conversations
list
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"7980\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-27 17:37:15.000000+00:00\", \"2020-05-29 07:39:47.000000+00:00\", \"2020-11-09 01:38:09.000000+00:00\", \"2020-08-29 16:19:01.000000+00:00\", \"2021-07-14 11:31:00.000000+00:00\", \"2022-12-27 06:42:25.000000+00:00\", \"2020-06-04 23:02:55.000000+00:00\", \"2019-07-28 02:25:58.000000+00:00\", \"2021-06-15 20:40:12.000000+00:00\", \"2020-06-11 04:02:09.000000+00:00\"], \"session_ids\": [\"06fe1427-ddbd-4cf6-8500-36d08c783d85\", \"164ec8b7-22dd-48b6-9fee-f605f91b5dde\", \"086d06f2-aaea-4d30-8442-44ebae2fe39f\", \"a56879f7-8ac0-437b-944e-26112b5560bf\", \"7b5832ec-b485-4016-90b4-2792c302d88a\", \"4a246602-b5d8-4d02-b040-bdf3c5168d3c\", \"69960f5f-814f-4da3-bb14-ce9736eb6e04\", \"95c72e3e-1496-4884-bd85-00831c356014\", \"31798efb-978d-40a2-bc1f-2f5c8056d19c\", \"6d8a9450-c9f3-4739-ac65-17ad17be88d7\"], \"total_duration\": 21724.0, \"total_sessions\": 10, \"mean_week_duration\": 121.363}}, {\"98139\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-02-06 14:19:46.000000+00:00\", \"2022-02-06 05:13:43.000000+00:00\"], \"session_ids\": [\"02638341-937b-43f6-bafe-81407809e741\", \"b4fa8d9f-3344-4be8-9be3-561d59d1bd8d\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 155.0}}, {\"65847\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-08 14:29:25.000000+00:00\", \"2020-09-09 20:45:20.000000+00:00\", \"2019-04-17 22:45:07.000000+00:00\", \"2021-06-06 22:45:05.000000+00:00\", \"2023-01-29 20:59:25.000000+00:00\", \"2019-09-21 07:26:53.000000+00:00\", \"2019-07-25 09:04:17.000000+00:00\", \"2021-10-11 02:08:36.000000+00:00\", \"2021-12-23 16:58:03.000000+00:00\", \"2019-04-15 19:41:33.000000+00:00\", \"2020-04-02 05:14:05.000000+00:00\"], \"session_ids\": [\"3072ead5-cf6b-4e19-9c3e-1ec0ac918d97\", \"a9b910f4-6373-46c9-850d-a8b834156f00\", \"f8825dc3-daba-46e2-8f44-aa431f007747\", \"9f4ea4ca-7c37-4c59-9dfc-0b907e633823\", \"e20c765d-0142-4dd3-9c34-29c67419c88f\", \"860525e5-1b02-4f1c-98f1-4ec66bb9002d\", \"888ccdd6-111b-4930-8fa6-916491bb1b69\", \"d95e8958-af8f-4f44-8dab-788848918e79\", \"1929eb27-402e-475f-83a4-b7fb398579bd\", \"c3b6f785-2251-4fe2-b07b-3397f017e552\", \"37342334-0790-4e84-8473-8eb5ffbb9e39\"], \"total_duration\": 17180.0, \"total_sessions\": 11, \"mean_week_duration\": 86.768}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 4 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"7980\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-27 17:37:15.000000+00:00\", \"2020-05-29 07:39:47.000000+00:00\", \"2020-11-09 01:38:09.000000+00:00\", \"2020-08-29 16:19:01.000000+00:00\", \"2021-07-14 11:31:00.000000+00:00\", \"2022-12-27 06:42:25.000000+00:00\", \"2020-06-04 23:02:55.000000+00:00\", \"2019-07-28 02:25:58.000000+00:00\", \"2021-06-15 20:40:12.000000+00:00\", \"2020-06-11 04:02:09.000000+00:00\"], \"session_ids\": [\"06fe1427-ddbd-4cf6-8500-36d08c783d85\", \"164ec8b7-22dd-48b6-9fee-f605f91b5dde\", \"086d06f2-aaea-4d30-8442-44ebae2fe39f\", \"a56879f7-8ac0-437b-944e-26112b5560bf\", \"7b5832ec-b485-4016-90b4-2792c302d88a\", \"4a246602-b5d8-4d02-b040-bdf3c5168d3c\", \"69960f5f-814f-4da3-bb14-ce9736eb6e04\", \"95c72e3e-1496-4884-bd85-00831c356014\", \"31798efb-978d-40a2-bc1f-2f5c8056d19c\", \"6d8a9450-c9f3-4739-ac65-17ad17be88d7\"], \"total_duration\": 21724.0, \"total_sessions\": 10, \"mean_week_duration\": 121.363}}, {\"98139\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-02-06 14:19:46.000000+00:00\", \"2022-02-06 05:13:43.000000+00:00\"], \"session_ids\": [\"02638341-937b-43f6-bafe-81407809e741\", \"b4fa8d9f-3344-4be8-9be3-561d59d1bd8d\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 155.0}}, {\"65847\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-08 14:29:25.000000+00:00\", \"2020-09-09 20:45:20.000000+00:00\", \"2019-04-17 22:45:07.000000+00:00\", \"2021-06-06 22:45:05.000000+00:00\", \"2023-01-29 20:59:25.000000+00:00\", \"2019-09-21 07:26:53.000000+00:00\", \"2019-07-25 09:04:17.000000+00:00\", \"2021-10-11 02:08:36.000000+00:00\", \"2021-12-23 16:58:03.000000+00:00\", \"2019-04-15 19:41:33.000000+00:00\", \"2020-04-02 05:14:05.000000+00:00\"], \"session_ids\": [\"3072ead5-cf6b-4e19-9c3e-1ec0ac918d97\", \"a9b910f4-6373-46c9-850d-a8b834156f00\", \"f8825dc3-daba-46e2-8f44-aa431f007747\", \"9f4ea4ca-7c37-4c59-9dfc-0b907e633823\", \"e20c765d-0142-4dd3-9c34-29c67419c88f\", \"860525e5-1b02-4f1c-98f1-4ec66bb9002d\", \"888ccdd6-111b-4930-8fa6-916491bb1b69\", \"d95e8958-af8f-4f44-8dab-788848918e79\", \"1929eb27-402e-475f-83a4-b7fb398579bd\", \"c3b6f785-2251-4fe2-b07b-3397f017e552\", \"37342334-0790-4e84-8473-8eb5ffbb9e39\"], \"total_duration\": 17180.0, \"total_sessions\": 11, \"mean_week_duration\": 86.768}}]\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[{\"7980\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-27 17:37:15.000000+00:00\", \"2020-05-29 07:39:47.000000+00:00\", \"2020-11-09 01:38:09.000000+00:00\", \"2020-08-29 16:19:01.000000+00:00\", \"2021-07-14 11:31:00.000000+00:00\", \"2022-12-27 06:42:25.000000+00:00\", \"2020-06-04 23:02:55.000000+00:00\", \"2019-07-28 02:25:58.000000+00:00\", \"2021-06-15 20:40:12.000000+00:00\", \"2020-06-11 04:02:09.000000+00:00\"], \"session_ids\": [\"06fe1427-ddbd-4cf6-8500-36d08c783d85\", \"164ec8b7-22dd-48b6-9fee-f605f91b5dde\", \"086d06f2-aaea-4d30-8442-44ebae2fe39f\", \"a56879f7-8ac0-437b-944e-26112b5560bf\", \"7b5832ec-b485-4016-90b4-2792c302d88a\", \"4a246602-b5d8-4d02-b040-bdf3c5168d3c\", \"69960f5f-814f-4da3-bb14-ce9736eb6e04\", \"95c72e3e-1496-4884-bd85-00831c356014\", \"31798efb-978d-40a2-bc1f-2f5c8056d19c\", \"6d8a9450-c9f3-4739-ac65-17ad17be88d7\"], \"total_duration\": 21724.0, \"total_sessions\": 10, \"mean_week_duration\": 121.363}}, {\"98139\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-02-06 14:19:46.000000+00:00\", \"2022-02-06 05:13:43.000000+00:00\"], \"session_ids\": [\"02638341-937b-43f6-bafe-81407809e741\", \"b4fa8d9f-3344-4be8-9be3-561d59d1bd8d\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 155.0}}, {\"65847\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-10-08 14:29:25.000000+00:00\", \"2020-09-09 20:45:20.000000+00:00\", \"2019-04-17 22:45:07.000000+00:00\", \"2021-06-06 22:45:05.000000+00:00\", \"2023-01-29 20:59:25.000000+00:00\", \"2019-09-21 07:26:53.000000+00:00\", \"2019-07-25 09:04:17.000000+00:00\", \"2021-10-11 02:08:36.000000+00:00\", \"2021-12-23 16:58:03.000000+00:00\", \"2019-04-15 19:41:33.000000+00:00\", \"2020-04-02 05:14:05.000000+00:00\"], \"session_ids\": [\"3072ead5-cf6b-4e19-9c3e-1ec0ac918d97\", \"a9b910f4-6373-46c9-850d-a8b834156f00\", \"f8825dc3-daba-46e2-8f44-aa431f007747\", \"9f4ea4ca-7c37-4c59-9dfc-0b907e633823\", \"e20c765d-0142-4dd3-9c34-29c67419c88f\", \"860525e5-1b02-4f1c-98f1-4ec66bb9002d\", \"888ccdd6-111b-4930-8fa6-916491bb1b69\", \"d95e8958-af8f-4f44-8dab-788848918e79\", \"1929eb27-402e-475f-83a4-b7fb398579bd\", \"c3b6f785-2251-4fe2-b07b-3397f017e552\", \"37342334-0790-4e84-8473-8eb5ffbb9e39\"], \"total_duration\": 17180.0, \"total_sessions\": 11, \"mean_week_duration\": 86.768}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on user with a total time using the app that is lower than 1146, exclusive 1146 and in addition carry out sorting by average_week_duration risingly additionaly get rid of all entries, except 3." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"71866\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-09 03:05:56.000000+00:00\", \"2021-03-29 17:22:23.000000+00:00\", \"2019-08-17 01:47:37.000000+00:00\", \"2022-10-23 08:32:57.000000+00:00\"], \"session_ids\": [\"90718cd9-13ca-4656-a4c2-606d4155e203\", \"0c3200bf-f26d-41f6-8007-4e0f67837750\", \"2d1945c5-2666-406b-a8fe-506d064c72fa\", \"1430b998-8450-465a-be37-9055b83c90c4\"], \"total_duration\": 221.0, \"total_sessions\": 4, \"mean_week_duration\": 1.163}, \"14398\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2019-10-30 17:13:25.000000+00:00\", \"2021-11-01 01:39:37.000000+00:00\", \"2019-08-21 14:37:36.000000+00:00\", \"2021-06-29 20:13:51.000000+00:00\", \"2022-12-28 22:12:54.000000+00:00\", \"2021-07-10 18:02:55.000000+00:00\"], \"session_ids\": [\"8b34c1ce-b33e-4da3-ab0d-6d92d1a64614\", \"bd82678e-8267-4c46-aff9-38bec8e61624\", \"6a387fe2-3752-4860-b7c5-eae97c1ff6ed\", \"822babd1-a111-4972-9610-33feb8a859e4\", \"fcfc6e12-0f21-4915-a034-3a04ea35ba6a\", \"5dba23f5-5e48-48b1-93fb-a072bc50b65e\"], \"total_duration\": 103.0, \"total_sessions\": 6, \"mean_week_duration\": 0.589}, \"19044\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-17 09:27:14.000000+00:00\", \"2020-12-22 21:37:21.000000+00:00\"], \"session_ids\": [\"7c17d831-810a-4e31-a030-3aa71c985b7d\", \"c3c27a00-e6f5-4ef8-950a-16d6e70c172c\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.319}, \"71487\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-13 04:31:44.000000+00:00\", \"2022-09-03 23:47:45.000000+00:00\", \"2021-07-11 04:38:25.000000+00:00\"], \"session_ids\": [\"f0d71fbc-0fc2-442a-95e6-8e331a920430\", \"ac88d19e-2187-43ad-b072-d7df663c5672\", \"c501a0b5-46fd-467f-80c1-57c802b83acf\"], \"total_duration\": 654.0, \"total_sessions\": 3, \"mean_week_duration\": 10.9}, \"42871\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-08 18:16:06.000000+00:00\", \"2022-07-25 14:49:56.000000+00:00\", \"2020-03-26 21:26:54.000000+00:00\", \"2023-04-12 05:47:31.000000+00:00\", \"2023-01-01 00:02:36.000000+00:00\"], \"session_ids\": [\"8fcd1a6d-06a7-4b82-8fbb-e50a443d9557\", \"d495827a-425b-47b0-adf7-eba8289e5323\", \"2cc42d80-48f9-480f-b759-413ea2ac3812\", \"821c257b-61e0-422e-96d2-c0517f295da1\", \"5e064c99-7743-4d5b-b6c0-81a9cc4a7201\"], \"total_duration\": 1058.0, \"total_sessions\": 5, \"mean_week_duration\": 5.911}, \"19271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-05-08 08:39:09.000000+00:00\", \"2022-11-11 16:53:53.000000+00:00\", \"2023-06-16 18:35:50.000000+00:00\"], \"session_ids\": [\"05da825a-f897-405e-85f4-2e05548f4603\", \"65e22ad1-b921-4fba-9059-847aa90c0b6d\", \"963da385-3e31-4b2c-a885-6f20d7a41bbb\"], \"total_duration\": 1065.0, \"total_sessions\": 3, \"mean_week_duration\": 6.574}, \"2519\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-10-28 22:11:59.000000+00:00\", \"2021-07-24 03:02:02.000000+00:00\", \"2022-12-05 04:12:50.000000+00:00\"], \"session_ids\": [\"5b39b840-3e59-4743-a9a1-8fa50998d0c9\", \"e8be5cc9-18a7-4c96-8463-e653a3099c04\", \"c4405b57-eaa8-4d74-abb0-c9e9681114d0\"], \"total_duration\": 406.0, \"total_sessions\": 3, \"mean_week_duration\": 3.691}, \"45016\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-07-20 15:48:11.000000+00:00\", \"2023-01-01 08:04:06.000000+00:00\", \"2023-03-04 13:23:04.000000+00:00\"], \"session_ids\": [\"7dfe0993-1731-4587-a046-aa3342515b3e\", \"c010c1c3-2089-4423-b2e7-ebc3f9fbd7bc\", \"8ebcef76-5bc4-4d57-a9e2-ff9f3516092b\"], \"total_duration\": 797.0, \"total_sessions\": 3, \"mean_week_duration\": 9.376}, \"97086\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-14 06:09:22.000000+00:00\", \"2022-05-17 17:53:42.000000+00:00\"], \"session_ids\": [\"c4f47f08-19c7-4823-9afd-b39cd78c9199\", \"21226ba4-992a-4371-864a-121dac5136a7\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 8.286}, \"97785\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-14 05:13:31.000000+00:00\", \"2022-02-21 22:07:39.000000+00:00\"], \"session_ids\": [\"ba1e81d5-6483-46c2-b545-7889e60bcf3a\", \"f5a872fc-bb7f-47fa-8bb5-046a299cc616\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.391}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are less than 1146" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[1146, 4916]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"71866\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-09 03:05:56.000000+00:00\", \"2021-03-29 17:22:23.000000+00:00\", \"2019-08-17 01:47:37.000000+00:00\", \"2022-10-23 08:32:57.000000+00:00\"], \"session_ids\": [\"90718cd9-13ca-4656-a4c2-606d4155e203\", \"0c3200bf-f26d-41f6-8007-4e0f67837750\", \"2d1945c5-2666-406b-a8fe-506d064c72fa\", \"1430b998-8450-465a-be37-9055b83c90c4\"], \"total_duration\": 221.0, \"total_sessions\": 4, \"mean_week_duration\": 1.163}, \"14398\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2019-10-30 17:13:25.000000+00:00\", \"2021-11-01 01:39:37.000000+00:00\", \"2019-08-21 14:37:36.000000+00:00\", \"2021-06-29 20:13:51.000000+00:00\", \"2022-12-28 22:12:54.000000+00:00\", \"2021-07-10 18:02:55.000000+00:00\"], \"session_ids\": [\"8b34c1ce-b33e-4da3-ab0d-6d92d1a64614\", \"bd82678e-8267-4c46-aff9-38bec8e61624\", \"6a387fe2-3752-4860-b7c5-eae97c1ff6ed\", \"822babd1-a111-4972-9610-33feb8a859e4\", \"fcfc6e12-0f21-4915-a034-3a04ea35ba6a\", \"5dba23f5-5e48-48b1-93fb-a072bc50b65e\"], \"total_duration\": 103.0, \"total_sessions\": 6, \"mean_week_duration\": 0.589}, \"19044\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-17 09:27:14.000000+00:00\", \"2020-12-22 21:37:21.000000+00:00\"], \"session_ids\": [\"7c17d831-810a-4e31-a030-3aa71c985b7d\", \"c3c27a00-e6f5-4ef8-950a-16d6e70c172c\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.319}, \"71487\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-13 04:31:44.000000+00:00\", \"2022-09-03 23:47:45.000000+00:00\", \"2021-07-11 04:38:25.000000+00:00\"], \"session_ids\": [\"f0d71fbc-0fc2-442a-95e6-8e331a920430\", \"ac88d19e-2187-43ad-b072-d7df663c5672\", \"c501a0b5-46fd-467f-80c1-57c802b83acf\"], \"total_duration\": 654.0, \"total_sessions\": 3, \"mean_week_duration\": 10.9}, \"42871\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-08 18:16:06.000000+00:00\", \"2022-07-25 14:49:56.000000+00:00\", \"2020-03-26 21:26:54.000000+00:00\", \"2023-04-12 05:47:31.000000+00:00\", \"2023-01-01 00:02:36.000000+00:00\"], \"session_ids\": [\"8fcd1a6d-06a7-4b82-8fbb-e50a443d9557\", \"d495827a-425b-47b0-adf7-eba8289e5323\", \"2cc42d80-48f9-480f-b759-413ea2ac3812\", \"821c257b-61e0-422e-96d2-c0517f295da1\", \"5e064c99-7743-4d5b-b6c0-81a9cc4a7201\"], \"total_duration\": 1058.0, \"total_sessions\": 5, \"mean_week_duration\": 5.911}, \"19271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-05-08 08:39:09.000000+00:00\", \"2022-11-11 16:53:53.000000+00:00\", \"2023-06-16 18:35:50.000000+00:00\"], \"session_ids\": [\"05da825a-f897-405e-85f4-2e05548f4603\", \"65e22ad1-b921-4fba-9059-847aa90c0b6d\", \"963da385-3e31-4b2c-a885-6f20d7a41bbb\"], \"total_duration\": 1065.0, \"total_sessions\": 3, \"mean_week_duration\": 6.574}, \"2519\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-10-28 22:11:59.000000+00:00\", \"2021-07-24 03:02:02.000000+00:00\", \"2022-12-05 04:12:50.000000+00:00\"], \"session_ids\": [\"5b39b840-3e59-4743-a9a1-8fa50998d0c9\", \"e8be5cc9-18a7-4c96-8463-e653a3099c04\", \"c4405b57-eaa8-4d74-abb0-c9e9681114d0\"], \"total_duration\": 406.0, \"total_sessions\": 3, \"mean_week_duration\": 3.691}, \"45016\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-07-20 15:48:11.000000+00:00\", \"2023-01-01 08:04:06.000000+00:00\", \"2023-03-04 13:23:04.000000+00:00\"], \"session_ids\": [\"7dfe0993-1731-4587-a046-aa3342515b3e\", \"c010c1c3-2089-4423-b2e7-ebc3f9fbd7bc\", \"8ebcef76-5bc4-4d57-a9e2-ff9f3516092b\"], \"total_duration\": 797.0, \"total_sessions\": 3, \"mean_week_duration\": 9.376}, \"97086\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-14 06:09:22.000000+00:00\", \"2022-05-17 17:53:42.000000+00:00\"], \"session_ids\": [\"c4f47f08-19c7-4823-9afd-b39cd78c9199\", \"21226ba4-992a-4371-864a-121dac5136a7\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 8.286}, \"97785\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-14 05:13:31.000000+00:00\", \"2022-02-21 22:07:39.000000+00:00\"], \"session_ids\": [\"ba1e81d5-6483-46c2-b545-7889e60bcf3a\", \"f5a872fc-bb7f-47fa-8bb5-046a299cc616\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.391}}\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[{\"19044\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-17 09:27:14.000000+00:00\", \"2020-12-22 21:37:21.000000+00:00\"], \"session_ids\": [\"7c17d831-810a-4e31-a030-3aa71c985b7d\", \"c3c27a00-e6f5-4ef8-950a-16d6e70c172c\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.319}}, {\"14398\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2019-10-30 17:13:25.000000+00:00\", \"2021-11-01 01:39:37.000000+00:00\", \"2019-08-21 14:37:36.000000+00:00\", \"2021-06-29 20:13:51.000000+00:00\", \"2022-12-28 22:12:54.000000+00:00\", \"2021-07-10 18:02:55.000000+00:00\"], \"session_ids\": [\"8b34c1ce-b33e-4da3-ab0d-6d92d1a64614\", \"bd82678e-8267-4c46-aff9-38bec8e61624\", \"6a387fe2-3752-4860-b7c5-eae97c1ff6ed\", \"822babd1-a111-4972-9610-33feb8a859e4\", \"fcfc6e12-0f21-4915-a034-3a04ea35ba6a\", \"5dba23f5-5e48-48b1-93fb-a072bc50b65e\"], \"total_duration\": 103.0, \"total_sessions\": 6, \"mean_week_duration\": 0.589}}, {\"71866\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-09 03:05:56.000000+00:00\", \"2021-03-29 17:22:23.000000+00:00\", \"2019-08-17 01:47:37.000000+00:00\", \"2022-10-23 08:32:57.000000+00:00\"], \"session_ids\": [\"90718cd9-13ca-4656-a4c2-606d4155e203\", \"0c3200bf-f26d-41f6-8007-4e0f67837750\", \"2d1945c5-2666-406b-a8fe-506d064c72fa\", \"1430b998-8450-465a-be37-9055b83c90c4\"], \"total_duration\": 221.0, \"total_sessions\": 4, \"mean_week_duration\": 1.163}}, {\"97785\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-14 05:13:31.000000+00:00\", \"2022-02-21 22:07:39.000000+00:00\"], \"session_ids\": [\"ba1e81d5-6483-46c2-b545-7889e60bcf3a\", \"f5a872fc-bb7f-47fa-8bb5-046a299cc616\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.391}}, {\"2519\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-10-28 22:11:59.000000+00:00\", \"2021-07-24 03:02:02.000000+00:00\", \"2022-12-05 04:12:50.000000+00:00\"], \"session_ids\": [\"5b39b840-3e59-4743-a9a1-8fa50998d0c9\", \"e8be5cc9-18a7-4c96-8463-e653a3099c04\", \"c4405b57-eaa8-4d74-abb0-c9e9681114d0\"], \"total_duration\": 406.0, \"total_sessions\": 3, \"mean_week_duration\": 3.691}}, {\"42871\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-11-08 18:16:06.000000+00:00\", \"2022-07-25 14:49:56.000000+00:00\", \"2020-03-26 21:26:54.000000+00:00\", \"2023-04-12 05:47:31.000000+00:00\", \"2023-01-01 00:02:36.000000+00:00\"], \"session_ids\": [\"8fcd1a6d-06a7-4b82-8fbb-e50a443d9557\", \"d495827a-425b-47b0-adf7-eba8289e5323\", \"2cc42d80-48f9-480f-b759-413ea2ac3812\", \"821c257b-61e0-422e-96d2-c0517f295da1\", \"5e064c99-7743-4d5b-b6c0-81a9cc4a7201\"], \"total_duration\": 1058.0, \"total_sessions\": 5, \"mean_week_duration\": 5.911}}, {\"19271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-05-08 08:39:09.000000+00:00\", \"2022-11-11 16:53:53.000000+00:00\", \"2023-06-16 18:35:50.000000+00:00\"], \"session_ids\": [\"05da825a-f897-405e-85f4-2e05548f4603\", \"65e22ad1-b921-4fba-9059-847aa90c0b6d\", \"963da385-3e31-4b2c-a885-6f20d7a41bbb\"], \"total_duration\": 1065.0, \"total_sessions\": 3, \"mean_week_duration\": 6.574}}, {\"97086\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-01-14 06:09:22.000000+00:00\", \"2022-05-17 17:53:42.000000+00:00\"], \"session_ids\": [\"c4f47f08-19c7-4823-9afd-b39cd78c9199\", \"21226ba4-992a-4371-864a-121dac5136a7\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 8.286}}, {\"45016\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-07-20 15:48:11.000000+00:00\", \"2023-01-01 08:04:06.000000+00:00\", \"2023-03-04 13:23:04.000000+00:00\"], \"session_ids\": [\"7dfe0993-1731-4587-a046-aa3342515b3e\", \"c010c1c3-2089-4423-b2e7-ebc3f9fbd7bc\", \"8ebcef76-5bc4-4d57-a9e2-ff9f3516092b\"], \"total_duration\": 797.0, \"total_sessions\": 3, \"mean_week_duration\": 9.376}}, {\"71487\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-13 04:31:44.000000+00:00\", \"2022-09-03 23:47:45.000000+00:00\", \"2021-07-11 04:38:25.000000+00:00\"], \"session_ids\": [\"f0d71fbc-0fc2-442a-95e6-8e331a920430\", \"ac88d19e-2187-43ad-b072-d7df663c5672\", \"c501a0b5-46fd-467f-80c1-57c802b83acf\"], \"total_duration\": 654.0, \"total_sessions\": 3, \"mean_week_duration\": 10.9}}]\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[{\"19044\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-17 09:27:14.000000+00:00\", \"2020-12-22 21:37:21.000000+00:00\"], \"session_ids\": [\"7c17d831-810a-4e31-a030-3aa71c985b7d\", \"c3c27a00-e6f5-4ef8-950a-16d6e70c172c\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.319}}, {\"14398\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2019-10-30 17:13:25.000000+00:00\", \"2021-11-01 01:39:37.000000+00:00\", \"2019-08-21 14:37:36.000000+00:00\", \"2021-06-29 20:13:51.000000+00:00\", \"2022-12-28 22:12:54.000000+00:00\", \"2021-07-10 18:02:55.000000+00:00\"], \"session_ids\": [\"8b34c1ce-b33e-4da3-ab0d-6d92d1a64614\", \"bd82678e-8267-4c46-aff9-38bec8e61624\", \"6a387fe2-3752-4860-b7c5-eae97c1ff6ed\", \"822babd1-a111-4972-9610-33feb8a859e4\", \"fcfc6e12-0f21-4915-a034-3a04ea35ba6a\", \"5dba23f5-5e48-48b1-93fb-a072bc50b65e\"], \"total_duration\": 103.0, \"total_sessions\": 6, \"mean_week_duration\": 0.589}}, {\"71866\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-09 03:05:56.000000+00:00\", \"2021-03-29 17:22:23.000000+00:00\", \"2019-08-17 01:47:37.000000+00:00\", \"2022-10-23 08:32:57.000000+00:00\"], \"session_ids\": [\"90718cd9-13ca-4656-a4c2-606d4155e203\", \"0c3200bf-f26d-41f6-8007-4e0f67837750\", \"2d1945c5-2666-406b-a8fe-506d064c72fa\", \"1430b998-8450-465a-be37-9055b83c90c4\"], \"total_duration\": 221.0, \"total_sessions\": 4, \"mean_week_duration\": 1.163}}]\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[{\"19044\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-17 09:27:14.000000+00:00\", \"2020-12-22 21:37:21.000000+00:00\"], \"session_ids\": [\"7c17d831-810a-4e31-a030-3aa71c985b7d\", \"c3c27a00-e6f5-4ef8-950a-16d6e70c172c\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.319}}, {\"14398\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2019-10-30 17:13:25.000000+00:00\", \"2021-11-01 01:39:37.000000+00:00\", \"2019-08-21 14:37:36.000000+00:00\", \"2021-06-29 20:13:51.000000+00:00\", \"2022-12-28 22:12:54.000000+00:00\", \"2021-07-10 18:02:55.000000+00:00\"], \"session_ids\": [\"8b34c1ce-b33e-4da3-ab0d-6d92d1a64614\", \"bd82678e-8267-4c46-aff9-38bec8e61624\", \"6a387fe2-3752-4860-b7c5-eae97c1ff6ed\", \"822babd1-a111-4972-9610-33feb8a859e4\", \"fcfc6e12-0f21-4915-a034-3a04ea35ba6a\", \"5dba23f5-5e48-48b1-93fb-a072bc50b65e\"], \"total_duration\": 103.0, \"total_sessions\": 6, \"mean_week_duration\": 0.589}}, {\"71866\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-09 03:05:56.000000+00:00\", \"2021-03-29 17:22:23.000000+00:00\", \"2019-08-17 01:47:37.000000+00:00\", \"2022-10-23 08:32:57.000000+00:00\"], \"session_ids\": [\"90718cd9-13ca-4656-a4c2-606d4155e203\", \"0c3200bf-f26d-41f6-8007-4e0f67837750\", \"2d1945c5-2666-406b-a8fe-506d064c72fa\", \"1430b998-8450-465a-be37-9055b83c90c4\"], \"total_duration\": 221.0, \"total_sessions\": 4, \"mean_week_duration\": 1.163}}]\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 7 users who have the lowest site usage time per week , apply sorting by total_sessions risingly , moreover provide me only with 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"93693\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-12-19 10:40:31.000000+00:00\", \"2020-04-13 05:22:07.000000+00:00\", \"2020-11-21 02:07:03.000000+00:00\"], \"session_ids\": [\"c7586efc-c96b-4cde-8711-042d6caecc3d\", \"ef36c517-ea39-4415-a8c2-73bf6207e6d7\", \"7f0ede42-4bd1-48d5-af57-57c017ed92d6\"], \"total_duration\": 374.0, \"total_sessions\": 3, \"mean_week_duration\": 7.633}, \"44067\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-07-19 01:35:30.000000+00:00\", \"2021-10-21 17:31:06.000000+00:00\"], \"session_ids\": [\"f9f0a054-9546-490c-bddb-4867bb45657f\", \"1055eb6a-354d-464d-b21a-37033ebf93d9\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 9.714}, \"63326\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-25 12:59:48.000000+00:00\", \"2021-05-14 19:10:14.000000+00:00\", \"2020-08-04 17:24:39.000000+00:00\"], \"session_ids\": [\"31ea48f4-c386-464e-bf10-2e60e5fb3c60\", \"416301a0-9983-46f8-ad13-0b9838d236bd\", \"e6ab0d7c-c310-4b7c-8008-cde33ac9a239\"], \"total_duration\": 98.0, \"total_sessions\": 3, \"mean_week_duration\": 0.99}, \"98151\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-05 04:10:25.000000+00:00\", \"2019-01-04 15:03:46.000000+00:00\", \"2020-10-28 05:23:47.000000+00:00\", \"2020-09-14 06:58:03.000000+00:00\"], \"session_ids\": [\"e484998c-8e3f-42f5-99dd-db65d4f3c431\", \"456008af-a582-4924-93a8-707bf9f1f430\", \"7a804bc9-c4d5-4797-815a-c04734e3f8de\", \"34be8039-d225-4ed9-8a03-bd932479929b\"], \"total_duration\": 1136.0, \"total_sessions\": 4, \"mean_week_duration\": 11.958}, \"63593\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-28 01:36:05.000000+00:00\", \"2021-10-17 09:33:19.000000+00:00\", \"2022-12-09 06:27:08.000000+00:00\"], \"session_ids\": [\"81b3ba73-ac61-48ba-90b0-9d70237ee91e\", \"12693b5a-9b1c-445f-981b-0f3cc10a5967\", \"20edd4a6-6366-47ec-84b8-5a3f56c5c31e\"], \"total_duration\": 846.0, \"total_sessions\": 3, \"mean_week_duration\": 10.575}, \"90118\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-01-28 16:49:00.000000+00:00\", \"2023-03-12 03:27:13.000000+00:00\"], \"session_ids\": [\"14a989ab-7041-4cfa-9850-fcae45ae03c5\", \"7347a5cf-6911-4591-bd95-a4e3b6d58353\"], \"total_duration\": 411.0, \"total_sessions\": 2, \"mean_week_duration\": 1.912}, \"5653\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-25 20:41:55.000000+00:00\", \"2022-03-06 15:15:42.000000+00:00\"], \"session_ids\": [\"c2341db0-d30f-4938-bb8f-2653beb67ba1\", \"bd49fd60-924e-4054-81e1-7918ba3a9eb8\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 4.516}, \"96509\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-03-15 21:12:06.000000+00:00\", \"2020-06-03 02:46:58.000000+00:00\"], \"session_ids\": [\"b27b5aca-7cdf-479e-9e0b-84ae5ab8ca3c\", \"9abccde4-6636-4cdf-8571-9b901f973047\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 4.531}, \"90256\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-30 16:12:38.000000+00:00\", \"2022-09-22 22:01:06.000000+00:00\"], \"session_ids\": [\"feaa9bea-b30b-4083-9444-ffd337f120e3\", \"0f768d7b-997b-4f2b-a1d5-42e48ca09923\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 1.571}, \"72848\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-12 18:09:57.000000+00:00\", \"2021-07-17 09:58:27.000000+00:00\"], \"session_ids\": [\"f97a66cf-9e8d-45ad-8f8e-410eb3c94ebf\", \"d6ecab6a-682d-40c0-b37f-56c063e43a39\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.643}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the lowest 7 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 7}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"72848\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-12 18:09:57.000000+00:00\", \"2021-07-17 09:58:27.000000+00:00\"], \"session_ids\": [\"f97a66cf-9e8d-45ad-8f8e-410eb3c94ebf\", \"d6ecab6a-682d-40c0-b37f-56c063e43a39\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.643}}, {\"63326\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-25 12:59:48.000000+00:00\", \"2021-05-14 19:10:14.000000+00:00\", \"2020-08-04 17:24:39.000000+00:00\"], \"session_ids\": [\"31ea48f4-c386-464e-bf10-2e60e5fb3c60\", \"416301a0-9983-46f8-ad13-0b9838d236bd\", \"e6ab0d7c-c310-4b7c-8008-cde33ac9a239\"], \"total_duration\": 98.0, \"total_sessions\": 3, \"mean_week_duration\": 0.99}}, {\"90256\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-30 16:12:38.000000+00:00\", \"2022-09-22 22:01:06.000000+00:00\"], \"session_ids\": [\"feaa9bea-b30b-4083-9444-ffd337f120e3\", \"0f768d7b-997b-4f2b-a1d5-42e48ca09923\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 1.571}}, {\"90118\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-01-28 16:49:00.000000+00:00\", \"2023-03-12 03:27:13.000000+00:00\"], \"session_ids\": [\"14a989ab-7041-4cfa-9850-fcae45ae03c5\", \"7347a5cf-6911-4591-bd95-a4e3b6d58353\"], \"total_duration\": 411.0, \"total_sessions\": 2, \"mean_week_duration\": 1.912}}, {\"5653\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-25 20:41:55.000000+00:00\", \"2022-03-06 15:15:42.000000+00:00\"], \"session_ids\": [\"c2341db0-d30f-4938-bb8f-2653beb67ba1\", \"bd49fd60-924e-4054-81e1-7918ba3a9eb8\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 4.516}}, {\"96509\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-03-15 21:12:06.000000+00:00\", \"2020-06-03 02:46:58.000000+00:00\"], \"session_ids\": [\"b27b5aca-7cdf-479e-9e0b-84ae5ab8ca3c\", \"9abccde4-6636-4cdf-8571-9b901f973047\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 4.531}}, {\"93693\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-12-19 10:40:31.000000+00:00\", \"2020-04-13 05:22:07.000000+00:00\", \"2020-11-21 02:07:03.000000+00:00\"], \"session_ids\": [\"c7586efc-c96b-4cde-8711-042d6caecc3d\", \"ef36c517-ea39-4415-a8c2-73bf6207e6d7\", \"7f0ede42-4bd1-48d5-af57-57c017ed92d6\"], \"total_duration\": 374.0, \"total_sessions\": 3, \"mean_week_duration\": 7.633}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"72848\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-12 18:09:57.000000+00:00\", \"2021-07-17 09:58:27.000000+00:00\"], \"session_ids\": [\"f97a66cf-9e8d-45ad-8f8e-410eb3c94ebf\", \"d6ecab6a-682d-40c0-b37f-56c063e43a39\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.643}}, {\"90256\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-30 16:12:38.000000+00:00\", \"2022-09-22 22:01:06.000000+00:00\"], \"session_ids\": [\"feaa9bea-b30b-4083-9444-ffd337f120e3\", \"0f768d7b-997b-4f2b-a1d5-42e48ca09923\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 1.571}}, {\"90118\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-01-28 16:49:00.000000+00:00\", \"2023-03-12 03:27:13.000000+00:00\"], \"session_ids\": [\"14a989ab-7041-4cfa-9850-fcae45ae03c5\", \"7347a5cf-6911-4591-bd95-a4e3b6d58353\"], \"total_duration\": 411.0, \"total_sessions\": 2, \"mean_week_duration\": 1.912}}, {\"5653\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-05-25 20:41:55.000000+00:00\", \"2022-03-06 15:15:42.000000+00:00\"], \"session_ids\": [\"c2341db0-d30f-4938-bb8f-2653beb67ba1\", \"bd49fd60-924e-4054-81e1-7918ba3a9eb8\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 4.516}}, {\"96509\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-03-15 21:12:06.000000+00:00\", \"2020-06-03 02:46:58.000000+00:00\"], \"session_ids\": [\"b27b5aca-7cdf-479e-9e0b-84ae5ab8ca3c\", \"9abccde4-6636-4cdf-8571-9b901f973047\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 4.531}}, {\"63326\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-25 12:59:48.000000+00:00\", \"2021-05-14 19:10:14.000000+00:00\", \"2020-08-04 17:24:39.000000+00:00\"], \"session_ids\": [\"31ea48f4-c386-464e-bf10-2e60e5fb3c60\", \"416301a0-9983-46f8-ad13-0b9838d236bd\", \"e6ab0d7c-c310-4b7c-8008-cde33ac9a239\"], \"total_duration\": 98.0, \"total_sessions\": 3, \"mean_week_duration\": 0.99}}, {\"93693\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-12-19 10:40:31.000000+00:00\", \"2020-04-13 05:22:07.000000+00:00\", \"2020-11-21 02:07:03.000000+00:00\"], \"session_ids\": [\"c7586efc-c96b-4cde-8711-042d6caecc3d\", \"ef36c517-ea39-4415-a8c2-73bf6207e6d7\", \"7f0ede42-4bd1-48d5-af57-57c017ed92d6\"], \"total_duration\": 374.0, \"total_sessions\": 3, \"mean_week_duration\": 7.633}}]\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[{\"72848\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-12 18:09:57.000000+00:00\", \"2021-07-17 09:58:27.000000+00:00\"], \"session_ids\": [\"f97a66cf-9e8d-45ad-8f8e-410eb3c94ebf\", \"d6ecab6a-682d-40c0-b37f-56c063e43a39\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.643}}, {\"90256\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-30 16:12:38.000000+00:00\", \"2022-09-22 22:01:06.000000+00:00\"], \"session_ids\": [\"feaa9bea-b30b-4083-9444-ffd337f120e3\", \"0f768d7b-997b-4f2b-a1d5-42e48ca09923\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 1.571}}, {\"90118\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-01-28 16:49:00.000000+00:00\", \"2023-03-12 03:27:13.000000+00:00\"], \"session_ids\": [\"14a989ab-7041-4cfa-9850-fcae45ae03c5\", \"7347a5cf-6911-4591-bd95-a4e3b6d58353\"], \"total_duration\": 411.0, \"total_sessions\": 2, \"mean_week_duration\": 1.912}}]\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[{\"72848\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-08-12 18:09:57.000000+00:00\", \"2021-07-17 09:58:27.000000+00:00\"], \"session_ids\": [\"f97a66cf-9e8d-45ad-8f8e-410eb3c94ebf\", \"d6ecab6a-682d-40c0-b37f-56c063e43a39\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.643}}, {\"90256\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-30 16:12:38.000000+00:00\", \"2022-09-22 22:01:06.000000+00:00\"], \"session_ids\": [\"feaa9bea-b30b-4083-9444-ffd337f120e3\", \"0f768d7b-997b-4f2b-a1d5-42e48ca09923\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 1.571}}, {\"90118\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-01-28 16:49:00.000000+00:00\", \"2023-03-12 03:27:13.000000+00:00\"], \"session_ids\": [\"14a989ab-7041-4cfa-9850-fcae45ae03c5\", \"7347a5cf-6911-4591-bd95-a4e3b6d58353\"], \"total_duration\": 411.0, \"total_sessions\": 2, \"mean_week_duration\": 1.912}}]\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 3 users whose total_duration is strictly greater than 722 , carry out sorting by total_sessions in ascending order." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"5143\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-11-15 11:03:37.000000+00:00\", \"2022-02-15 02:56:06.000000+00:00\"], \"session_ids\": [\"5ef9e420-cef3-4bcc-b7a1-da505f0532ec\", \"2cac6007-d818-414f-92b0-d0fb743b2b4c\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 3.059}, \"5130\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2019-11-20 01:21:35.000000+00:00\", \"2019-12-13 16:49:53.000000+00:00\"], \"session_ids\": [\"986906e2-fa2a-4698-abb4-8b8c805707b7\", \"2da0cea1-7059-4681-b7d5-362898d7afcd\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 10.5}, \"26451\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 6}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-11-09 06:48:24.000000+00:00\", \"2020-06-03 13:03:24.000000+00:00\"], \"session_ids\": [\"c0ee3b91-7498-4c8f-be1f-fc3b535083b1\", \"b0d86ac0-fdf3-41f5-8f7e-6da74fc068e1\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.307}, \"69339\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-07-28 15:52:28.000000+00:00\", \"2021-07-29 10:28:28.000000+00:00\", \"2022-12-28 12:55:22.000000+00:00\", \"2021-02-25 11:15:37.000000+00:00\", \"2021-04-08 07:28:39.000000+00:00\", \"2019-07-19 03:00:47.000000+00:00\", \"2021-06-10 20:21:34.000000+00:00\", \"2020-01-04 16:20:36.000000+00:00\", \"2022-02-03 13:54:05.000000+00:00\", \"2021-01-17 00:09:07.000000+00:00\"], \"session_ids\": [\"cba3371f-99ad-4ea1-b013-07f500fb73e1\", \"c0195904-0b02-429c-a91b-c134766eea22\", \"0b83559d-891e-42c9-a76d-8d30a1bbdf2c\", \"8c7bea07-fa2a-4777-aa57-176b4b7b89ec\", \"48b8d5fe-72d0-421a-b50b-a06604ac5898\", \"bfc37a71-58ac-4d6a-8bcd-82bba0730f1a\", \"1ca8032e-c447-45f4-bb7d-09fdfdbad58f\", \"3e171ea4-9bc2-43a0-8ea9-a1d327e3e983\", \"6908d00f-a7b5-4341-8c2e-0b9c6feb8b6d\", \"d0001ae6-1c52-4647-a45a-2dc43963c842\"], \"total_duration\": 28659.0, \"total_sessions\": 10, \"mean_week_duration\": 159.217}, \"39365\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-14 19:02:20.000000+00:00\", \"2022-07-22 14:10:48.000000+00:00\"], \"session_ids\": [\"e025212d-fc68-4aaf-93c8-94f937663953\", \"c85a9904-1394-4e86-b06d-0c06fe04d27c\"], \"total_duration\": 195.0, \"total_sessions\": 2, \"mean_week_duration\": 1.393}, \"68135\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-11 23:22:46.000000+00:00\", \"2023-05-21 16:47:11.000000+00:00\", \"2022-02-04 03:15:42.000000+00:00\"], \"session_ids\": [\"362ad944-dddd-445c-ae9a-a577437d2521\", \"e3785e90-e890-4de8-a5d7-690a13eab4ff\", \"332cda6c-4798-4abb-b01a-a121bb6cb189\"], \"total_duration\": 874.0, \"total_sessions\": 3, \"mean_week_duration\": 3.919}, \"6522\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-06 22:39:42.000000+00:00\", \"2019-04-05 23:48:06.000000+00:00\"], \"session_ids\": [\"7b5c5770-6887-4c0a-a36a-5086f41d1975\", \"354acd07-7b5d-481a-b8d0-c6b546218898\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 3.778}, \"4197\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-07 02:48:26.000000+00:00\", \"2022-08-29 11:17:34.000000+00:00\"], \"session_ids\": [\"93f8ec67-1932-49ac-ad14-fad951720f43\", \"cb345cc2-7000-498e-ae3c-382fdb60af76\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.565}, \"95726\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-03-14 02:53:30.000000+00:00\", \"2022-11-07 08:29:22.000000+00:00\"], \"session_ids\": [\"740e81b5-66f9-48d0-9af6-8db83771543b\", \"034689fc-01ba-4f79-aa0a-eb3c7a0fb9a4\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 1.345}, \"63601\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-06-30 15:11:12.000000+00:00\", \"2022-12-21 20:13:21.000000+00:00\"], \"session_ids\": [\"cca34baa-f1c3-4bae-8ed9-7ba450f42960\", \"fc84c5e6-1bc7-4cf5-94b8-5da3b8358286\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.429}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 722" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[722, 4952]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"69339\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-07-28 15:52:28.000000+00:00\", \"2021-07-29 10:28:28.000000+00:00\", \"2022-12-28 12:55:22.000000+00:00\", \"2021-02-25 11:15:37.000000+00:00\", \"2021-04-08 07:28:39.000000+00:00\", \"2019-07-19 03:00:47.000000+00:00\", \"2021-06-10 20:21:34.000000+00:00\", \"2020-01-04 16:20:36.000000+00:00\", \"2022-02-03 13:54:05.000000+00:00\", \"2021-01-17 00:09:07.000000+00:00\"], \"session_ids\": [\"cba3371f-99ad-4ea1-b013-07f500fb73e1\", \"c0195904-0b02-429c-a91b-c134766eea22\", \"0b83559d-891e-42c9-a76d-8d30a1bbdf2c\", \"8c7bea07-fa2a-4777-aa57-176b4b7b89ec\", \"48b8d5fe-72d0-421a-b50b-a06604ac5898\", \"bfc37a71-58ac-4d6a-8bcd-82bba0730f1a\", \"1ca8032e-c447-45f4-bb7d-09fdfdbad58f\", \"3e171ea4-9bc2-43a0-8ea9-a1d327e3e983\", \"6908d00f-a7b5-4341-8c2e-0b9c6feb8b6d\", \"d0001ae6-1c52-4647-a45a-2dc43963c842\"], \"total_duration\": 28659.0, \"total_sessions\": 10, \"mean_week_duration\": 159.217}, \"68135\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-11 23:22:46.000000+00:00\", \"2023-05-21 16:47:11.000000+00:00\", \"2022-02-04 03:15:42.000000+00:00\"], \"session_ids\": [\"362ad944-dddd-445c-ae9a-a577437d2521\", \"e3785e90-e890-4de8-a5d7-690a13eab4ff\", \"332cda6c-4798-4abb-b01a-a121bb6cb189\"], \"total_duration\": 874.0, \"total_sessions\": 3, \"mean_week_duration\": 3.919}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"68135\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-11 23:22:46.000000+00:00\", \"2023-05-21 16:47:11.000000+00:00\", \"2022-02-04 03:15:42.000000+00:00\"], \"session_ids\": [\"362ad944-dddd-445c-ae9a-a577437d2521\", \"e3785e90-e890-4de8-a5d7-690a13eab4ff\", \"332cda6c-4798-4abb-b01a-a121bb6cb189\"], \"total_duration\": 874.0, \"total_sessions\": 3, \"mean_week_duration\": 3.919}}, {\"69339\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-07-28 15:52:28.000000+00:00\", \"2021-07-29 10:28:28.000000+00:00\", \"2022-12-28 12:55:22.000000+00:00\", \"2021-02-25 11:15:37.000000+00:00\", \"2021-04-08 07:28:39.000000+00:00\", \"2019-07-19 03:00:47.000000+00:00\", \"2021-06-10 20:21:34.000000+00:00\", \"2020-01-04 16:20:36.000000+00:00\", \"2022-02-03 13:54:05.000000+00:00\", \"2021-01-17 00:09:07.000000+00:00\"], \"session_ids\": [\"cba3371f-99ad-4ea1-b013-07f500fb73e1\", \"c0195904-0b02-429c-a91b-c134766eea22\", \"0b83559d-891e-42c9-a76d-8d30a1bbdf2c\", \"8c7bea07-fa2a-4777-aa57-176b4b7b89ec\", \"48b8d5fe-72d0-421a-b50b-a06604ac5898\", \"bfc37a71-58ac-4d6a-8bcd-82bba0730f1a\", \"1ca8032e-c447-45f4-bb7d-09fdfdbad58f\", \"3e171ea4-9bc2-43a0-8ea9-a1d327e3e983\", \"6908d00f-a7b5-4341-8c2e-0b9c6feb8b6d\", \"d0001ae6-1c52-4647-a45a-2dc43963c842\"], \"total_duration\": 28659.0, \"total_sessions\": 10, \"mean_week_duration\": 159.217}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"68135\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-11 23:22:46.000000+00:00\", \"2023-05-21 16:47:11.000000+00:00\", \"2022-02-04 03:15:42.000000+00:00\"], \"session_ids\": [\"362ad944-dddd-445c-ae9a-a577437d2521\", \"e3785e90-e890-4de8-a5d7-690a13eab4ff\", \"332cda6c-4798-4abb-b01a-a121bb6cb189\"], \"total_duration\": 874.0, \"total_sessions\": 3, \"mean_week_duration\": 3.919}}, {\"69339\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-07-28 15:52:28.000000+00:00\", \"2021-07-29 10:28:28.000000+00:00\", \"2022-12-28 12:55:22.000000+00:00\", \"2021-02-25 11:15:37.000000+00:00\", \"2021-04-08 07:28:39.000000+00:00\", \"2019-07-19 03:00:47.000000+00:00\", \"2021-06-10 20:21:34.000000+00:00\", \"2020-01-04 16:20:36.000000+00:00\", \"2022-02-03 13:54:05.000000+00:00\", \"2021-01-17 00:09:07.000000+00:00\"], \"session_ids\": [\"cba3371f-99ad-4ea1-b013-07f500fb73e1\", \"c0195904-0b02-429c-a91b-c134766eea22\", \"0b83559d-891e-42c9-a76d-8d30a1bbdf2c\", \"8c7bea07-fa2a-4777-aa57-176b4b7b89ec\", \"48b8d5fe-72d0-421a-b50b-a06604ac5898\", \"bfc37a71-58ac-4d6a-8bcd-82bba0730f1a\", \"1ca8032e-c447-45f4-bb7d-09fdfdbad58f\", \"3e171ea4-9bc2-43a0-8ea9-a1d327e3e983\", \"6908d00f-a7b5-4341-8c2e-0b9c6feb8b6d\", \"d0001ae6-1c52-4647-a45a-2dc43963c842\"], \"total_duration\": 28659.0, \"total_sessions\": 10, \"mean_week_duration\": 159.217}}]\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[{\"68135\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-11 23:22:46.000000+00:00\", \"2023-05-21 16:47:11.000000+00:00\", \"2022-02-04 03:15:42.000000+00:00\"], \"session_ids\": [\"362ad944-dddd-445c-ae9a-a577437d2521\", \"e3785e90-e890-4de8-a5d7-690a13eab4ff\", \"332cda6c-4798-4abb-b01a-a121bb6cb189\"], \"total_duration\": 874.0, \"total_sessions\": 3, \"mean_week_duration\": 3.919}}, {\"69339\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-07-28 15:52:28.000000+00:00\", \"2021-07-29 10:28:28.000000+00:00\", \"2022-12-28 12:55:22.000000+00:00\", \"2021-02-25 11:15:37.000000+00:00\", \"2021-04-08 07:28:39.000000+00:00\", \"2019-07-19 03:00:47.000000+00:00\", \"2021-06-10 20:21:34.000000+00:00\", \"2020-01-04 16:20:36.000000+00:00\", \"2022-02-03 13:54:05.000000+00:00\", \"2021-01-17 00:09:07.000000+00:00\"], \"session_ids\": [\"cba3371f-99ad-4ea1-b013-07f500fb73e1\", \"c0195904-0b02-429c-a91b-c134766eea22\", \"0b83559d-891e-42c9-a76d-8d30a1bbdf2c\", \"8c7bea07-fa2a-4777-aa57-176b4b7b89ec\", \"48b8d5fe-72d0-421a-b50b-a06604ac5898\", \"bfc37a71-58ac-4d6a-8bcd-82bba0730f1a\", \"1ca8032e-c447-45f4-bb7d-09fdfdbad58f\", \"3e171ea4-9bc2-43a0-8ea9-a1d327e3e983\", \"6908d00f-a7b5-4341-8c2e-0b9c6feb8b6d\", \"d0001ae6-1c52-4647-a45a-2dc43963c842\"], \"total_duration\": 28659.0, \"total_sessions\": 10, \"mean_week_duration\": 159.217}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about 5 users whose site usage time is greater than 1318 (strictly) additionaly execute sorting by city naming in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"23624\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-11-26 19:33:06.000000+00:00\", \"2021-12-24 15:02:43.000000+00:00\"], \"session_ids\": [\"5691fd2c-7df7-457a-b0ed-283950df438d\", \"602d08df-1b32-4e82-ac00-f8b9c620bba4\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 12.25}, \"38938\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Vienna\", \"datetimes\": [\"2021-10-26 11:37:24.000000+00:00\", \"2022-06-15 07:16:11.000000+00:00\"], \"session_ids\": [\"8e90d7cc-a655-49db-a683-2595bec0c251\", \"2e29def3-a5bc-41ed-92d3-531e41f4df7c\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 5.152}, \"35302\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-04-30 10:09:30.000000+00:00\", \"2019-06-11 11:29:34.000000+00:00\", \"2023-06-29 09:33:09.000000+00:00\", \"2021-01-04 20:26:01.000000+00:00\"], \"session_ids\": [\"fd81f89c-149a-4803-97e0-3e1ea994ee17\", \"7353bab8-a230-468a-ba1b-9843e62fadd6\", \"05d7385c-bace-47d7-b3ca-0d943d909f3b\", \"c5690a1d-3a29-4ca6-be3e-afb82b805bad\"], \"total_duration\": 224.0, \"total_sessions\": 4, \"mean_week_duration\": 1.057}, \"48532\": {\"keyflows\": {\"Sign In Flow\": 11, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-08-30 00:51:08.000000+00:00\", \"2019-01-09 05:29:33.000000+00:00\"], \"session_ids\": [\"e7f4bca6-f23b-43e7-a2d0-3e3ee2672339\", \"d0e4cde3-c251-4721-b3d2-f2803eb60c35\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.521}, \"57628\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-06-15 15:07:37.000000+00:00\", \"2020-08-05 15:20:55.000000+00:00\", \"2020-09-13 02:21:38.000000+00:00\", \"2022-10-03 10:25:16.000000+00:00\", \"2022-09-29 09:59:49.000000+00:00\"], \"session_ids\": [\"6cf7922c-6a99-4fac-8335-c123038778b2\", \"d3131b59-5388-4488-befe-76934b1c6dec\", \"78c9c991-f027-4af8-8875-7fb8c612debb\", \"f4d2eaca-311e-432b-b746-18048f34c52a\", \"d713c73a-8635-4b4e-ba91-d65e5a55bb02\"], \"total_duration\": 160.0, \"total_sessions\": 5, \"mean_week_duration\": 1.333}, \"28398\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-12 17:49:06.000000+00:00\", \"2021-04-10 16:22:55.000000+00:00\", \"2019-12-25 01:50:36.000000+00:00\", \"2020-01-28 20:02:16.000000+00:00\", \"2020-03-28 03:36:54.000000+00:00\", \"2023-06-18 17:06:14.000000+00:00\", \"2019-08-24 08:08:16.000000+00:00\", \"2019-11-06 02:35:25.000000+00:00\", \"2019-02-01 06:13:11.000000+00:00\", \"2020-01-14 10:52:02.000000+00:00\", \"2020-10-11 11:18:54.000000+00:00\"], \"session_ids\": [\"c04248cc-f7b9-4680-9dd6-52d8087bc528\", \"ca381648-8a3c-4651-9e76-5882269f094e\", \"291db0c1-3147-43db-b599-dc14b080128e\", \"ca7598eb-82a2-4708-aa3b-063b2f6c03e4\", \"1b250ee2-09b9-4476-a8c7-87be6e0b6e18\", \"32ea3fdd-a783-48b7-947d-3dec8fc5c012\", \"7634d89d-aee8-4506-a2df-fed97810cafa\", \"5c484a23-1fb9-49d3-ba27-f8d12991857d\", \"711c521a-22e7-457b-ad6f-c2f32f8d8d01\", \"adc52736-c9d1-4143-bdaf-170b3b51ea37\", \"743b2ac0-6e49-47f9-831d-d3a464506d16\"], \"total_duration\": 46335.0, \"total_sessions\": 11, \"mean_week_duration\": 202.336}, \"61933\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-03-06 00:05:11.000000+00:00\", \"2020-06-16 06:11:51.000000+00:00\", \"2020-03-26 23:25:49.000000+00:00\"], \"session_ids\": [\"1324e0a9-1df0-4ebf-8351-b8b8ad78c7b9\", \"c66d7dd7-2108-4999-b6aa-1ad5deb5477f\", \"c1f4c1f0-8117-4b1c-ac36-a938b85c24be\"], \"total_duration\": 332.0, \"total_sessions\": 3, \"mean_week_duration\": 4.955}, \"60336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-03-19 02:38:02.000000+00:00\", \"2019-08-07 19:39:08.000000+00:00\"], \"session_ids\": [\"b4c5e364-d36f-42eb-9ab7-de7b88afa737\", \"eebba836-3685-4ef3-9ae4-c574a24a515c\"], \"total_duration\": 400.0, \"total_sessions\": 2, \"mean_week_duration\": 12.5}, \"91435\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2022-11-26 06:20:48.000000+00:00\", \"2022-10-31 17:28:29.000000+00:00\", \"2020-10-05 15:05:21.000000+00:00\"], \"session_ids\": [\"40b88856-49b7-4fce-b5c7-80cb6f9ff12c\", \"4e0dde70-2911-4d44-9b6f-62c3f9c6246e\", \"41822db2-527b-4348-a039-b2fbba4f2524\"], \"total_duration\": 115.0, \"total_sessions\": 3, \"mean_week_duration\": 1.027}, \"64972\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 4, \"Settings Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-12-23 11:54:55.000000+00:00\", \"2020-12-06 12:17:51.000000+00:00\"], \"session_ids\": [\"1d6cf570-0c7f-408a-a79c-8fb3c08274fe\", \"5a3ca9c4-0b58-437f-8f2c-f7ba587fa9b0\"], \"total_duration\": 288.0, \"total_sessions\": 2, \"mean_week_duration\": 96.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are greater than 1318" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[1318, 3646]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"28398\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-12 17:49:06.000000+00:00\", \"2021-04-10 16:22:55.000000+00:00\", \"2019-12-25 01:50:36.000000+00:00\", \"2020-01-28 20:02:16.000000+00:00\", \"2020-03-28 03:36:54.000000+00:00\", \"2023-06-18 17:06:14.000000+00:00\", \"2019-08-24 08:08:16.000000+00:00\", \"2019-11-06 02:35:25.000000+00:00\", \"2019-02-01 06:13:11.000000+00:00\", \"2020-01-14 10:52:02.000000+00:00\", \"2020-10-11 11:18:54.000000+00:00\"], \"session_ids\": [\"c04248cc-f7b9-4680-9dd6-52d8087bc528\", \"ca381648-8a3c-4651-9e76-5882269f094e\", \"291db0c1-3147-43db-b599-dc14b080128e\", \"ca7598eb-82a2-4708-aa3b-063b2f6c03e4\", \"1b250ee2-09b9-4476-a8c7-87be6e0b6e18\", \"32ea3fdd-a783-48b7-947d-3dec8fc5c012\", \"7634d89d-aee8-4506-a2df-fed97810cafa\", \"5c484a23-1fb9-49d3-ba27-f8d12991857d\", \"711c521a-22e7-457b-ad6f-c2f32f8d8d01\", \"adc52736-c9d1-4143-bdaf-170b3b51ea37\", \"743b2ac0-6e49-47f9-831d-d3a464506d16\"], \"total_duration\": 46335.0, \"total_sessions\": 11, \"mean_week_duration\": 202.336}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"28398\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-12 17:49:06.000000+00:00\", \"2021-04-10 16:22:55.000000+00:00\", \"2019-12-25 01:50:36.000000+00:00\", \"2020-01-28 20:02:16.000000+00:00\", \"2020-03-28 03:36:54.000000+00:00\", \"2023-06-18 17:06:14.000000+00:00\", \"2019-08-24 08:08:16.000000+00:00\", \"2019-11-06 02:35:25.000000+00:00\", \"2019-02-01 06:13:11.000000+00:00\", \"2020-01-14 10:52:02.000000+00:00\", \"2020-10-11 11:18:54.000000+00:00\"], \"session_ids\": [\"c04248cc-f7b9-4680-9dd6-52d8087bc528\", \"ca381648-8a3c-4651-9e76-5882269f094e\", \"291db0c1-3147-43db-b599-dc14b080128e\", \"ca7598eb-82a2-4708-aa3b-063b2f6c03e4\", \"1b250ee2-09b9-4476-a8c7-87be6e0b6e18\", \"32ea3fdd-a783-48b7-947d-3dec8fc5c012\", \"7634d89d-aee8-4506-a2df-fed97810cafa\", \"5c484a23-1fb9-49d3-ba27-f8d12991857d\", \"711c521a-22e7-457b-ad6f-c2f32f8d8d01\", \"adc52736-c9d1-4143-bdaf-170b3b51ea37\", \"743b2ac0-6e49-47f9-831d-d3a464506d16\"], \"total_duration\": 46335.0, \"total_sessions\": 11, \"mean_week_duration\": 202.336}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"28398\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-12 17:49:06.000000+00:00\", \"2021-04-10 16:22:55.000000+00:00\", \"2019-12-25 01:50:36.000000+00:00\", \"2020-01-28 20:02:16.000000+00:00\", \"2020-03-28 03:36:54.000000+00:00\", \"2023-06-18 17:06:14.000000+00:00\", \"2019-08-24 08:08:16.000000+00:00\", \"2019-11-06 02:35:25.000000+00:00\", \"2019-02-01 06:13:11.000000+00:00\", \"2020-01-14 10:52:02.000000+00:00\", \"2020-10-11 11:18:54.000000+00:00\"], \"session_ids\": [\"c04248cc-f7b9-4680-9dd6-52d8087bc528\", \"ca381648-8a3c-4651-9e76-5882269f094e\", \"291db0c1-3147-43db-b599-dc14b080128e\", \"ca7598eb-82a2-4708-aa3b-063b2f6c03e4\", \"1b250ee2-09b9-4476-a8c7-87be6e0b6e18\", \"32ea3fdd-a783-48b7-947d-3dec8fc5c012\", \"7634d89d-aee8-4506-a2df-fed97810cafa\", \"5c484a23-1fb9-49d3-ba27-f8d12991857d\", \"711c521a-22e7-457b-ad6f-c2f32f8d8d01\", \"adc52736-c9d1-4143-bdaf-170b3b51ea37\", \"743b2ac0-6e49-47f9-831d-d3a464506d16\"], \"total_duration\": 46335.0, \"total_sessions\": 11, \"mean_week_duration\": 202.336}}]\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[{\"28398\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-12 17:49:06.000000+00:00\", \"2021-04-10 16:22:55.000000+00:00\", \"2019-12-25 01:50:36.000000+00:00\", \"2020-01-28 20:02:16.000000+00:00\", \"2020-03-28 03:36:54.000000+00:00\", \"2023-06-18 17:06:14.000000+00:00\", \"2019-08-24 08:08:16.000000+00:00\", \"2019-11-06 02:35:25.000000+00:00\", \"2019-02-01 06:13:11.000000+00:00\", \"2020-01-14 10:52:02.000000+00:00\", \"2020-10-11 11:18:54.000000+00:00\"], \"session_ids\": [\"c04248cc-f7b9-4680-9dd6-52d8087bc528\", \"ca381648-8a3c-4651-9e76-5882269f094e\", \"291db0c1-3147-43db-b599-dc14b080128e\", \"ca7598eb-82a2-4708-aa3b-063b2f6c03e4\", \"1b250ee2-09b9-4476-a8c7-87be6e0b6e18\", \"32ea3fdd-a783-48b7-947d-3dec8fc5c012\", \"7634d89d-aee8-4506-a2df-fed97810cafa\", \"5c484a23-1fb9-49d3-ba27-f8d12991857d\", \"711c521a-22e7-457b-ad6f-c2f32f8d8d01\", \"adc52736-c9d1-4143-bdaf-170b3b51ea37\", \"743b2ac0-6e49-47f9-831d-d3a464506d16\"], \"total_duration\": 46335.0, \"total_sessions\": 11, \"mean_week_duration\": 202.336}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into 5 users who have overall sessions count greater than 2 and less than 8 as well as do sorting by duration total form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"80883\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-05-12 21:07:20.000000+00:00\", \"2022-04-07 01:03:22.000000+00:00\"], \"session_ids\": [\"4b30f9c7-f491-4f07-ad58-0e8c9cd58e0e\", \"2a5f30b5-6721-4851-a6bd-8c8cbdabde11\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.474}, \"79577\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-10-12 11:53:29.000000+00:00\", \"2021-07-06 13:10:51.000000+00:00\", \"2022-10-10 21:07:41.000000+00:00\"], \"session_ids\": [\"58d6efe9-9fec-4c6f-b708-d8bb2b471db2\", \"86226d33-6e54-4af2-93af-7aea40b46e5b\", \"9ab83de4-e904-42ce-9506-4cd4457f21b3\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.519}, \"55088\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-01-15 14:23:39.000000+00:00\", \"2020-08-31 07:51:08.000000+00:00\"], \"session_ids\": [\"222e2548-874d-4ea1-b251-6a1179c0e585\", \"ccaac387-fc89-4fbf-ab60-ed3c2beb97c3\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 4.7}, \"56606\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-03-08 21:40:32.000000+00:00\", \"2021-05-06 01:07:04.000000+00:00\"], \"session_ids\": [\"125d063e-af75-46d1-987c-abdded32d240\", \"53066210-bd27-40b2-bd51-9270a205a4a4\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 10.205}, \"91241\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-08 04:25:38.000000+00:00\", \"2021-08-02 04:43:50.000000+00:00\"], \"session_ids\": [\"5db99a13-2a31-400e-8c26-eb5c3828df72\", \"377ca5f8-9b5c-46e4-9c04-b7c3b622d29f\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 2.257}, \"99364\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-09-23 00:25:41.000000+00:00\", \"2021-02-07 08:11:16.000000+00:00\"], \"session_ids\": [\"501d4069-d505-4399-ae7d-a5f00a0207a5\", \"661f5765-490b-4f11-93ce-8c13dc3fe700\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.282}, \"92643\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-30 05:29:34.000000+00:00\", \"2019-08-03 21:58:40.000000+00:00\", \"2021-03-11 03:10:32.000000+00:00\", \"2023-05-15 09:00:18.000000+00:00\"], \"session_ids\": [\"c367f0d0-8bbb-4e80-8788-4f9b0cdcd37c\", \"03263a67-da91-4b4f-a964-b690adbe9f85\", \"7dede027-5099-4203-9b65-a05a838f8b24\", \"daf5d2ae-651a-41f1-b111-a3d29fa3a586\"], \"total_duration\": 411.0, \"total_sessions\": 4, \"mean_week_duration\": 1.903}, \"78869\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-08 20:46:27.000000+00:00\", \"2023-01-13 09:13:12.000000+00:00\"], \"session_ids\": [\"412dc57e-d878-4250-90dd-db55485e4caa\", \"51ba054c-ca1e-4232-9c88-3960e1b9e316\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}, \"71520\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-07 03:10:23.000000+00:00\", \"2021-06-03 12:27:05.000000+00:00\", \"2023-06-25 09:02:29.000000+00:00\"], \"session_ids\": [\"cf5d1203-5056-4df6-8438-40155c1a485d\", \"24d92ef5-022e-496f-96e8-4ccf6a32aaa9\", \"623687aa-1b83-4164-afff-ba41c577481d\"], \"total_duration\": 579.0, \"total_sessions\": 3, \"mean_week_duration\": 5.361}, \"58101\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-10-31 18:01:28.000000+00:00\", \"2021-05-29 15:00:11.000000+00:00\"], \"session_ids\": [\"0bbed18a-558e-4837-aa6a-36c5e2e59132\", \"230829d4-c1db-4e5a-a7ee-bcd97e4b70c1\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 2 and are equal or less than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[2, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"80883\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-05-12 21:07:20.000000+00:00\", \"2022-04-07 01:03:22.000000+00:00\"], \"session_ids\": [\"4b30f9c7-f491-4f07-ad58-0e8c9cd58e0e\", \"2a5f30b5-6721-4851-a6bd-8c8cbdabde11\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.474}, \"79577\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-10-12 11:53:29.000000+00:00\", \"2021-07-06 13:10:51.000000+00:00\", \"2022-10-10 21:07:41.000000+00:00\"], \"session_ids\": [\"58d6efe9-9fec-4c6f-b708-d8bb2b471db2\", \"86226d33-6e54-4af2-93af-7aea40b46e5b\", \"9ab83de4-e904-42ce-9506-4cd4457f21b3\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.519}, \"55088\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-01-15 14:23:39.000000+00:00\", \"2020-08-31 07:51:08.000000+00:00\"], \"session_ids\": [\"222e2548-874d-4ea1-b251-6a1179c0e585\", \"ccaac387-fc89-4fbf-ab60-ed3c2beb97c3\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 4.7}, \"56606\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-03-08 21:40:32.000000+00:00\", \"2021-05-06 01:07:04.000000+00:00\"], \"session_ids\": [\"125d063e-af75-46d1-987c-abdded32d240\", \"53066210-bd27-40b2-bd51-9270a205a4a4\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 10.205}, \"91241\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-08 04:25:38.000000+00:00\", \"2021-08-02 04:43:50.000000+00:00\"], \"session_ids\": [\"5db99a13-2a31-400e-8c26-eb5c3828df72\", \"377ca5f8-9b5c-46e4-9c04-b7c3b622d29f\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 2.257}, \"99364\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-09-23 00:25:41.000000+00:00\", \"2021-02-07 08:11:16.000000+00:00\"], \"session_ids\": [\"501d4069-d505-4399-ae7d-a5f00a0207a5\", \"661f5765-490b-4f11-93ce-8c13dc3fe700\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.282}, \"92643\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-30 05:29:34.000000+00:00\", \"2019-08-03 21:58:40.000000+00:00\", \"2021-03-11 03:10:32.000000+00:00\", \"2023-05-15 09:00:18.000000+00:00\"], \"session_ids\": [\"c367f0d0-8bbb-4e80-8788-4f9b0cdcd37c\", \"03263a67-da91-4b4f-a964-b690adbe9f85\", \"7dede027-5099-4203-9b65-a05a838f8b24\", \"daf5d2ae-651a-41f1-b111-a3d29fa3a586\"], \"total_duration\": 411.0, \"total_sessions\": 4, \"mean_week_duration\": 1.903}, \"78869\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-08 20:46:27.000000+00:00\", \"2023-01-13 09:13:12.000000+00:00\"], \"session_ids\": [\"412dc57e-d878-4250-90dd-db55485e4caa\", \"51ba054c-ca1e-4232-9c88-3960e1b9e316\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}, \"71520\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-07 03:10:23.000000+00:00\", \"2021-06-03 12:27:05.000000+00:00\", \"2023-06-25 09:02:29.000000+00:00\"], \"session_ids\": [\"cf5d1203-5056-4df6-8438-40155c1a485d\", \"24d92ef5-022e-496f-96e8-4ccf6a32aaa9\", \"623687aa-1b83-4164-afff-ba41c577481d\"], \"total_duration\": 579.0, \"total_sessions\": 3, \"mean_week_duration\": 5.361}, \"58101\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-10-31 18:01:28.000000+00:00\", \"2021-05-29 15:00:11.000000+00:00\"], \"session_ids\": [\"0bbed18a-558e-4837-aa6a-36c5e2e59132\", \"230829d4-c1db-4e5a-a7ee-bcd97e4b70c1\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}}\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[{\"99364\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-09-23 00:25:41.000000+00:00\", \"2021-02-07 08:11:16.000000+00:00\"], \"session_ids\": [\"501d4069-d505-4399-ae7d-a5f00a0207a5\", \"661f5765-490b-4f11-93ce-8c13dc3fe700\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.282}}, {\"79577\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-10-12 11:53:29.000000+00:00\", \"2021-07-06 13:10:51.000000+00:00\", \"2022-10-10 21:07:41.000000+00:00\"], \"session_ids\": [\"58d6efe9-9fec-4c6f-b708-d8bb2b471db2\", \"86226d33-6e54-4af2-93af-7aea40b46e5b\", \"9ab83de4-e904-42ce-9506-4cd4457f21b3\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.519}}, {\"78869\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-08 20:46:27.000000+00:00\", \"2023-01-13 09:13:12.000000+00:00\"], \"session_ids\": [\"412dc57e-d878-4250-90dd-db55485e4caa\", \"51ba054c-ca1e-4232-9c88-3960e1b9e316\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}}, {\"80883\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-05-12 21:07:20.000000+00:00\", \"2022-04-07 01:03:22.000000+00:00\"], \"session_ids\": [\"4b30f9c7-f491-4f07-ad58-0e8c9cd58e0e\", \"2a5f30b5-6721-4851-a6bd-8c8cbdabde11\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.474}}, {\"55088\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-01-15 14:23:39.000000+00:00\", \"2020-08-31 07:51:08.000000+00:00\"], \"session_ids\": [\"222e2548-874d-4ea1-b251-6a1179c0e585\", \"ccaac387-fc89-4fbf-ab60-ed3c2beb97c3\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 4.7}}, {\"58101\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-10-31 18:01:28.000000+00:00\", \"2021-05-29 15:00:11.000000+00:00\"], \"session_ids\": [\"0bbed18a-558e-4837-aa6a-36c5e2e59132\", \"230829d4-c1db-4e5a-a7ee-bcd97e4b70c1\"], \"total_duration\": 150.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}}, {\"91241\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-06-08 04:25:38.000000+00:00\", \"2021-08-02 04:43:50.000000+00:00\"], \"session_ids\": [\"5db99a13-2a31-400e-8c26-eb5c3828df72\", \"377ca5f8-9b5c-46e4-9c04-b7c3b622d29f\"], \"total_duration\": 255.0, \"total_sessions\": 2, \"mean_week_duration\": 2.257}}, {\"92643\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-30 05:29:34.000000+00:00\", \"2019-08-03 21:58:40.000000+00:00\", \"2021-03-11 03:10:32.000000+00:00\", \"2023-05-15 09:00:18.000000+00:00\"], \"session_ids\": [\"c367f0d0-8bbb-4e80-8788-4f9b0cdcd37c\", \"03263a67-da91-4b4f-a964-b690adbe9f85\", \"7dede027-5099-4203-9b65-a05a838f8b24\", \"daf5d2ae-651a-41f1-b111-a3d29fa3a586\"], \"total_duration\": 411.0, \"total_sessions\": 4, \"mean_week_duration\": 1.903}}, {\"56606\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-03-08 21:40:32.000000+00:00\", \"2021-05-06 01:07:04.000000+00:00\"], \"session_ids\": [\"125d063e-af75-46d1-987c-abdded32d240\", \"53066210-bd27-40b2-bd51-9270a205a4a4\"], \"total_duration\": 449.0, \"total_sessions\": 2, \"mean_week_duration\": 10.205}}, {\"71520\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-07 03:10:23.000000+00:00\", \"2021-06-03 12:27:05.000000+00:00\", \"2023-06-25 09:02:29.000000+00:00\"], \"session_ids\": [\"cf5d1203-5056-4df6-8438-40155c1a485d\", \"24d92ef5-022e-496f-96e8-4ccf6a32aaa9\", \"623687aa-1b83-4164-afff-ba41c577481d\"], \"total_duration\": 579.0, \"total_sessions\": 3, \"mean_week_duration\": 5.361}}]\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[{\"99364\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-09-23 00:25:41.000000+00:00\", \"2021-02-07 08:11:16.000000+00:00\"], \"session_ids\": [\"501d4069-d505-4399-ae7d-a5f00a0207a5\", \"661f5765-490b-4f11-93ce-8c13dc3fe700\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.282}}, {\"79577\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-10-12 11:53:29.000000+00:00\", \"2021-07-06 13:10:51.000000+00:00\", \"2022-10-10 21:07:41.000000+00:00\"], \"session_ids\": [\"58d6efe9-9fec-4c6f-b708-d8bb2b471db2\", \"86226d33-6e54-4af2-93af-7aea40b46e5b\", \"9ab83de4-e904-42ce-9506-4cd4457f21b3\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.519}}, {\"78869\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-08 20:46:27.000000+00:00\", \"2023-01-13 09:13:12.000000+00:00\"], \"session_ids\": [\"412dc57e-d878-4250-90dd-db55485e4caa\", \"51ba054c-ca1e-4232-9c88-3960e1b9e316\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}}, {\"80883\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-05-12 21:07:20.000000+00:00\", \"2022-04-07 01:03:22.000000+00:00\"], \"session_ids\": [\"4b30f9c7-f491-4f07-ad58-0e8c9cd58e0e\", \"2a5f30b5-6721-4851-a6bd-8c8cbdabde11\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.474}}, {\"55088\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-01-15 14:23:39.000000+00:00\", \"2020-08-31 07:51:08.000000+00:00\"], \"session_ids\": [\"222e2548-874d-4ea1-b251-6a1179c0e585\", \"ccaac387-fc89-4fbf-ab60-ed3c2beb97c3\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 4.7}}]\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[{\"99364\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-09-23 00:25:41.000000+00:00\", \"2021-02-07 08:11:16.000000+00:00\"], \"session_ids\": [\"501d4069-d505-4399-ae7d-a5f00a0207a5\", \"661f5765-490b-4f11-93ce-8c13dc3fe700\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.282}}, {\"79577\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-10-12 11:53:29.000000+00:00\", \"2021-07-06 13:10:51.000000+00:00\", \"2022-10-10 21:07:41.000000+00:00\"], \"session_ids\": [\"58d6efe9-9fec-4c6f-b708-d8bb2b471db2\", \"86226d33-6e54-4af2-93af-7aea40b46e5b\", \"9ab83de4-e904-42ce-9506-4cd4457f21b3\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.519}}, {\"78869\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-11-08 20:46:27.000000+00:00\", \"2023-01-13 09:13:12.000000+00:00\"], \"session_ids\": [\"412dc57e-d878-4250-90dd-db55485e4caa\", \"51ba054c-ca1e-4232-9c88-3960e1b9e316\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}}, {\"80883\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-05-12 21:07:20.000000+00:00\", \"2022-04-07 01:03:22.000000+00:00\"], \"session_ids\": [\"4b30f9c7-f491-4f07-ad58-0e8c9cd58e0e\", \"2a5f30b5-6721-4851-a6bd-8c8cbdabde11\"], \"total_duration\": 72.0, \"total_sessions\": 2, \"mean_week_duration\": 0.474}}, {\"55088\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-01-15 14:23:39.000000+00:00\", \"2020-08-31 07:51:08.000000+00:00\"], \"session_ids\": [\"222e2548-874d-4ea1-b251-6a1179c0e585\", \"ccaac387-fc89-4fbf-ab60-ed3c2beb97c3\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 4.7}}]\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 have duration summation is bigger than 1290 and strictly smaller than 3353 additionaly put to use sorting by duration total 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{\"31553\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2019-04-28 19:26:44.000000+00:00\", \"2023-06-23 20:05:17.000000+00:00\"], \"session_ids\": [\"841aae6a-f395-438a-ae20-6dfb854017bb\", \"042a5b54-f856-42cc-979a-bfe480a69421\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.309}, \"2051\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-07-30 23:38:14.000000+00:00\", \"2023-06-09 20:13:51.000000+00:00\", \"2021-06-28 17:17:59.000000+00:00\"], \"session_ids\": [\"57b05674-d60b-426d-8070-7fb94bd900f8\", \"f9a0adc1-259d-4444-b3df-2b15adf6915b\", \"e81e9cda-ab9f-4d72-bb9e-d5b823e49c20\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.265}, \"96550\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-09-27 00:27:40.000000+00:00\", \"2021-09-18 09:48:04.000000+00:00\", \"2021-08-29 04:19:07.000000+00:00\", \"2022-07-29 16:51:52.000000+00:00\", \"2020-03-21 12:15:22.000000+00:00\", \"2022-07-11 08:46:06.000000+00:00\", \"2022-02-12 10:04:29.000000+00:00\"], \"session_ids\": [\"d0aa9027-11ca-44eb-8db8-bcaf4f76b113\", \"384668ae-a24b-4fa1-85b0-615d41c46455\", \"d7c2e77f-271d-434e-bf90-0108464452f8\", \"d452fd0a-9b58-480b-8035-7c0195be5393\", \"79da51d4-d41c-4367-a2ad-307d25e43d90\", \"a00554f5-30cd-425f-9249-76debfa8e52b\", \"23f10351-aa90-4783-9f19-0e526a0ee007\"], \"total_duration\": 8419.0, \"total_sessions\": 7, \"mean_week_duration\": 68.447}, \"33452\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-06-28 08:23:37.000000+00:00\", \"2020-03-29 00:18:24.000000+00:00\", \"2021-07-12 17:22:34.000000+00:00\", \"2022-04-30 17:06:46.000000+00:00\", \"2019-09-28 20:34:16.000000+00:00\"], \"session_ids\": [\"64c17ccc-dcd7-4605-a975-cd4a79a311f4\", \"b6b4026c-6ba5-4b3a-b6b0-a8be476e4a64\", \"a4d38030-7057-414c-be26-987f4d415597\", \"e52026c3-3d50-4631-b0f7-20cb1c8532d0\", \"16078c81-f4cb-4141-8696-85a9d2f12f9b\"], \"total_duration\": 936.0, \"total_sessions\": 5, \"mean_week_duration\": 6.5}, \"47526\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-07-02 22:19:41.000000+00:00\", \"2019-03-08 15:00:15.000000+00:00\"], \"session_ids\": [\"e71f6b47-3aa7-4a13-b703-6563a04c8e34\", \"a6e646ed-fbb0-4660-a8f9-5d226790d237\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 4.696}, \"23342\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-09-16 06:56:11.000000+00:00\", \"2020-03-26 09:46:42.000000+00:00\", \"2019-08-29 20:07:23.000000+00:00\", \"2022-12-18 20:29:57.000000+00:00\", \"2020-04-28 08:15:32.000000+00:00\"], \"session_ids\": [\"bafd7db7-7967-4f1d-b22f-088e51734bfd\", \"10277e69-af40-453c-aad7-208ef71d9b58\", \"c3206972-8055-4f73-a12c-769e64944e23\", \"95d1a5d5-3cee-47cb-b97a-7b7f34166630\", \"c2e936c6-04a3-4390-b687-ac9cc7b50b0d\"], \"total_duration\": 328.0, \"total_sessions\": 5, \"mean_week_duration\": 1.896}, \"99176\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2023-03-10 13:09:34.000000+00:00\", \"2020-03-02 07:55:51.000000+00:00\", \"2019-03-28 19:52:52.000000+00:00\"], \"session_ids\": [\"8b1265e6-6e5d-4eac-83cd-c76f2e108559\", \"b4df774e-8b1e-4843-b5cb-2f75a7c92ea6\", \"3e19eff0-2c71-48ac-a807-b166cba1f1d3\"], \"total_duration\": 456.0, \"total_sessions\": 3, \"mean_week_duration\": 2.214}, \"73725\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-08-01 04:39:30.000000+00:00\", \"2019-07-09 01:26:51.000000+00:00\"], \"session_ids\": [\"7097de01-b8c9-4b69-88b6-ad8cca0f0e43\", \"bbd443a7-3084-4eed-8d1e-8786e7a5bf99\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 39.25}, \"25029\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-09-08 17:53:06.000000+00:00\", \"2020-06-03 23:10:51.000000+00:00\"], \"session_ids\": [\"ce84b958-42c6-480c-9b62-566240f056a0\", \"b74ff552-63b5-4297-9f6f-aad7b98a624e\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 1.641}, \"7846\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-12-17 06:02:32.000000+00:00\", \"2019-08-15 12:20:44.000000+00:00\"], \"session_ids\": [\"2f1fbe3c-06c6-498c-a2a5-8a61a9c6990d\", \"eae55796-d05a-4b9d-9b8c-e98774bf2f76\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 2.64}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 1290 and are less than 3353" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1290, 3353]]}}}\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": "Tell me about 7 users whose aver of time using the app per week is < than 21 inclusive , and put to use sorting by duration of sessions per week from the largest to the smallest also remain only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13588\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-25 11:55:44.000000+00:00\", \"2023-03-24 11:12:19.000000+00:00\", \"2021-10-08 07:23:54.000000+00:00\", \"2020-04-11 01:17:59.000000+00:00\", \"2022-04-29 09:23:49.000000+00:00\", \"2022-09-30 05:44:02.000000+00:00\"], \"session_ids\": [\"98faa0ac-2003-478a-8e67-0376ae6b40e1\", \"7dbd2a06-4f1d-4445-9fc2-09511ce5354d\", \"b15bacef-e99b-41bd-96e3-66c10331b50f\", \"a53f2734-3230-4f5f-a924-8a3da5f21e0e\", \"e471c8e6-d0f5-4e7a-92d7-8cc64dc5f67b\", \"3d3171d4-1c2e-4bbf-8438-d5f2c30cdd09\"], \"total_duration\": 920.0, \"total_sessions\": 6, \"mean_week_duration\": 5.027}, \"93145\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-14 17:04:44.000000+00:00\", \"2021-04-18 11:08:01.000000+00:00\", \"2019-11-09 14:21:13.000000+00:00\"], \"session_ids\": [\"cd356af1-1a79-49d8-8ce7-041e4df9d208\", \"b464651a-0110-43f6-96c2-9da46aaf22f6\", \"a2284d1b-ad4e-4814-ba5b-ca784236d7ca\"], \"total_duration\": 242.0, \"total_sessions\": 3, \"mean_week_duration\": 2.916}, \"19999\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-22 07:26:27.000000+00:00\", \"2021-07-27 23:46:20.000000+00:00\", \"2019-10-16 00:18:23.000000+00:00\"], \"session_ids\": [\"dc94d32b-c206-49b2-8231-a898df7c3519\", \"b36060dd-bfbc-422d-988c-a56be36f47b3\", \"203f7753-9eff-4ec1-8768-b2c8558fc3f3\"], \"total_duration\": 78.0, \"total_sessions\": 3, \"mean_week_duration\": 0.839}, \"25241\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-11-20 22:32:02.000000+00:00\", \"2022-08-18 18:22:51.000000+00:00\", \"2019-02-03 17:37:50.000000+00:00\", \"2021-08-01 16:28:42.000000+00:00\"], \"session_ids\": [\"9f423749-9813-4d81-93cc-0f690e6ef206\", \"45eab322-1ae7-4e56-a8d1-efb5a9802a3c\", \"4c396fe3-95f2-4372-9980-08f3ec58d263\", \"f78c0b93-b6d5-4da9-af88-33968e102874\"], \"total_duration\": 100.0, \"total_sessions\": 4, \"mean_week_duration\": 0.541}, \"32902\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-09-20 05:16:40.000000+00:00\", \"2023-02-23 01:08:43.000000+00:00\"], \"session_ids\": [\"850ba404-3ef3-4383-88fe-e9fa9ae440d5\", \"8918b971-e59e-4771-8828-40abce589583\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 3.565}, \"52278\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-05-18 01:54:13.000000+00:00\", \"2021-07-15 19:14:36.000000+00:00\", \"2022-05-01 10:42:43.000000+00:00\", \"2023-06-26 23:17:44.000000+00:00\", \"2021-02-10 21:53:13.000000+00:00\", \"2019-04-29 04:24:48.000000+00:00\", \"2022-08-26 08:11:11.000000+00:00\", \"2020-11-16 11:11:59.000000+00:00\", \"2022-03-29 18:19:21.000000+00:00\"], \"session_ids\": [\"d9aa1ae0-fa88-4d34-ba86-a614671da3f9\", \"e9813105-3bec-4fe3-916a-c2f7d1bc3248\", \"db54392a-cf12-449f-a375-9e63c83c9cb9\", \"604af031-0bf3-4e9c-b55c-5ec6e78e3235\", \"9107d76f-e78e-4f64-854e-5edc71a71591\", \"3cbedcf7-cbfd-4f2f-8047-d40b95c24621\", \"37461e60-64f7-43d0-858c-d336e3ae8167\", \"7ebb7ee7-537d-4771-a839-d9ee64197f8b\", \"b4fc02ac-4a89-4682-a9a0-fc826eed9977\"], \"total_duration\": 11078.0, \"total_sessions\": 9, \"mean_week_duration\": 51.051}, \"14940\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-01-21 13:23:22.000000+00:00\", \"2019-09-03 10:21:53.000000+00:00\", \"2020-01-29 07:19:57.000000+00:00\", \"2021-11-15 21:49:32.000000+00:00\", \"2023-03-09 20:42:09.000000+00:00\", \"2020-09-06 10:10:34.000000+00:00\", \"2020-10-19 05:42:39.000000+00:00\"], \"session_ids\": [\"d4ca8f8e-4251-4cf4-8b7e-a42be7bd2fc5\", \"ae4f164b-a6c0-485f-b7f2-e14d363388bc\", \"45cb24e9-e7cc-4828-9668-adfbaa82b7ff\", \"9880ba06-0674-4f35-9330-5a9739029833\", \"3e8befb6-1c95-4385-b3c9-f251ae46c019\", \"782a4168-86a2-4209-a139-ad67020f00d6\", \"b1ee1422-14f8-4508-b8c5-316afb4d9ae8\"], \"total_duration\": 4426.0, \"total_sessions\": 7, \"mean_week_duration\": 24.054}, \"76747\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 5}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-10-27 17:33:17.000000+00:00\", \"2019-03-31 12:40:44.000000+00:00\"], \"session_ids\": [\"914bef02-d7f0-47fd-96de-6fa27496a2d0\", \"a6406bf1-34dd-4f00-8c0f-d2240ed67723\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 10.233}, \"22217\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-06-17 04:23:56.000000+00:00\", \"2019-09-09 21:15:34.000000+00:00\", \"2021-08-04 15:25:38.000000+00:00\", \"2021-01-16 10:43:32.000000+00:00\"], \"session_ids\": [\"ba6b2715-b3b7-424a-995a-a19a667f83bc\", \"b34dca26-4090-4d91-b206-e5b87f7dd5f5\", \"9a158081-0b64-4d5a-b9b9-87cb6c12d0ce\", \"d987bea3-48ac-409c-a83f-7a7b00f46629\"], \"total_duration\": 163.0, \"total_sessions\": 4, \"mean_week_duration\": 1.63}, \"15553\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-05-21 18:34:29.000000+00:00\", \"2020-12-11 18:48:06.000000+00:00\", \"2019-09-05 08:32:23.000000+00:00\", \"2020-05-21 21:16:57.000000+00:00\", \"2021-01-23 09:29:08.000000+00:00\", \"2023-04-05 03:12:54.000000+00:00\", \"2022-09-22 04:22:26.000000+00:00\", \"2020-07-05 17:22:48.000000+00:00\", \"2023-05-13 06:12:31.000000+00:00\", \"2019-03-14 07:46:53.000000+00:00\"], \"session_ids\": [\"fcd226e9-9020-4c3c-a5fe-98cf4a9f8e02\", \"d78ca425-0cd7-4f8a-9294-3a5fd22ec3bd\", \"15705259-fb50-4030-9adf-6a65f1f04df3\", \"3682e53e-c9b5-4844-8938-84bbff710ec0\", \"4810c021-c357-4721-b65e-4a08c2ac4fb2\", \"c76dd9b4-31bd-4528-aa3b-dd629202a6ac\", \"b343bac6-7eb5-48cc-95cf-4fb210468f1a\", \"f5dd3083-171b-408f-98d5-75b824f67774\", \"08eda94a-23f8-4819-98cc-955dc9c825f9\", \"de96ac3c-150b-4cb3-ba3e-ee0e8e199f6b\"], \"total_duration\": 15109.0, \"total_sessions\": 10, \"mean_week_duration\": 69.307}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 21" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[21, 29]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13588\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-25 11:55:44.000000+00:00\", \"2023-03-24 11:12:19.000000+00:00\", \"2021-10-08 07:23:54.000000+00:00\", \"2020-04-11 01:17:59.000000+00:00\", \"2022-04-29 09:23:49.000000+00:00\", \"2022-09-30 05:44:02.000000+00:00\"], \"session_ids\": [\"98faa0ac-2003-478a-8e67-0376ae6b40e1\", \"7dbd2a06-4f1d-4445-9fc2-09511ce5354d\", \"b15bacef-e99b-41bd-96e3-66c10331b50f\", \"a53f2734-3230-4f5f-a924-8a3da5f21e0e\", \"e471c8e6-d0f5-4e7a-92d7-8cc64dc5f67b\", \"3d3171d4-1c2e-4bbf-8438-d5f2c30cdd09\"], \"total_duration\": 920.0, \"total_sessions\": 6, \"mean_week_duration\": 5.027}, \"93145\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-14 17:04:44.000000+00:00\", \"2021-04-18 11:08:01.000000+00:00\", \"2019-11-09 14:21:13.000000+00:00\"], \"session_ids\": [\"cd356af1-1a79-49d8-8ce7-041e4df9d208\", \"b464651a-0110-43f6-96c2-9da46aaf22f6\", \"a2284d1b-ad4e-4814-ba5b-ca784236d7ca\"], \"total_duration\": 242.0, \"total_sessions\": 3, \"mean_week_duration\": 2.916}, \"19999\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-22 07:26:27.000000+00:00\", \"2021-07-27 23:46:20.000000+00:00\", \"2019-10-16 00:18:23.000000+00:00\"], \"session_ids\": [\"dc94d32b-c206-49b2-8231-a898df7c3519\", \"b36060dd-bfbc-422d-988c-a56be36f47b3\", \"203f7753-9eff-4ec1-8768-b2c8558fc3f3\"], \"total_duration\": 78.0, \"total_sessions\": 3, \"mean_week_duration\": 0.839}, \"25241\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-11-20 22:32:02.000000+00:00\", \"2022-08-18 18:22:51.000000+00:00\", \"2019-02-03 17:37:50.000000+00:00\", \"2021-08-01 16:28:42.000000+00:00\"], \"session_ids\": [\"9f423749-9813-4d81-93cc-0f690e6ef206\", \"45eab322-1ae7-4e56-a8d1-efb5a9802a3c\", \"4c396fe3-95f2-4372-9980-08f3ec58d263\", \"f78c0b93-b6d5-4da9-af88-33968e102874\"], \"total_duration\": 100.0, \"total_sessions\": 4, \"mean_week_duration\": 0.541}, \"32902\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-09-20 05:16:40.000000+00:00\", \"2023-02-23 01:08:43.000000+00:00\"], \"session_ids\": [\"850ba404-3ef3-4383-88fe-e9fa9ae440d5\", \"8918b971-e59e-4771-8828-40abce589583\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 3.565}, \"76747\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 5}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-10-27 17:33:17.000000+00:00\", \"2019-03-31 12:40:44.000000+00:00\"], \"session_ids\": [\"914bef02-d7f0-47fd-96de-6fa27496a2d0\", \"a6406bf1-34dd-4f00-8c0f-d2240ed67723\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 10.233}, \"22217\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-06-17 04:23:56.000000+00:00\", \"2019-09-09 21:15:34.000000+00:00\", \"2021-08-04 15:25:38.000000+00:00\", \"2021-01-16 10:43:32.000000+00:00\"], \"session_ids\": [\"ba6b2715-b3b7-424a-995a-a19a667f83bc\", \"b34dca26-4090-4d91-b206-e5b87f7dd5f5\", \"9a158081-0b64-4d5a-b9b9-87cb6c12d0ce\", \"d987bea3-48ac-409c-a83f-7a7b00f46629\"], \"total_duration\": 163.0, \"total_sessions\": 4, \"mean_week_duration\": 1.63}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"76747\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 5}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-10-27 17:33:17.000000+00:00\", \"2019-03-31 12:40:44.000000+00:00\"], \"session_ids\": [\"914bef02-d7f0-47fd-96de-6fa27496a2d0\", \"a6406bf1-34dd-4f00-8c0f-d2240ed67723\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 10.233}}, {\"13588\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-25 11:55:44.000000+00:00\", \"2023-03-24 11:12:19.000000+00:00\", \"2021-10-08 07:23:54.000000+00:00\", \"2020-04-11 01:17:59.000000+00:00\", \"2022-04-29 09:23:49.000000+00:00\", \"2022-09-30 05:44:02.000000+00:00\"], \"session_ids\": [\"98faa0ac-2003-478a-8e67-0376ae6b40e1\", \"7dbd2a06-4f1d-4445-9fc2-09511ce5354d\", \"b15bacef-e99b-41bd-96e3-66c10331b50f\", \"a53f2734-3230-4f5f-a924-8a3da5f21e0e\", \"e471c8e6-d0f5-4e7a-92d7-8cc64dc5f67b\", \"3d3171d4-1c2e-4bbf-8438-d5f2c30cdd09\"], \"total_duration\": 920.0, \"total_sessions\": 6, \"mean_week_duration\": 5.027}}, {\"32902\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-09-20 05:16:40.000000+00:00\", \"2023-02-23 01:08:43.000000+00:00\"], \"session_ids\": [\"850ba404-3ef3-4383-88fe-e9fa9ae440d5\", \"8918b971-e59e-4771-8828-40abce589583\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 3.565}}, {\"93145\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-14 17:04:44.000000+00:00\", \"2021-04-18 11:08:01.000000+00:00\", \"2019-11-09 14:21:13.000000+00:00\"], \"session_ids\": [\"cd356af1-1a79-49d8-8ce7-041e4df9d208\", \"b464651a-0110-43f6-96c2-9da46aaf22f6\", \"a2284d1b-ad4e-4814-ba5b-ca784236d7ca\"], \"total_duration\": 242.0, \"total_sessions\": 3, \"mean_week_duration\": 2.916}}, {\"22217\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-06-17 04:23:56.000000+00:00\", \"2019-09-09 21:15:34.000000+00:00\", \"2021-08-04 15:25:38.000000+00:00\", \"2021-01-16 10:43:32.000000+00:00\"], \"session_ids\": [\"ba6b2715-b3b7-424a-995a-a19a667f83bc\", \"b34dca26-4090-4d91-b206-e5b87f7dd5f5\", \"9a158081-0b64-4d5a-b9b9-87cb6c12d0ce\", \"d987bea3-48ac-409c-a83f-7a7b00f46629\"], \"total_duration\": 163.0, \"total_sessions\": 4, \"mean_week_duration\": 1.63}}, {\"19999\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-09-22 07:26:27.000000+00:00\", \"2021-07-27 23:46:20.000000+00:00\", \"2019-10-16 00:18:23.000000+00:00\"], \"session_ids\": [\"dc94d32b-c206-49b2-8231-a898df7c3519\", \"b36060dd-bfbc-422d-988c-a56be36f47b3\", \"203f7753-9eff-4ec1-8768-b2c8558fc3f3\"], \"total_duration\": 78.0, \"total_sessions\": 3, \"mean_week_duration\": 0.839}}, {\"25241\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2020-11-20 22:32:02.000000+00:00\", \"2022-08-18 18:22:51.000000+00:00\", \"2019-02-03 17:37:50.000000+00:00\", \"2021-08-01 16:28:42.000000+00:00\"], \"session_ids\": [\"9f423749-9813-4d81-93cc-0f690e6ef206\", \"45eab322-1ae7-4e56-a8d1-efb5a9802a3c\", \"4c396fe3-95f2-4372-9980-08f3ec58d263\", \"f78c0b93-b6d5-4da9-af88-33968e102874\"], \"total_duration\": 100.0, \"total_sessions\": 4, \"mean_week_duration\": 0.541}}]\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[{\"76747\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 5}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-10-27 17:33:17.000000+00:00\", \"2019-03-31 12:40:44.000000+00:00\"], \"session_ids\": [\"914bef02-d7f0-47fd-96de-6fa27496a2d0\", \"a6406bf1-34dd-4f00-8c0f-d2240ed67723\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 10.233}}, {\"13588\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-25 11:55:44.000000+00:00\", \"2023-03-24 11:12:19.000000+00:00\", \"2021-10-08 07:23:54.000000+00:00\", \"2020-04-11 01:17:59.000000+00:00\", \"2022-04-29 09:23:49.000000+00:00\", \"2022-09-30 05:44:02.000000+00:00\"], \"session_ids\": [\"98faa0ac-2003-478a-8e67-0376ae6b40e1\", \"7dbd2a06-4f1d-4445-9fc2-09511ce5354d\", \"b15bacef-e99b-41bd-96e3-66c10331b50f\", \"a53f2734-3230-4f5f-a924-8a3da5f21e0e\", \"e471c8e6-d0f5-4e7a-92d7-8cc64dc5f67b\", \"3d3171d4-1c2e-4bbf-8438-d5f2c30cdd09\"], \"total_duration\": 920.0, \"total_sessions\": 6, \"mean_week_duration\": 5.027}}]\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[{\"76747\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 5}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-10-27 17:33:17.000000+00:00\", \"2019-03-31 12:40:44.000000+00:00\"], \"session_ids\": [\"914bef02-d7f0-47fd-96de-6fa27496a2d0\", \"a6406bf1-34dd-4f00-8c0f-d2240ed67723\"], \"total_duration\": 307.0, \"total_sessions\": 2, \"mean_week_duration\": 10.233}}, {\"13588\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-25 11:55:44.000000+00:00\", \"2023-03-24 11:12:19.000000+00:00\", \"2021-10-08 07:23:54.000000+00:00\", \"2020-04-11 01:17:59.000000+00:00\", \"2022-04-29 09:23:49.000000+00:00\", \"2022-09-30 05:44:02.000000+00:00\"], \"session_ids\": [\"98faa0ac-2003-478a-8e67-0376ae6b40e1\", \"7dbd2a06-4f1d-4445-9fc2-09511ce5354d\", \"b15bacef-e99b-41bd-96e3-66c10331b50f\", \"a53f2734-3230-4f5f-a924-8a3da5f21e0e\", \"e471c8e6-d0f5-4e7a-92d7-8cc64dc5f67b\", \"3d3171d4-1c2e-4bbf-8438-d5f2c30cdd09\"], \"total_duration\": 920.0, \"total_sessions\": 6, \"mean_week_duration\": 5.027}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about user I can't find living in city Belize City also do sorting by total time using the app 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{\"62539\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-01 05:06:37.000000+00:00\", \"2021-05-10 10:42:24.000000+00:00\"], \"session_ids\": [\"e3685d5e-adc5-4bcb-94a0-ac921315ef1f\", \"3ca06d98-9f54-44c7-84f7-0a43b6877394\"], \"total_duration\": 389.0, \"total_sessions\": 2, \"mean_week_duration\": 12.967}, \"88028\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-23 02:57:45.000000+00:00\", \"2022-11-15 00:05:44.000000+00:00\"], \"session_ids\": [\"0d9a2b37-110f-4ef8-a09f-3d89347b7196\", \"16b86fa2-5acf-44aa-99c8-060959e793ff\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 2.256}, \"12737\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-01-02 17:48:31.000000+00:00\", \"2020-05-10 22:20:26.000000+00:00\", \"2019-12-31 20:28:07.000000+00:00\", \"2020-05-14 11:18:34.000000+00:00\", \"2023-04-15 09:35:41.000000+00:00\", \"2020-09-12 23:58:01.000000+00:00\"], \"session_ids\": [\"31786b49-7e71-4943-b3c8-96a30ee8701b\", \"a4974d8d-dfcb-485c-9317-ba5fe6ae35a2\", \"fac728b3-9ec0-4e2c-9169-84127cebcf2f\", \"33ac9312-998c-48d1-bc94-993d39c1e75c\", \"1e42fd0b-86ea-4182-a89a-4b33b20ed634\", \"7b0188b2-9263-4af4-b099-0e5017749c26\"], \"total_duration\": 216.0, \"total_sessions\": 6, \"mean_week_duration\": 1.256}, \"68874\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-08-25 04:19:58.000000+00:00\", \"2019-03-22 06:53:45.000000+00:00\", \"2022-02-22 19:39:08.000000+00:00\"], \"session_ids\": [\"eb355a75-f1bc-4722-a1cf-1a7e1cda2af0\", \"96dab0a7-90ae-4f0b-b3fe-a13787c033e2\", \"00d910be-f961-4d24-85a6-0521f09d88e3\"], \"total_duration\": 677.0, \"total_sessions\": 3, \"mean_week_duration\": 4.425}, \"47300\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-09-04 16:14:23.000000+00:00\", \"2020-07-23 16:25:11.000000+00:00\"], \"session_ids\": [\"aea44bf8-e462-4128-a6e6-abf407e6e692\", \"a4e8947f-f785-459d-8b5b-3b7f1afc6219\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.723}, \"76959\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-10 18:26:28.000000+00:00\", \"2021-10-04 12:00:19.000000+00:00\", \"2022-02-12 10:42:50.000000+00:00\"], \"session_ids\": [\"0e1f0f69-fff8-4997-98d6-cabdeb798770\", \"3a06a897-74b5-4d44-a41d-1c1e74930ba9\", \"e99b14c5-b595-4734-b3c8-2be64eddae22\"], \"total_duration\": 861.0, \"total_sessions\": 3, \"mean_week_duration\": 19.133}, \"83427\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-02-19 06:04:46.000000+00:00\", \"2019-05-24 10:10:20.000000+00:00\"], \"session_ids\": [\"7e9acfcb-689d-4bd8-9e39-f26b90ba4f4b\", \"081d52bc-2e15-4dcd-9e10-b26688bd44f8\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.154}, \"83129\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-08-04 01:23:56.000000+00:00\", \"2019-02-08 21:44:59.000000+00:00\"], \"session_ids\": [\"08cb3091-45d4-4eb2-a1d8-bba015ce0179\", \"d6d6f447-a1e6-45df-9666-2e086d0c9f69\"], \"total_duration\": 439.0, \"total_sessions\": 2, \"mean_week_duration\": 5.628}, \"21127\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-24 16:23:30.000000+00:00\", \"2021-05-11 08:06:28.000000+00:00\"], \"session_ids\": [\"8baf840a-eb93-4fb5-836d-2006dcb5cc7a\", \"97ea6407-ae57-4420-bafc-5bf5658af451\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 8.619}, \"19094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-07-26 04:48:09.000000+00:00\", \"2022-06-15 13:08:54.000000+00:00\", \"2019-08-17 20:45:13.000000+00:00\", \"2022-08-22 19:18:16.000000+00:00\"], \"session_ids\": [\"758ee891-e78e-4b04-bedc-44919fbbcacd\", \"6125532b-378e-47f3-b19e-dcc57f6d69f0\", \"a3465353-b8f8-4c36-a80c-0a2329b09f2d\", \"df7ac2c5-95df-4d40-a3a6-e0d0388790b8\"], \"total_duration\": 929.0, \"total_sessions\": 4, \"mean_week_duration\": 5.88}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Belize City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Belize City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"62539\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-01 05:06:37.000000+00:00\", \"2021-05-10 10:42:24.000000+00:00\"], \"session_ids\": [\"e3685d5e-adc5-4bcb-94a0-ac921315ef1f\", \"3ca06d98-9f54-44c7-84f7-0a43b6877394\"], \"total_duration\": 389.0, \"total_sessions\": 2, \"mean_week_duration\": 12.967}, \"12737\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-01-02 17:48:31.000000+00:00\", \"2020-05-10 22:20:26.000000+00:00\", \"2019-12-31 20:28:07.000000+00:00\", \"2020-05-14 11:18:34.000000+00:00\", \"2023-04-15 09:35:41.000000+00:00\", \"2020-09-12 23:58:01.000000+00:00\"], \"session_ids\": [\"31786b49-7e71-4943-b3c8-96a30ee8701b\", \"a4974d8d-dfcb-485c-9317-ba5fe6ae35a2\", \"fac728b3-9ec0-4e2c-9169-84127cebcf2f\", \"33ac9312-998c-48d1-bc94-993d39c1e75c\", \"1e42fd0b-86ea-4182-a89a-4b33b20ed634\", \"7b0188b2-9263-4af4-b099-0e5017749c26\"], \"total_duration\": 216.0, \"total_sessions\": 6, \"mean_week_duration\": 1.256}, \"68874\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-08-25 04:19:58.000000+00:00\", \"2019-03-22 06:53:45.000000+00:00\", \"2022-02-22 19:39:08.000000+00:00\"], \"session_ids\": [\"eb355a75-f1bc-4722-a1cf-1a7e1cda2af0\", \"96dab0a7-90ae-4f0b-b3fe-a13787c033e2\", \"00d910be-f961-4d24-85a6-0521f09d88e3\"], \"total_duration\": 677.0, \"total_sessions\": 3, \"mean_week_duration\": 4.425}, \"47300\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-09-04 16:14:23.000000+00:00\", \"2020-07-23 16:25:11.000000+00:00\"], \"session_ids\": [\"aea44bf8-e462-4128-a6e6-abf407e6e692\", \"a4e8947f-f785-459d-8b5b-3b7f1afc6219\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.723}, \"76959\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-10 18:26:28.000000+00:00\", \"2021-10-04 12:00:19.000000+00:00\", \"2022-02-12 10:42:50.000000+00:00\"], \"session_ids\": [\"0e1f0f69-fff8-4997-98d6-cabdeb798770\", \"3a06a897-74b5-4d44-a41d-1c1e74930ba9\", \"e99b14c5-b595-4734-b3c8-2be64eddae22\"], \"total_duration\": 861.0, \"total_sessions\": 3, \"mean_week_duration\": 19.133}, \"83427\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-02-19 06:04:46.000000+00:00\", \"2019-05-24 10:10:20.000000+00:00\"], \"session_ids\": [\"7e9acfcb-689d-4bd8-9e39-f26b90ba4f4b\", \"081d52bc-2e15-4dcd-9e10-b26688bd44f8\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.154}, \"83129\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-08-04 01:23:56.000000+00:00\", \"2019-02-08 21:44:59.000000+00:00\"], \"session_ids\": [\"08cb3091-45d4-4eb2-a1d8-bba015ce0179\", \"d6d6f447-a1e6-45df-9666-2e086d0c9f69\"], \"total_duration\": 439.0, \"total_sessions\": 2, \"mean_week_duration\": 5.628}, \"21127\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-24 16:23:30.000000+00:00\", \"2021-05-11 08:06:28.000000+00:00\"], \"session_ids\": [\"8baf840a-eb93-4fb5-836d-2006dcb5cc7a\", \"97ea6407-ae57-4420-bafc-5bf5658af451\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 8.619}, \"19094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-07-26 04:48:09.000000+00:00\", \"2022-06-15 13:08:54.000000+00:00\", \"2019-08-17 20:45:13.000000+00:00\", \"2022-08-22 19:18:16.000000+00:00\"], \"session_ids\": [\"758ee891-e78e-4b04-bedc-44919fbbcacd\", \"6125532b-378e-47f3-b19e-dcc57f6d69f0\", \"a3465353-b8f8-4c36-a80c-0a2329b09f2d\", \"df7ac2c5-95df-4d40-a3a6-e0d0388790b8\"], \"total_duration\": 929.0, \"total_sessions\": 4, \"mean_week_duration\": 5.88}}\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[{\"83427\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-02-19 06:04:46.000000+00:00\", \"2019-05-24 10:10:20.000000+00:00\"], \"session_ids\": [\"7e9acfcb-689d-4bd8-9e39-f26b90ba4f4b\", \"081d52bc-2e15-4dcd-9e10-b26688bd44f8\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.154}}, {\"47300\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-09-04 16:14:23.000000+00:00\", \"2020-07-23 16:25:11.000000+00:00\"], \"session_ids\": [\"aea44bf8-e462-4128-a6e6-abf407e6e692\", \"a4e8947f-f785-459d-8b5b-3b7f1afc6219\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.723}}, {\"12737\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-01-02 17:48:31.000000+00:00\", \"2020-05-10 22:20:26.000000+00:00\", \"2019-12-31 20:28:07.000000+00:00\", \"2020-05-14 11:18:34.000000+00:00\", \"2023-04-15 09:35:41.000000+00:00\", \"2020-09-12 23:58:01.000000+00:00\"], \"session_ids\": [\"31786b49-7e71-4943-b3c8-96a30ee8701b\", \"a4974d8d-dfcb-485c-9317-ba5fe6ae35a2\", \"fac728b3-9ec0-4e2c-9169-84127cebcf2f\", \"33ac9312-998c-48d1-bc94-993d39c1e75c\", \"1e42fd0b-86ea-4182-a89a-4b33b20ed634\", \"7b0188b2-9263-4af4-b099-0e5017749c26\"], \"total_duration\": 216.0, \"total_sessions\": 6, \"mean_week_duration\": 1.256}}, {\"21127\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-24 16:23:30.000000+00:00\", \"2021-05-11 08:06:28.000000+00:00\"], \"session_ids\": [\"8baf840a-eb93-4fb5-836d-2006dcb5cc7a\", \"97ea6407-ae57-4420-bafc-5bf5658af451\"], \"total_duration\": 362.0, \"total_sessions\": 2, \"mean_week_duration\": 8.619}}, {\"62539\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-01 05:06:37.000000+00:00\", \"2021-05-10 10:42:24.000000+00:00\"], \"session_ids\": [\"e3685d5e-adc5-4bcb-94a0-ac921315ef1f\", \"3ca06d98-9f54-44c7-84f7-0a43b6877394\"], \"total_duration\": 389.0, \"total_sessions\": 2, \"mean_week_duration\": 12.967}}, {\"83129\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-08-04 01:23:56.000000+00:00\", \"2019-02-08 21:44:59.000000+00:00\"], \"session_ids\": [\"08cb3091-45d4-4eb2-a1d8-bba015ce0179\", \"d6d6f447-a1e6-45df-9666-2e086d0c9f69\"], \"total_duration\": 439.0, \"total_sessions\": 2, \"mean_week_duration\": 5.628}}, {\"68874\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2021-08-25 04:19:58.000000+00:00\", \"2019-03-22 06:53:45.000000+00:00\", \"2022-02-22 19:39:08.000000+00:00\"], \"session_ids\": [\"eb355a75-f1bc-4722-a1cf-1a7e1cda2af0\", \"96dab0a7-90ae-4f0b-b3fe-a13787c033e2\", \"00d910be-f961-4d24-85a6-0521f09d88e3\"], \"total_duration\": 677.0, \"total_sessions\": 3, \"mean_week_duration\": 4.425}}, {\"76959\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-10 18:26:28.000000+00:00\", \"2021-10-04 12:00:19.000000+00:00\", \"2022-02-12 10:42:50.000000+00:00\"], \"session_ids\": [\"0e1f0f69-fff8-4997-98d6-cabdeb798770\", \"3a06a897-74b5-4d44-a41d-1c1e74930ba9\", \"e99b14c5-b595-4734-b3c8-2be64eddae22\"], \"total_duration\": 861.0, \"total_sessions\": 3, \"mean_week_duration\": 19.133}}, {\"19094\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-07-26 04:48:09.000000+00:00\", \"2022-06-15 13:08:54.000000+00:00\", \"2019-08-17 20:45:13.000000+00:00\", \"2022-08-22 19:18:16.000000+00:00\"], \"session_ids\": [\"758ee891-e78e-4b04-bedc-44919fbbcacd\", \"6125532b-378e-47f3-b19e-dcc57f6d69f0\", \"a3465353-b8f8-4c36-a80c-0a2329b09f2d\", \"df7ac2c5-95df-4d40-a3a6-e0d0388790b8\"], \"total_duration\": 929.0, \"total_sessions\": 4, \"mean_week_duration\": 5.88}}]\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[{\"83427\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-02-19 06:04:46.000000+00:00\", \"2019-05-24 10:10:20.000000+00:00\"], \"session_ids\": [\"7e9acfcb-689d-4bd8-9e39-f26b90ba4f4b\", \"081d52bc-2e15-4dcd-9e10-b26688bd44f8\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.154}}]\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[{\"83427\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-02-19 06:04:46.000000+00:00\", \"2019-05-24 10:10:20.000000+00:00\"], \"session_ids\": [\"7e9acfcb-689d-4bd8-9e39-f26b90ba4f4b\", \"081d52bc-2e15-4dcd-9e10-b26688bd44f8\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.154}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about users who have mean_week_duration <= than 10 also execute sorting by duration of sessions per week in desc in addition display only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"19710\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-08-21 06:27:04.000000+00:00\", \"2021-11-07 08:38:48.000000+00:00\", \"2023-02-18 02:54:15.000000+00:00\", \"2022-09-13 01:25:07.000000+00:00\", \"2022-04-02 02:40:18.000000+00:00\", \"2020-10-30 02:59:44.000000+00:00\", \"2019-11-18 13:18:39.000000+00:00\"], \"session_ids\": [\"995cb5af-672c-45fc-9a46-edbfaa1c456b\", \"4584c9e9-926a-4ff4-8930-66d1d6dbad8f\", \"cf04eec4-2f77-47df-8759-5d39f88cc8af\", \"906e004c-4f50-4011-b4ef-3837d5033f9c\", \"cb8f028b-0fc1-43d2-bcd8-ae949f1d523b\", \"8e1e01e1-b02f-4c21-8a71-e916423412b3\", \"bc21e024-a0d0-4a8c-8254-d6b17753146e\"], \"total_duration\": 90.0, \"total_sessions\": 7, \"mean_week_duration\": 0.529}, \"42447\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-22 06:31:18.000000+00:00\", \"2022-02-14 20:29:52.000000+00:00\", \"2019-08-22 01:03:10.000000+00:00\", \"2020-07-21 16:43:58.000000+00:00\", \"2020-01-05 06:25:52.000000+00:00\", \"2020-04-01 20:20:51.000000+00:00\"], \"session_ids\": [\"1113a80e-ef0b-423e-beab-2ac76d84353f\", \"2f9a37d4-5245-4e82-9937-af2d020c45c3\", \"d35759ae-bea4-4fd2-a5c0-f7430f3362d8\", \"cac8d730-ceed-415c-b17f-22da6dbdd5c4\", \"a8985318-2816-47ae-99e5-1153724e7ec6\", \"85c4b0a2-78ce-439d-af35-b79879da6e0c\"], \"total_duration\": 3335.0, \"total_sessions\": 6, \"mean_week_duration\": 25.654}, \"5573\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-05-29 12:39:35.000000+00:00\", \"2022-01-05 18:26:27.000000+00:00\", \"2020-06-23 10:48:48.000000+00:00\", \"2019-02-27 19:48:27.000000+00:00\", \"2023-05-07 23:53:47.000000+00:00\", \"2019-11-30 00:49:36.000000+00:00\", \"2019-04-24 03:10:13.000000+00:00\", \"2021-07-03 05:48:53.000000+00:00\", \"2020-02-28 07:42:02.000000+00:00\"], \"session_ids\": [\"9921c374-bdad-477e-9cd5-06e11083a388\", \"186c368a-b00e-4688-8c04-23347088325e\", \"74237171-b522-4159-ac4d-73ae873db7a2\", \"c3071f36-b609-4bf4-be25-6d3f4c703fd0\", \"c70a241b-6e97-451c-ac2d-fc50775056ac\", \"43a6d14d-2a3f-4da9-ac7c-5604bc9c1077\", \"f3c25fd8-1257-46e4-911a-f1bb203b4cca\", \"7e0bd754-af86-45f8-b51f-b8ee37d58aa7\", \"fd8e6e57-f823-4db7-88cd-77164fa59c87\"], \"total_duration\": 26050.0, \"total_sessions\": 9, \"mean_week_duration\": 118.95}, \"56283\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-02-04 20:48:14.000000+00:00\", \"2019-09-21 10:49:27.000000+00:00\"], \"session_ids\": [\"57dadf5b-f47a-4051-8072-c15332d21530\", \"201d169c-20c3-42b4-963a-85c07a113366\"], \"total_duration\": 276.0, \"total_sessions\": 2, \"mean_week_duration\": 13.8}, \"33477\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-02 23:22:59.000000+00:00\", \"2020-01-02 16:11:09.000000+00:00\"], \"session_ids\": [\"ecd386b7-f1d1-429b-b329-80037c2ea24b\", \"24f8a258-a0d2-4ac2-a70b-360f3054dae1\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 1.686}, \"90442\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-12-12 08:47:35.000000+00:00\", \"2022-09-18 02:01:41.000000+00:00\"], \"session_ids\": [\"caccfe82-f040-42dd-9f9e-4435968cf289\", \"fbc7ec6a-3672-4154-b467-bfdf660dda11\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 2.476}, \"95972\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-07 12:43:38.000000+00:00\", \"2021-05-17 19:14:38.000000+00:00\"], \"session_ids\": [\"5ff64034-da48-461b-af39-8eb3d0443e81\", \"e00e17f2-c72c-4b7e-b7d0-995cf58ff597\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 1.036}, \"34496\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-21 00:30:48.000000+00:00\", \"2022-11-21 10:34:38.000000+00:00\"], \"session_ids\": [\"e43b5c27-55b3-4f2b-ba5b-9edc1825c828\", \"cd4ee6f0-7202-4855-9179-89228de141ee\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.033}, \"17116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2020-09-06 06:05:24.000000+00:00\", \"2021-07-08 17:39:15.000000+00:00\"], \"session_ids\": [\"373a9561-fe9c-46a4-9cfd-191f107780be\", \"27ed02c6-c5e4-41a1-a9fb-c437337b2317\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}, \"57851\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-05-25 11:26:52.000000+00:00\", \"2021-02-18 03:23:00.000000+00:00\"], \"session_ids\": [\"d6f5fe28-6345-4cb7-beba-3911f384a5a8\", \"0bddf91e-fb6c-4e53-92e1-a02082d218ef\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 11.286}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or less than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[10, 49]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"19710\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-08-21 06:27:04.000000+00:00\", \"2021-11-07 08:38:48.000000+00:00\", \"2023-02-18 02:54:15.000000+00:00\", \"2022-09-13 01:25:07.000000+00:00\", \"2022-04-02 02:40:18.000000+00:00\", \"2020-10-30 02:59:44.000000+00:00\", \"2019-11-18 13:18:39.000000+00:00\"], \"session_ids\": [\"995cb5af-672c-45fc-9a46-edbfaa1c456b\", \"4584c9e9-926a-4ff4-8930-66d1d6dbad8f\", \"cf04eec4-2f77-47df-8759-5d39f88cc8af\", \"906e004c-4f50-4011-b4ef-3837d5033f9c\", \"cb8f028b-0fc1-43d2-bcd8-ae949f1d523b\", \"8e1e01e1-b02f-4c21-8a71-e916423412b3\", \"bc21e024-a0d0-4a8c-8254-d6b17753146e\"], \"total_duration\": 90.0, \"total_sessions\": 7, \"mean_week_duration\": 0.529}, \"33477\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-02 23:22:59.000000+00:00\", \"2020-01-02 16:11:09.000000+00:00\"], \"session_ids\": [\"ecd386b7-f1d1-429b-b329-80037c2ea24b\", \"24f8a258-a0d2-4ac2-a70b-360f3054dae1\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 1.686}, \"90442\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-12-12 08:47:35.000000+00:00\", \"2022-09-18 02:01:41.000000+00:00\"], \"session_ids\": [\"caccfe82-f040-42dd-9f9e-4435968cf289\", \"fbc7ec6a-3672-4154-b467-bfdf660dda11\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 2.476}, \"95972\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-07 12:43:38.000000+00:00\", \"2021-05-17 19:14:38.000000+00:00\"], \"session_ids\": [\"5ff64034-da48-461b-af39-8eb3d0443e81\", \"e00e17f2-c72c-4b7e-b7d0-995cf58ff597\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 1.036}, \"34496\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-21 00:30:48.000000+00:00\", \"2022-11-21 10:34:38.000000+00:00\"], \"session_ids\": [\"e43b5c27-55b3-4f2b-ba5b-9edc1825c828\", \"cd4ee6f0-7202-4855-9179-89228de141ee\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.033}, \"17116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2020-09-06 06:05:24.000000+00:00\", \"2021-07-08 17:39:15.000000+00:00\"], \"session_ids\": [\"373a9561-fe9c-46a4-9cfd-191f107780be\", \"27ed02c6-c5e4-41a1-a9fb-c437337b2317\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}}\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[{\"17116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2020-09-06 06:05:24.000000+00:00\", \"2021-07-08 17:39:15.000000+00:00\"], \"session_ids\": [\"373a9561-fe9c-46a4-9cfd-191f107780be\", \"27ed02c6-c5e4-41a1-a9fb-c437337b2317\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}}, {\"90442\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-12-12 08:47:35.000000+00:00\", \"2022-09-18 02:01:41.000000+00:00\"], \"session_ids\": [\"caccfe82-f040-42dd-9f9e-4435968cf289\", \"fbc7ec6a-3672-4154-b467-bfdf660dda11\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 2.476}}, {\"33477\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-02 23:22:59.000000+00:00\", \"2020-01-02 16:11:09.000000+00:00\"], \"session_ids\": [\"ecd386b7-f1d1-429b-b329-80037c2ea24b\", \"24f8a258-a0d2-4ac2-a70b-360f3054dae1\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 1.686}}, {\"95972\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-07 12:43:38.000000+00:00\", \"2021-05-17 19:14:38.000000+00:00\"], \"session_ids\": [\"5ff64034-da48-461b-af39-8eb3d0443e81\", \"e00e17f2-c72c-4b7e-b7d0-995cf58ff597\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 1.036}}, {\"34496\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-12-21 00:30:48.000000+00:00\", \"2022-11-21 10:34:38.000000+00:00\"], \"session_ids\": [\"e43b5c27-55b3-4f2b-ba5b-9edc1825c828\", \"cd4ee6f0-7202-4855-9179-89228de141ee\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 1.033}}, {\"19710\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-08-21 06:27:04.000000+00:00\", \"2021-11-07 08:38:48.000000+00:00\", \"2023-02-18 02:54:15.000000+00:00\", \"2022-09-13 01:25:07.000000+00:00\", \"2022-04-02 02:40:18.000000+00:00\", \"2020-10-30 02:59:44.000000+00:00\", \"2019-11-18 13:18:39.000000+00:00\"], \"session_ids\": [\"995cb5af-672c-45fc-9a46-edbfaa1c456b\", \"4584c9e9-926a-4ff4-8930-66d1d6dbad8f\", \"cf04eec4-2f77-47df-8759-5d39f88cc8af\", \"906e004c-4f50-4011-b4ef-3837d5033f9c\", \"cb8f028b-0fc1-43d2-bcd8-ae949f1d523b\", \"8e1e01e1-b02f-4c21-8a71-e916423412b3\", \"bc21e024-a0d0-4a8c-8254-d6b17753146e\"], \"total_duration\": 90.0, \"total_sessions\": 7, \"mean_week_duration\": 0.529}}]\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[{\"17116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2020-09-06 06:05:24.000000+00:00\", \"2021-07-08 17:39:15.000000+00:00\"], \"session_ids\": [\"373a9561-fe9c-46a4-9cfd-191f107780be\", \"27ed02c6-c5e4-41a1-a9fb-c437337b2317\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}}, {\"90442\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-12-12 08:47:35.000000+00:00\", \"2022-09-18 02:01:41.000000+00:00\"], \"session_ids\": [\"caccfe82-f040-42dd-9f9e-4435968cf289\", \"fbc7ec6a-3672-4154-b467-bfdf660dda11\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 2.476}}, {\"33477\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-02 23:22:59.000000+00:00\", \"2020-01-02 16:11:09.000000+00:00\"], \"session_ids\": [\"ecd386b7-f1d1-429b-b329-80037c2ea24b\", \"24f8a258-a0d2-4ac2-a70b-360f3054dae1\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 1.686}}, {\"95972\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-07 12:43:38.000000+00:00\", \"2021-05-17 19:14:38.000000+00:00\"], \"session_ids\": [\"5ff64034-da48-461b-af39-8eb3d0443e81\", \"e00e17f2-c72c-4b7e-b7d0-995cf58ff597\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 1.036}}]\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[{\"17116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 4, \"Change Skin Flow\": 2}, \"city_name\": \"London\", \"datetimes\": [\"2020-09-06 06:05:24.000000+00:00\", \"2021-07-08 17:39:15.000000+00:00\"], \"session_ids\": [\"373a9561-fe9c-46a4-9cfd-191f107780be\", \"27ed02c6-c5e4-41a1-a9fb-c437337b2317\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 2.5}}, {\"90442\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-12-12 08:47:35.000000+00:00\", \"2022-09-18 02:01:41.000000+00:00\"], \"session_ids\": [\"caccfe82-f040-42dd-9f9e-4435968cf289\", \"fbc7ec6a-3672-4154-b467-bfdf660dda11\"], \"total_duration\": 359.0, \"total_sessions\": 2, \"mean_week_duration\": 2.476}}, {\"33477\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-04-02 23:22:59.000000+00:00\", \"2020-01-02 16:11:09.000000+00:00\"], \"session_ids\": [\"ecd386b7-f1d1-429b-b329-80037c2ea24b\", \"24f8a258-a0d2-4ac2-a70b-360f3054dae1\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 1.686}}, {\"95972\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-07 12:43:38.000000+00:00\", \"2021-05-17 19:14:38.000000+00:00\"], \"session_ids\": [\"5ff64034-da48-461b-af39-8eb3d0443e81\", \"e00e17f2-c72c-4b7e-b7d0-995cf58ff597\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 1.036}}]\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 user who is a resident of cities Reykjavik, Jakarta, Tegucigalpa, Amsterdam, Belize City, Budapest, Helsinki, Copenhagen + perform sorting by total_sessions desc." } ]
[ { "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{\"95565\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-04-02 22:43:49.000000+00:00\", \"2021-06-01 21:55:17.000000+00:00\"], \"session_ids\": [\"520bf2ba-8201-4cb9-b56f-d0374930a621\", \"1cf89a75-e5ba-4322-8e39-0689386039d2\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.876}, \"11858\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-01-16 00:11:49.000000+00:00\", \"2022-12-14 19:09:11.000000+00:00\", \"2021-03-14 06:10:11.000000+00:00\", \"2019-04-08 20:00:11.000000+00:00\", \"2020-11-27 00:59:52.000000+00:00\", \"2020-05-25 14:00:14.000000+00:00\", \"2020-06-11 12:09:28.000000+00:00\"], \"session_ids\": [\"035527bc-1a4f-4294-b25c-06d40dd3527f\", \"4a9b14f5-7aba-4140-a965-f8d6eec3ad3d\", \"8a20755d-4362-4386-80ce-073ed41c8786\", \"456229cf-b213-4a0c-b96e-c391edaae43e\", \"f51dc261-d70e-4cee-b248-7a6bd7abb577\", \"166b697a-bc87-4072-922b-29574884b810\", \"78d9d165-4bc5-4989-a728-23fb6968280b\"], \"total_duration\": 1449.0, \"total_sessions\": 7, \"mean_week_duration\": 7.508}, \"54386\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 7}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2022-07-01 17:08:44.000000+00:00\", \"2020-01-06 19:31:04.000000+00:00\"], \"session_ids\": [\"a94240a4-2eaa-4e68-a607-e74830d15515\", \"bd4c9f52-b04a-4811-8f0a-6e48ae95dfbc\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 1.338}, \"29053\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-02-16 17:03:22.000000+00:00\", \"2022-07-13 21:22:56.000000+00:00\", \"2023-02-12 20:47:17.000000+00:00\", \"2019-04-16 17:29:30.000000+00:00\"], \"session_ids\": [\"8c68babc-341b-4cde-bd0f-bebf7e38c9b6\", \"43112f30-b8ba-4283-b81b-5d63d1e57cb3\", \"379e6f35-7842-4e7a-9868-9fe66b8abdcf\", \"1b8df6a3-c275-4e49-9335-99f2a5fac75f\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.134}, \"85333\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-21 07:40:29.000000+00:00\", \"2019-08-09 12:17:27.000000+00:00\", \"2020-04-22 07:59:52.000000+00:00\", \"2023-01-20 02:31:42.000000+00:00\", \"2023-03-06 18:20:24.000000+00:00\", \"2021-10-25 04:47:16.000000+00:00\", \"2020-05-14 02:43:05.000000+00:00\", \"2022-07-19 16:38:21.000000+00:00\", \"2020-11-23 01:24:27.000000+00:00\"], \"session_ids\": [\"4967a1b0-1980-4a9c-b8a4-017f091d93d2\", \"edbc9027-2d44-4f47-a752-34d2e6dfe1a0\", \"a070db01-e0f1-4cdc-bfdf-e2b65a0c1430\", \"4a0e3ff0-9ad7-441b-bfe5-ee810d7bf91c\", \"5107a423-94e3-48fd-bc30-d59ef6f87bce\", \"d84da30d-159a-4ac2-9b10-6c2f471866d6\", \"1d56612f-8ffb-4829-a9c7-70dee1e58bd3\", \"09031ce6-4731-457a-95ff-7343225087cc\", \"48d69cba-2533-4caa-994e-b8fee4d24e26\"], \"total_duration\": 294.0, \"total_sessions\": 9, \"mean_week_duration\": 1.448}, \"14028\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-10-01 23:52:11.000000+00:00\", \"2021-08-28 23:59:11.000000+00:00\"], \"session_ids\": [\"e51b5a94-df5e-44de-a90a-b4f232415f97\", \"afb6fd93-dd38-4cbd-be21-cb9712c59ab8\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 1.088}, \"44150\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-06-23 03:57:01.000000+00:00\", \"2021-10-17 09:22:08.000000+00:00\"], \"session_ids\": [\"0a7115c3-5358-408a-a943-4f64f3391096\", \"46d96593-cd90-47c0-b9c0-a7ee47804c6b\"], \"total_duration\": 476.0, \"total_sessions\": 2, \"mean_week_duration\": 13.222}, \"47855\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2020-10-15 23:48:45.000000+00:00\", \"2020-11-06 16:24:50.000000+00:00\", \"2021-04-03 16:55:17.000000+00:00\", \"2020-04-05 17:35:16.000000+00:00\", \"2022-07-02 08:27:15.000000+00:00\", \"2022-06-11 03:23:40.000000+00:00\", \"2020-06-12 17:27:05.000000+00:00\"], \"session_ids\": [\"cb10c086-16b7-421e-9dec-f3a70a01ab83\", \"3dd7c238-c07a-4304-84d8-863b33963999\", \"e6759edd-49cf-42bf-8452-b9ed481f3c49\", \"6cec3a45-1f07-491a-b929-c42b08bdcce3\", \"283eb990-cb04-40d5-afe1-03d35596e191\", \"c3089329-3507-4990-9aff-e6724d35db89\", \"15b40129-9f59-420c-ab7d-61321f5740cd\"], \"total_duration\": 647.0, \"total_sessions\": 7, \"mean_week_duration\": 5.53}, \"69428\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-04-28 11:04:36.000000+00:00\", \"2020-05-03 21:05:59.000000+00:00\", \"2021-03-12 07:02:27.000000+00:00\"], \"session_ids\": [\"34a7338e-42c6-4fc4-a1c6-59809e08e329\", \"c63036c8-364a-4959-87d8-8da4e030bf4f\", \"56dbeba4-f4e7-44a2-89c7-56acdb80ba99\"], \"total_duration\": 911.0, \"total_sessions\": 3, \"mean_week_duration\": 19.804}, \"50492\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-22 01:09:23.000000+00:00\", \"2023-05-01 15:58:16.000000+00:00\", \"2021-07-19 07:49:18.000000+00:00\"], \"session_ids\": [\"a7688a87-7354-4c80-bd4b-e1094760a329\", \"840c885c-31ae-4a79-a3ba-78db0751e0a8\", \"ecfc4809-3b4f-417d-9b70-85f239d95fa7\"], \"total_duration\": 456.0, \"total_sessions\": 3, \"mean_week_duration\": 4.903}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are Reykjavik, Jakarta, Tegucigalpa, Amsterdam, Belize City, Budapest, Helsinki, Copenhagen" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Reykjavik\", \"Jakarta\", \"Tegucigalpa\", \"Amsterdam\", \"Belize City\", \"Budapest\", \"Helsinki\", \"Copenhagen\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"95565\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-04-02 22:43:49.000000+00:00\", \"2021-06-01 21:55:17.000000+00:00\"], \"session_ids\": [\"520bf2ba-8201-4cb9-b56f-d0374930a621\", \"1cf89a75-e5ba-4322-8e39-0689386039d2\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.876}, \"85333\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-21 07:40:29.000000+00:00\", \"2019-08-09 12:17:27.000000+00:00\", \"2020-04-22 07:59:52.000000+00:00\", \"2023-01-20 02:31:42.000000+00:00\", \"2023-03-06 18:20:24.000000+00:00\", \"2021-10-25 04:47:16.000000+00:00\", \"2020-05-14 02:43:05.000000+00:00\", \"2022-07-19 16:38:21.000000+00:00\", \"2020-11-23 01:24:27.000000+00:00\"], \"session_ids\": [\"4967a1b0-1980-4a9c-b8a4-017f091d93d2\", \"edbc9027-2d44-4f47-a752-34d2e6dfe1a0\", \"a070db01-e0f1-4cdc-bfdf-e2b65a0c1430\", \"4a0e3ff0-9ad7-441b-bfe5-ee810d7bf91c\", \"5107a423-94e3-48fd-bc30-d59ef6f87bce\", \"d84da30d-159a-4ac2-9b10-6c2f471866d6\", \"1d56612f-8ffb-4829-a9c7-70dee1e58bd3\", \"09031ce6-4731-457a-95ff-7343225087cc\", \"48d69cba-2533-4caa-994e-b8fee4d24e26\"], \"total_duration\": 294.0, \"total_sessions\": 9, \"mean_week_duration\": 1.448}}\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[{\"85333\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-21 07:40:29.000000+00:00\", \"2019-08-09 12:17:27.000000+00:00\", \"2020-04-22 07:59:52.000000+00:00\", \"2023-01-20 02:31:42.000000+00:00\", \"2023-03-06 18:20:24.000000+00:00\", \"2021-10-25 04:47:16.000000+00:00\", \"2020-05-14 02:43:05.000000+00:00\", \"2022-07-19 16:38:21.000000+00:00\", \"2020-11-23 01:24:27.000000+00:00\"], \"session_ids\": [\"4967a1b0-1980-4a9c-b8a4-017f091d93d2\", \"edbc9027-2d44-4f47-a752-34d2e6dfe1a0\", \"a070db01-e0f1-4cdc-bfdf-e2b65a0c1430\", \"4a0e3ff0-9ad7-441b-bfe5-ee810d7bf91c\", \"5107a423-94e3-48fd-bc30-d59ef6f87bce\", \"d84da30d-159a-4ac2-9b10-6c2f471866d6\", \"1d56612f-8ffb-4829-a9c7-70dee1e58bd3\", \"09031ce6-4731-457a-95ff-7343225087cc\", \"48d69cba-2533-4caa-994e-b8fee4d24e26\"], \"total_duration\": 294.0, \"total_sessions\": 9, \"mean_week_duration\": 1.448}}, {\"95565\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-04-02 22:43:49.000000+00:00\", \"2021-06-01 21:55:17.000000+00:00\"], \"session_ids\": [\"520bf2ba-8201-4cb9-b56f-d0374930a621\", \"1cf89a75-e5ba-4322-8e39-0689386039d2\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.876}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"85333\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-21 07:40:29.000000+00:00\", \"2019-08-09 12:17:27.000000+00:00\", \"2020-04-22 07:59:52.000000+00:00\", \"2023-01-20 02:31:42.000000+00:00\", \"2023-03-06 18:20:24.000000+00:00\", \"2021-10-25 04:47:16.000000+00:00\", \"2020-05-14 02:43:05.000000+00:00\", \"2022-07-19 16:38:21.000000+00:00\", \"2020-11-23 01:24:27.000000+00:00\"], \"session_ids\": [\"4967a1b0-1980-4a9c-b8a4-017f091d93d2\", \"edbc9027-2d44-4f47-a752-34d2e6dfe1a0\", \"a070db01-e0f1-4cdc-bfdf-e2b65a0c1430\", \"4a0e3ff0-9ad7-441b-bfe5-ee810d7bf91c\", \"5107a423-94e3-48fd-bc30-d59ef6f87bce\", \"d84da30d-159a-4ac2-9b10-6c2f471866d6\", \"1d56612f-8ffb-4829-a9c7-70dee1e58bd3\", \"09031ce6-4731-457a-95ff-7343225087cc\", \"48d69cba-2533-4caa-994e-b8fee4d24e26\"], \"total_duration\": 294.0, \"total_sessions\": 9, \"mean_week_duration\": 1.448}}]\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[{\"85333\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-21 07:40:29.000000+00:00\", \"2019-08-09 12:17:27.000000+00:00\", \"2020-04-22 07:59:52.000000+00:00\", \"2023-01-20 02:31:42.000000+00:00\", \"2023-03-06 18:20:24.000000+00:00\", \"2021-10-25 04:47:16.000000+00:00\", \"2020-05-14 02:43:05.000000+00:00\", \"2022-07-19 16:38:21.000000+00:00\", \"2020-11-23 01:24:27.000000+00:00\"], \"session_ids\": [\"4967a1b0-1980-4a9c-b8a4-017f091d93d2\", \"edbc9027-2d44-4f47-a752-34d2e6dfe1a0\", \"a070db01-e0f1-4cdc-bfdf-e2b65a0c1430\", \"4a0e3ff0-9ad7-441b-bfe5-ee810d7bf91c\", \"5107a423-94e3-48fd-bc30-d59ef6f87bce\", \"d84da30d-159a-4ac2-9b10-6c2f471866d6\", \"1d56612f-8ffb-4829-a9c7-70dee1e58bd3\", \"09031ce6-4731-457a-95ff-7343225087cc\", \"48d69cba-2533-4caa-994e-b8fee4d24e26\"], \"total_duration\": 294.0, \"total_sessions\": 9, \"mean_week_duration\": 1.448}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into users I can find living in city Oslo , and sort by sessions count 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{\"49761\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-09-29 17:43:06.000000+00:00\", \"2019-06-10 13:29:28.000000+00:00\", \"2019-01-08 21:04:08.000000+00:00\", \"2022-02-06 03:42:57.000000+00:00\", \"2019-06-17 19:16:08.000000+00:00\", \"2020-06-20 10:45:53.000000+00:00\", \"2022-05-12 06:52:04.000000+00:00\", \"2020-12-25 21:25:49.000000+00:00\", \"2022-09-05 22:55:26.000000+00:00\"], \"session_ids\": [\"f10d0ce1-bb01-4c11-bcd2-6129eff25ded\", \"26b46020-9cae-4bde-b800-189f724b9fdf\", \"c80d9fb4-babe-4b69-b364-f2c5e1620b8f\", \"12eaa6d3-3633-4a5e-a827-62234662d24f\", \"9c219c42-4fd5-4cb1-b247-77a427a43b05\", \"fee639af-bb2d-4e87-9021-383f1e9a0574\", \"d4b88e7d-8398-487e-9f21-9cd189c0b227\", \"a94faf99-e3e5-446f-b6c1-5dbb2358b6c5\", \"b45065cf-3c64-46ed-aa52-9615ed769894\"], \"total_duration\": 190.0, \"total_sessions\": 9, \"mean_week_duration\": 0.974}, \"11826\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-16 13:43:30.000000+00:00\", \"2022-07-28 18:25:36.000000+00:00\"], \"session_ids\": [\"6504ec92-b874-46c6-b51a-9d5e8da965a8\", \"0367fe15-35d6-4dda-b1eb-98a9438ed317\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 9.0}, \"38895\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-12-17 20:12:15.000000+00:00\", \"2019-07-01 13:11:14.000000+00:00\"], \"session_ids\": [\"ea591b82-2dd7-450f-a190-f57cfd81e468\", \"a0a54174-ccfc-4b1d-a69a-5b33bcbdd6ae\"], \"total_duration\": 398.0, \"total_sessions\": 2, \"mean_week_duration\": 5.169}, \"42204\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-05-05 17:43:49.000000+00:00\", \"2022-10-06 10:12:48.000000+00:00\", \"2020-04-26 16:30:18.000000+00:00\", \"2023-03-11 22:29:21.000000+00:00\", \"2021-04-28 22:33:49.000000+00:00\"], \"session_ids\": [\"9490748e-e01b-48a6-90b6-47a82dd6ebd9\", \"4d6b1730-9ec8-4f9f-8527-924547e7930a\", \"e11b26f0-1dd8-4d61-9f8e-8da26961c95d\", \"3ec5cc56-8d1b-4ef5-8ac5-2baebb1a65f4\", \"ab8272d9-1a0c-4cb1-b79d-1c67b5d16f06\"], \"total_duration\": 2714.0, \"total_sessions\": 5, \"mean_week_duration\": 18.093}, \"95179\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-27 23:58:35.000000+00:00\", \"2022-02-26 14:00:36.000000+00:00\", \"2022-10-26 23:26:03.000000+00:00\", \"2022-10-14 07:02:08.000000+00:00\"], \"session_ids\": [\"61a648f2-fe09-4360-ac3a-5660f5399894\", \"ed432a26-f8ac-494a-b16b-917275165208\", \"aea7aad4-ffa5-4653-bdf0-bbca527d1160\", \"a2ba7685-f540-4d02-9234-f22384daeca1\"], \"total_duration\": 1847.0, \"total_sessions\": 4, \"mean_week_duration\": 30.279}, \"51331\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"London\", \"datetimes\": [\"2022-02-07 22:06:24.000000+00:00\", \"2021-09-21 08:04:01.000000+00:00\"], \"session_ids\": [\"0627affe-555d-4de0-a688-8acf8f781058\", \"b11ac1a5-1a6a-4162-ae01-9d99061030b8\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 13.9}, \"61121\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 6, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-23 15:10:07.000000+00:00\", \"2019-02-14 09:30:22.000000+00:00\", \"2022-03-29 03:57:26.000000+00:00\"], \"session_ids\": [\"e7739d2c-dc66-460e-8029-56cd4c7ac37f\", \"be523b03-7b0a-4cf5-8a79-5e4874a6b025\", \"ab22e263-2935-43b8-a321-670cc757f2ed\"], \"total_duration\": 236.0, \"total_sessions\": 3, \"mean_week_duration\": 1.448}, \"58628\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-03-28 09:23:05.000000+00:00\", \"2023-02-22 00:08:05.000000+00:00\"], \"session_ids\": [\"d6f11e58-c8a1-4329-a5c1-f7377ee1cf3f\", \"c52422d7-ebb3-4ff3-b335-7e7740df87fe\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.438}, \"30476\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-11-27 23:06:45.000000+00:00\", \"2019-05-05 20:48:28.000000+00:00\", \"2019-07-28 12:59:57.000000+00:00\", \"2020-10-20 12:15:40.000000+00:00\", \"2020-01-07 05:57:42.000000+00:00\", \"2019-08-15 13:28:29.000000+00:00\", \"2022-08-27 07:14:24.000000+00:00\", \"2020-03-09 17:14:15.000000+00:00\"], \"session_ids\": [\"8ac2a053-aa7b-4f9d-b0b7-b41a2f15ced3\", \"6c54d2fe-ee31-46d4-925d-9fe3f13ca15a\", \"aa2979f9-8e3a-4ded-b970-b3cc9ffe6e0b\", \"33da8875-064d-436a-8e29-3010ee680cf9\", \"f5aa2623-650e-46b2-8019-b7586698c7ee\", \"8f0f9266-af16-416e-933d-85dcb9ccf9c0\", \"1f26f84a-3b31-463b-b968-56255767c7aa\", \"e04b4faa-ca66-4427-9f8f-42f108e975af\"], \"total_duration\": 136.0, \"total_sessions\": 8, \"mean_week_duration\": 0.786}, \"61479\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-07-11 09:54:43.000000+00:00\", \"2019-05-04 04:25:05.000000+00:00\"], \"session_ids\": [\"eab7e995-693a-4f7e-b04b-db843d49c3dd\", \"b21d2155-8172-469e-a6e7-1c3787978c2f\"], \"total_duration\": 137.0, \"total_sessions\": 2, \"mean_week_duration\": 1.191}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is 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{}\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": "I'm eager to find out about 4 users who have overall duration of sessions per week strictly smaller than 11 and strictly bigger than 32 as well as carry out sorting by duration summation of sessions per week asc in addition remain only 3 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{\"39473\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-05-25 22:01:08.000000+00:00\", \"2020-07-14 00:20:24.000000+00:00\"], \"session_ids\": [\"cc01ea0d-b088-4048-a2c2-fff11d3cea8c\", \"4aba32bd-f627-4b7a-9f5f-b71e59c6711d\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 2.05}, \"83838\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-14 09:07:26.000000+00:00\", \"2019-08-08 07:27:05.000000+00:00\"], \"session_ids\": [\"93385557-972b-4bb6-939e-74b38a2e636e\", \"21542570-544b-4213-9e10-ef4d1dcccd83\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 1.561}, \"1985\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-09 12:46:33.000000+00:00\", \"2021-11-09 17:21:46.000000+00:00\"], \"session_ids\": [\"fa7b51d7-8acd-4f28-b801-132953de8089\", \"f208f0b4-7b7c-4156-808c-f985a1f45288\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.568}, \"8717\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-10-15 09:34:30.000000+00:00\", \"2022-12-07 07:45:09.000000+00:00\", \"2021-11-26 02:54:43.000000+00:00\", \"2020-08-28 21:31:01.000000+00:00\", \"2020-08-01 09:19:56.000000+00:00\", \"2021-06-09 14:58:27.000000+00:00\", \"2021-12-27 00:13:07.000000+00:00\", \"2019-09-28 02:12:53.000000+00:00\", \"2019-10-14 02:39:07.000000+00:00\"], \"session_ids\": [\"2cb1f0ca-a3f2-49ca-b3ff-f47bd16da768\", \"8e74da0f-2512-49a0-8f7d-366a899b29ba\", \"9e2bf9ec-ab3b-4465-a718-a8373c28c7fe\", \"77e6bbac-3934-4086-b18c-f2fe473b2314\", \"41fa2f9f-51eb-44f9-bfe0-ac74ab4f5589\", \"850aa4af-1094-4a1c-ba43-06218e392f28\", \"0d41c9a7-ae35-4c49-82cd-8b1bd6b08aea\", \"50baa56d-9f9d-440c-9521-40e0ea5f4416\", \"4dd36585-f6d8-4a40-b604-82f1749fc924\"], \"total_duration\": 333.0, \"total_sessions\": 9, \"mean_week_duration\": 1.994}, \"75604\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-04-06 22:29:12.000000+00:00\", \"2019-05-26 00:43:42.000000+00:00\"], \"session_ids\": [\"8563c926-0403-4f05-8f09-f8f0b5328acd\", \"ddb313b7-f311-4994-bf1d-317a6135e3eb\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 1.079}, \"38700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-10-03 00:56:37.000000+00:00\", \"2020-07-13 09:05:39.000000+00:00\"], \"session_ids\": [\"f3b9357f-8ffb-4f82-8174-779e85e34f4f\", \"68e5cee3-c588-40d7-934f-7f3a5e11f5a4\"], \"total_duration\": 257.0, \"total_sessions\": 2, \"mean_week_duration\": 21.417}, \"44568\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-15 02:27:03.000000+00:00\", \"2019-07-02 08:24:45.000000+00:00\"], \"session_ids\": [\"802359da-c4d9-415f-841d-04c083664722\", \"65fec954-e1b8-4ee7-b4ee-dc9dc3e481dd\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.397}, \"2284\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-05-03 18:23:26.000000+00:00\", \"2020-07-12 08:34:49.000000+00:00\"], \"session_ids\": [\"c4c01fb8-7c42-4fe2-a136-df30048f95be\", \"cf082a1c-6dcd-4a6a-82a9-e304da4ea351\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 3.825}, \"19895\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-08-18 07:28:56.000000+00:00\", \"2019-11-04 20:17:31.000000+00:00\", \"2020-04-03 06:23:36.000000+00:00\", \"2021-05-01 05:34:13.000000+00:00\", \"2020-01-08 04:21:57.000000+00:00\", \"2021-04-19 22:47:10.000000+00:00\", \"2021-12-18 05:29:07.000000+00:00\", \"2022-11-14 03:42:59.000000+00:00\", \"2021-10-01 17:26:52.000000+00:00\", \"2022-07-26 12:45:29.000000+00:00\", \"2019-01-27 16:13:08.000000+00:00\"], \"session_ids\": [\"416cdb6b-37a8-438e-8aa5-e5a58ce9a828\", \"c8ec06d7-4d9b-4ca0-bf9c-050a2e70f71b\", \"f170edc9-9700-47b4-ab40-c4446311505e\", \"62b2bea5-57ed-48ea-8c21-d9614124da26\", \"e79f2a43-46c0-4240-87dd-76a52ebee8e4\", \"5383100b-4c3b-4251-bb3d-68cd3f42d7a5\", \"82ecc624-de86-490c-9f04-6916b4e51cef\", \"961f9084-478d-4184-91d0-48cfe40f723a\", \"6607ccdc-5e71-44f0-844d-4c2cd2e32898\", \"2884f462-56a3-4a9f-bdd2-59ed80f3b2e6\", \"10b98144-f098-4211-a2dd-af76c570c8c3\"], \"total_duration\": 4636.0, \"total_sessions\": 11, \"mean_week_duration\": 23.414}, \"94423\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-31 03:36:04.000000+00:00\", \"2022-06-07 13:52:51.000000+00:00\", \"2019-02-07 15:42:37.000000+00:00\"], \"session_ids\": [\"b6fecb18-2150-469a-9c7a-ce5a8879b6f2\", \"49faeeec-c3f8-48e7-8df0-c893c49d60ff\", \"803ef758-5b60-4ec5-b581-7d02a1cb8e58\"], \"total_duration\": 426.0, \"total_sessions\": 3, \"mean_week_duration\": 2.185}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are less than 11 and are greater than 32" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[11, 32]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39473\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-05-25 22:01:08.000000+00:00\", \"2020-07-14 00:20:24.000000+00:00\"], \"session_ids\": [\"cc01ea0d-b088-4048-a2c2-fff11d3cea8c\", \"4aba32bd-f627-4b7a-9f5f-b71e59c6711d\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 2.05}, \"83838\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-14 09:07:26.000000+00:00\", \"2019-08-08 07:27:05.000000+00:00\"], \"session_ids\": [\"93385557-972b-4bb6-939e-74b38a2e636e\", \"21542570-544b-4213-9e10-ef4d1dcccd83\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 1.561}, \"1985\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-09 12:46:33.000000+00:00\", \"2021-11-09 17:21:46.000000+00:00\"], \"session_ids\": [\"fa7b51d7-8acd-4f28-b801-132953de8089\", \"f208f0b4-7b7c-4156-808c-f985a1f45288\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.568}, \"8717\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-10-15 09:34:30.000000+00:00\", \"2022-12-07 07:45:09.000000+00:00\", \"2021-11-26 02:54:43.000000+00:00\", \"2020-08-28 21:31:01.000000+00:00\", \"2020-08-01 09:19:56.000000+00:00\", \"2021-06-09 14:58:27.000000+00:00\", \"2021-12-27 00:13:07.000000+00:00\", \"2019-09-28 02:12:53.000000+00:00\", \"2019-10-14 02:39:07.000000+00:00\"], \"session_ids\": [\"2cb1f0ca-a3f2-49ca-b3ff-f47bd16da768\", \"8e74da0f-2512-49a0-8f7d-366a899b29ba\", \"9e2bf9ec-ab3b-4465-a718-a8373c28c7fe\", \"77e6bbac-3934-4086-b18c-f2fe473b2314\", \"41fa2f9f-51eb-44f9-bfe0-ac74ab4f5589\", \"850aa4af-1094-4a1c-ba43-06218e392f28\", \"0d41c9a7-ae35-4c49-82cd-8b1bd6b08aea\", \"50baa56d-9f9d-440c-9521-40e0ea5f4416\", \"4dd36585-f6d8-4a40-b604-82f1749fc924\"], \"total_duration\": 333.0, \"total_sessions\": 9, \"mean_week_duration\": 1.994}, \"75604\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-04-06 22:29:12.000000+00:00\", \"2019-05-26 00:43:42.000000+00:00\"], \"session_ids\": [\"8563c926-0403-4f05-8f09-f8f0b5328acd\", \"ddb313b7-f311-4994-bf1d-317a6135e3eb\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 1.079}, \"44568\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-15 02:27:03.000000+00:00\", \"2019-07-02 08:24:45.000000+00:00\"], \"session_ids\": [\"802359da-c4d9-415f-841d-04c083664722\", \"65fec954-e1b8-4ee7-b4ee-dc9dc3e481dd\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.397}, \"2284\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-05-03 18:23:26.000000+00:00\", \"2020-07-12 08:34:49.000000+00:00\"], \"session_ids\": [\"c4c01fb8-7c42-4fe2-a136-df30048f95be\", \"cf082a1c-6dcd-4a6a-82a9-e304da4ea351\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 3.825}, \"94423\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-31 03:36:04.000000+00:00\", \"2022-06-07 13:52:51.000000+00:00\", \"2019-02-07 15:42:37.000000+00:00\"], \"session_ids\": [\"b6fecb18-2150-469a-9c7a-ce5a8879b6f2\", \"49faeeec-c3f8-48e7-8df0-c893c49d60ff\", \"803ef758-5b60-4ec5-b581-7d02a1cb8e58\"], \"total_duration\": 426.0, \"total_sessions\": 3, \"mean_week_duration\": 2.185}}\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[{\"1985\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-09 12:46:33.000000+00:00\", \"2021-11-09 17:21:46.000000+00:00\"], \"session_ids\": [\"fa7b51d7-8acd-4f28-b801-132953de8089\", \"f208f0b4-7b7c-4156-808c-f985a1f45288\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.568}}, {\"75604\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-04-06 22:29:12.000000+00:00\", \"2019-05-26 00:43:42.000000+00:00\"], \"session_ids\": [\"8563c926-0403-4f05-8f09-f8f0b5328acd\", \"ddb313b7-f311-4994-bf1d-317a6135e3eb\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 1.079}}, {\"44568\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-15 02:27:03.000000+00:00\", \"2019-07-02 08:24:45.000000+00:00\"], \"session_ids\": [\"802359da-c4d9-415f-841d-04c083664722\", \"65fec954-e1b8-4ee7-b4ee-dc9dc3e481dd\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.397}}, {\"83838\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-14 09:07:26.000000+00:00\", \"2019-08-08 07:27:05.000000+00:00\"], \"session_ids\": [\"93385557-972b-4bb6-939e-74b38a2e636e\", \"21542570-544b-4213-9e10-ef4d1dcccd83\"], \"total_duration\": 281.0, \"total_sessions\": 2, \"mean_week_duration\": 1.561}}, {\"8717\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-10-15 09:34:30.000000+00:00\", \"2022-12-07 07:45:09.000000+00:00\", \"2021-11-26 02:54:43.000000+00:00\", \"2020-08-28 21:31:01.000000+00:00\", \"2020-08-01 09:19:56.000000+00:00\", \"2021-06-09 14:58:27.000000+00:00\", \"2021-12-27 00:13:07.000000+00:00\", \"2019-09-28 02:12:53.000000+00:00\", \"2019-10-14 02:39:07.000000+00:00\"], \"session_ids\": [\"2cb1f0ca-a3f2-49ca-b3ff-f47bd16da768\", \"8e74da0f-2512-49a0-8f7d-366a899b29ba\", \"9e2bf9ec-ab3b-4465-a718-a8373c28c7fe\", \"77e6bbac-3934-4086-b18c-f2fe473b2314\", \"41fa2f9f-51eb-44f9-bfe0-ac74ab4f5589\", \"850aa4af-1094-4a1c-ba43-06218e392f28\", \"0d41c9a7-ae35-4c49-82cd-8b1bd6b08aea\", \"50baa56d-9f9d-440c-9521-40e0ea5f4416\", \"4dd36585-f6d8-4a40-b604-82f1749fc924\"], \"total_duration\": 333.0, \"total_sessions\": 9, \"mean_week_duration\": 1.994}}, {\"39473\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-05-25 22:01:08.000000+00:00\", \"2020-07-14 00:20:24.000000+00:00\"], \"session_ids\": [\"cc01ea0d-b088-4048-a2c2-fff11d3cea8c\", \"4aba32bd-f627-4b7a-9f5f-b71e59c6711d\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 2.05}}, {\"94423\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-10-31 03:36:04.000000+00:00\", \"2022-06-07 13:52:51.000000+00:00\", \"2019-02-07 15:42:37.000000+00:00\"], \"session_ids\": [\"b6fecb18-2150-469a-9c7a-ce5a8879b6f2\", \"49faeeec-c3f8-48e7-8df0-c893c49d60ff\", \"803ef758-5b60-4ec5-b581-7d02a1cb8e58\"], \"total_duration\": 426.0, \"total_sessions\": 3, \"mean_week_duration\": 2.185}}, {\"2284\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-05-03 18:23:26.000000+00:00\", \"2020-07-12 08:34:49.000000+00:00\"], \"session_ids\": [\"c4c01fb8-7c42-4fe2-a136-df30048f95be\", \"cf082a1c-6dcd-4a6a-82a9-e304da4ea351\"], \"total_duration\": 241.0, \"total_sessions\": 2, \"mean_week_duration\": 3.825}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"1985\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-09 12:46:33.000000+00:00\", \"2021-11-09 17:21:46.000000+00:00\"], \"session_ids\": [\"fa7b51d7-8acd-4f28-b801-132953de8089\", \"f208f0b4-7b7c-4156-808c-f985a1f45288\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.568}}, {\"75604\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-04-06 22:29:12.000000+00:00\", \"2019-05-26 00:43:42.000000+00:00\"], \"session_ids\": [\"8563c926-0403-4f05-8f09-f8f0b5328acd\", \"ddb313b7-f311-4994-bf1d-317a6135e3eb\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 1.079}}, {\"44568\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-15 02:27:03.000000+00:00\", \"2019-07-02 08:24:45.000000+00:00\"], \"session_ids\": [\"802359da-c4d9-415f-841d-04c083664722\", \"65fec954-e1b8-4ee7-b4ee-dc9dc3e481dd\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.397}}]\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[{\"1985\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-09 12:46:33.000000+00:00\", \"2021-11-09 17:21:46.000000+00:00\"], \"session_ids\": [\"fa7b51d7-8acd-4f28-b801-132953de8089\", \"f208f0b4-7b7c-4156-808c-f985a1f45288\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.568}}, {\"75604\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2023-04-06 22:29:12.000000+00:00\", \"2019-05-26 00:43:42.000000+00:00\"], \"session_ids\": [\"8563c926-0403-4f05-8f09-f8f0b5328acd\", \"ddb313b7-f311-4994-bf1d-317a6135e3eb\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 1.079}}, {\"44568\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-15 02:27:03.000000+00:00\", \"2019-07-02 08:24:45.000000+00:00\"], \"session_ids\": [\"802359da-c4d9-415f-841d-04c083664722\", \"65fec954-e1b8-4ee7-b4ee-dc9dc3e481dd\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.397}}]\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 who has site usage time strictly bigger than 4242 and smaller than 1172 also sort by town_name from the smallest to the largest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"12155\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-25 00:02:02.000000+00:00\", \"2021-05-04 11:05:50.000000+00:00\", \"2023-05-18 17:16:19.000000+00:00\"], \"session_ids\": [\"112bb01c-ed4e-41ac-9c4e-b55f79d78066\", \"0e72ba81-c60c-4ca9-bce2-d94896415bc2\", \"6c34b609-4c44-4e25-ae8e-6310218a1a7f\"], \"total_duration\": 416.0, \"total_sessions\": 3, \"mean_week_duration\": 3.888}, \"53600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-05-06 02:23:38.000000+00:00\", \"2022-11-03 07:56:16.000000+00:00\"], \"session_ids\": [\"52efea76-8fc7-4f49-a7bd-0a45c0964079\", \"cdb7e10b-73e4-4617-9dd0-daddc7b2c205\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 17.111}, \"91732\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-08-30 03:37:41.000000+00:00\", \"2020-01-26 10:23:07.000000+00:00\"], \"session_ids\": [\"45d6b961-d92c-44ce-9b87-2a3aec08258a\", \"25a0edaf-883a-4047-8914-68272078a470\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.235}, \"48388\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-26 05:38:56.000000+00:00\", \"2020-07-30 05:05:52.000000+00:00\", \"2019-07-16 19:40:13.000000+00:00\"], \"session_ids\": [\"331e45ea-a995-4d07-a76a-5a270be4805f\", \"9865aa0a-0303-47f9-a973-3bad2210b60f\", \"a4521d11-78a8-4237-9f2d-fd7535cea650\"], \"total_duration\": 545.0, \"total_sessions\": 3, \"mean_week_duration\": 3.978}, \"41176\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-01-14 11:52:56.000000+00:00\", \"2020-09-26 05:01:43.000000+00:00\"], \"session_ids\": [\"d36e8937-8861-4695-9992-77f5645e01bb\", \"cd30ed0a-5f79-4cba-bd7e-7e992931bc3f\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 1.432}, \"42188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-02-06 21:40:01.000000+00:00\", \"2023-03-31 16:14:46.000000+00:00\"], \"session_ids\": [\"1be7c118-1059-4744-9bcb-35ad62340c86\", \"6a9d77a0-8738-48ce-b954-7b1ca237c3fc\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 2.83}, \"26239\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-04 23:42:58.000000+00:00\", \"2019-05-01 13:33:27.000000+00:00\", \"2021-02-22 19:43:15.000000+00:00\", \"2023-04-15 15:55:33.000000+00:00\", \"2022-06-18 06:05:13.000000+00:00\"], \"session_ids\": [\"2f8648fa-222d-4271-9a17-8bc2380a6498\", \"66813434-5d8c-48ad-af21-b5a49b420371\", \"e3e7a8b3-07a1-428a-877c-683a27d76cdd\", \"8a9de080-af3a-49c9-a041-933d2c161703\", \"39bacaad-f826-41c0-b4d6-7e9e2c359a97\"], \"total_duration\": 2175.0, \"total_sessions\": 5, \"mean_week_duration\": 10.507}, \"77487\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-21 11:07:15.000000+00:00\", \"2019-05-01 23:28:40.000000+00:00\"], \"session_ids\": [\"0926b4db-966b-4219-a619-1d8ead14d922\", \"2630b4cb-e434-4051-8505-a6784e0ef6c8\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.265}, \"86056\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-29 13:12:04.000000+00:00\", \"2019-01-16 00:47:11.000000+00:00\", \"2022-12-19 01:13:55.000000+00:00\", \"2021-08-13 00:54:04.000000+00:00\", \"2022-06-02 19:18:55.000000+00:00\"], \"session_ids\": [\"a5ef5b9c-d4c4-409b-ae12-5afb1e4a1665\", \"a2b23bab-d2d3-49f8-bf53-78e32bec12cb\", \"bca21e78-6ba1-44c9-94ec-44e833193ca8\", \"87733e52-4c3f-41af-82ab-53362aadd4a4\", \"6f786c23-317a-440c-a369-cbb412cff84d\"], \"total_duration\": 239.0, \"total_sessions\": 5, \"mean_week_duration\": 1.166}, \"88771\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-30 23:30:29.000000+00:00\", \"2023-02-03 00:26:39.000000+00:00\"], \"session_ids\": [\"6398f38c-59d0-47d0-a5b5-10cdf30f96ec\", \"d3d309ab-cfdb-4e61-9aa9-5ba291566df9\"], \"total_duration\": 487.0, \"total_sessions\": 2, \"mean_week_duration\": 34.786}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 1172 and are greater than 4242" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[1172, 4242]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"12155\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-25 00:02:02.000000+00:00\", \"2021-05-04 11:05:50.000000+00:00\", \"2023-05-18 17:16:19.000000+00:00\"], \"session_ids\": [\"112bb01c-ed4e-41ac-9c4e-b55f79d78066\", \"0e72ba81-c60c-4ca9-bce2-d94896415bc2\", \"6c34b609-4c44-4e25-ae8e-6310218a1a7f\"], \"total_duration\": 416.0, \"total_sessions\": 3, \"mean_week_duration\": 3.888}, \"53600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-05-06 02:23:38.000000+00:00\", \"2022-11-03 07:56:16.000000+00:00\"], \"session_ids\": [\"52efea76-8fc7-4f49-a7bd-0a45c0964079\", \"cdb7e10b-73e4-4617-9dd0-daddc7b2c205\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 17.111}, \"91732\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-08-30 03:37:41.000000+00:00\", \"2020-01-26 10:23:07.000000+00:00\"], \"session_ids\": [\"45d6b961-d92c-44ce-9b87-2a3aec08258a\", \"25a0edaf-883a-4047-8914-68272078a470\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.235}, \"48388\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-26 05:38:56.000000+00:00\", \"2020-07-30 05:05:52.000000+00:00\", \"2019-07-16 19:40:13.000000+00:00\"], \"session_ids\": [\"331e45ea-a995-4d07-a76a-5a270be4805f\", \"9865aa0a-0303-47f9-a973-3bad2210b60f\", \"a4521d11-78a8-4237-9f2d-fd7535cea650\"], \"total_duration\": 545.0, \"total_sessions\": 3, \"mean_week_duration\": 3.978}, \"41176\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-01-14 11:52:56.000000+00:00\", \"2020-09-26 05:01:43.000000+00:00\"], \"session_ids\": [\"d36e8937-8861-4695-9992-77f5645e01bb\", \"cd30ed0a-5f79-4cba-bd7e-7e992931bc3f\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 1.432}, \"42188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-02-06 21:40:01.000000+00:00\", \"2023-03-31 16:14:46.000000+00:00\"], \"session_ids\": [\"1be7c118-1059-4744-9bcb-35ad62340c86\", \"6a9d77a0-8738-48ce-b954-7b1ca237c3fc\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 2.83}, \"77487\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-21 11:07:15.000000+00:00\", \"2019-05-01 23:28:40.000000+00:00\"], \"session_ids\": [\"0926b4db-966b-4219-a619-1d8ead14d922\", \"2630b4cb-e434-4051-8505-a6784e0ef6c8\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.265}, \"86056\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-29 13:12:04.000000+00:00\", \"2019-01-16 00:47:11.000000+00:00\", \"2022-12-19 01:13:55.000000+00:00\", \"2021-08-13 00:54:04.000000+00:00\", \"2022-06-02 19:18:55.000000+00:00\"], \"session_ids\": [\"a5ef5b9c-d4c4-409b-ae12-5afb1e4a1665\", \"a2b23bab-d2d3-49f8-bf53-78e32bec12cb\", \"bca21e78-6ba1-44c9-94ec-44e833193ca8\", \"87733e52-4c3f-41af-82ab-53362aadd4a4\", \"6f786c23-317a-440c-a369-cbb412cff84d\"], \"total_duration\": 239.0, \"total_sessions\": 5, \"mean_week_duration\": 1.166}, \"88771\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-30 23:30:29.000000+00:00\", \"2023-02-03 00:26:39.000000+00:00\"], \"session_ids\": [\"6398f38c-59d0-47d0-a5b5-10cdf30f96ec\", \"d3d309ab-cfdb-4e61-9aa9-5ba291566df9\"], \"total_duration\": 487.0, \"total_sessions\": 2, \"mean_week_duration\": 34.786}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"77487\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-21 11:07:15.000000+00:00\", \"2019-05-01 23:28:40.000000+00:00\"], \"session_ids\": [\"0926b4db-966b-4219-a619-1d8ead14d922\", \"2630b4cb-e434-4051-8505-a6784e0ef6c8\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.265}}, {\"42188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-02-06 21:40:01.000000+00:00\", \"2023-03-31 16:14:46.000000+00:00\"], \"session_ids\": [\"1be7c118-1059-4744-9bcb-35ad62340c86\", \"6a9d77a0-8738-48ce-b954-7b1ca237c3fc\"], \"total_duration\": 317.0, \"total_sessions\": 2, \"mean_week_duration\": 2.83}}, {\"53600\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-05-06 02:23:38.000000+00:00\", \"2022-11-03 07:56:16.000000+00:00\"], \"session_ids\": [\"52efea76-8fc7-4f49-a7bd-0a45c0964079\", \"cdb7e10b-73e4-4617-9dd0-daddc7b2c205\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 17.111}}, {\"91732\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-08-30 03:37:41.000000+00:00\", \"2020-01-26 10:23:07.000000+00:00\"], \"session_ids\": [\"45d6b961-d92c-44ce-9b87-2a3aec08258a\", \"25a0edaf-883a-4047-8914-68272078a470\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.235}}, {\"88771\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-10-30 23:30:29.000000+00:00\", \"2023-02-03 00:26:39.000000+00:00\"], \"session_ids\": [\"6398f38c-59d0-47d0-a5b5-10cdf30f96ec\", \"d3d309ab-cfdb-4e61-9aa9-5ba291566df9\"], \"total_duration\": 487.0, \"total_sessions\": 2, \"mean_week_duration\": 34.786}}, {\"41176\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2020-01-14 11:52:56.000000+00:00\", \"2020-09-26 05:01:43.000000+00:00\"], \"session_ids\": [\"d36e8937-8861-4695-9992-77f5645e01bb\", \"cd30ed0a-5f79-4cba-bd7e-7e992931bc3f\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 1.432}}, {\"86056\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-12-29 13:12:04.000000+00:00\", \"2019-01-16 00:47:11.000000+00:00\", \"2022-12-19 01:13:55.000000+00:00\", \"2021-08-13 00:54:04.000000+00:00\", \"2022-06-02 19:18:55.000000+00:00\"], \"session_ids\": [\"a5ef5b9c-d4c4-409b-ae12-5afb1e4a1665\", \"a2b23bab-d2d3-49f8-bf53-78e32bec12cb\", \"bca21e78-6ba1-44c9-94ec-44e833193ca8\", \"87733e52-4c3f-41af-82ab-53362aadd4a4\", \"6f786c23-317a-440c-a369-cbb412cff84d\"], \"total_duration\": 239.0, \"total_sessions\": 5, \"mean_week_duration\": 1.166}}, {\"48388\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-02-26 05:38:56.000000+00:00\", \"2020-07-30 05:05:52.000000+00:00\", \"2019-07-16 19:40:13.000000+00:00\"], \"session_ids\": [\"331e45ea-a995-4d07-a76a-5a270be4805f\", \"9865aa0a-0303-47f9-a973-3bad2210b60f\", \"a4521d11-78a8-4237-9f2d-fd7535cea650\"], \"total_duration\": 545.0, \"total_sessions\": 3, \"mean_week_duration\": 3.978}}, {\"12155\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-25 00:02:02.000000+00:00\", \"2021-05-04 11:05:50.000000+00:00\", \"2023-05-18 17:16:19.000000+00:00\"], \"session_ids\": [\"112bb01c-ed4e-41ac-9c4e-b55f79d78066\", \"0e72ba81-c60c-4ca9-bce2-d94896415bc2\", \"6c34b609-4c44-4e25-ae8e-6310218a1a7f\"], \"total_duration\": 416.0, \"total_sessions\": 3, \"mean_week_duration\": 3.888}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"77487\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-21 11:07:15.000000+00:00\", \"2019-05-01 23:28:40.000000+00:00\"], \"session_ids\": [\"0926b4db-966b-4219-a619-1d8ead14d922\", \"2630b4cb-e434-4051-8505-a6784e0ef6c8\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.265}}]\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[{\"77487\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-04-21 11:07:15.000000+00:00\", \"2019-05-01 23:28:40.000000+00:00\"], \"session_ids\": [\"0926b4db-966b-4219-a619-1d8ead14d922\", \"2630b4cb-e434-4051-8505-a6784e0ef6c8\"], \"total_duration\": 41.0, \"total_sessions\": 2, \"mean_week_duration\": 0.265}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about 7 users whose quantity of sessions is bigger than 3 and smaller than 10 (both not including) as well as apply sorting by duration total risingly." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"81925\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-01-26 19:47:48.000000+00:00\", \"2020-01-21 19:03:11.000000+00:00\", \"2019-05-09 06:44:26.000000+00:00\"], \"session_ids\": [\"e87d123c-c148-4dc6-a19e-80abbc2d2871\", \"56e64209-7c93-45ef-95d3-83cc5ce8eb3f\", \"c0ac1fdf-33a2-4ac7-aaf5-6c942ce8e001\"], \"total_duration\": 853.0, \"total_sessions\": 3, \"mean_week_duration\": 6.007}, \"81088\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-07 20:33:52.000000+00:00\", \"2022-05-12 04:15:43.000000+00:00\"], \"session_ids\": [\"1be04ffd-b2f8-452a-853d-68b957d1fafe\", \"0567b980-c8fb-408d-8906-62906086b629\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 1.07}, \"10644\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2021-05-29 13:22:07.000000+00:00\", \"2022-12-02 07:20:12.000000+00:00\", \"2021-11-10 00:38:53.000000+00:00\"], \"session_ids\": [\"0894f23c-fd9a-4800-b683-b73499c2a28d\", \"e7d8b1ac-d69e-4a5c-bfdd-094273a3260f\", \"4da3cf14-c6c3-4781-bbb8-aab88b5a0a89\"], \"total_duration\": 526.0, \"total_sessions\": 3, \"mean_week_duration\": 6.658}, \"3697\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-05-05 15:57:03.000000+00:00\", \"2022-07-31 18:27:07.000000+00:00\"], \"session_ids\": [\"75d4b116-1ece-4106-a7e3-42bdc135d0c3\", \"45ad5c22-4dab-4119-bfd1-9a4a23b7f697\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 4.585}, \"17688\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-11 17:05:23.000000+00:00\", \"2022-10-26 22:57:14.000000+00:00\", \"2022-05-30 21:11:41.000000+00:00\", \"2020-01-17 11:30:43.000000+00:00\", \"2020-09-12 14:59:19.000000+00:00\"], \"session_ids\": [\"4abab2aa-8a1e-4edb-babc-adb2acc4415f\", \"13151c51-eaf3-4dcb-94fd-b29b9163abde\", \"60d81dd6-7934-40ac-a2ef-b347bb6bc3e5\", \"9dae71b0-7bef-4600-8cc8-f0dea6da28fc\", \"b50e8749-0187-47da-8669-dfc51feafe22\"], \"total_duration\": 1289.0, \"total_sessions\": 5, \"mean_week_duration\": 8.769}, \"13184\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-07 09:04:26.000000+00:00\", \"2020-11-13 23:24:36.000000+00:00\"], \"session_ids\": [\"be456a02-5891-47e6-9423-901602d81487\", \"6ea332da-a69c-4448-8af7-dcc3c35be76f\"], \"total_duration\": 484.0, \"total_sessions\": 2, \"mean_week_duration\": 3.723}, \"7034\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-08-17 15:51:06.000000+00:00\", \"2019-10-04 09:47:38.000000+00:00\"], \"session_ids\": [\"b49b1347-cbe1-48ae-91c4-06723b347f0c\", \"c7c10d11-8cb9-4948-b131-3479125bb62e\"], \"total_duration\": 126.0, \"total_sessions\": 2, \"mean_week_duration\": 1.286}, \"18385\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-02-16 19:30:25.000000+00:00\", \"2021-07-14 06:39:14.000000+00:00\"], \"session_ids\": [\"77b20f7d-63e6-4a86-a220-1716767fba4f\", \"e27f76bf-4301-4691-ba65-c05696fe9b26\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 16.0}, \"34705\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-09-28 05:34:58.000000+00:00\", \"2023-01-04 09:09:00.000000+00:00\", \"2020-01-21 13:47:42.000000+00:00\"], \"session_ids\": [\"f66ab9ff-fb39-4d81-928b-d621f31d142b\", \"5cb426de-eaca-48b3-a52a-a85e5250bcf7\", \"0867ba64-abf4-4c09-9887-a6951eb74377\"], \"total_duration\": 41.0, \"total_sessions\": 3, \"mean_week_duration\": 0.266}, \"59706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-11 16:44:41.000000+00:00\", \"2021-03-08 12:06:06.000000+00:00\", \"2022-05-05 03:33:50.000000+00:00\", \"2021-10-03 10:49:57.000000+00:00\"], \"session_ids\": [\"ca548d18-fa77-4e3c-a677-348b7006d0c1\", \"4ef8e9b7-1c25-4ed2-8509-2e94c8caedbd\", \"adb47c7e-b6cf-4a66-857b-f82a18606494\", \"46892a5a-be6f-434d-ac05-516d3518f78c\"], \"total_duration\": 758.0, \"total_sessions\": 4, \"mean_week_duration\": 12.426}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are greater than 3 and are less 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{\"17688\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-11 17:05:23.000000+00:00\", \"2022-10-26 22:57:14.000000+00:00\", \"2022-05-30 21:11:41.000000+00:00\", \"2020-01-17 11:30:43.000000+00:00\", \"2020-09-12 14:59:19.000000+00:00\"], \"session_ids\": [\"4abab2aa-8a1e-4edb-babc-adb2acc4415f\", \"13151c51-eaf3-4dcb-94fd-b29b9163abde\", \"60d81dd6-7934-40ac-a2ef-b347bb6bc3e5\", \"9dae71b0-7bef-4600-8cc8-f0dea6da28fc\", \"b50e8749-0187-47da-8669-dfc51feafe22\"], \"total_duration\": 1289.0, \"total_sessions\": 5, \"mean_week_duration\": 8.769}, \"59706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-11 16:44:41.000000+00:00\", \"2021-03-08 12:06:06.000000+00:00\", \"2022-05-05 03:33:50.000000+00:00\", \"2021-10-03 10:49:57.000000+00:00\"], \"session_ids\": [\"ca548d18-fa77-4e3c-a677-348b7006d0c1\", \"4ef8e9b7-1c25-4ed2-8509-2e94c8caedbd\", \"adb47c7e-b6cf-4a66-857b-f82a18606494\", \"46892a5a-be6f-434d-ac05-516d3518f78c\"], \"total_duration\": 758.0, \"total_sessions\": 4, \"mean_week_duration\": 12.426}}\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[{\"59706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-11 16:44:41.000000+00:00\", \"2021-03-08 12:06:06.000000+00:00\", \"2022-05-05 03:33:50.000000+00:00\", \"2021-10-03 10:49:57.000000+00:00\"], \"session_ids\": [\"ca548d18-fa77-4e3c-a677-348b7006d0c1\", \"4ef8e9b7-1c25-4ed2-8509-2e94c8caedbd\", \"adb47c7e-b6cf-4a66-857b-f82a18606494\", \"46892a5a-be6f-434d-ac05-516d3518f78c\"], \"total_duration\": 758.0, \"total_sessions\": 4, \"mean_week_duration\": 12.426}}, {\"17688\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-11 17:05:23.000000+00:00\", \"2022-10-26 22:57:14.000000+00:00\", \"2022-05-30 21:11:41.000000+00:00\", \"2020-01-17 11:30:43.000000+00:00\", \"2020-09-12 14:59:19.000000+00:00\"], \"session_ids\": [\"4abab2aa-8a1e-4edb-babc-adb2acc4415f\", \"13151c51-eaf3-4dcb-94fd-b29b9163abde\", \"60d81dd6-7934-40ac-a2ef-b347bb6bc3e5\", \"9dae71b0-7bef-4600-8cc8-f0dea6da28fc\", \"b50e8749-0187-47da-8669-dfc51feafe22\"], \"total_duration\": 1289.0, \"total_sessions\": 5, \"mean_week_duration\": 8.769}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 7 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"59706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-11 16:44:41.000000+00:00\", \"2021-03-08 12:06:06.000000+00:00\", \"2022-05-05 03:33:50.000000+00:00\", \"2021-10-03 10:49:57.000000+00:00\"], \"session_ids\": [\"ca548d18-fa77-4e3c-a677-348b7006d0c1\", \"4ef8e9b7-1c25-4ed2-8509-2e94c8caedbd\", \"adb47c7e-b6cf-4a66-857b-f82a18606494\", \"46892a5a-be6f-434d-ac05-516d3518f78c\"], \"total_duration\": 758.0, \"total_sessions\": 4, \"mean_week_duration\": 12.426}}, {\"17688\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-11 17:05:23.000000+00:00\", \"2022-10-26 22:57:14.000000+00:00\", \"2022-05-30 21:11:41.000000+00:00\", \"2020-01-17 11:30:43.000000+00:00\", \"2020-09-12 14:59:19.000000+00:00\"], \"session_ids\": [\"4abab2aa-8a1e-4edb-babc-adb2acc4415f\", \"13151c51-eaf3-4dcb-94fd-b29b9163abde\", \"60d81dd6-7934-40ac-a2ef-b347bb6bc3e5\", \"9dae71b0-7bef-4600-8cc8-f0dea6da28fc\", \"b50e8749-0187-47da-8669-dfc51feafe22\"], \"total_duration\": 1289.0, \"total_sessions\": 5, \"mean_week_duration\": 8.769}}]\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[{\"59706\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-08-11 16:44:41.000000+00:00\", \"2021-03-08 12:06:06.000000+00:00\", \"2022-05-05 03:33:50.000000+00:00\", \"2021-10-03 10:49:57.000000+00:00\"], \"session_ids\": [\"ca548d18-fa77-4e3c-a677-348b7006d0c1\", \"4ef8e9b7-1c25-4ed2-8509-2e94c8caedbd\", \"adb47c7e-b6cf-4a66-857b-f82a18606494\", \"46892a5a-be6f-434d-ac05-516d3518f78c\"], \"total_duration\": 758.0, \"total_sessions\": 4, \"mean_week_duration\": 12.426}}, {\"17688\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-11 17:05:23.000000+00:00\", \"2022-10-26 22:57:14.000000+00:00\", \"2022-05-30 21:11:41.000000+00:00\", \"2020-01-17 11:30:43.000000+00:00\", \"2020-09-12 14:59:19.000000+00:00\"], \"session_ids\": [\"4abab2aa-8a1e-4edb-babc-adb2acc4415f\", \"13151c51-eaf3-4dcb-94fd-b29b9163abde\", \"60d81dd6-7934-40ac-a2ef-b347bb6bc3e5\", \"9dae71b0-7bef-4600-8cc8-f0dea6da28fc\", \"b50e8749-0187-47da-8669-dfc51feafe22\"], \"total_duration\": 1289.0, \"total_sessions\": 5, \"mean_week_duration\": 8.769}}]\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 overall total duration greater than 2976 and strictly less than 1996 , and do sorting by name of the town form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"25888\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-21 05:37:18.000000+00:00\", \"2021-01-13 00:07:55.000000+00:00\"], \"session_ids\": [\"331009b2-b9c3-4b48-b6e3-ab9224776817\", \"fca041f5-2666-4ce7-8734-03559c652706\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.739}, \"78533\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-25 22:06:54.000000+00:00\", \"2022-12-01 22:15:56.000000+00:00\", \"2020-12-13 11:08:02.000000+00:00\"], \"session_ids\": [\"bdb1f4e2-803b-42db-ba28-23bdd50e7175\", \"a0ecc22e-c1c6-444c-881c-ef70cf006b2c\", \"2c062d17-8f7a-4877-ae75-547a6da5cbb3\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.234}, \"80838\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-19 01:38:04.000000+00:00\", \"2019-09-22 21:04:18.000000+00:00\"], \"session_ids\": [\"10e62fef-84b5-4f73-9780-a05be2125211\", \"a930439b-2bdf-45d5-ab78-252a4fffd911\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 290.0}, \"13978\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-24 05:27:01.000000+00:00\", \"2021-06-22 23:08:00.000000+00:00\"], \"session_ids\": [\"a1a6811f-d5fb-4cc8-818f-1674d00d153a\", \"60bcdeb5-efea-4880-aa36-65bc5fa1087b\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 9.333}, \"31808\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-03 17:45:03.000000+00:00\", \"2019-12-09 15:50:31.000000+00:00\", \"2020-04-09 10:03:08.000000+00:00\", \"2021-01-03 03:55:58.000000+00:00\"], \"session_ids\": [\"1697a742-f4c9-431e-82ad-52b5278167bb\", \"d76c82c5-73ac-4029-8c07-d3c459ab38eb\", \"a9e924ff-622b-4b8f-9590-1ebdb1fc2060\", \"e5f84c27-722b-4cda-bf00-8cb10c022116\"], \"total_duration\": 254.0, \"total_sessions\": 4, \"mean_week_duration\": 3.256}, \"65760\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-08 01:58:46.000000+00:00\", \"2021-12-26 19:10:59.000000+00:00\"], \"session_ids\": [\"f7059ea6-1031-44d1-9209-ed92a9fe2591\", \"3ef58fc3-9e4d-4d78-ae37-8b76695614aa\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 4.286}, \"69563\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-07-28 18:59:00.000000+00:00\", \"2022-08-24 07:42:15.000000+00:00\", \"2023-01-29 05:21:58.000000+00:00\", \"2021-06-27 08:41:09.000000+00:00\"], \"session_ids\": [\"6674958f-4ba5-4d8d-a192-071baf65f344\", \"8378cb3b-6a42-495c-bb8b-9b3385c31d85\", \"212617d2-0192-4c59-a01f-fdaffb256854\", \"51b0911e-7cfe-497e-bef4-729748745838\"], \"total_duration\": 1446.0, \"total_sessions\": 4, \"mean_week_duration\": 11.038}, \"42225\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-25 07:09:27.000000+00:00\", \"2022-07-30 14:54:36.000000+00:00\"], \"session_ids\": [\"d5be4c04-d9f2-4dde-86fb-101e11a62001\", \"eaf23fd4-847a-4db6-8ce8-0e07ab57fe01\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 2.885}, \"12211\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-09 15:57:02.000000+00:00\", \"2020-07-13 04:46:27.000000+00:00\"], \"session_ids\": [\"c4bac4c0-b1f1-40ab-8f5b-8e99de996a99\", \"6e2878f5-ec36-4f6a-88a4-773e309c569b\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 2.643}, \"17392\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-09-11 20:06:58.000000+00:00\", \"2021-02-16 02:44:30.000000+00:00\", \"2019-02-24 19:37:42.000000+00:00\", \"2022-06-21 03:42:01.000000+00:00\", \"2019-03-14 23:37:26.000000+00:00\", \"2019-02-02 16:41:16.000000+00:00\"], \"session_ids\": [\"51749fd2-c582-4e7c-a0fe-1c44a43e70be\", \"b4e2f28e-c170-4127-8582-5a9baede2659\", \"e1139ad7-e701-4e52-8c3b-1f211d40c374\", \"f2dd3fe4-fbf6-4f79-9c50-ef4b6881823e\", \"edcf55f9-06e5-4712-bc0d-8e6fa1872fc1\", \"47a6fc9b-9b90-49e1-a38f-d96bd1f525e9\"], \"total_duration\": 2272.0, \"total_sessions\": 6, \"mean_week_duration\": 12.836}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are less than 1996 and are equal or greater than 2976" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_duration\": [[1996, 2976]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"25888\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-21 05:37:18.000000+00:00\", \"2021-01-13 00:07:55.000000+00:00\"], \"session_ids\": [\"331009b2-b9c3-4b48-b6e3-ab9224776817\", \"fca041f5-2666-4ce7-8734-03559c652706\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.739}, \"78533\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-25 22:06:54.000000+00:00\", \"2022-12-01 22:15:56.000000+00:00\", \"2020-12-13 11:08:02.000000+00:00\"], \"session_ids\": [\"bdb1f4e2-803b-42db-ba28-23bdd50e7175\", \"a0ecc22e-c1c6-444c-881c-ef70cf006b2c\", \"2c062d17-8f7a-4877-ae75-547a6da5cbb3\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.234}, \"80838\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-19 01:38:04.000000+00:00\", \"2019-09-22 21:04:18.000000+00:00\"], \"session_ids\": [\"10e62fef-84b5-4f73-9780-a05be2125211\", \"a930439b-2bdf-45d5-ab78-252a4fffd911\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 290.0}, \"13978\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-24 05:27:01.000000+00:00\", \"2021-06-22 23:08:00.000000+00:00\"], \"session_ids\": [\"a1a6811f-d5fb-4cc8-818f-1674d00d153a\", \"60bcdeb5-efea-4880-aa36-65bc5fa1087b\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 9.333}, \"31808\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-03 17:45:03.000000+00:00\", \"2019-12-09 15:50:31.000000+00:00\", \"2020-04-09 10:03:08.000000+00:00\", \"2021-01-03 03:55:58.000000+00:00\"], \"session_ids\": [\"1697a742-f4c9-431e-82ad-52b5278167bb\", \"d76c82c5-73ac-4029-8c07-d3c459ab38eb\", \"a9e924ff-622b-4b8f-9590-1ebdb1fc2060\", \"e5f84c27-722b-4cda-bf00-8cb10c022116\"], \"total_duration\": 254.0, \"total_sessions\": 4, \"mean_week_duration\": 3.256}, \"65760\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-08 01:58:46.000000+00:00\", \"2021-12-26 19:10:59.000000+00:00\"], \"session_ids\": [\"f7059ea6-1031-44d1-9209-ed92a9fe2591\", \"3ef58fc3-9e4d-4d78-ae37-8b76695614aa\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 4.286}, \"69563\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-07-28 18:59:00.000000+00:00\", \"2022-08-24 07:42:15.000000+00:00\", \"2023-01-29 05:21:58.000000+00:00\", \"2021-06-27 08:41:09.000000+00:00\"], \"session_ids\": [\"6674958f-4ba5-4d8d-a192-071baf65f344\", \"8378cb3b-6a42-495c-bb8b-9b3385c31d85\", \"212617d2-0192-4c59-a01f-fdaffb256854\", \"51b0911e-7cfe-497e-bef4-729748745838\"], \"total_duration\": 1446.0, \"total_sessions\": 4, \"mean_week_duration\": 11.038}, \"42225\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-25 07:09:27.000000+00:00\", \"2022-07-30 14:54:36.000000+00:00\"], \"session_ids\": [\"d5be4c04-d9f2-4dde-86fb-101e11a62001\", \"eaf23fd4-847a-4db6-8ce8-0e07ab57fe01\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 2.885}, \"12211\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-09 15:57:02.000000+00:00\", \"2020-07-13 04:46:27.000000+00:00\"], \"session_ids\": [\"c4bac4c0-b1f1-40ab-8f5b-8e99de996a99\", \"6e2878f5-ec36-4f6a-88a4-773e309c569b\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 2.643}}\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[{\"12211\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-09 15:57:02.000000+00:00\", \"2020-07-13 04:46:27.000000+00:00\"], \"session_ids\": [\"c4bac4c0-b1f1-40ab-8f5b-8e99de996a99\", \"6e2878f5-ec36-4f6a-88a4-773e309c569b\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 2.643}}, {\"31808\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-03 17:45:03.000000+00:00\", \"2019-12-09 15:50:31.000000+00:00\", \"2020-04-09 10:03:08.000000+00:00\", \"2021-01-03 03:55:58.000000+00:00\"], \"session_ids\": [\"1697a742-f4c9-431e-82ad-52b5278167bb\", \"d76c82c5-73ac-4029-8c07-d3c459ab38eb\", \"a9e924ff-622b-4b8f-9590-1ebdb1fc2060\", \"e5f84c27-722b-4cda-bf00-8cb10c022116\"], \"total_duration\": 254.0, \"total_sessions\": 4, \"mean_week_duration\": 3.256}}, {\"42225\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-01-25 07:09:27.000000+00:00\", \"2022-07-30 14:54:36.000000+00:00\"], \"session_ids\": [\"d5be4c04-d9f2-4dde-86fb-101e11a62001\", \"eaf23fd4-847a-4db6-8ce8-0e07ab57fe01\"], \"total_duration\": 75.0, \"total_sessions\": 2, \"mean_week_duration\": 2.885}}, {\"69563\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-07-28 18:59:00.000000+00:00\", \"2022-08-24 07:42:15.000000+00:00\", \"2023-01-29 05:21:58.000000+00:00\", \"2021-06-27 08:41:09.000000+00:00\"], \"session_ids\": [\"6674958f-4ba5-4d8d-a192-071baf65f344\", \"8378cb3b-6a42-495c-bb8b-9b3385c31d85\", \"212617d2-0192-4c59-a01f-fdaffb256854\", \"51b0911e-7cfe-497e-bef4-729748745838\"], \"total_duration\": 1446.0, \"total_sessions\": 4, \"mean_week_duration\": 11.038}}, {\"13978\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-24 05:27:01.000000+00:00\", \"2021-06-22 23:08:00.000000+00:00\"], \"session_ids\": [\"a1a6811f-d5fb-4cc8-818f-1674d00d153a\", \"60bcdeb5-efea-4880-aa36-65bc5fa1087b\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 9.333}}, {\"25888\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-21 05:37:18.000000+00:00\", \"2021-01-13 00:07:55.000000+00:00\"], \"session_ids\": [\"331009b2-b9c3-4b48-b6e3-ab9224776817\", \"fca041f5-2666-4ce7-8734-03559c652706\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 1.739}}, {\"80838\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-09-19 01:38:04.000000+00:00\", \"2019-09-22 21:04:18.000000+00:00\"], \"session_ids\": [\"10e62fef-84b5-4f73-9780-a05be2125211\", \"a930439b-2bdf-45d5-ab78-252a4fffd911\"], \"total_duration\": 290.0, \"total_sessions\": 2, \"mean_week_duration\": 290.0}}, {\"65760\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-08 01:58:46.000000+00:00\", \"2021-12-26 19:10:59.000000+00:00\"], \"session_ids\": [\"f7059ea6-1031-44d1-9209-ed92a9fe2591\", \"3ef58fc3-9e4d-4d78-ae37-8b76695614aa\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 4.286}}, {\"78533\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-25 22:06:54.000000+00:00\", \"2022-12-01 22:15:56.000000+00:00\", \"2020-12-13 11:08:02.000000+00:00\"], \"session_ids\": [\"bdb1f4e2-803b-42db-ba28-23bdd50e7175\", \"a0ecc22e-c1c6-444c-881c-ef70cf006b2c\", \"2c062d17-8f7a-4877-ae75-547a6da5cbb3\"], \"total_duration\": 46.0, \"total_sessions\": 3, \"mean_week_duration\": 0.234}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"12211\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-09 15:57:02.000000+00:00\", \"2020-07-13 04:46:27.000000+00:00\"], \"session_ids\": [\"c4bac4c0-b1f1-40ab-8f5b-8e99de996a99\", \"6e2878f5-ec36-4f6a-88a4-773e309c569b\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 2.643}}]\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[{\"12211\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-09 15:57:02.000000+00:00\", \"2020-07-13 04:46:27.000000+00:00\"], \"session_ids\": [\"c4bac4c0-b1f1-40ab-8f5b-8e99de996a99\", \"6e2878f5-ec36-4f6a-88a4-773e309c569b\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 2.643}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on 3 users I can find living in cities Tegucigalpa, Nassau, Kingston, New York City, Cairo, Kuala Lumpur, Helsinki, Lisbon , execute sorting by sessions total from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"18709\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-11-15 23:36:30.000000+00:00\", \"2019-05-25 23:25:41.000000+00:00\"], \"session_ids\": [\"92cec355-bd42-47a6-ac1d-c67c89ad504d\", \"703245bb-7ac7-4d88-b1c2-4bafdced0749\"], \"total_duration\": 142.0, \"total_sessions\": 2, \"mean_week_duration\": 5.68}, \"53962\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2019-08-28 02:59:20.000000+00:00\", \"2020-04-12 20:22:45.000000+00:00\"], \"session_ids\": [\"f268d6be-3230-467d-a205-ef4c4ae29fa0\", \"4412b8d4-9044-4a12-9c96-2c3acdcf8b7d\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 11.455}, \"57559\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-03-24 22:58:03.000000+00:00\", \"2021-11-08 09:26:32.000000+00:00\", \"2022-05-06 22:05:55.000000+00:00\"], \"session_ids\": [\"607d0997-2fb2-4311-a3b7-4740c16c2614\", \"95a5ab81-aaac-4068-8f0f-79f41fd1579d\", \"7eae8ecd-7d0f-45c6-b461-5a38f7dcc0a2\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 0.486}, \"53031\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-02 13:46:15.000000+00:00\", \"2021-05-28 03:29:01.000000+00:00\", \"2021-10-30 02:57:38.000000+00:00\", \"2021-08-26 10:16:11.000000+00:00\"], \"session_ids\": [\"0f13bddb-3eee-4d42-9817-1a560dd96c10\", \"77ef0a78-aa3d-487f-81c4-330e33b64ede\", \"d857653b-d295-4601-8909-bedaf9ff7be2\", \"25bb1389-144a-4830-a7f7-8a0643e4a4e3\"], \"total_duration\": 70.0, \"total_sessions\": 4, \"mean_week_duration\": 1.944}, \"14093\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-12 19:29:55.000000+00:00\", \"2022-09-13 15:04:47.000000+00:00\"], \"session_ids\": [\"2d7e755d-3485-48c3-a3fd-22fd7f15b3db\", \"7c6f1576-a593-402b-ab20-d4c484995c44\"], \"total_duration\": 390.0, \"total_sessions\": 2, \"mean_week_duration\": 17.727}, \"36438\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-10-16 08:58:36.000000+00:00\", \"2020-10-09 20:50:58.000000+00:00\", \"2022-07-27 12:36:59.000000+00:00\"], \"session_ids\": [\"73f5b24b-f231-46b5-9471-1effaca16ad7\", \"b5deccf2-01da-445e-8b92-b77a887ed664\", \"a3b6b4ce-4fe8-4bee-a947-35b1804f9d19\"], \"total_duration\": 45.0, \"total_sessions\": 3, \"mean_week_duration\": 0.479}, \"24773\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-03-25 18:20:23.000000+00:00\", \"2021-05-05 01:31:31.000000+00:00\", \"2022-06-11 04:43:18.000000+00:00\", \"2019-04-25 12:10:18.000000+00:00\", \"2021-02-23 06:13:09.000000+00:00\"], \"session_ids\": [\"b776dcc8-150e-4df8-a046-c4114710da6e\", \"84270138-abb2-4640-aaa4-23b4db6d399b\", \"f8ca1b03-80c1-4fe9-a465-9f1e687c360e\", \"a5c4f32d-afe1-4a6d-a21c-6e1aca770c86\", \"23d60e06-7557-4719-9186-3e7b0e8e8132\"], \"total_duration\": 672.0, \"total_sessions\": 5, \"mean_week_duration\": 4.098}, \"55672\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-10-05 20:11:34.000000+00:00\", \"2021-06-29 02:31:23.000000+00:00\"], \"session_ids\": [\"0afe9226-5aa1-4536-9680-c389c7babcee\", \"1ebe8a52-34f3-4ce7-be14-77c80aba0ab2\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 3.184}, \"95942\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-01-30 19:19:19.000000+00:00\", \"2019-12-05 15:46:30.000000+00:00\"], \"session_ids\": [\"712793af-5bc9-4529-8cdd-659bdb67d4c6\", \"83b6aea8-91bc-4f3c-b6cc-79698c69a734\"], \"total_duration\": 50.0, \"total_sessions\": 2, \"mean_week_duration\": 0.82}, \"16549\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-25 12:43:52.000000+00:00\", \"2021-11-17 23:21:14.000000+00:00\", \"2019-01-18 09:41:23.000000+00:00\"], \"session_ids\": [\"7cbe9f7d-45c9-476e-9d39-b5406ecfa155\", \"b9adbf4e-066d-4d24-9622-4860563daae8\", \"cce34af7-deab-4470-9422-c929dc5ff1ea\"], \"total_duration\": 193.0, \"total_sessions\": 3, \"mean_week_duration\": 1.304}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are Tegucigalpa, Nassau, Kingston, New York City, Cairo, Kuala Lumpur, Helsinki, Larebon" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Tegucigalpa\", \"Nassau\", \"Kingston\", \"New York City\", \"Cairo\", \"Kuala Lumpur\", \"Helsinki\", \"Lisbon\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"16549\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-25 12:43:52.000000+00:00\", \"2021-11-17 23:21:14.000000+00:00\", \"2019-01-18 09:41:23.000000+00:00\"], \"session_ids\": [\"7cbe9f7d-45c9-476e-9d39-b5406ecfa155\", \"b9adbf4e-066d-4d24-9622-4860563daae8\", \"cce34af7-deab-4470-9422-c929dc5ff1ea\"], \"total_duration\": 193.0, \"total_sessions\": 3, \"mean_week_duration\": 1.304}}\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[{\"16549\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-25 12:43:52.000000+00:00\", \"2021-11-17 23:21:14.000000+00:00\", \"2019-01-18 09:41:23.000000+00:00\"], \"session_ids\": [\"7cbe9f7d-45c9-476e-9d39-b5406ecfa155\", \"b9adbf4e-066d-4d24-9622-4860563daae8\", \"cce34af7-deab-4470-9422-c929dc5ff1ea\"], \"total_duration\": 193.0, \"total_sessions\": 3, \"mean_week_duration\": 1.304}}]\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[{\"16549\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-25 12:43:52.000000+00:00\", \"2021-11-17 23:21:14.000000+00:00\", \"2019-01-18 09:41:23.000000+00:00\"], \"session_ids\": [\"7cbe9f7d-45c9-476e-9d39-b5406ecfa155\", \"b9adbf4e-066d-4d24-9622-4860563daae8\", \"cce34af7-deab-4470-9422-c929dc5ff1ea\"], \"total_duration\": 193.0, \"total_sessions\": 3, \"mean_week_duration\": 1.304}}]\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[{\"16549\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-25 12:43:52.000000+00:00\", \"2021-11-17 23:21:14.000000+00:00\", \"2019-01-18 09:41:23.000000+00:00\"], \"session_ids\": [\"7cbe9f7d-45c9-476e-9d39-b5406ecfa155\", \"b9adbf4e-066d-4d24-9622-4860563daae8\", \"cce34af7-deab-4470-9422-c929dc5ff1ea\"], \"total_duration\": 193.0, \"total_sessions\": 3, \"mean_week_duration\": 1.304}}]\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 who are not folks of city Johannesburg plus execute sorting by overall total sessions decliningly , and provide me only with 2 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{\"19972\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-03-29 06:29:36.000000+00:00\", \"2019-11-23 11:24:25.000000+00:00\", \"2021-12-15 08:47:11.000000+00:00\"], \"session_ids\": [\"d5eef94f-3cc3-4759-9045-4c4ae203cefb\", \"92c65e71-0aeb-406e-974e-87cf55e7f7b8\", \"a5a6e32d-8867-419e-bda4-31114a8ac200\"], \"total_duration\": 116.0, \"total_sessions\": 3, \"mean_week_duration\": 0.817}, \"80853\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-08-05 06:35:51.000000+00:00\", \"2022-10-06 04:27:48.000000+00:00\", \"2019-01-10 06:57:22.000000+00:00\", \"2023-03-12 18:16:04.000000+00:00\"], \"session_ids\": [\"bb80ef32-5a0d-474d-843d-d74fc4852ee3\", \"f025a0aa-8657-46d4-ab53-8f15878fde57\", \"32deb4d2-03c6-4661-abc8-bf353b11aa34\", \"27d9f301-349d-4d88-a582-c4f9cdd4eb1c\"], \"total_duration\": 257.0, \"total_sessions\": 4, \"mean_week_duration\": 1.179}, \"69424\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-04-03 23:16:11.000000+00:00\", \"2019-03-09 05:36:20.000000+00:00\"], \"session_ids\": [\"fa331eae-e07d-45b1-aa04-e7362fb6dae6\", \"b406ba24-d830-4573-a617-64093eb0f9ba\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.25}, \"28547\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-09 04:41:26.000000+00:00\", \"2020-06-21 11:11:15.000000+00:00\"], \"session_ids\": [\"760869b0-bd62-4b18-bcf9-23f6c82aaa82\", \"c8971dda-6c4d-4d3a-beb2-dbab5b631812\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.37}, \"38807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-10 07:14:16.000000+00:00\", \"2021-06-26 01:05:49.000000+00:00\", \"2023-01-28 17:23:51.000000+00:00\", \"2022-02-22 22:47:44.000000+00:00\", \"2020-03-26 03:18:43.000000+00:00\", \"2020-06-18 12:33:54.000000+00:00\"], \"session_ids\": [\"fba5d270-7bb4-4e20-aa8b-1fe02870100b\", \"75389d09-2049-484b-9a28-f5eeb88a2f6c\", \"9d3fb9ac-2b80-4688-aeed-26eaf7b33d43\", \"a1fafe87-f1c2-453a-ae42-97365832b110\", \"c3411305-c9c1-42da-9939-195e18ed0d0c\", \"a7ac8e81-e5b6-4f58-bb51-31d56d6774b9\"], \"total_duration\": 350.0, \"total_sessions\": 6, \"mean_week_duration\": 2.349}, \"14543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-23 13:54:10.000000+00:00\", \"2023-05-20 18:33:40.000000+00:00\", \"2020-09-12 14:10:41.000000+00:00\", \"2023-03-09 23:08:49.000000+00:00\"], \"session_ids\": [\"968a9339-8ab6-42d4-b215-6c3d034d9655\", \"69d365ab-cebe-4d33-8531-d7e65f810416\", \"0a798a8a-15ce-4b2e-8278-dafe25fc4066\", \"4a1c8eec-7caa-4ba4-8872-26fcc8c721da\"], \"total_duration\": 621.0, \"total_sessions\": 4, \"mean_week_duration\": 3.251}, \"6053\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-02-09 19:37:04.000000+00:00\", \"2021-02-26 18:50:59.000000+00:00\", \"2020-02-21 00:43:43.000000+00:00\"], \"session_ids\": [\"3cb9021b-e3d6-4ddf-a4b9-4b8075cfaddf\", \"58346b96-2050-44fe-800d-813676e3fd92\", \"2dcfa775-eb71-4113-8934-6f8b9b277349\"], \"total_duration\": 432.0, \"total_sessions\": 3, \"mean_week_duration\": 4.194}, \"85496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-03-16 11:53:40.000000+00:00\", \"2022-12-17 08:38:40.000000+00:00\", \"2019-12-13 16:54:52.000000+00:00\", \"2019-07-19 11:10:28.000000+00:00\", \"2021-11-10 22:12:01.000000+00:00\", \"2021-03-15 01:28:56.000000+00:00\"], \"session_ids\": [\"1ef441ac-3bad-409c-8b1f-d4dd229374c4\", \"5c0cc024-21a9-4cba-a34c-6d396f43c21f\", \"bdbe3f22-ad70-4b6c-acfe-1eb0df108cbe\", \"f6e0f823-76ad-4a62-883c-f5ecdd6a65ca\", \"66c4c4bd-155a-4b43-993c-7427fad86192\", \"c5879052-af61-4445-87f4-cf0415398330\"], \"total_duration\": 59.0, \"total_sessions\": 6, \"mean_week_duration\": 0.301}, \"73109\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-14 20:05:42.000000+00:00\", \"2021-06-27 07:56:17.000000+00:00\", \"2023-04-02 20:41:49.000000+00:00\", \"2021-07-15 18:50:50.000000+00:00\"], \"session_ids\": [\"49f6fae2-cf19-499a-ab31-403339573bc7\", \"d06634cc-8b62-4ebc-9b1f-7f5b89f56411\", \"73171d8d-5988-4cfc-aaa5-92ec5d3be5b4\", \"1ac0492e-747b-442a-9d65-f41c79325a00\"], \"total_duration\": 2070.0, \"total_sessions\": 4, \"mean_week_duration\": 11.129}, \"49116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-11-15 22:13:08.000000+00:00\", \"2019-09-25 03:29:35.000000+00:00\", \"2023-04-07 20:46:45.000000+00:00\", \"2021-05-03 14:45:25.000000+00:00\", \"2021-01-02 05:55:10.000000+00:00\"], \"session_ids\": [\"0f103f09-c1dc-45fe-9f1e-671e00c118ba\", \"6236db78-ff30-4b14-ab82-6a7def1d0ed8\", \"51d16e58-a39d-4b00-82f2-39a4b2a3ca76\", \"9653f2b9-bce7-4807-a248-94913f2be4f5\", \"ce4fb50d-1d0b-4b8c-a053-49edec9a3886\"], \"total_duration\": 728.0, \"total_sessions\": 5, \"mean_week_duration\": 3.935}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose 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{\"19972\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-03-29 06:29:36.000000+00:00\", \"2019-11-23 11:24:25.000000+00:00\", \"2021-12-15 08:47:11.000000+00:00\"], \"session_ids\": [\"d5eef94f-3cc3-4759-9045-4c4ae203cefb\", \"92c65e71-0aeb-406e-974e-87cf55e7f7b8\", \"a5a6e32d-8867-419e-bda4-31114a8ac200\"], \"total_duration\": 116.0, \"total_sessions\": 3, \"mean_week_duration\": 0.817}, \"80853\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-08-05 06:35:51.000000+00:00\", \"2022-10-06 04:27:48.000000+00:00\", \"2019-01-10 06:57:22.000000+00:00\", \"2023-03-12 18:16:04.000000+00:00\"], \"session_ids\": [\"bb80ef32-5a0d-474d-843d-d74fc4852ee3\", \"f025a0aa-8657-46d4-ab53-8f15878fde57\", \"32deb4d2-03c6-4661-abc8-bf353b11aa34\", \"27d9f301-349d-4d88-a582-c4f9cdd4eb1c\"], \"total_duration\": 257.0, \"total_sessions\": 4, \"mean_week_duration\": 1.179}, \"69424\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-04-03 23:16:11.000000+00:00\", \"2019-03-09 05:36:20.000000+00:00\"], \"session_ids\": [\"fa331eae-e07d-45b1-aa04-e7362fb6dae6\", \"b406ba24-d830-4573-a617-64093eb0f9ba\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.25}, \"28547\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-09 04:41:26.000000+00:00\", \"2020-06-21 11:11:15.000000+00:00\"], \"session_ids\": [\"760869b0-bd62-4b18-bcf9-23f6c82aaa82\", \"c8971dda-6c4d-4d3a-beb2-dbab5b631812\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.37}, \"38807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-10 07:14:16.000000+00:00\", \"2021-06-26 01:05:49.000000+00:00\", \"2023-01-28 17:23:51.000000+00:00\", \"2022-02-22 22:47:44.000000+00:00\", \"2020-03-26 03:18:43.000000+00:00\", \"2020-06-18 12:33:54.000000+00:00\"], \"session_ids\": [\"fba5d270-7bb4-4e20-aa8b-1fe02870100b\", \"75389d09-2049-484b-9a28-f5eeb88a2f6c\", \"9d3fb9ac-2b80-4688-aeed-26eaf7b33d43\", \"a1fafe87-f1c2-453a-ae42-97365832b110\", \"c3411305-c9c1-42da-9939-195e18ed0d0c\", \"a7ac8e81-e5b6-4f58-bb51-31d56d6774b9\"], \"total_duration\": 350.0, \"total_sessions\": 6, \"mean_week_duration\": 2.349}, \"14543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-23 13:54:10.000000+00:00\", \"2023-05-20 18:33:40.000000+00:00\", \"2020-09-12 14:10:41.000000+00:00\", \"2023-03-09 23:08:49.000000+00:00\"], \"session_ids\": [\"968a9339-8ab6-42d4-b215-6c3d034d9655\", \"69d365ab-cebe-4d33-8531-d7e65f810416\", \"0a798a8a-15ce-4b2e-8278-dafe25fc4066\", \"4a1c8eec-7caa-4ba4-8872-26fcc8c721da\"], \"total_duration\": 621.0, \"total_sessions\": 4, \"mean_week_duration\": 3.251}, \"6053\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-02-09 19:37:04.000000+00:00\", \"2021-02-26 18:50:59.000000+00:00\", \"2020-02-21 00:43:43.000000+00:00\"], \"session_ids\": [\"3cb9021b-e3d6-4ddf-a4b9-4b8075cfaddf\", \"58346b96-2050-44fe-800d-813676e3fd92\", \"2dcfa775-eb71-4113-8934-6f8b9b277349\"], \"total_duration\": 432.0, \"total_sessions\": 3, \"mean_week_duration\": 4.194}, \"85496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-03-16 11:53:40.000000+00:00\", \"2022-12-17 08:38:40.000000+00:00\", \"2019-12-13 16:54:52.000000+00:00\", \"2019-07-19 11:10:28.000000+00:00\", \"2021-11-10 22:12:01.000000+00:00\", \"2021-03-15 01:28:56.000000+00:00\"], \"session_ids\": [\"1ef441ac-3bad-409c-8b1f-d4dd229374c4\", \"5c0cc024-21a9-4cba-a34c-6d396f43c21f\", \"bdbe3f22-ad70-4b6c-acfe-1eb0df108cbe\", \"f6e0f823-76ad-4a62-883c-f5ecdd6a65ca\", \"66c4c4bd-155a-4b43-993c-7427fad86192\", \"c5879052-af61-4445-87f4-cf0415398330\"], \"total_duration\": 59.0, \"total_sessions\": 6, \"mean_week_duration\": 0.301}, \"73109\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-14 20:05:42.000000+00:00\", \"2021-06-27 07:56:17.000000+00:00\", \"2023-04-02 20:41:49.000000+00:00\", \"2021-07-15 18:50:50.000000+00:00\"], \"session_ids\": [\"49f6fae2-cf19-499a-ab31-403339573bc7\", \"d06634cc-8b62-4ebc-9b1f-7f5b89f56411\", \"73171d8d-5988-4cfc-aaa5-92ec5d3be5b4\", \"1ac0492e-747b-442a-9d65-f41c79325a00\"], \"total_duration\": 2070.0, \"total_sessions\": 4, \"mean_week_duration\": 11.129}, \"49116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-11-15 22:13:08.000000+00:00\", \"2019-09-25 03:29:35.000000+00:00\", \"2023-04-07 20:46:45.000000+00:00\", \"2021-05-03 14:45:25.000000+00:00\", \"2021-01-02 05:55:10.000000+00:00\"], \"session_ids\": [\"0f103f09-c1dc-45fe-9f1e-671e00c118ba\", \"6236db78-ff30-4b14-ab82-6a7def1d0ed8\", \"51d16e58-a39d-4b00-82f2-39a4b2a3ca76\", \"9653f2b9-bce7-4807-a248-94913f2be4f5\", \"ce4fb50d-1d0b-4b8c-a053-49edec9a3886\"], \"total_duration\": 728.0, \"total_sessions\": 5, \"mean_week_duration\": 3.935}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"38807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-10 07:14:16.000000+00:00\", \"2021-06-26 01:05:49.000000+00:00\", \"2023-01-28 17:23:51.000000+00:00\", \"2022-02-22 22:47:44.000000+00:00\", \"2020-03-26 03:18:43.000000+00:00\", \"2020-06-18 12:33:54.000000+00:00\"], \"session_ids\": [\"fba5d270-7bb4-4e20-aa8b-1fe02870100b\", \"75389d09-2049-484b-9a28-f5eeb88a2f6c\", \"9d3fb9ac-2b80-4688-aeed-26eaf7b33d43\", \"a1fafe87-f1c2-453a-ae42-97365832b110\", \"c3411305-c9c1-42da-9939-195e18ed0d0c\", \"a7ac8e81-e5b6-4f58-bb51-31d56d6774b9\"], \"total_duration\": 350.0, \"total_sessions\": 6, \"mean_week_duration\": 2.349}}, {\"85496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-03-16 11:53:40.000000+00:00\", \"2022-12-17 08:38:40.000000+00:00\", \"2019-12-13 16:54:52.000000+00:00\", \"2019-07-19 11:10:28.000000+00:00\", \"2021-11-10 22:12:01.000000+00:00\", \"2021-03-15 01:28:56.000000+00:00\"], \"session_ids\": [\"1ef441ac-3bad-409c-8b1f-d4dd229374c4\", \"5c0cc024-21a9-4cba-a34c-6d396f43c21f\", \"bdbe3f22-ad70-4b6c-acfe-1eb0df108cbe\", \"f6e0f823-76ad-4a62-883c-f5ecdd6a65ca\", \"66c4c4bd-155a-4b43-993c-7427fad86192\", \"c5879052-af61-4445-87f4-cf0415398330\"], \"total_duration\": 59.0, \"total_sessions\": 6, \"mean_week_duration\": 0.301}}, {\"49116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-11-15 22:13:08.000000+00:00\", \"2019-09-25 03:29:35.000000+00:00\", \"2023-04-07 20:46:45.000000+00:00\", \"2021-05-03 14:45:25.000000+00:00\", \"2021-01-02 05:55:10.000000+00:00\"], \"session_ids\": [\"0f103f09-c1dc-45fe-9f1e-671e00c118ba\", \"6236db78-ff30-4b14-ab82-6a7def1d0ed8\", \"51d16e58-a39d-4b00-82f2-39a4b2a3ca76\", \"9653f2b9-bce7-4807-a248-94913f2be4f5\", \"ce4fb50d-1d0b-4b8c-a053-49edec9a3886\"], \"total_duration\": 728.0, \"total_sessions\": 5, \"mean_week_duration\": 3.935}}, {\"80853\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-08-05 06:35:51.000000+00:00\", \"2022-10-06 04:27:48.000000+00:00\", \"2019-01-10 06:57:22.000000+00:00\", \"2023-03-12 18:16:04.000000+00:00\"], \"session_ids\": [\"bb80ef32-5a0d-474d-843d-d74fc4852ee3\", \"f025a0aa-8657-46d4-ab53-8f15878fde57\", \"32deb4d2-03c6-4661-abc8-bf353b11aa34\", \"27d9f301-349d-4d88-a582-c4f9cdd4eb1c\"], \"total_duration\": 257.0, \"total_sessions\": 4, \"mean_week_duration\": 1.179}}, {\"14543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-09-23 13:54:10.000000+00:00\", \"2023-05-20 18:33:40.000000+00:00\", \"2020-09-12 14:10:41.000000+00:00\", \"2023-03-09 23:08:49.000000+00:00\"], \"session_ids\": [\"968a9339-8ab6-42d4-b215-6c3d034d9655\", \"69d365ab-cebe-4d33-8531-d7e65f810416\", \"0a798a8a-15ce-4b2e-8278-dafe25fc4066\", \"4a1c8eec-7caa-4ba4-8872-26fcc8c721da\"], \"total_duration\": 621.0, \"total_sessions\": 4, \"mean_week_duration\": 3.251}}, {\"73109\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-14 20:05:42.000000+00:00\", \"2021-06-27 07:56:17.000000+00:00\", \"2023-04-02 20:41:49.000000+00:00\", \"2021-07-15 18:50:50.000000+00:00\"], \"session_ids\": [\"49f6fae2-cf19-499a-ab31-403339573bc7\", \"d06634cc-8b62-4ebc-9b1f-7f5b89f56411\", \"73171d8d-5988-4cfc-aaa5-92ec5d3be5b4\", \"1ac0492e-747b-442a-9d65-f41c79325a00\"], \"total_duration\": 2070.0, \"total_sessions\": 4, \"mean_week_duration\": 11.129}}, {\"19972\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2019-03-29 06:29:36.000000+00:00\", \"2019-11-23 11:24:25.000000+00:00\", \"2021-12-15 08:47:11.000000+00:00\"], \"session_ids\": [\"d5eef94f-3cc3-4759-9045-4c4ae203cefb\", \"92c65e71-0aeb-406e-974e-87cf55e7f7b8\", \"a5a6e32d-8867-419e-bda4-31114a8ac200\"], \"total_duration\": 116.0, \"total_sessions\": 3, \"mean_week_duration\": 0.817}}, {\"6053\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-02-09 19:37:04.000000+00:00\", \"2021-02-26 18:50:59.000000+00:00\", \"2020-02-21 00:43:43.000000+00:00\"], \"session_ids\": [\"3cb9021b-e3d6-4ddf-a4b9-4b8075cfaddf\", \"58346b96-2050-44fe-800d-813676e3fd92\", \"2dcfa775-eb71-4113-8934-6f8b9b277349\"], \"total_duration\": 432.0, \"total_sessions\": 3, \"mean_week_duration\": 4.194}}, {\"69424\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-04-03 23:16:11.000000+00:00\", \"2019-03-09 05:36:20.000000+00:00\"], \"session_ids\": [\"fa331eae-e07d-45b1-aa04-e7362fb6dae6\", \"b406ba24-d830-4573-a617-64093eb0f9ba\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.25}}, {\"28547\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-09 04:41:26.000000+00:00\", \"2020-06-21 11:11:15.000000+00:00\"], \"session_ids\": [\"760869b0-bd62-4b18-bcf9-23f6c82aaa82\", \"c8971dda-6c4d-4d3a-beb2-dbab5b631812\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.37}}]\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[{\"38807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-10 07:14:16.000000+00:00\", \"2021-06-26 01:05:49.000000+00:00\", \"2023-01-28 17:23:51.000000+00:00\", \"2022-02-22 22:47:44.000000+00:00\", \"2020-03-26 03:18:43.000000+00:00\", \"2020-06-18 12:33:54.000000+00:00\"], \"session_ids\": [\"fba5d270-7bb4-4e20-aa8b-1fe02870100b\", \"75389d09-2049-484b-9a28-f5eeb88a2f6c\", \"9d3fb9ac-2b80-4688-aeed-26eaf7b33d43\", \"a1fafe87-f1c2-453a-ae42-97365832b110\", \"c3411305-c9c1-42da-9939-195e18ed0d0c\", \"a7ac8e81-e5b6-4f58-bb51-31d56d6774b9\"], \"total_duration\": 350.0, \"total_sessions\": 6, \"mean_week_duration\": 2.349}}, {\"85496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2019-03-16 11:53:40.000000+00:00\", \"2022-12-17 08:38:40.000000+00:00\", \"2019-12-13 16:54:52.000000+00:00\", \"2019-07-19 11:10:28.000000+00:00\", \"2021-11-10 22:12:01.000000+00:00\", \"2021-03-15 01:28:56.000000+00:00\"], \"session_ids\": [\"1ef441ac-3bad-409c-8b1f-d4dd229374c4\", \"5c0cc024-21a9-4cba-a34c-6d396f43c21f\", \"bdbe3f22-ad70-4b6c-acfe-1eb0df108cbe\", \"f6e0f823-76ad-4a62-883c-f5ecdd6a65ca\", \"66c4c4bd-155a-4b43-993c-7427fad86192\", \"c5879052-af61-4445-87f4-cf0415398330\"], \"total_duration\": 59.0, \"total_sessions\": 6, \"mean_week_duration\": 0.301}}]\n```\n" } ]