total_sessions\": 4, \"mean_week_duration\": 6.838}}, {\"74498\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-04-21 06:47:23.000000+00:00\", \"2019-01-20 05:37:05.000000+00:00\", \"2022-07-04 06:01:59.000000+00:00\", \"2021-04-11 11:33:02.000000+00:00\"], \"session_ids\": [\"80b28949-3ded-449d-a9aa-0aaaf2d3714f\", \"3fa02728-4bdd-4584-b49e-848d39e74014\", \"bef3fb91-799e-4747-bc34-64a50c465716\", \"227d704c-04e0-42e9-b6d0-89e2092f1041\"], \"total_duration\": 2082.0, \"total_sessions\": 4, \"mean_week_duration\": 11.503}}, {\"12496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2020-06-03 09:46:43.000000+00:00\", \"2020-03-16 18:53:55.000000+00:00\", \"2021-03-16 03:15:03.000000+00:00\", \"2021-01-01 07:49:30.000000+00:00\", \"2020-08-27 17:07:22.000000+00:00\"], \"session_ids\": [\"bd2e6249-2448-4e7c-8abf-2ffa3722fbd5\", \"4afe2120-103d-4043-a5df-af98c88be7ff\", \"f3f6e27d-0d98-460d-96dd-7ac925032b7e\", \"755db97c-1512-4b8b-9eb0-6bae12732d3d\", \"fa1be27d-ddee-4120-9aec-fd21797dfbf4\"], \"total_duration\": 2936.0, \"total_sessions\": 5, \"mean_week_duration\": 56.462}}]\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[{\"86398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-26 04:56:38.000000+00:00\", \"2023-05-06 06:48:27.000000+00:00\"], \"session_ids\": [\"6c5200e1-5266-41b4-bc0f-236095510616\", \"52d59442-d314-47f2-8d8b-f6f5bb1e8fdd\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.295}}, {\"56687\": {\"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\": \"New Delhi\", \"datetimes\": [\"2020-02-08 17:53:20.000000+00:00\", \"2022-04-09 08:43:22.000000+00:00\", \"2022-05-19 09:50:35.000000+00:00\", \"2020-10-24 11:13:59.000000+00:00\", \"2020-11-22 14:29:30.000000+00:00\"], \"session_ids\": [\"5ebb9589-92ba-4624-8cd5-ae2ffdf3b59d\", \"3ea53383-8c2b-4144-859c-7466baf69ea7\", \"6974fc8d-0203-470d-a1b7-c669649e4c25\", \"5a766eb5-2699-40ca-9e88-5890a051db14\", \"4492bb11-6699-4e7f-b0df-6034ecb5a75f\"], \"total_duration\": 59.0, \"total_sessions\": 5, \"mean_week_duration\": 0.496}}, {\"44966\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-03-05 19:47:04.000000+00:00\", \"2020-07-06 15:07:33.000000+00:00\"], \"session_ids\": [\"069f8f89-b800-492e-88b7-ba66cf44e42a\", \"f7f1db16-75c0-4e92-aafa-8b4b9f6acb70\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}}]\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[{\"86398\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-12-26 04:56:38.000000+00:00\", \"2023-05-06 06:48:27.000000+00:00\"], \"session_ids\": [\"6c5200e1-5266-41b4-bc0f-236095510616\", \"52d59442-d314-47f2-8d8b-f6f5bb1e8fdd\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.295}}, {\"56687\": {\"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\": \"New Delhi\", \"datetimes\": [\"2020-02-08 17:53:20.000000+00:00\", \"2022-04-09 08:43:22.000000+00:00\", \"2022-05-19 09:50:35.000000+00:00\", \"2020-10-24 11:13:59.000000+00:00\", \"2020-11-22 14:29:30.000000+00:00\"], \"session_ids\": [\"5ebb9589-92ba-4624-8cd5-ae2ffdf3b59d\", \"3ea53383-8c2b-4144-859c-7466baf69ea7\", \"6974fc8d-0203-470d-a1b7-c669649e4c25\", \"5a766eb5-2699-40ca-9e88-5890a051db14\", \"4492bb11-6699-4e7f-b0df-6034ecb5a75f\"], \"total_duration\": 59.0, \"total_sessions\": 5, \"mean_week_duration\": 0.496}}, {\"44966\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-03-05 19:47:04.000000+00:00\", \"2020-07-06 15:07:33.000000+00:00\"], \"session_ids\": [\"069f8f89-b800-492e-88b7-ba66cf44e42a\", \"f7f1db16-75c0-4e92-aafa-8b4b9f6acb70\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.514}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 2 users pieces of information whose duration summation of sessions per week is equal to than 17 , and carry out sorting by city title in asc order additionaly provide me only with 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"81645\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-03-18 17:45:11.000000+00:00\", \"2021-08-19 01:03:09.000000+00:00\"], \"session_ids\": [\"e5c7c32b-acbb-45ca-9770-41cf04e4a87e\", \"18577390-36d1-4877-aa19-67424730afba\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 3.864}, \"57374\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 5}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-05-05 21:06:59.000000+00:00\", \"2023-01-08 18:53:01.000000+00:00\", \"2019-10-31 22:12:56.000000+00:00\", \"2019-07-16 05:22:28.000000+00:00\", \"2021-11-07 02:04:32.000000+00:00\"], \"session_ids\": [\"806fe04f-a82e-4a18-b0cd-84048e75f27f\", \"fb24e9b3-4c85-412a-822d-23e8c024505d\", \"21f75ea9-b251-4d16-9108-e59ecf22f8be\", \"d843465a-a6b9-428f-b9ac-1176613de1d0\", \"67e56c1c-370b-4564-bfb7-a4fbe2bc9eb9\"], \"total_duration\": 250.0, \"total_sessions\": 5, \"mean_week_duration\": 1.374}, \"71608\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-29 06:42:34.000000+00:00\", \"2021-03-08 20:51:24.000000+00:00\", \"2022-02-07 03:16:02.000000+00:00\"], \"session_ids\": [\"4e871d47-f434-40de-8d93-4638ff1973fa\", \"a60bbfe0-f53c-49f5-96bb-061ad1ef68ee\", \"fa1756c6-2321-4a39-b080-03844fc2949b\"], \"total_duration\": 1063.0, \"total_sessions\": 3, \"mean_week_duration\": 8.053}, \"4162\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-14 18:55:39.000000+00:00\", \"2021-11-07 15:55:15.000000+00:00\", \"2021-03-22 15:01:13.000000+00:00\", \"2020-09-10 06:36:35.000000+00:00\", \"2021-12-03 09:33:47.000000+00:00\", \"2023-02-16 01:49:10.000000+00:00\"], \"session_ids\": [\"a3698134-eaa3-42ca-a353-69f9d35f6361\", \"dda82e67-2ba9-4af2-8c74-00174e637ba6\", \"20a7a13a-4766-4cba-9dc9-d5e618f19470\", \"7fb72201-fd20-4b8b-913d-c28e69395372\", \"9a09a631-bafa-4716-b555-23f36d89ab3c\", \"aa4f5d00-ec9d-4b7f-ad03-c667512356ba\"], \"total_duration\": 62.0, \"total_sessions\": 6, \"mean_week_duration\": 0.488}, \"64816\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-12-23 10:18:28.000000+00:00\", \"2020-01-10 04:24:55.000000+00:00\", \"2021-01-21 07:07:06.000000+00:00\"], \"session_ids\": [\"bbbfa223-aeaa-4b0a-a414-b00dc676d99b\", \"e2ecf9fe-d02f-46e4-b9e2-79cd9b55d787\", \"e7e42f8f-7319-4d70-8f0e-7d6cc30393bb\"], \"total_duration\": 183.0, \"total_sessions\": 3, \"mean_week_duration\": 1.188}, \"60643\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-11-02 21:22:26.000000+00:00\", \"2022-02-15 11:54:43.000000+00:00\", \"2023-02-02 14:46:57.000000+00:00\", \"2020-07-18 09:40:27.000000+00:00\", \"2021-10-04 23:12:27.000000+00:00\"], \"session_ids\": [\"d92f02e0-1ade-41b5-a052-bc4152590277\", \"fff9fa15-60a5-4da0-934a-6049f7ef75fb\", \"ae1756ba-f12f-4ed9-bc38-415f9605a40e\", \"105e6d73-7a26-4d94-a0e9-b7be9940e513\", \"b0e897ad-cf1b-409c-b22f-3689bfe61b5a\"], \"total_duration\": 3825.0, \"total_sessions\": 5, \"mean_week_duration\": 28.759}, \"94971\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-25 16:03:50.000000+00:00\", \"2022-03-07 05:54:18.000000+00:00\"], \"session_ids\": [\"6b027c3f-f960-419b-9f08-3f61e76e8329\", \"6528d96a-b00e-4c62-8a54-675bd59e567e\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 0.747}, \"38407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-07 15:43:27.000000+00:00\", \"2020-01-30 19:14:59.000000+00:00\", \"2021-08-20 08:44:38.000000+00:00\"], \"session_ids\": [\"21798f94-5062-4c3e-994a-f1e888f9b3f7\", \"b1c21062-724b-4a3b-bbcd-b8a9a227bb8a\", \"d7a0d629-0362-4c6e-8513-9cdace619087\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 0.519}, \"32276\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2023-06-08 05:42:48.000000+00:00\", \"2021-01-19 07:46:34.000000+00:00\", \"2021-06-10 22:23:37.000000+00:00\"], \"session_ids\": [\"efdaf4ee-c250-4514-8459-02436dccac10\", \"c9968595-8950-4293-bef7-e59b68feaa77\", \"823e219f-f85f-400f-8fa8-320b7a8bcce8\"], \"total_duration\": 1006.0, \"total_sessions\": 3, \"mean_week_duration\": 8.048}, \"31065\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-10-06 08:46:18.000000+00:00\", \"2021-02-19 00:37:20.000000+00:00\", \"2019-09-20 08:56:58.000000+00:00\", \"2019-10-28 12:17:50.000000+00:00\", \"2021-03-11 19:09:31.000000+00:00\", \"2021-07-08 05:38:56.000000+00:00\", \"2022-06-14 05:18:11.000000+00:00\", \"2021-01-15 05:29:02.000000+00:00\", \"2019-04-21 21:35:58.000000+00:00\", \"2022-01-11 16:28:14.000000+00:00\", \"2022-02-17 23:05:41.000000+00:00\"], \"session_ids\": [\"0a93b311-fc89-423d-897d-f4bd13dc0969\", \"1b103a9c-0f96-4b98-a333-0279b3b1f661\", \"374315ee-34c8-4d97-9c6e-44e4d7e0b3c2\", \"fb8163b6-5b36-46c0-95ef-296cf684fb3a\", \"b72fde03-860a-4355-b821-28e21aab965b\", \"3ff5c9c6-c1ba-4578-bc2f-84e35b9f31c3\", \"c20a9bcf-c0c9-4a6f-9933-e05b98336719\", \"4863e25e-91f6-4cce-b6a7-054e70c32f1c\", \"468daa11-6d97-431d-b427-47d950898fb1\", \"00b6aeb7-e936-4394-bd20-e795086f577f\", \"9cb984da-be2a-4929-a2e6-12a0f063b55c\"], \"total_duration\": 18626.0, \"total_sessions\": 11, \"mean_week_duration\": 112.885}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are 17" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[17, 46]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about users who aren't residing in cities Caracas, Karachi and in addition perform sorting by time spent on the site in desc." } ]
[ { "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{\"61614\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-21 21:48:16.000000+00:00\", \"2020-01-18 03:01:28.000000+00:00\"], \"session_ids\": [\"3d617bea-9ec5-44d0-9df3-c6da01e7b551\", \"3f1caa21-aba3-408f-bbf1-2a6f3f42fba6\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 4.757}, \"92813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-14 07:49:05.000000+00:00\", \"2020-02-07 15:33:16.000000+00:00\"], \"session_ids\": [\"a65f4097-d092-4116-b18f-5b948fe5791b\", \"79d17e2e-c602-4ad7-a3a9-c677e70d9bfc\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.889}, \"71573\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-10-29 20:55:07.000000+00:00\", \"2021-11-12 03:19:44.000000+00:00\"], \"session_ids\": [\"9a4da385-b786-4cad-a640-03e043571799\", \"60672699-8be5-4859-85f8-12cc12102d19\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 4.235}, \"77596\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-15 14:34:27.000000+00:00\", \"2021-10-09 20:49:38.000000+00:00\", \"2019-09-14 00:56:21.000000+00:00\"], \"session_ids\": [\"097d8d2b-2d95-4a90-b209-8ecb534452b4\", \"844d64c9-3904-4085-808f-44cb371460b1\", \"ec948f2b-1616-4391-a984-c435764889c8\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 1.519}, \"77397\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-22 08:32:09.000000+00:00\", \"2021-12-29 18:13:29.000000+00:00\"], \"session_ids\": [\"38cc3d5e-484e-42bd-856b-10cf4fd54beb\", \"06b9d203-ad4c-489f-8902-959a603ef094\"], \"total_duration\": 484.0, \"total_sessions\": 2, \"mean_week_duration\": 16.133}, \"32723\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-12 15:22:43.000000+00:00\", \"2022-06-22 04:01:28.000000+00:00\"], \"session_ids\": [\"1379fd99-e473-4e6d-8cff-538007f4da38\", \"9514ec70-31e1-4330-9683-379b547a6a2a\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 2.544}, \"45880\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-08-25 07:20:54.000000+00:00\", \"2019-11-12 21:55:16.000000+00:00\"], \"session_ids\": [\"742db5f7-fb58-450e-ab4b-625067676f04\", \"70b20e8c-6328-4a8d-90fb-263fed5dca24\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.951}, \"79043\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-31 02:18:53.000000+00:00\", \"2021-01-15 13:57:23.000000+00:00\"], \"session_ids\": [\"cbb55d27-4244-4d16-a5d3-a902cf0acd6c\", \"f8feb766-33bf-426f-9691-402d1a8fb74a\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 9.643}, \"79941\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-08-07 14:50:28.000000+00:00\", \"2021-10-12 00:08:16.000000+00:00\"], \"session_ids\": [\"7f216782-ce4f-4f00-94a9-208ccc3b68cf\", \"aa457dde-ebfc-4e58-8f9a-37d2c27f94b1\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 35.3}, \"41542\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-08 16:50:02.000000+00:00\", \"2021-02-12 13:07:45.000000+00:00\"], \"session_ids\": [\"28989260-8055-4bcc-aa11-52e1fa5e5f8a\", \"99b56ae1-6f4e-43b8-8b4c-06bcdea278ce\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 4.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are not Caracas, Karachi" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Caracas\", \"Karachi\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"61614\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-21 21:48:16.000000+00:00\", \"2020-01-18 03:01:28.000000+00:00\"], \"session_ids\": [\"3d617bea-9ec5-44d0-9df3-c6da01e7b551\", \"3f1caa21-aba3-408f-bbf1-2a6f3f42fba6\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 4.757}, \"92813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-14 07:49:05.000000+00:00\", \"2020-02-07 15:33:16.000000+00:00\"], \"session_ids\": [\"a65f4097-d092-4116-b18f-5b948fe5791b\", \"79d17e2e-c602-4ad7-a3a9-c677e70d9bfc\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.889}, \"71573\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-10-29 20:55:07.000000+00:00\", \"2021-11-12 03:19:44.000000+00:00\"], \"session_ids\": [\"9a4da385-b786-4cad-a640-03e043571799\", \"60672699-8be5-4859-85f8-12cc12102d19\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 4.235}, \"77596\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-15 14:34:27.000000+00:00\", \"2021-10-09 20:49:38.000000+00:00\", \"2019-09-14 00:56:21.000000+00:00\"], \"session_ids\": [\"097d8d2b-2d95-4a90-b209-8ecb534452b4\", \"844d64c9-3904-4085-808f-44cb371460b1\", \"ec948f2b-1616-4391-a984-c435764889c8\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 1.519}, \"77397\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-22 08:32:09.000000+00:00\", \"2021-12-29 18:13:29.000000+00:00\"], \"session_ids\": [\"38cc3d5e-484e-42bd-856b-10cf4fd54beb\", \"06b9d203-ad4c-489f-8902-959a603ef094\"], \"total_duration\": 484.0, \"total_sessions\": 2, \"mean_week_duration\": 16.133}, \"32723\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-12 15:22:43.000000+00:00\", \"2022-06-22 04:01:28.000000+00:00\"], \"session_ids\": [\"1379fd99-e473-4e6d-8cff-538007f4da38\", \"9514ec70-31e1-4330-9683-379b547a6a2a\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 2.544}, \"45880\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-08-25 07:20:54.000000+00:00\", \"2019-11-12 21:55:16.000000+00:00\"], \"session_ids\": [\"742db5f7-fb58-450e-ab4b-625067676f04\", \"70b20e8c-6328-4a8d-90fb-263fed5dca24\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.951}, \"79043\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-31 02:18:53.000000+00:00\", \"2021-01-15 13:57:23.000000+00:00\"], \"session_ids\": [\"cbb55d27-4244-4d16-a5d3-a902cf0acd6c\", \"f8feb766-33bf-426f-9691-402d1a8fb74a\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 9.643}, \"79941\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-08-07 14:50:28.000000+00:00\", \"2021-10-12 00:08:16.000000+00:00\"], \"session_ids\": [\"7f216782-ce4f-4f00-94a9-208ccc3b68cf\", \"aa457dde-ebfc-4e58-8f9a-37d2c27f94b1\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 35.3}, \"41542\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-08 16:50:02.000000+00:00\", \"2021-02-12 13:07:45.000000+00:00\"], \"session_ids\": [\"28989260-8055-4bcc-aa11-52e1fa5e5f8a\", \"99b56ae1-6f4e-43b8-8b4c-06bcdea278ce\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 4.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"77397\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-22 08:32:09.000000+00:00\", \"2021-12-29 18:13:29.000000+00:00\"], \"session_ids\": [\"38cc3d5e-484e-42bd-856b-10cf4fd54beb\", \"06b9d203-ad4c-489f-8902-959a603ef094\"], \"total_duration\": 484.0, \"total_sessions\": 2, \"mean_week_duration\": 16.133}}, {\"32723\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-12 15:22:43.000000+00:00\", \"2022-06-22 04:01:28.000000+00:00\"], \"session_ids\": [\"1379fd99-e473-4e6d-8cff-538007f4da38\", \"9514ec70-31e1-4330-9683-379b547a6a2a\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 2.544}}, {\"79941\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-08-07 14:50:28.000000+00:00\", \"2021-10-12 00:08:16.000000+00:00\"], \"session_ids\": [\"7f216782-ce4f-4f00-94a9-208ccc3b68cf\", \"aa457dde-ebfc-4e58-8f9a-37d2c27f94b1\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 35.3}}, {\"61614\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-21 21:48:16.000000+00:00\", \"2020-01-18 03:01:28.000000+00:00\"], \"session_ids\": [\"3d617bea-9ec5-44d0-9df3-c6da01e7b551\", \"3f1caa21-aba3-408f-bbf1-2a6f3f42fba6\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 4.757}}, {\"79043\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-31 02:18:53.000000+00:00\", \"2021-01-15 13:57:23.000000+00:00\"], \"session_ids\": [\"cbb55d27-4244-4d16-a5d3-a902cf0acd6c\", \"f8feb766-33bf-426f-9691-402d1a8fb74a\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 9.643}}, {\"71573\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-10-29 20:55:07.000000+00:00\", \"2021-11-12 03:19:44.000000+00:00\"], \"session_ids\": [\"9a4da385-b786-4cad-a640-03e043571799\", \"60672699-8be5-4859-85f8-12cc12102d19\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 4.235}}, {\"77596\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-15 14:34:27.000000+00:00\", \"2021-10-09 20:49:38.000000+00:00\", \"2019-09-14 00:56:21.000000+00:00\"], \"session_ids\": [\"097d8d2b-2d95-4a90-b209-8ecb534452b4\", \"844d64c9-3904-4085-808f-44cb371460b1\", \"ec948f2b-1616-4391-a984-c435764889c8\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 1.519}}, {\"41542\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-08 16:50:02.000000+00:00\", \"2021-02-12 13:07:45.000000+00:00\"], \"session_ids\": [\"28989260-8055-4bcc-aa11-52e1fa5e5f8a\", \"99b56ae1-6f4e-43b8-8b4c-06bcdea278ce\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 4.0}}, {\"92813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-14 07:49:05.000000+00:00\", \"2020-02-07 15:33:16.000000+00:00\"], \"session_ids\": [\"a65f4097-d092-4116-b18f-5b948fe5791b\", \"79d17e2e-c602-4ad7-a3a9-c677e70d9bfc\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.889}}, {\"45880\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-08-25 07:20:54.000000+00:00\", \"2019-11-12 21:55:16.000000+00:00\"], \"session_ids\": [\"742db5f7-fb58-450e-ab4b-625067676f04\", \"70b20e8c-6328-4a8d-90fb-263fed5dca24\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.951}}]\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[{\"77397\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-22 08:32:09.000000+00:00\", \"2021-12-29 18:13:29.000000+00:00\"], \"session_ids\": [\"38cc3d5e-484e-42bd-856b-10cf4fd54beb\", \"06b9d203-ad4c-489f-8902-959a603ef094\"], \"total_duration\": 484.0, \"total_sessions\": 2, \"mean_week_duration\": 16.133}}, {\"32723\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-06-12 15:22:43.000000+00:00\", \"2022-06-22 04:01:28.000000+00:00\"], \"session_ids\": [\"1379fd99-e473-4e6d-8cff-538007f4da38\", \"9514ec70-31e1-4330-9683-379b547a6a2a\"], \"total_duration\": 402.0, \"total_sessions\": 2, \"mean_week_duration\": 2.544}}, {\"79941\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-08-07 14:50:28.000000+00:00\", \"2021-10-12 00:08:16.000000+00:00\"], \"session_ids\": [\"7f216782-ce4f-4f00-94a9-208ccc3b68cf\", \"aa457dde-ebfc-4e58-8f9a-37d2c27f94b1\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 35.3}}, {\"61614\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-21 21:48:16.000000+00:00\", \"2020-01-18 03:01:28.000000+00:00\"], \"session_ids\": [\"3d617bea-9ec5-44d0-9df3-c6da01e7b551\", \"3f1caa21-aba3-408f-bbf1-2a6f3f42fba6\"], \"total_duration\": 333.0, \"total_sessions\": 2, \"mean_week_duration\": 4.757}}, {\"79043\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-31 02:18:53.000000+00:00\", \"2021-01-15 13:57:23.000000+00:00\"], \"session_ids\": [\"cbb55d27-4244-4d16-a5d3-a902cf0acd6c\", \"f8feb766-33bf-426f-9691-402d1a8fb74a\"], \"total_duration\": 270.0, \"total_sessions\": 2, \"mean_week_duration\": 9.643}}, {\"71573\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Rome\", \"datetimes\": [\"2022-10-29 20:55:07.000000+00:00\", \"2021-11-12 03:19:44.000000+00:00\"], \"session_ids\": [\"9a4da385-b786-4cad-a640-03e043571799\", \"60672699-8be5-4859-85f8-12cc12102d19\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 4.235}}, {\"77596\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-15 14:34:27.000000+00:00\", \"2021-10-09 20:49:38.000000+00:00\", \"2019-09-14 00:56:21.000000+00:00\"], \"session_ids\": [\"097d8d2b-2d95-4a90-b209-8ecb534452b4\", \"844d64c9-3904-4085-808f-44cb371460b1\", \"ec948f2b-1616-4391-a984-c435764889c8\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 1.519}}, {\"41542\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-08 16:50:02.000000+00:00\", \"2021-02-12 13:07:45.000000+00:00\"], \"session_ids\": [\"28989260-8055-4bcc-aa11-52e1fa5e5f8a\", \"99b56ae1-6f4e-43b8-8b4c-06bcdea278ce\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 4.0}}, {\"92813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-12-14 07:49:05.000000+00:00\", \"2020-02-07 15:33:16.000000+00:00\"], \"session_ids\": [\"a65f4097-d092-4116-b18f-5b948fe5791b\", \"79d17e2e-c602-4ad7-a3a9-c677e70d9bfc\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.889}}, {\"45880\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-08-25 07:20:54.000000+00:00\", \"2019-11-12 21:55:16.000000+00:00\"], \"session_ids\": [\"742db5f7-fb58-450e-ab4b-625067676f04\", \"70b20e8c-6328-4a8d-90fb-263fed5dca24\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.951}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on user I can't find living in city Jakarta also do sorting by sessions total form the highest value to the lowest value." } ]