conversations
list
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about user whose time spent on the site per week is smaller than 36 (not including) and bigger than 8 in addition implement sorting by all sessions quantity in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"36319\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-07-25 21:51:23.000000+00:00\", \"2023-04-28 22:46:36.000000+00:00\"], \"session_ids\": [\"7f1a3de4-ed4b-4cc0-82a6-7447e441e285\", \"7ff93f87-7d8c-4853-90d1-05c6ab220faa\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 1.4}, \"69199\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-07-04 05:40:40.000000+00:00\", \"2021-07-19 14:22:01.000000+00:00\"], \"session_ids\": [\"aa38a366-7436-4eed-b66a-5f7c309df2ed\", \"9425c539-db1e-4f88-8355-685ed9ed3210\"], \"total_duration\": 479.0, \"total_sessions\": 2, \"mean_week_duration\": 159.667}, \"73642\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-05-06 21:54:30.000000+00:00\", \"2019-03-09 08:49:54.000000+00:00\", \"2019-02-25 15:48:55.000000+00:00\", \"2019-04-14 03:23:53.000000+00:00\"], \"session_ids\": [\"4f73dd3d-7466-4772-a7c2-7452b2fc1112\", \"f161a742-fc8c-44af-ac8c-8a737af7d252\", \"01ef55d6-e356-476e-b8de-5015cc770706\", \"367a1bcc-93cf-4be6-ad96-31ccf85bf765\"], \"total_duration\": 257.0, \"total_sessions\": 4, \"mean_week_duration\": 25.7}, \"70787\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-08 01:25:48.000000+00:00\", \"2021-09-18 06:50:21.000000+00:00\"], \"session_ids\": [\"17c8b882-4382-49d3-ad62-3dad81fcdd83\", \"93619551-8195-4bd5-84df-e71f1703625b\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.284}, \"51462\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-02-27 07:21:23.000000+00:00\", \"2022-11-04 02:15:35.000000+00:00\", \"2023-04-11 08:39:33.000000+00:00\", \"2020-08-07 22:06:34.000000+00:00\"], \"session_ids\": [\"7ff866b7-7225-4d61-9036-81e72a9d7e1e\", \"a7434a9c-a098-418d-a3b4-06d9f569c87d\", \"1c8cf559-8b8b-4aa0-9fd4-fbee7034bc9a\", \"df3e84ec-64d2-4af3-94fc-cf6b311575f4\"], \"total_duration\": 61.0, \"total_sessions\": 4, \"mean_week_duration\": 0.374}, \"12413\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-23 16:11:01.000000+00:00\", \"2021-09-15 04:38:48.000000+00:00\", \"2022-08-29 22:11:21.000000+00:00\", \"2020-12-12 12:14:09.000000+00:00\"], \"session_ids\": [\"ead61fdf-2cf2-4a3f-9265-1af11c281ae0\", \"e2befbf4-82e4-43d0-b00e-890a651aef4c\", \"9ba7a0ff-f79d-4ac4-bc77-8498fd54d05d\", \"97f7dd18-9038-4292-a6c6-74f26a0774ef\"], \"total_duration\": 1946.0, \"total_sessions\": 4, \"mean_week_duration\": 21.622}, \"79446\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-02-14 06:50:20.000000+00:00\", \"2021-05-07 06:53:07.000000+00:00\"], \"session_ids\": [\"ca49b2e5-5a30-4a9c-b04d-4dcc6a4623e3\", \"109386fb-7f51-422c-9dfc-14835bd42d20\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 6.073}, \"56203\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-10 12:52:55.000000+00:00\", \"2019-03-23 23:44:02.000000+00:00\", \"2020-03-12 10:40:23.000000+00:00\"], \"session_ids\": [\"1bab25ce-ff56-48a0-950f-a9b082679b72\", \"1f5fd153-13b5-4e79-889d-d88e8d333c58\", \"8411c7fb-ae0c-40ef-b01f-0d9766d68c80\"], \"total_duration\": 1102.0, \"total_sessions\": 3, \"mean_week_duration\": 11.131}, \"2462\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-10-30 15:22:39.000000+00:00\", \"2021-09-28 19:00:09.000000+00:00\", \"2019-05-04 02:57:48.000000+00:00\"], \"session_ids\": [\"b93e4045-1155-4861-953f-8b0f9e4f43b7\", \"1833c94b-a333-48f1-bf38-8ac0438a7460\", \"0727683e-eb60-4017-8e2e-6bfdf14821de\"], \"total_duration\": 403.0, \"total_sessions\": 3, \"mean_week_duration\": 3.1}, \"12842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-16 08:58:47.000000+00:00\", \"2019-08-23 15:48:08.000000+00:00\"], \"session_ids\": [\"ae9509f1-2cc2-4eff-a712-c61fe1ad84fd\", \"202277ed-6ccb-4431-a8f8-bc4de7c870f6\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 28.125}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or greater than 8 and are less than 36" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[8, 36]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"73642\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-05-06 21:54:30.000000+00:00\", \"2019-03-09 08:49:54.000000+00:00\", \"2019-02-25 15:48:55.000000+00:00\", \"2019-04-14 03:23:53.000000+00:00\"], \"session_ids\": [\"4f73dd3d-7466-4772-a7c2-7452b2fc1112\", \"f161a742-fc8c-44af-ac8c-8a737af7d252\", \"01ef55d6-e356-476e-b8de-5015cc770706\", \"367a1bcc-93cf-4be6-ad96-31ccf85bf765\"], \"total_duration\": 257.0, \"total_sessions\": 4, \"mean_week_duration\": 25.7}, \"12413\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-23 16:11:01.000000+00:00\", \"2021-09-15 04:38:48.000000+00:00\", \"2022-08-29 22:11:21.000000+00:00\", \"2020-12-12 12:14:09.000000+00:00\"], \"session_ids\": [\"ead61fdf-2cf2-4a3f-9265-1af11c281ae0\", \"e2befbf4-82e4-43d0-b00e-890a651aef4c\", \"9ba7a0ff-f79d-4ac4-bc77-8498fd54d05d\", \"97f7dd18-9038-4292-a6c6-74f26a0774ef\"], \"total_duration\": 1946.0, \"total_sessions\": 4, \"mean_week_duration\": 21.622}, \"56203\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-10 12:52:55.000000+00:00\", \"2019-03-23 23:44:02.000000+00:00\", \"2020-03-12 10:40:23.000000+00:00\"], \"session_ids\": [\"1bab25ce-ff56-48a0-950f-a9b082679b72\", \"1f5fd153-13b5-4e79-889d-d88e8d333c58\", \"8411c7fb-ae0c-40ef-b01f-0d9766d68c80\"], \"total_duration\": 1102.0, \"total_sessions\": 3, \"mean_week_duration\": 11.131}, \"12842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-16 08:58:47.000000+00:00\", \"2019-08-23 15:48:08.000000+00:00\"], \"session_ids\": [\"ae9509f1-2cc2-4eff-a712-c61fe1ad84fd\", \"202277ed-6ccb-4431-a8f8-bc4de7c870f6\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 28.125}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"12842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-16 08:58:47.000000+00:00\", \"2019-08-23 15:48:08.000000+00:00\"], \"session_ids\": [\"ae9509f1-2cc2-4eff-a712-c61fe1ad84fd\", \"202277ed-6ccb-4431-a8f8-bc4de7c870f6\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 28.125}}, {\"56203\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-02-10 12:52:55.000000+00:00\", \"2019-03-23 23:44:02.000000+00:00\", \"2020-03-12 10:40:23.000000+00:00\"], \"session_ids\": [\"1bab25ce-ff56-48a0-950f-a9b082679b72\", \"1f5fd153-13b5-4e79-889d-d88e8d333c58\", \"8411c7fb-ae0c-40ef-b01f-0d9766d68c80\"], \"total_duration\": 1102.0, \"total_sessions\": 3, \"mean_week_duration\": 11.131}}, {\"73642\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-05-06 21:54:30.000000+00:00\", \"2019-03-09 08:49:54.000000+00:00\", \"2019-02-25 15:48:55.000000+00:00\", \"2019-04-14 03:23:53.000000+00:00\"], \"session_ids\": [\"4f73dd3d-7466-4772-a7c2-7452b2fc1112\", \"f161a742-fc8c-44af-ac8c-8a737af7d252\", \"01ef55d6-e356-476e-b8de-5015cc770706\", \"367a1bcc-93cf-4be6-ad96-31ccf85bf765\"], \"total_duration\": 257.0, \"total_sessions\": 4, \"mean_week_duration\": 25.7}}, {\"12413\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-02-23 16:11:01.000000+00:00\", \"2021-09-15 04:38:48.000000+00:00\", \"2022-08-29 22:11:21.000000+00:00\", \"2020-12-12 12:14:09.000000+00:00\"], \"session_ids\": [\"ead61fdf-2cf2-4a3f-9265-1af11c281ae0\", \"e2befbf4-82e4-43d0-b00e-890a651aef4c\", \"9ba7a0ff-f79d-4ac4-bc77-8498fd54d05d\", \"97f7dd18-9038-4292-a6c6-74f26a0774ef\"], \"total_duration\": 1946.0, \"total_sessions\": 4, \"mean_week_duration\": 21.622}}]\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[{\"12842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-16 08:58:47.000000+00:00\", \"2019-08-23 15:48:08.000000+00:00\"], \"session_ids\": [\"ae9509f1-2cc2-4eff-a712-c61fe1ad84fd\", \"202277ed-6ccb-4431-a8f8-bc4de7c870f6\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 28.125}}]\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[{\"12842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-16 08:58:47.000000+00:00\", \"2019-08-23 15:48:08.000000+00:00\"], \"session_ids\": [\"ae9509f1-2cc2-4eff-a712-c61fe1ad84fd\", \"202277ed-6ccb-4431-a8f8-bc4de7c870f6\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 28.125}}]\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 who have overall total duration less than 172 (not including) additionaly sort by mean week duration ascendingly." } ]
[ { "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{\"85212\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-12-12 07:05:25.000000+00:00\", \"2022-01-13 01:58:44.000000+00:00\"], \"session_ids\": [\"ce9a2cc0-dcb8-4847-ae66-7579a7e74039\", \"86c1bb70-37d8-4fc7-9df0-a564ea6a4eac\"], \"total_duration\": 218.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"93107\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-04-01 05:41:54.000000+00:00\", \"2020-07-05 03:56:22.000000+00:00\", \"2019-05-26 18:39:42.000000+00:00\", \"2020-07-07 08:18:57.000000+00:00\"], \"session_ids\": [\"f219d932-5a2a-4053-a076-1ab515000a80\", \"6d679269-fe79-4a38-9527-42ace45238cf\", \"2d89c234-ebe7-496f-803f-902da37c4783\", \"5e775787-57fc-463d-861d-e1b7f1bd1715\"], \"total_duration\": 225.0, \"total_sessions\": 4, \"mean_week_duration\": 3.814}, \"62287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 10, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-22 02:53:51.000000+00:00\", \"2019-02-28 17:03:19.000000+00:00\"], \"session_ids\": [\"bcaf6ebf-0f49-4967-aa6e-ab171e461a9d\", \"2170f8fe-d2cc-4331-b270-42c5d44ae2ad\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 0.853}, \"50805\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-15 16:50:59.000000+00:00\", \"2021-02-12 11:00:47.000000+00:00\"], \"session_ids\": [\"5e8c5626-f7cf-4e49-a656-84fd64245843\", \"96a59908-7aca-46de-9ae2-9aa120a9b79a\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 1.198}, \"49039\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-09 09:47:56.000000+00:00\", \"2019-11-04 15:37:06.000000+00:00\", \"2022-05-16 10:52:21.000000+00:00\"], \"session_ids\": [\"6ef6be0c-5d32-436a-89ef-abbf0e49b58a\", \"28be8ae5-c8bc-4208-8483-993693281135\", \"e14798e0-4bcd-46d1-8c2c-485f51df0f42\"], \"total_duration\": 901.0, \"total_sessions\": 3, \"mean_week_duration\": 6.826}, \"61235\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-18 05:38:53.000000+00:00\", \"2020-11-05 13:50:00.000000+00:00\"], \"session_ids\": [\"9ca9aad0-6096-42a1-8e68-3d6f9d144ae8\", \"27b53a8e-3f50-4ed5-a2b8-814b6aba01c4\"], \"total_duration\": 377.0, \"total_sessions\": 2, \"mean_week_duration\": 4.961}, \"99358\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-03-17 11:35:11.000000+00:00\", \"2021-04-30 02:37:21.000000+00:00\", \"2020-12-14 12:15:50.000000+00:00\", \"2019-09-16 09:02:53.000000+00:00\", \"2021-01-13 01:53:44.000000+00:00\", \"2020-05-10 17:56:07.000000+00:00\", \"2022-02-16 21:10:18.000000+00:00\"], \"session_ids\": [\"97d0c0f1-fe4b-40fc-a798-68134ef62fc5\", \"dd9dd043-7552-4445-9e27-0ae5a0e78edf\", \"10283b9a-7427-47e4-a4f9-c94ac1a0bc46\", \"38b86e11-6f8d-4e7f-aedf-80ef884bc95e\", \"b0acd863-0870-457c-bb12-d7494156d07e\", \"ffa4aab9-911d-4e38-af9b-f79a08c8889c\", \"88bcc478-04e3-4bf6-a75e-fa9f60b516c5\"], \"total_duration\": 7180.0, \"total_sessions\": 7, \"mean_week_duration\": 56.535}, \"47569\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 5}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-05-15 01:57:43.000000+00:00\", \"2021-05-02 03:51:47.000000+00:00\"], \"session_ids\": [\"7ee63e40-33e7-4f5a-a4bd-8e5c5fb57f6c\", \"3a28cb31-2011-4d2a-9aab-dcd3b6e12e70\"], \"total_duration\": 249.0, \"total_sessions\": 2, \"mean_week_duration\": 2.349}, \"8441\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-02-16 12:10:34.000000+00:00\", \"2021-04-22 19:20:40.000000+00:00\", \"2020-02-03 00:15:08.000000+00:00\", \"2019-08-01 05:29:40.000000+00:00\", \"2022-07-01 22:10:59.000000+00:00\"], \"session_ids\": [\"7abeea2c-d541-4f81-9f40-92c3ac5d60db\", \"ce4c098f-11f9-4646-98f4-5e669413e9d3\", \"078e71c0-23a0-4167-8c74-0a4387c72838\", \"fd736bf5-1800-4c17-949f-b0e827ae4046\", \"662d233f-2ff3-4f6f-acee-8ee863beecfd\"], \"total_duration\": 979.0, \"total_sessions\": 5, \"mean_week_duration\": 6.399}, \"92082\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-12-13 10:48:11.000000+00:00\", \"2019-02-25 02:23:48.000000+00:00\", \"2021-06-22 13:07:02.000000+00:00\", \"2021-10-20 13:32:09.000000+00:00\", \"2020-03-26 06:54:56.000000+00:00\", \"2023-02-09 00:54:23.000000+00:00\"], \"session_ids\": [\"f4c378b5-9dfc-4d52-9127-0740fba7adcd\", \"1d1da07e-5b90-4d22-a1ee-bcae9707b33a\", \"827f4ed3-cae2-48e5-b91d-19958081b74d\", \"fb8d1b56-7837-4493-bb45-531b66b6f217\", \"4854d4d0-f405-4186-8dba-da5396462582\", \"351eaafa-aa63-4db5-aa68-a6851730f41d\"], \"total_duration\": 2806.0, \"total_sessions\": 6, \"mean_week_duration\": 13.556}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are less than 172" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[172, 4410]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"62287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 10, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-22 02:53:51.000000+00:00\", \"2019-02-28 17:03:19.000000+00:00\"], \"session_ids\": [\"bcaf6ebf-0f49-4967-aa6e-ab171e461a9d\", \"2170f8fe-d2cc-4331-b270-42c5d44ae2ad\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 0.853}, \"50805\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-15 16:50:59.000000+00:00\", \"2021-02-12 11:00:47.000000+00:00\"], \"session_ids\": [\"5e8c5626-f7cf-4e49-a656-84fd64245843\", \"96a59908-7aca-46de-9ae2-9aa120a9b79a\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 1.198}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"62287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 10, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-22 02:53:51.000000+00:00\", \"2019-02-28 17:03:19.000000+00:00\"], \"session_ids\": [\"bcaf6ebf-0f49-4967-aa6e-ab171e461a9d\", \"2170f8fe-d2cc-4331-b270-42c5d44ae2ad\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 0.853}}, {\"50805\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-15 16:50:59.000000+00:00\", \"2021-02-12 11:00:47.000000+00:00\"], \"session_ids\": [\"5e8c5626-f7cf-4e49-a656-84fd64245843\", \"96a59908-7aca-46de-9ae2-9aa120a9b79a\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 1.198}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 5 entries and exclude 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[{\"62287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 10, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-22 02:53:51.000000+00:00\", \"2019-02-28 17:03:19.000000+00:00\"], \"session_ids\": [\"bcaf6ebf-0f49-4967-aa6e-ab171e461a9d\", \"2170f8fe-d2cc-4331-b270-42c5d44ae2ad\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 0.853}}, {\"50805\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-15 16:50:59.000000+00:00\", \"2021-02-12 11:00:47.000000+00:00\"], \"session_ids\": [\"5e8c5626-f7cf-4e49-a656-84fd64245843\", \"96a59908-7aca-46de-9ae2-9aa120a9b79a\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 1.198}}]\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[{\"62287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 10, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-10-22 02:53:51.000000+00:00\", \"2019-02-28 17:03:19.000000+00:00\"], \"session_ids\": [\"bcaf6ebf-0f49-4967-aa6e-ab171e461a9d\", \"2170f8fe-d2cc-4331-b270-42c5d44ae2ad\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 0.853}}, {\"50805\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-15 16:50:59.000000+00:00\", \"2021-02-12 11:00:47.000000+00:00\"], \"session_ids\": [\"5e8c5626-f7cf-4e49-a656-84fd64245843\", \"96a59908-7aca-46de-9ae2-9aa120a9b79a\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 1.198}}]\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 7 users who aren't currently living in cities Rome, Oslo in addition apply sorting by sessions summation from the smallest value to the largest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58329\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-02-15 16:38:29.000000+00:00\", \"2020-11-24 11:43:01.000000+00:00\", \"2021-01-14 11:02:28.000000+00:00\", \"2021-03-17 20:08:26.000000+00:00\", \"2021-12-13 03:31:22.000000+00:00\", \"2022-01-17 05:03:07.000000+00:00\", \"2020-05-05 17:53:11.000000+00:00\", \"2020-12-27 17:08:19.000000+00:00\", \"2021-03-26 00:51:14.000000+00:00\", \"2019-03-15 14:37:44.000000+00:00\"], \"session_ids\": [\"9b4cdab6-fead-4d4d-b4fe-4670f1699e52\", \"9fe47952-c363-47c8-a911-e5c4c2f8a6fe\", \"b586f3dc-3421-4958-9d21-a6531b32c272\", \"51a70d93-1d05-4e4a-8ae3-3f80f4fb0dfa\", \"44e87862-dd32-408c-af50-f3f02a33e339\", \"3e607010-3da7-469f-ae43-e8083ec5afa3\", \"b8952a1b-9cd1-4499-b7ad-9fae4004d657\", \"704a0695-f208-42e1-abcf-a088940001e5\", \"1a751aee-4a34-4811-85fd-e6bf837c66d8\", \"e5960ad6-2ecd-47b9-9f98-f5e2d678151f\"], \"total_duration\": 20932.0, \"total_sessions\": 10, \"mean_week_duration\": 136.81}, \"84096\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-05 19:46:07.000000+00:00\", \"2019-12-16 16:21:30.000000+00:00\", \"2020-07-06 23:10:40.000000+00:00\", \"2023-06-07 10:51:22.000000+00:00\"], \"session_ids\": [\"1707fd5c-e716-4c07-a3b3-09e25187361c\", \"81819658-7ee1-4605-bce3-7847c8f0f41a\", \"cb9ed7bc-1a26-4be6-becc-7d6ec352c560\", \"d5f49879-96b8-407f-b1c9-58061b4023e2\"], \"total_duration\": 1987.0, \"total_sessions\": 4, \"mean_week_duration\": 9.285}, \"75878\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-18 10:19:01.000000+00:00\", \"2021-02-24 13:16:17.000000+00:00\"], \"session_ids\": [\"034da1d8-628d-4880-92a3-25e7eeb3bada\", \"ba2784ac-9053-42c1-a998-bff7c62ccad0\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 3.639}, \"93133\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-16 07:39:18.000000+00:00\", \"2023-05-19 22:45:37.000000+00:00\", \"2019-12-29 04:45:25.000000+00:00\", \"2023-02-08 10:33:10.000000+00:00\", \"2019-11-30 15:08:40.000000+00:00\", \"2022-10-05 06:35:23.000000+00:00\", \"2021-12-13 01:41:10.000000+00:00\"], \"session_ids\": [\"25fcc9e6-13a4-498f-a1d2-d0002e241633\", \"7d5cd6a6-ee87-4c45-a8be-669ee7b827b1\", \"d89725bf-c965-4128-a68a-2f116f0640b0\", \"95556dd8-a9c6-46b2-a8ab-b510ea3a413e\", \"8a2324c8-2af6-48f6-9e35-d2b80fa441a5\", \"4fef8ead-21d9-40d5-b258-8dd7e13c1701\", \"9f498d33-8a2a-4141-9aba-477b1da36537\"], \"total_duration\": 389.0, \"total_sessions\": 7, \"mean_week_duration\": 2.149}, \"61551\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-06-12 12:31:19.000000+00:00\", \"2020-06-05 14:22:30.000000+00:00\", \"2019-10-26 06:07:34.000000+00:00\", \"2023-02-15 16:22:43.000000+00:00\", \"2020-03-20 21:25:54.000000+00:00\"], \"session_ids\": [\"43b10c5d-93b4-4bda-b55f-00d6eb5a8f6b\", \"ef778a5c-773b-43fd-aac9-1d14ab7d4e53\", \"56810289-b026-4bd6-8ff8-34ab0ed0cd5a\", \"3e0abbd0-3c0f-4990-8b29-51f1e2a7d2e5\", \"0ea5c2ea-c3ca-4860-b5cf-f4765c9399e8\"], \"total_duration\": 2378.0, \"total_sessions\": 5, \"mean_week_duration\": 13.746}, \"97921\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-09-11 12:41:00.000000+00:00\", \"2023-05-29 12:10:28.000000+00:00\", \"2021-10-23 09:35:43.000000+00:00\", \"2022-01-27 03:23:48.000000+00:00\"], \"session_ids\": [\"fcb80f0c-00f9-42c3-9cca-5b704581b425\", \"e50de7ff-3b54-49bf-9215-24822569ef0a\", \"fa2148bd-137f-4ac8-aeb9-136c942573a9\", \"e782b835-9cf9-4886-8b7c-c756b969bbd1\"], \"total_duration\": 261.0, \"total_sessions\": 4, \"mean_week_duration\": 1.345}, \"99739\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-02-20 03:51:28.000000+00:00\", \"2022-02-12 23:45:29.000000+00:00\", \"2022-05-30 05:21:55.000000+00:00\", \"2022-12-01 17:39:17.000000+00:00\"], \"session_ids\": [\"1a33c46d-2ce1-4d5d-bc95-074981ae762c\", \"85250b6e-fc64-4301-9b2d-5e1e8532d911\", \"feb5f34d-00ac-4f8f-9827-dc75d1c9ce37\", \"00e09f58-5841-457b-b8a3-9df7dc2a0cb5\"], \"total_duration\": 55.0, \"total_sessions\": 4, \"mean_week_duration\": 0.278}, \"36625\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-02-20 23:27:15.000000+00:00\", \"2020-01-18 05:30:30.000000+00:00\", \"2020-10-14 12:39:24.000000+00:00\"], \"session_ids\": [\"1086798c-ac14-45ee-972a-50f4302abd4b\", \"2a1b7d92-39e5-4fb8-a16c-33ba679473f4\", \"67be1ed2-16bb-43b8-ae54-61063e4966a8\"], \"total_duration\": 75.0, \"total_sessions\": 3, \"mean_week_duration\": 0.682}, \"61170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-19 12:55:13.000000+00:00\", \"2020-04-19 20:47:54.000000+00:00\"], \"session_ids\": [\"e69da3d6-2489-4e2b-b6cb-d94f87269a31\", \"bfcf4477-d7c1-4291-a3d8-e111ab7fc76f\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 1.95}, \"41006\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-11 00:17:08.000000+00:00\", \"2020-09-14 03:48:17.000000+00:00\", \"2022-01-27 15:07:11.000000+00:00\"], \"session_ids\": [\"b55e38c3-8eff-4a5b-8939-e2f5d23480f7\", \"c81a38a2-ce05-4317-8ef4-55834bf47d68\", \"7ff8b6db-93f7-431e-ab8a-4c95243a44ba\"], \"total_duration\": 797.0, \"total_sessions\": 3, \"mean_week_duration\": 6.812}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are not Rome, Oslo" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Rome\", \"Oslo\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58329\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-02-15 16:38:29.000000+00:00\", \"2020-11-24 11:43:01.000000+00:00\", \"2021-01-14 11:02:28.000000+00:00\", \"2021-03-17 20:08:26.000000+00:00\", \"2021-12-13 03:31:22.000000+00:00\", \"2022-01-17 05:03:07.000000+00:00\", \"2020-05-05 17:53:11.000000+00:00\", \"2020-12-27 17:08:19.000000+00:00\", \"2021-03-26 00:51:14.000000+00:00\", \"2019-03-15 14:37:44.000000+00:00\"], \"session_ids\": [\"9b4cdab6-fead-4d4d-b4fe-4670f1699e52\", \"9fe47952-c363-47c8-a911-e5c4c2f8a6fe\", \"b586f3dc-3421-4958-9d21-a6531b32c272\", \"51a70d93-1d05-4e4a-8ae3-3f80f4fb0dfa\", \"44e87862-dd32-408c-af50-f3f02a33e339\", \"3e607010-3da7-469f-ae43-e8083ec5afa3\", \"b8952a1b-9cd1-4499-b7ad-9fae4004d657\", \"704a0695-f208-42e1-abcf-a088940001e5\", \"1a751aee-4a34-4811-85fd-e6bf837c66d8\", \"e5960ad6-2ecd-47b9-9f98-f5e2d678151f\"], \"total_duration\": 20932.0, \"total_sessions\": 10, \"mean_week_duration\": 136.81}, \"84096\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-05 19:46:07.000000+00:00\", \"2019-12-16 16:21:30.000000+00:00\", \"2020-07-06 23:10:40.000000+00:00\", \"2023-06-07 10:51:22.000000+00:00\"], \"session_ids\": [\"1707fd5c-e716-4c07-a3b3-09e25187361c\", \"81819658-7ee1-4605-bce3-7847c8f0f41a\", \"cb9ed7bc-1a26-4be6-becc-7d6ec352c560\", \"d5f49879-96b8-407f-b1c9-58061b4023e2\"], \"total_duration\": 1987.0, \"total_sessions\": 4, \"mean_week_duration\": 9.285}, \"75878\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-18 10:19:01.000000+00:00\", \"2021-02-24 13:16:17.000000+00:00\"], \"session_ids\": [\"034da1d8-628d-4880-92a3-25e7eeb3bada\", \"ba2784ac-9053-42c1-a998-bff7c62ccad0\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 3.639}, \"93133\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-16 07:39:18.000000+00:00\", \"2023-05-19 22:45:37.000000+00:00\", \"2019-12-29 04:45:25.000000+00:00\", \"2023-02-08 10:33:10.000000+00:00\", \"2019-11-30 15:08:40.000000+00:00\", \"2022-10-05 06:35:23.000000+00:00\", \"2021-12-13 01:41:10.000000+00:00\"], \"session_ids\": [\"25fcc9e6-13a4-498f-a1d2-d0002e241633\", \"7d5cd6a6-ee87-4c45-a8be-669ee7b827b1\", \"d89725bf-c965-4128-a68a-2f116f0640b0\", \"95556dd8-a9c6-46b2-a8ab-b510ea3a413e\", \"8a2324c8-2af6-48f6-9e35-d2b80fa441a5\", \"4fef8ead-21d9-40d5-b258-8dd7e13c1701\", \"9f498d33-8a2a-4141-9aba-477b1da36537\"], \"total_duration\": 389.0, \"total_sessions\": 7, \"mean_week_duration\": 2.149}, \"61551\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-06-12 12:31:19.000000+00:00\", \"2020-06-05 14:22:30.000000+00:00\", \"2019-10-26 06:07:34.000000+00:00\", \"2023-02-15 16:22:43.000000+00:00\", \"2020-03-20 21:25:54.000000+00:00\"], \"session_ids\": [\"43b10c5d-93b4-4bda-b55f-00d6eb5a8f6b\", \"ef778a5c-773b-43fd-aac9-1d14ab7d4e53\", \"56810289-b026-4bd6-8ff8-34ab0ed0cd5a\", \"3e0abbd0-3c0f-4990-8b29-51f1e2a7d2e5\", \"0ea5c2ea-c3ca-4860-b5cf-f4765c9399e8\"], \"total_duration\": 2378.0, \"total_sessions\": 5, \"mean_week_duration\": 13.746}, \"97921\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-09-11 12:41:00.000000+00:00\", \"2023-05-29 12:10:28.000000+00:00\", \"2021-10-23 09:35:43.000000+00:00\", \"2022-01-27 03:23:48.000000+00:00\"], \"session_ids\": [\"fcb80f0c-00f9-42c3-9cca-5b704581b425\", \"e50de7ff-3b54-49bf-9215-24822569ef0a\", \"fa2148bd-137f-4ac8-aeb9-136c942573a9\", \"e782b835-9cf9-4886-8b7c-c756b969bbd1\"], \"total_duration\": 261.0, \"total_sessions\": 4, \"mean_week_duration\": 1.345}, \"99739\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-02-20 03:51:28.000000+00:00\", \"2022-02-12 23:45:29.000000+00:00\", \"2022-05-30 05:21:55.000000+00:00\", \"2022-12-01 17:39:17.000000+00:00\"], \"session_ids\": [\"1a33c46d-2ce1-4d5d-bc95-074981ae762c\", \"85250b6e-fc64-4301-9b2d-5e1e8532d911\", \"feb5f34d-00ac-4f8f-9827-dc75d1c9ce37\", \"00e09f58-5841-457b-b8a3-9df7dc2a0cb5\"], \"total_duration\": 55.0, \"total_sessions\": 4, \"mean_week_duration\": 0.278}, \"36625\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-02-20 23:27:15.000000+00:00\", \"2020-01-18 05:30:30.000000+00:00\", \"2020-10-14 12:39:24.000000+00:00\"], \"session_ids\": [\"1086798c-ac14-45ee-972a-50f4302abd4b\", \"2a1b7d92-39e5-4fb8-a16c-33ba679473f4\", \"67be1ed2-16bb-43b8-ae54-61063e4966a8\"], \"total_duration\": 75.0, \"total_sessions\": 3, \"mean_week_duration\": 0.682}, \"61170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-19 12:55:13.000000+00:00\", \"2020-04-19 20:47:54.000000+00:00\"], \"session_ids\": [\"e69da3d6-2489-4e2b-b6cb-d94f87269a31\", \"bfcf4477-d7c1-4291-a3d8-e111ab7fc76f\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 1.95}, \"41006\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-11 00:17:08.000000+00:00\", \"2020-09-14 03:48:17.000000+00:00\", \"2022-01-27 15:07:11.000000+00:00\"], \"session_ids\": [\"b55e38c3-8eff-4a5b-8939-e2f5d23480f7\", \"c81a38a2-ce05-4317-8ef4-55834bf47d68\", \"7ff8b6db-93f7-431e-ab8a-4c95243a44ba\"], \"total_duration\": 797.0, \"total_sessions\": 3, \"mean_week_duration\": 6.812}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"75878\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-18 10:19:01.000000+00:00\", \"2021-02-24 13:16:17.000000+00:00\"], \"session_ids\": [\"034da1d8-628d-4880-92a3-25e7eeb3bada\", \"ba2784ac-9053-42c1-a998-bff7c62ccad0\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 3.639}}, {\"61170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-19 12:55:13.000000+00:00\", \"2020-04-19 20:47:54.000000+00:00\"], \"session_ids\": [\"e69da3d6-2489-4e2b-b6cb-d94f87269a31\", \"bfcf4477-d7c1-4291-a3d8-e111ab7fc76f\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 1.95}}, {\"36625\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-02-20 23:27:15.000000+00:00\", \"2020-01-18 05:30:30.000000+00:00\", \"2020-10-14 12:39:24.000000+00:00\"], \"session_ids\": [\"1086798c-ac14-45ee-972a-50f4302abd4b\", \"2a1b7d92-39e5-4fb8-a16c-33ba679473f4\", \"67be1ed2-16bb-43b8-ae54-61063e4966a8\"], \"total_duration\": 75.0, \"total_sessions\": 3, \"mean_week_duration\": 0.682}}, {\"41006\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-11 00:17:08.000000+00:00\", \"2020-09-14 03:48:17.000000+00:00\", \"2022-01-27 15:07:11.000000+00:00\"], \"session_ids\": [\"b55e38c3-8eff-4a5b-8939-e2f5d23480f7\", \"c81a38a2-ce05-4317-8ef4-55834bf47d68\", \"7ff8b6db-93f7-431e-ab8a-4c95243a44ba\"], \"total_duration\": 797.0, \"total_sessions\": 3, \"mean_week_duration\": 6.812}}, {\"84096\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-05 19:46:07.000000+00:00\", \"2019-12-16 16:21:30.000000+00:00\", \"2020-07-06 23:10:40.000000+00:00\", \"2023-06-07 10:51:22.000000+00:00\"], \"session_ids\": [\"1707fd5c-e716-4c07-a3b3-09e25187361c\", \"81819658-7ee1-4605-bce3-7847c8f0f41a\", \"cb9ed7bc-1a26-4be6-becc-7d6ec352c560\", \"d5f49879-96b8-407f-b1c9-58061b4023e2\"], \"total_duration\": 1987.0, \"total_sessions\": 4, \"mean_week_duration\": 9.285}}, {\"97921\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-09-11 12:41:00.000000+00:00\", \"2023-05-29 12:10:28.000000+00:00\", \"2021-10-23 09:35:43.000000+00:00\", \"2022-01-27 03:23:48.000000+00:00\"], \"session_ids\": [\"fcb80f0c-00f9-42c3-9cca-5b704581b425\", \"e50de7ff-3b54-49bf-9215-24822569ef0a\", \"fa2148bd-137f-4ac8-aeb9-136c942573a9\", \"e782b835-9cf9-4886-8b7c-c756b969bbd1\"], \"total_duration\": 261.0, \"total_sessions\": 4, \"mean_week_duration\": 1.345}}, {\"99739\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-02-20 03:51:28.000000+00:00\", \"2022-02-12 23:45:29.000000+00:00\", \"2022-05-30 05:21:55.000000+00:00\", \"2022-12-01 17:39:17.000000+00:00\"], \"session_ids\": [\"1a33c46d-2ce1-4d5d-bc95-074981ae762c\", \"85250b6e-fc64-4301-9b2d-5e1e8532d911\", \"feb5f34d-00ac-4f8f-9827-dc75d1c9ce37\", \"00e09f58-5841-457b-b8a3-9df7dc2a0cb5\"], \"total_duration\": 55.0, \"total_sessions\": 4, \"mean_week_duration\": 0.278}}, {\"61551\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-06-12 12:31:19.000000+00:00\", \"2020-06-05 14:22:30.000000+00:00\", \"2019-10-26 06:07:34.000000+00:00\", \"2023-02-15 16:22:43.000000+00:00\", \"2020-03-20 21:25:54.000000+00:00\"], \"session_ids\": [\"43b10c5d-93b4-4bda-b55f-00d6eb5a8f6b\", \"ef778a5c-773b-43fd-aac9-1d14ab7d4e53\", \"56810289-b026-4bd6-8ff8-34ab0ed0cd5a\", \"3e0abbd0-3c0f-4990-8b29-51f1e2a7d2e5\", \"0ea5c2ea-c3ca-4860-b5cf-f4765c9399e8\"], \"total_duration\": 2378.0, \"total_sessions\": 5, \"mean_week_duration\": 13.746}}, {\"93133\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 5, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-07-16 07:39:18.000000+00:00\", \"2023-05-19 22:45:37.000000+00:00\", \"2019-12-29 04:45:25.000000+00:00\", \"2023-02-08 10:33:10.000000+00:00\", \"2019-11-30 15:08:40.000000+00:00\", \"2022-10-05 06:35:23.000000+00:00\", \"2021-12-13 01:41:10.000000+00:00\"], \"session_ids\": [\"25fcc9e6-13a4-498f-a1d2-d0002e241633\", \"7d5cd6a6-ee87-4c45-a8be-669ee7b827b1\", \"d89725bf-c965-4128-a68a-2f116f0640b0\", \"95556dd8-a9c6-46b2-a8ab-b510ea3a413e\", \"8a2324c8-2af6-48f6-9e35-d2b80fa441a5\", \"4fef8ead-21d9-40d5-b258-8dd7e13c1701\", \"9f498d33-8a2a-4141-9aba-477b1da36537\"], \"total_duration\": 389.0, \"total_sessions\": 7, \"mean_week_duration\": 2.149}}, {\"58329\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-02-15 16:38:29.000000+00:00\", \"2020-11-24 11:43:01.000000+00:00\", \"2021-01-14 11:02:28.000000+00:00\", \"2021-03-17 20:08:26.000000+00:00\", \"2021-12-13 03:31:22.000000+00:00\", \"2022-01-17 05:03:07.000000+00:00\", \"2020-05-05 17:53:11.000000+00:00\", \"2020-12-27 17:08:19.000000+00:00\", \"2021-03-26 00:51:14.000000+00:00\", \"2019-03-15 14:37:44.000000+00:00\"], \"session_ids\": [\"9b4cdab6-fead-4d4d-b4fe-4670f1699e52\", \"9fe47952-c363-47c8-a911-e5c4c2f8a6fe\", \"b586f3dc-3421-4958-9d21-a6531b32c272\", \"51a70d93-1d05-4e4a-8ae3-3f80f4fb0dfa\", \"44e87862-dd32-408c-af50-f3f02a33e339\", \"3e607010-3da7-469f-ae43-e8083ec5afa3\", \"b8952a1b-9cd1-4499-b7ad-9fae4004d657\", \"704a0695-f208-42e1-abcf-a088940001e5\", \"1a751aee-4a34-4811-85fd-e6bf837c66d8\", \"e5960ad6-2ecd-47b9-9f98-f5e2d678151f\"], \"total_duration\": 20932.0, \"total_sessions\": 10, \"mean_week_duration\": 136.81}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 7 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"75878\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-18 10:19:01.000000+00:00\", \"2021-02-24 13:16:17.000000+00:00\"], \"session_ids\": [\"034da1d8-628d-4880-92a3-25e7eeb3bada\", \"ba2784ac-9053-42c1-a998-bff7c62ccad0\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 3.639}}, {\"61170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-19 12:55:13.000000+00:00\", \"2020-04-19 20:47:54.000000+00:00\"], \"session_ids\": [\"e69da3d6-2489-4e2b-b6cb-d94f87269a31\", \"bfcf4477-d7c1-4291-a3d8-e111ab7fc76f\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 1.95}}, {\"36625\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-02-20 23:27:15.000000+00:00\", \"2020-01-18 05:30:30.000000+00:00\", \"2020-10-14 12:39:24.000000+00:00\"], \"session_ids\": [\"1086798c-ac14-45ee-972a-50f4302abd4b\", \"2a1b7d92-39e5-4fb8-a16c-33ba679473f4\", \"67be1ed2-16bb-43b8-ae54-61063e4966a8\"], \"total_duration\": 75.0, \"total_sessions\": 3, \"mean_week_duration\": 0.682}}, {\"41006\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-11 00:17:08.000000+00:00\", \"2020-09-14 03:48:17.000000+00:00\", \"2022-01-27 15:07:11.000000+00:00\"], \"session_ids\": [\"b55e38c3-8eff-4a5b-8939-e2f5d23480f7\", \"c81a38a2-ce05-4317-8ef4-55834bf47d68\", \"7ff8b6db-93f7-431e-ab8a-4c95243a44ba\"], \"total_duration\": 797.0, \"total_sessions\": 3, \"mean_week_duration\": 6.812}}, {\"84096\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-05 19:46:07.000000+00:00\", \"2019-12-16 16:21:30.000000+00:00\", \"2020-07-06 23:10:40.000000+00:00\", \"2023-06-07 10:51:22.000000+00:00\"], \"session_ids\": [\"1707fd5c-e716-4c07-a3b3-09e25187361c\", \"81819658-7ee1-4605-bce3-7847c8f0f41a\", \"cb9ed7bc-1a26-4be6-becc-7d6ec352c560\", \"d5f49879-96b8-407f-b1c9-58061b4023e2\"], \"total_duration\": 1987.0, \"total_sessions\": 4, \"mean_week_duration\": 9.285}}, {\"97921\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-09-11 12:41:00.000000+00:00\", \"2023-05-29 12:10:28.000000+00:00\", \"2021-10-23 09:35:43.000000+00:00\", \"2022-01-27 03:23:48.000000+00:00\"], \"session_ids\": [\"fcb80f0c-00f9-42c3-9cca-5b704581b425\", \"e50de7ff-3b54-49bf-9215-24822569ef0a\", \"fa2148bd-137f-4ac8-aeb9-136c942573a9\", \"e782b835-9cf9-4886-8b7c-c756b969bbd1\"], \"total_duration\": 261.0, \"total_sessions\": 4, \"mean_week_duration\": 1.345}}, {\"99739\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-02-20 03:51:28.000000+00:00\", \"2022-02-12 23:45:29.000000+00:00\", \"2022-05-30 05:21:55.000000+00:00\", \"2022-12-01 17:39:17.000000+00:00\"], \"session_ids\": [\"1a33c46d-2ce1-4d5d-bc95-074981ae762c\", \"85250b6e-fc64-4301-9b2d-5e1e8532d911\", \"feb5f34d-00ac-4f8f-9827-dc75d1c9ce37\", \"00e09f58-5841-457b-b8a3-9df7dc2a0cb5\"], \"total_duration\": 55.0, \"total_sessions\": 4, \"mean_week_duration\": 0.278}}]\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[{\"75878\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-06-18 10:19:01.000000+00:00\", \"2021-02-24 13:16:17.000000+00:00\"], \"session_ids\": [\"034da1d8-628d-4880-92a3-25e7eeb3bada\", \"ba2784ac-9053-42c1-a998-bff7c62ccad0\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 3.639}}, {\"61170\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-19 12:55:13.000000+00:00\", \"2020-04-19 20:47:54.000000+00:00\"], \"session_ids\": [\"e69da3d6-2489-4e2b-b6cb-d94f87269a31\", \"bfcf4477-d7c1-4291-a3d8-e111ab7fc76f\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 1.95}}, {\"36625\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-02-20 23:27:15.000000+00:00\", \"2020-01-18 05:30:30.000000+00:00\", \"2020-10-14 12:39:24.000000+00:00\"], \"session_ids\": [\"1086798c-ac14-45ee-972a-50f4302abd4b\", \"2a1b7d92-39e5-4fb8-a16c-33ba679473f4\", \"67be1ed2-16bb-43b8-ae54-61063e4966a8\"], \"total_duration\": 75.0, \"total_sessions\": 3, \"mean_week_duration\": 0.682}}, {\"41006\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-11 00:17:08.000000+00:00\", \"2020-09-14 03:48:17.000000+00:00\", \"2022-01-27 15:07:11.000000+00:00\"], \"session_ids\": [\"b55e38c3-8eff-4a5b-8939-e2f5d23480f7\", \"c81a38a2-ce05-4317-8ef4-55834bf47d68\", \"7ff8b6db-93f7-431e-ab8a-4c95243a44ba\"], \"total_duration\": 797.0, \"total_sessions\": 3, \"mean_week_duration\": 6.812}}, {\"84096\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-05 19:46:07.000000+00:00\", \"2019-12-16 16:21:30.000000+00:00\", \"2020-07-06 23:10:40.000000+00:00\", \"2023-06-07 10:51:22.000000+00:00\"], \"session_ids\": [\"1707fd5c-e716-4c07-a3b3-09e25187361c\", \"81819658-7ee1-4605-bce3-7847c8f0f41a\", \"cb9ed7bc-1a26-4be6-becc-7d6ec352c560\", \"d5f49879-96b8-407f-b1c9-58061b4023e2\"], \"total_duration\": 1987.0, \"total_sessions\": 4, \"mean_week_duration\": 9.285}}, {\"97921\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-09-11 12:41:00.000000+00:00\", \"2023-05-29 12:10:28.000000+00:00\", \"2021-10-23 09:35:43.000000+00:00\", \"2022-01-27 03:23:48.000000+00:00\"], \"session_ids\": [\"fcb80f0c-00f9-42c3-9cca-5b704581b425\", \"e50de7ff-3b54-49bf-9215-24822569ef0a\", \"fa2148bd-137f-4ac8-aeb9-136c942573a9\", \"e782b835-9cf9-4886-8b7c-c756b969bbd1\"], \"total_duration\": 261.0, \"total_sessions\": 4, \"mean_week_duration\": 1.345}}, {\"99739\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-02-20 03:51:28.000000+00:00\", \"2022-02-12 23:45:29.000000+00:00\", \"2022-05-30 05:21:55.000000+00:00\", \"2022-12-01 17:39:17.000000+00:00\"], \"session_ids\": [\"1a33c46d-2ce1-4d5d-bc95-074981ae762c\", \"85250b6e-fc64-4301-9b2d-5e1e8532d911\", \"feb5f34d-00ac-4f8f-9827-dc75d1c9ce37\", \"00e09f58-5841-457b-b8a3-9df7dc2a0cb5\"], \"total_duration\": 55.0, \"total_sessions\": 4, \"mean_week_duration\": 0.278}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 4 users whose total duration is strictly less than 4037 and greater than 1275 in addition do sorting by name of the city from the smallest to the largest." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"23837\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-01-04 21:08:54.000000+00:00\", \"2021-08-21 06:06:34.000000+00:00\"], \"session_ids\": [\"cbbf8436-c9ba-415b-aa0f-bbf3e2327751\", \"0a7e508b-38ff-41d9-bf48-795277e8d64d\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}, \"22517\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-11-02 08:43:21.000000+00:00\", \"2019-07-28 17:02:05.000000+00:00\", \"2022-07-16 02:45:33.000000+00:00\"], \"session_ids\": [\"c74b60d7-ca56-4604-aa2f-c8b842cdb19f\", \"1789df0c-1437-468d-94c0-3ec62b9fd616\", \"fe96d871-acb5-46cb-8f44-2ad2712b050c\"], \"total_duration\": 397.0, \"total_sessions\": 3, \"mean_week_duration\": 2.561}, \"73299\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-10-31 00:16:32.000000+00:00\", \"2019-08-24 21:35:49.000000+00:00\", \"2019-10-17 03:41:52.000000+00:00\", \"2020-07-13 17:00:13.000000+00:00\", \"2019-01-16 19:58:31.000000+00:00\"], \"session_ids\": [\"4dad6f57-d871-4d96-a156-f4828d0713b3\", \"034f4c14-f9f7-405c-b3e7-1ec80c4b6341\", \"1a734732-9f4e-462f-906c-c4e621e6a71e\", \"5fa87434-3825-4661-ad57-3a6f2b692908\", \"dd2d5f63-afcb-4dcd-aa08-0178bf0f8956\"], \"total_duration\": 2602.0, \"total_sessions\": 5, \"mean_week_duration\": 27.681}, \"52225\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-13 15:00:58.000000+00:00\", \"2022-05-28 10:58:57.000000+00:00\"], \"session_ids\": [\"4dbffc89-6e1c-4948-b27d-ed3a49e73c04\", \"b80e2a7a-5c52-4ee9-a74d-81afed78f64f\"], \"total_duration\": 315.0, \"total_sessions\": 2, \"mean_week_duration\": 2.234}, \"75976\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-07-21 06:18:33.000000+00:00\", \"2023-02-27 08:20:05.000000+00:00\"], \"session_ids\": [\"9b3bde8f-6777-45d9-99d9-f83bef60a1f3\", \"a81aef2a-6947-4439-8609-771443aa4489\"], \"total_duration\": 66.0, \"total_sessions\": 2, \"mean_week_duration\": 0.349}, \"27343\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-20 06:02:54.000000+00:00\", \"2019-06-09 13:38:06.000000+00:00\", \"2022-03-28 22:18:32.000000+00:00\", \"2019-11-01 02:01:49.000000+00:00\"], \"session_ids\": [\"5a06c438-3736-4af3-b71e-02d48faddfe2\", \"8a017bfb-543f-4c69-950f-0a8a77008fef\", \"6628941c-c411-43ae-8aa0-4593868f935a\", \"35345229-97e7-4761-a6dc-0632e5fd0add\"], \"total_duration\": 1646.0, \"total_sessions\": 4, \"mean_week_duration\": 11.197}, \"80885\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-10-08 10:56:44.000000+00:00\", \"2020-12-01 04:13:30.000000+00:00\", \"2021-06-20 14:46:24.000000+00:00\", \"2021-12-22 12:06:38.000000+00:00\", \"2021-09-05 17:14:46.000000+00:00\", \"2023-06-23 10:01:07.000000+00:00\", \"2022-01-24 21:58:06.000000+00:00\", \"2023-04-22 13:03:05.000000+00:00\", \"2021-12-22 06:04:50.000000+00:00\", \"2019-12-06 23:24:10.000000+00:00\", \"2020-05-18 08:38:55.000000+00:00\"], \"session_ids\": [\"9fabfccd-94ce-4ce4-ad76-8eb5cd5c32c6\", \"6518ca11-ff23-409c-bf82-b1b781036bdf\", \"845ddf39-f394-4422-8e02-27ce7d598c1a\", \"6fea824e-093e-4ece-82cd-8fc9f6b6b37d\", \"534f8b41-7cfd-4680-b8a2-1115157582d5\", \"ce8096e1-6dad-4e9f-afe6-830633bc2c85\", \"c5ce618a-d622-43a6-bf4a-994735af0626\", \"7f7e784e-4600-45e6-9a8e-a383a3be6d6e\", \"61b35dbb-4293-4e3d-84a6-f87e9fd1c96e\", \"9231605b-ac34-4a3f-8922-638a3df0a661\", \"a04da3c1-3515-4854-ad60-dc4ab2649573\"], \"total_duration\": 12140.0, \"total_sessions\": 11, \"mean_week_duration\": 62.577}, \"60780\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-08-11 06:32:48.000000+00:00\", \"2019-01-12 06:28:27.000000+00:00\", \"2019-03-09 06:37:38.000000+00:00\", \"2022-05-14 20:29:49.000000+00:00\", \"2022-12-21 13:38:40.000000+00:00\", \"2022-03-30 01:13:44.000000+00:00\", \"2022-04-20 19:17:17.000000+00:00\", \"2019-10-20 02:29:38.000000+00:00\", \"2020-05-30 15:37:57.000000+00:00\", \"2022-06-09 21:56:19.000000+00:00\", \"2022-10-09 09:29:09.000000+00:00\"], \"session_ids\": [\"4f003337-415f-47a4-8563-62e5fb1f21be\", \"7ea68ef8-ac0f-476f-a0d7-568ede45db61\", \"c2fdc222-b4ab-4387-8bb5-d464878ea0f3\", \"9a3610ae-1b61-40c0-8169-ef1346c53637\", \"c2123118-3d31-498d-a5ad-99157693aac0\", \"55917f2a-64c4-467c-858c-0bcac7ca0245\", \"f13c2ac8-c1e1-43e7-94a1-dd6bac6330c6\", \"260981cd-e19f-4e2c-9301-3c14e45e068e\", \"bff2e8d5-e21c-4844-8f15-f123f5407d9b\", \"c2fdb542-a3dd-4f06-a2ba-fc80ccc968e6\", \"6b33c687-05ad-4c0b-ada5-a9f68b789d40\"], \"total_duration\": 896.0, \"total_sessions\": 11, \"mean_week_duration\": 4.35}, \"51864\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-09-04 17:23:36.000000+00:00\", \"2022-12-06 07:57:01.000000+00:00\"], \"session_ids\": [\"7b48c6d7-7494-4e26-ac11-5468006fdf16\", \"bed8468c-a45b-44b8-a188-f478d2bda2b5\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.088}, \"3206\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2023-06-21 11:15:40.000000+00:00\", \"2021-09-18 09:50:50.000000+00:00\", \"2020-01-05 11:36:57.000000+00:00\", \"2020-06-19 11:18:42.000000+00:00\"], \"session_ids\": [\"0a7e7f1b-6de3-4442-9acd-2a81566c7953\", \"0f9ea2b0-4ca9-4d95-a0d8-da3619c9ee87\", \"c8a4c4f1-31df-46b1-97d9-44c4963db747\", \"ed551958-d0ef-4210-9d60-89d646a4c093\"], \"total_duration\": 340.0, \"total_sessions\": 4, \"mean_week_duration\": 1.878}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 1275 and are less than 4037" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1275, 4037]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"73299\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-10-31 00:16:32.000000+00:00\", \"2019-08-24 21:35:49.000000+00:00\", \"2019-10-17 03:41:52.000000+00:00\", \"2020-07-13 17:00:13.000000+00:00\", \"2019-01-16 19:58:31.000000+00:00\"], \"session_ids\": [\"4dad6f57-d871-4d96-a156-f4828d0713b3\", \"034f4c14-f9f7-405c-b3e7-1ec80c4b6341\", \"1a734732-9f4e-462f-906c-c4e621e6a71e\", \"5fa87434-3825-4661-ad57-3a6f2b692908\", \"dd2d5f63-afcb-4dcd-aa08-0178bf0f8956\"], \"total_duration\": 2602.0, \"total_sessions\": 5, \"mean_week_duration\": 27.681}, \"27343\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-20 06:02:54.000000+00:00\", \"2019-06-09 13:38:06.000000+00:00\", \"2022-03-28 22:18:32.000000+00:00\", \"2019-11-01 02:01:49.000000+00:00\"], \"session_ids\": [\"5a06c438-3736-4af3-b71e-02d48faddfe2\", \"8a017bfb-543f-4c69-950f-0a8a77008fef\", \"6628941c-c411-43ae-8aa0-4593868f935a\", \"35345229-97e7-4761-a6dc-0632e5fd0add\"], \"total_duration\": 1646.0, \"total_sessions\": 4, \"mean_week_duration\": 11.197}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"27343\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-20 06:02:54.000000+00:00\", \"2019-06-09 13:38:06.000000+00:00\", \"2022-03-28 22:18:32.000000+00:00\", \"2019-11-01 02:01:49.000000+00:00\"], \"session_ids\": [\"5a06c438-3736-4af3-b71e-02d48faddfe2\", \"8a017bfb-543f-4c69-950f-0a8a77008fef\", \"6628941c-c411-43ae-8aa0-4593868f935a\", \"35345229-97e7-4761-a6dc-0632e5fd0add\"], \"total_duration\": 1646.0, \"total_sessions\": 4, \"mean_week_duration\": 11.197}}, {\"73299\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-10-31 00:16:32.000000+00:00\", \"2019-08-24 21:35:49.000000+00:00\", \"2019-10-17 03:41:52.000000+00:00\", \"2020-07-13 17:00:13.000000+00:00\", \"2019-01-16 19:58:31.000000+00:00\"], \"session_ids\": [\"4dad6f57-d871-4d96-a156-f4828d0713b3\", \"034f4c14-f9f7-405c-b3e7-1ec80c4b6341\", \"1a734732-9f4e-462f-906c-c4e621e6a71e\", \"5fa87434-3825-4661-ad57-3a6f2b692908\", \"dd2d5f63-afcb-4dcd-aa08-0178bf0f8956\"], \"total_duration\": 2602.0, \"total_sessions\": 5, \"mean_week_duration\": 27.681}}]\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[{\"27343\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-20 06:02:54.000000+00:00\", \"2019-06-09 13:38:06.000000+00:00\", \"2022-03-28 22:18:32.000000+00:00\", \"2019-11-01 02:01:49.000000+00:00\"], \"session_ids\": [\"5a06c438-3736-4af3-b71e-02d48faddfe2\", \"8a017bfb-543f-4c69-950f-0a8a77008fef\", \"6628941c-c411-43ae-8aa0-4593868f935a\", \"35345229-97e7-4761-a6dc-0632e5fd0add\"], \"total_duration\": 1646.0, \"total_sessions\": 4, \"mean_week_duration\": 11.197}}, {\"73299\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-10-31 00:16:32.000000+00:00\", \"2019-08-24 21:35:49.000000+00:00\", \"2019-10-17 03:41:52.000000+00:00\", \"2020-07-13 17:00:13.000000+00:00\", \"2019-01-16 19:58:31.000000+00:00\"], \"session_ids\": [\"4dad6f57-d871-4d96-a156-f4828d0713b3\", \"034f4c14-f9f7-405c-b3e7-1ec80c4b6341\", \"1a734732-9f4e-462f-906c-c4e621e6a71e\", \"5fa87434-3825-4661-ad57-3a6f2b692908\", \"dd2d5f63-afcb-4dcd-aa08-0178bf0f8956\"], \"total_duration\": 2602.0, \"total_sessions\": 5, \"mean_week_duration\": 27.681}}]\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[{\"27343\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-02-20 06:02:54.000000+00:00\", \"2019-06-09 13:38:06.000000+00:00\", \"2022-03-28 22:18:32.000000+00:00\", \"2019-11-01 02:01:49.000000+00:00\"], \"session_ids\": [\"5a06c438-3736-4af3-b71e-02d48faddfe2\", \"8a017bfb-543f-4c69-950f-0a8a77008fef\", \"6628941c-c411-43ae-8aa0-4593868f935a\", \"35345229-97e7-4761-a6dc-0632e5fd0add\"], \"total_duration\": 1646.0, \"total_sessions\": 4, \"mean_week_duration\": 11.197}}, {\"73299\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-10-31 00:16:32.000000+00:00\", \"2019-08-24 21:35:49.000000+00:00\", \"2019-10-17 03:41:52.000000+00:00\", \"2020-07-13 17:00:13.000000+00:00\", \"2019-01-16 19:58:31.000000+00:00\"], \"session_ids\": [\"4dad6f57-d871-4d96-a156-f4828d0713b3\", \"034f4c14-f9f7-405c-b3e7-1ec80c4b6341\", \"1a734732-9f4e-462f-906c-c4e621e6a71e\", \"5fa87434-3825-4661-ad57-3a6f2b692908\", \"dd2d5f63-afcb-4dcd-aa08-0178bf0f8956\"], \"total_duration\": 2602.0, \"total_sessions\": 5, \"mean_week_duration\": 27.681}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 8 users pieces of information who aren't living in cities Manila, Lisbon, Warsaw, San Juan, Paris, Tegucigalpa and in addition execute sorting by sum of duration of sessions per week form the highest value to the lowest value also display only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"96015\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-13 03:11:10.000000+00:00\", \"2020-10-12 09:46:19.000000+00:00\", \"2020-05-24 20:37:43.000000+00:00\", \"2021-11-06 19:28:01.000000+00:00\", \"2023-02-03 06:40:26.000000+00:00\"], \"session_ids\": [\"d98b20b0-0656-4e84-bf4d-a0d1fc72df1d\", \"04c1eba0-f6db-408a-a4c4-3593e113a01c\", \"a42964d0-13b7-409b-8604-1b3cb592ed32\", \"1197d52b-1612-4189-8720-c4d443dfe560\", \"b2501c86-a896-401f-8bf8-dd5a880b6d4a\"], \"total_duration\": 199.0, \"total_sessions\": 5, \"mean_week_duration\": 1.411}, \"9900\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-06-24 07:14:31.000000+00:00\", \"2023-05-28 14:47:44.000000+00:00\", \"2023-05-02 02:14:26.000000+00:00\"], \"session_ids\": [\"19747517-5e08-49b4-a824-cafe130a65da\", \"e27e735e-a01a-42bd-bab4-65a911fc047e\", \"16604742-335a-4851-bf30-bc0d0e939a8b\"], \"total_duration\": 814.0, \"total_sessions\": 3, \"mean_week_duration\": 3.971}, \"27906\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-10-25 17:32:43.000000+00:00\", \"2021-12-16 18:11:47.000000+00:00\", \"2023-02-25 19:53:57.000000+00:00\", \"2021-10-16 19:07:37.000000+00:00\", \"2023-06-21 08:45:31.000000+00:00\"], \"session_ids\": [\"4f879236-50f2-4e90-8629-740362ab159b\", \"1e368649-2858-4fbf-835a-57a6fbb9bf4c\", \"acb9b5ee-6da4-4f2a-93fe-06c68999d137\", \"cd5d0813-38eb-4c89-a18c-862d11486130\", \"d5bac414-bd82-40b1-8b99-8b75ea69a248\"], \"total_duration\": 55.0, \"total_sessions\": 5, \"mean_week_duration\": 0.288}, \"16781\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-06-21 02:52:55.000000+00:00\", \"2020-05-08 16:46:54.000000+00:00\"], \"session_ids\": [\"1246fc9d-9b9a-407e-9852-2b2fd8bacc74\", \"a06a94d9-db55-4645-a348-35dd1edd55cb\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 42.429}, \"16317\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-29 11:21:00.000000+00:00\", \"2022-04-19 03:23:19.000000+00:00\"], \"session_ids\": [\"0f98a8b6-fd86-49cd-b6b2-2aaf0521c5cc\", \"812ae0d0-2c79-4206-a24d-9fd5421ff824\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.804}, \"11967\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-09 23:59:53.000000+00:00\", \"2020-08-21 23:12:40.000000+00:00\", \"2020-02-13 15:25:19.000000+00:00\", \"2019-06-08 15:27:46.000000+00:00\", \"2020-03-03 02:44:26.000000+00:00\"], \"session_ids\": [\"b0146ff2-9ed0-43eb-8fd4-4deaf146c8dc\", \"f5a61368-c223-43c4-b8dd-bbabfba50ab1\", \"dc8756b0-f4db-47e2-8914-cc8915bbd648\", \"232772c7-a8ce-4718-a852-992cb2067366\", \"85ffd749-987e-46db-9bb9-596c7012469a\"], \"total_duration\": 210.0, \"total_sessions\": 5, \"mean_week_duration\": 3.333}, \"68193\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-05 20:19:23.000000+00:00\", \"2020-09-03 10:25:09.000000+00:00\", \"2021-03-28 06:51:54.000000+00:00\", \"2022-09-12 18:36:06.000000+00:00\"], \"session_ids\": [\"27487840-d7b6-454c-ac7b-f1a1837c6605\", \"1e872bd7-22bf-474d-b77e-9b36d0347236\", \"4bd3a1c3-bea7-4a45-a52f-c09202e22893\", \"bff4af82-f492-41be-bfb8-7b263437d23a\"], \"total_duration\": 50.0, \"total_sessions\": 4, \"mean_week_duration\": 0.347}, \"34592\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-17 15:55:13.000000+00:00\", \"2019-06-04 10:47:14.000000+00:00\"], \"session_ids\": [\"c417d8eb-749a-4a81-ab4d-beee82fd7953\", \"026b5f2a-0ab4-46e5-9586-ceb416b2a724\"], \"total_duration\": 266.0, \"total_sessions\": 2, \"mean_week_duration\": 2.956}, \"12769\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-22 11:54:41.000000+00:00\", \"2019-07-03 23:17:20.000000+00:00\"], \"session_ids\": [\"c4c912d9-be48-4195-8a32-5e88dac84982\", \"9ba93f5c-9d68-4a1d-8d99-9936c57565ad\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 0.71}, \"12628\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-29 02:20:02.000000+00:00\", \"2019-09-25 22:19:27.000000+00:00\", \"2022-02-04 23:45:13.000000+00:00\", \"2019-05-06 21:03:16.000000+00:00\"], \"session_ids\": [\"03fd1a85-7ca9-42c5-a661-5462ad9f1e82\", \"c66eac98-1955-4faf-822d-0e9e91ec7fbb\", \"5481c3c9-2bfe-4077-b41a-8278b4f7c55e\", \"73e45313-96e1-49ef-b1be-8e48fe272a64\"], \"total_duration\": 792.0, \"total_sessions\": 4, \"mean_week_duration\": 5.462}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are not Manila, Larebon, Warsaw, San Juan, Parare, Tegucigalpa" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\", \"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Manila\", \"Lisbon\", \"Warsaw\", \"San Juan\", \"Paris\", \"Tegucigalpa\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"96015\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-13 03:11:10.000000+00:00\", \"2020-10-12 09:46:19.000000+00:00\", \"2020-05-24 20:37:43.000000+00:00\", \"2021-11-06 19:28:01.000000+00:00\", \"2023-02-03 06:40:26.000000+00:00\"], \"session_ids\": [\"d98b20b0-0656-4e84-bf4d-a0d1fc72df1d\", \"04c1eba0-f6db-408a-a4c4-3593e113a01c\", \"a42964d0-13b7-409b-8604-1b3cb592ed32\", \"1197d52b-1612-4189-8720-c4d443dfe560\", \"b2501c86-a896-401f-8bf8-dd5a880b6d4a\"], \"total_duration\": 199.0, \"total_sessions\": 5, \"mean_week_duration\": 1.411}, \"9900\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-06-24 07:14:31.000000+00:00\", \"2023-05-28 14:47:44.000000+00:00\", \"2023-05-02 02:14:26.000000+00:00\"], \"session_ids\": [\"19747517-5e08-49b4-a824-cafe130a65da\", \"e27e735e-a01a-42bd-bab4-65a911fc047e\", \"16604742-335a-4851-bf30-bc0d0e939a8b\"], \"total_duration\": 814.0, \"total_sessions\": 3, \"mean_week_duration\": 3.971}, \"27906\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-10-25 17:32:43.000000+00:00\", \"2021-12-16 18:11:47.000000+00:00\", \"2023-02-25 19:53:57.000000+00:00\", \"2021-10-16 19:07:37.000000+00:00\", \"2023-06-21 08:45:31.000000+00:00\"], \"session_ids\": [\"4f879236-50f2-4e90-8629-740362ab159b\", \"1e368649-2858-4fbf-835a-57a6fbb9bf4c\", \"acb9b5ee-6da4-4f2a-93fe-06c68999d137\", \"cd5d0813-38eb-4c89-a18c-862d11486130\", \"d5bac414-bd82-40b1-8b99-8b75ea69a248\"], \"total_duration\": 55.0, \"total_sessions\": 5, \"mean_week_duration\": 0.288}, \"16781\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-06-21 02:52:55.000000+00:00\", \"2020-05-08 16:46:54.000000+00:00\"], \"session_ids\": [\"1246fc9d-9b9a-407e-9852-2b2fd8bacc74\", \"a06a94d9-db55-4645-a348-35dd1edd55cb\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 42.429}, \"16317\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-29 11:21:00.000000+00:00\", \"2022-04-19 03:23:19.000000+00:00\"], \"session_ids\": [\"0f98a8b6-fd86-49cd-b6b2-2aaf0521c5cc\", \"812ae0d0-2c79-4206-a24d-9fd5421ff824\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.804}, \"11967\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-09 23:59:53.000000+00:00\", \"2020-08-21 23:12:40.000000+00:00\", \"2020-02-13 15:25:19.000000+00:00\", \"2019-06-08 15:27:46.000000+00:00\", \"2020-03-03 02:44:26.000000+00:00\"], \"session_ids\": [\"b0146ff2-9ed0-43eb-8fd4-4deaf146c8dc\", \"f5a61368-c223-43c4-b8dd-bbabfba50ab1\", \"dc8756b0-f4db-47e2-8914-cc8915bbd648\", \"232772c7-a8ce-4718-a852-992cb2067366\", \"85ffd749-987e-46db-9bb9-596c7012469a\"], \"total_duration\": 210.0, \"total_sessions\": 5, \"mean_week_duration\": 3.333}, \"68193\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-05 20:19:23.000000+00:00\", \"2020-09-03 10:25:09.000000+00:00\", \"2021-03-28 06:51:54.000000+00:00\", \"2022-09-12 18:36:06.000000+00:00\"], \"session_ids\": [\"27487840-d7b6-454c-ac7b-f1a1837c6605\", \"1e872bd7-22bf-474d-b77e-9b36d0347236\", \"4bd3a1c3-bea7-4a45-a52f-c09202e22893\", \"bff4af82-f492-41be-bfb8-7b263437d23a\"], \"total_duration\": 50.0, \"total_sessions\": 4, \"mean_week_duration\": 0.347}, \"34592\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-17 15:55:13.000000+00:00\", \"2019-06-04 10:47:14.000000+00:00\"], \"session_ids\": [\"c417d8eb-749a-4a81-ab4d-beee82fd7953\", \"026b5f2a-0ab4-46e5-9586-ceb416b2a724\"], \"total_duration\": 266.0, \"total_sessions\": 2, \"mean_week_duration\": 2.956}, \"12769\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-22 11:54:41.000000+00:00\", \"2019-07-03 23:17:20.000000+00:00\"], \"session_ids\": [\"c4c912d9-be48-4195-8a32-5e88dac84982\", \"9ba93f5c-9d68-4a1d-8d99-9936c57565ad\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 0.71}, \"12628\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-29 02:20:02.000000+00:00\", \"2019-09-25 22:19:27.000000+00:00\", \"2022-02-04 23:45:13.000000+00:00\", \"2019-05-06 21:03:16.000000+00:00\"], \"session_ids\": [\"03fd1a85-7ca9-42c5-a661-5462ad9f1e82\", \"c66eac98-1955-4faf-822d-0e9e91ec7fbb\", \"5481c3c9-2bfe-4077-b41a-8278b4f7c55e\", \"73e45313-96e1-49ef-b1be-8e48fe272a64\"], \"total_duration\": 792.0, \"total_sessions\": 4, \"mean_week_duration\": 5.462}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute." }, { "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[{\"16781\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-06-21 02:52:55.000000+00:00\", \"2020-05-08 16:46:54.000000+00:00\"], \"session_ids\": [\"1246fc9d-9b9a-407e-9852-2b2fd8bacc74\", \"a06a94d9-db55-4645-a348-35dd1edd55cb\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 42.429}}, {\"12628\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-29 02:20:02.000000+00:00\", \"2019-09-25 22:19:27.000000+00:00\", \"2022-02-04 23:45:13.000000+00:00\", \"2019-05-06 21:03:16.000000+00:00\"], \"session_ids\": [\"03fd1a85-7ca9-42c5-a661-5462ad9f1e82\", \"c66eac98-1955-4faf-822d-0e9e91ec7fbb\", \"5481c3c9-2bfe-4077-b41a-8278b4f7c55e\", \"73e45313-96e1-49ef-b1be-8e48fe272a64\"], \"total_duration\": 792.0, \"total_sessions\": 4, \"mean_week_duration\": 5.462}}, {\"9900\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-06-24 07:14:31.000000+00:00\", \"2023-05-28 14:47:44.000000+00:00\", \"2023-05-02 02:14:26.000000+00:00\"], \"session_ids\": [\"19747517-5e08-49b4-a824-cafe130a65da\", \"e27e735e-a01a-42bd-bab4-65a911fc047e\", \"16604742-335a-4851-bf30-bc0d0e939a8b\"], \"total_duration\": 814.0, \"total_sessions\": 3, \"mean_week_duration\": 3.971}}, {\"11967\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-09 23:59:53.000000+00:00\", \"2020-08-21 23:12:40.000000+00:00\", \"2020-02-13 15:25:19.000000+00:00\", \"2019-06-08 15:27:46.000000+00:00\", \"2020-03-03 02:44:26.000000+00:00\"], \"session_ids\": [\"b0146ff2-9ed0-43eb-8fd4-4deaf146c8dc\", \"f5a61368-c223-43c4-b8dd-bbabfba50ab1\", \"dc8756b0-f4db-47e2-8914-cc8915bbd648\", \"232772c7-a8ce-4718-a852-992cb2067366\", \"85ffd749-987e-46db-9bb9-596c7012469a\"], \"total_duration\": 210.0, \"total_sessions\": 5, \"mean_week_duration\": 3.333}}, {\"34592\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-17 15:55:13.000000+00:00\", \"2019-06-04 10:47:14.000000+00:00\"], \"session_ids\": [\"c417d8eb-749a-4a81-ab4d-beee82fd7953\", \"026b5f2a-0ab4-46e5-9586-ceb416b2a724\"], \"total_duration\": 266.0, \"total_sessions\": 2, \"mean_week_duration\": 2.956}}, {\"16317\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-04-29 11:21:00.000000+00:00\", \"2022-04-19 03:23:19.000000+00:00\"], \"session_ids\": [\"0f98a8b6-fd86-49cd-b6b2-2aaf0521c5cc\", \"812ae0d0-2c79-4206-a24d-9fd5421ff824\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.804}}, {\"96015\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-13 03:11:10.000000+00:00\", \"2020-10-12 09:46:19.000000+00:00\", \"2020-05-24 20:37:43.000000+00:00\", \"2021-11-06 19:28:01.000000+00:00\", \"2023-02-03 06:40:26.000000+00:00\"], \"session_ids\": [\"d98b20b0-0656-4e84-bf4d-a0d1fc72df1d\", \"04c1eba0-f6db-408a-a4c4-3593e113a01c\", \"a42964d0-13b7-409b-8604-1b3cb592ed32\", \"1197d52b-1612-4189-8720-c4d443dfe560\", \"b2501c86-a896-401f-8bf8-dd5a880b6d4a\"], \"total_duration\": 199.0, \"total_sessions\": 5, \"mean_week_duration\": 1.411}}, {\"12769\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-06-22 11:54:41.000000+00:00\", \"2019-07-03 23:17:20.000000+00:00\"], \"session_ids\": [\"c4c912d9-be48-4195-8a32-5e88dac84982\", \"9ba93f5c-9d68-4a1d-8d99-9936c57565ad\"], \"total_duration\": 110.0, \"total_sessions\": 2, \"mean_week_duration\": 0.71}}, {\"68193\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-06-05 20:19:23.000000+00:00\", \"2020-09-03 10:25:09.000000+00:00\", \"2021-03-28 06:51:54.000000+00:00\", \"2022-09-12 18:36:06.000000+00:00\"], \"session_ids\": [\"27487840-d7b6-454c-ac7b-f1a1837c6605\", \"1e872bd7-22bf-474d-b77e-9b36d0347236\", \"4bd3a1c3-bea7-4a45-a52f-c09202e22893\", \"bff4af82-f492-41be-bfb8-7b263437d23a\"], \"total_duration\": 50.0, \"total_sessions\": 4, \"mean_week_duration\": 0.347}}, {\"27906\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-10-25 17:32:43.000000+00:00\", \"2021-12-16 18:11:47.000000+00:00\", \"2023-02-25 19:53:57.000000+00:00\", \"2021-10-16 19:07:37.000000+00:00\", \"2023-06-21 08:45:31.000000+00:00\"], \"session_ids\": [\"4f879236-50f2-4e90-8629-740362ab159b\", \"1e368649-2858-4fbf-835a-57a6fbb9bf4c\", \"acb9b5ee-6da4-4f2a-93fe-06c68999d137\", \"cd5d0813-38eb-4c89-a18c-862d11486130\", \"d5bac414-bd82-40b1-8b99-8b75ea69a248\"], \"total_duration\": 55.0, \"total_sessions\": 5, \"mean_week_duration\": 0.288}}]\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[{\"16781\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-06-21 02:52:55.000000+00:00\", \"2020-05-08 16:46:54.000000+00:00\"], \"session_ids\": [\"1246fc9d-9b9a-407e-9852-2b2fd8bacc74\", \"a06a94d9-db55-4645-a348-35dd1edd55cb\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 42.429}}, {\"12628\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-29 02:20:02.000000+00:00\", \"2019-09-25 22:19:27.000000+00:00\", \"2022-02-04 23:45:13.000000+00:00\", \"2019-05-06 21:03:16.000000+00:00\"], \"session_ids\": [\"03fd1a85-7ca9-42c5-a661-5462ad9f1e82\", \"c66eac98-1955-4faf-822d-0e9e91ec7fbb\", \"5481c3c9-2bfe-4077-b41a-8278b4f7c55e\", \"73e45313-96e1-49ef-b1be-8e48fe272a64\"], \"total_duration\": 792.0, \"total_sessions\": 4, \"mean_week_duration\": 5.462}}, {\"9900\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-06-24 07:14:31.000000+00:00\", \"2023-05-28 14:47:44.000000+00:00\", \"2023-05-02 02:14:26.000000+00:00\"], \"session_ids\": [\"19747517-5e08-49b4-a824-cafe130a65da\", \"e27e735e-a01a-42bd-bab4-65a911fc047e\", \"16604742-335a-4851-bf30-bc0d0e939a8b\"], \"total_duration\": 814.0, \"total_sessions\": 3, \"mean_week_duration\": 3.971}}, {\"11967\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-09 23:59:53.000000+00:00\", \"2020-08-21 23:12:40.000000+00:00\", \"2020-02-13 15:25:19.000000+00:00\", \"2019-06-08 15:27:46.000000+00:00\", \"2020-03-03 02:44:26.000000+00:00\"], \"session_ids\": [\"b0146ff2-9ed0-43eb-8fd4-4deaf146c8dc\", \"f5a61368-c223-43c4-b8dd-bbabfba50ab1\", \"dc8756b0-f4db-47e2-8914-cc8915bbd648\", \"232772c7-a8ce-4718-a852-992cb2067366\", \"85ffd749-987e-46db-9bb9-596c7012469a\"], \"total_duration\": 210.0, \"total_sessions\": 5, \"mean_week_duration\": 3.333}}]\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[{\"16781\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-06-21 02:52:55.000000+00:00\", \"2020-05-08 16:46:54.000000+00:00\"], \"session_ids\": [\"1246fc9d-9b9a-407e-9852-2b2fd8bacc74\", \"a06a94d9-db55-4645-a348-35dd1edd55cb\"], \"total_duration\": 297.0, \"total_sessions\": 2, \"mean_week_duration\": 42.429}}, {\"12628\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-29 02:20:02.000000+00:00\", \"2019-09-25 22:19:27.000000+00:00\", \"2022-02-04 23:45:13.000000+00:00\", \"2019-05-06 21:03:16.000000+00:00\"], \"session_ids\": [\"03fd1a85-7ca9-42c5-a661-5462ad9f1e82\", \"c66eac98-1955-4faf-822d-0e9e91ec7fbb\", \"5481c3c9-2bfe-4077-b41a-8278b4f7c55e\", \"73e45313-96e1-49ef-b1be-8e48fe272a64\"], \"total_duration\": 792.0, \"total_sessions\": 4, \"mean_week_duration\": 5.462}}, {\"9900\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-06-24 07:14:31.000000+00:00\", \"2023-05-28 14:47:44.000000+00:00\", \"2023-05-02 02:14:26.000000+00:00\"], \"session_ids\": [\"19747517-5e08-49b4-a824-cafe130a65da\", \"e27e735e-a01a-42bd-bab4-65a911fc047e\", \"16604742-335a-4851-bf30-bc0d0e939a8b\"], \"total_duration\": 814.0, \"total_sessions\": 3, \"mean_week_duration\": 3.971}}, {\"11967\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-11-09 23:59:53.000000+00:00\", \"2020-08-21 23:12:40.000000+00:00\", \"2020-02-13 15:25:19.000000+00:00\", \"2019-06-08 15:27:46.000000+00:00\", \"2020-03-03 02:44:26.000000+00:00\"], \"session_ids\": [\"b0146ff2-9ed0-43eb-8fd4-4deaf146c8dc\", \"f5a61368-c223-43c4-b8dd-bbabfba50ab1\", \"dc8756b0-f4db-47e2-8914-cc8915bbd648\", \"232772c7-a8ce-4718-a852-992cb2067366\", \"85ffd749-987e-46db-9bb9-596c7012469a\"], \"total_duration\": 210.0, \"total_sessions\": 5, \"mean_week_duration\": 3.333}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about users whose total duration amount is strictly less than 3620 and greater than 1089 as well as carry out sorting by time using the app per week descendingly as well as display me only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"45346\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-10-09 13:36:22.000000+00:00\", \"2019-04-09 15:04:27.000000+00:00\"], \"session_ids\": [\"cc32840e-bc03-43c7-90c8-b6a3b82463dd\", \"7be1c21d-3940-4dab-a387-feda0591ebaa\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.654}, \"83983\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-10 01:20:20.000000+00:00\", \"2021-08-16 03:04:48.000000+00:00\", \"2021-03-24 11:04:59.000000+00:00\", \"2022-05-11 13:10:53.000000+00:00\", \"2020-04-21 11:45:19.000000+00:00\"], \"session_ids\": [\"dfed0ced-ee01-4927-a03a-871f16c05456\", \"8e27cb93-2136-4870-8c66-928e36b93964\", \"e62a709c-18b9-475e-a4c9-a3d8285a09e9\", \"f60e42b2-b31b-465f-ba30-253d23a3807c\", \"4bb61219-9446-493a-be96-84110f0488ab\"], \"total_duration\": 3454.0, \"total_sessions\": 5, \"mean_week_duration\": 31.981}, \"5517\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-03-14 21:45:16.000000+00:00\", \"2019-03-04 01:30:27.000000+00:00\"], \"session_ids\": [\"efe84ca9-c6c9-4871-9747-d7781e0e52bf\", \"7cad1f68-2328-4eaa-8177-356421191126\"], \"total_duration\": 416.0, \"total_sessions\": 2, \"mean_week_duration\": 3.925}, \"6630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-01-15 14:48:12.000000+00:00\", \"2020-05-16 10:32:26.000000+00:00\"], \"session_ids\": [\"a4247bfd-4a10-466b-ae38-5ad35877bd84\", \"9294154a-0d95-4061-90ff-52b3d46a7b0a\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 9.667}, \"21524\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-06-23 00:52:08.000000+00:00\", \"2021-04-27 05:32:07.000000+00:00\", \"2021-12-18 01:40:22.000000+00:00\", \"2021-10-26 17:07:52.000000+00:00\", \"2022-02-22 07:40:17.000000+00:00\"], \"session_ids\": [\"9d17a30d-58db-40c4-b3fb-c5167a1c1dd4\", \"4c7edfe6-1a3f-4989-b805-98efaada6d33\", \"38344b25-60f2-4306-a870-df659e13dc9b\", \"796c1354-bf2d-4f47-871f-856598f1ed75\", \"9b11cd0c-aa57-4270-8f26-9c248687a001\"], \"total_duration\": 1848.0, \"total_sessions\": 5, \"mean_week_duration\": 16.354}, \"95473\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-07-05 18:56:27.000000+00:00\", \"2023-01-01 20:40:52.000000+00:00\", \"2020-03-12 12:06:45.000000+00:00\", \"2022-12-30 12:22:21.000000+00:00\"], \"session_ids\": [\"efb4b9ed-45aa-41a2-92f8-67561267b293\", \"877c6bee-a1c7-4af4-9a89-fe9d0bfe846c\", \"1549b3ec-4549-4bcf-8360-a3dd0c0a1210\", \"8ca5c579-50b9-4614-a288-92b8d40c9002\"], \"total_duration\": 1167.0, \"total_sessions\": 4, \"mean_week_duration\": 7.939}, \"42205\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-04-23 21:28:12.000000+00:00\", \"2021-01-20 16:12:51.000000+00:00\", \"2021-10-14 17:32:36.000000+00:00\"], \"session_ids\": [\"a3e88995-0bfc-4c4e-a99d-4d55ec92c1d0\", \"cb283c36-2aaa-4fd1-b0ae-6115d48fb113\", \"531ac0c8-4080-4586-84c4-091f579d58d4\"], \"total_duration\": 795.0, \"total_sessions\": 3, \"mean_week_duration\": 6.115}, \"85665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-31 08:21:24.000000+00:00\", \"2023-04-07 11:00:37.000000+00:00\"], \"session_ids\": [\"768c7b5e-4ad1-4e0e-8eb7-c4d31f47cf50\", \"01c299d4-bd6a-4a89-9d2f-9ed92a55901d\"], \"total_duration\": 138.0, \"total_sessions\": 2, \"mean_week_duration\": 0.873}, \"54500\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-06-23 22:26:07.000000+00:00\", \"2021-09-20 17:08:32.000000+00:00\"], \"session_ids\": [\"569d9e55-8c7c-40dd-8555-08ba057494f0\", \"d768c058-cb94-4586-8d43-cd2589f48173\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.615}, \"6161\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-07-23 13:26:51.000000+00:00\", \"2019-06-09 18:00:07.000000+00:00\", \"2019-06-27 06:35:18.000000+00:00\"], \"session_ids\": [\"13fea023-028a-436b-8e27-86ef4679726b\", \"0e951d59-8eb6-4983-a219-17521c3fe147\", \"be26cbc0-8e0c-445d-9295-a6e1966cf32d\"], \"total_duration\": 373.0, \"total_sessions\": 3, \"mean_week_duration\": 3.36}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are equal or greater than 1089 and are less than 3620" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[1089, 3620]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83983\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-10 01:20:20.000000+00:00\", \"2021-08-16 03:04:48.000000+00:00\", \"2021-03-24 11:04:59.000000+00:00\", \"2022-05-11 13:10:53.000000+00:00\", \"2020-04-21 11:45:19.000000+00:00\"], \"session_ids\": [\"dfed0ced-ee01-4927-a03a-871f16c05456\", \"8e27cb93-2136-4870-8c66-928e36b93964\", \"e62a709c-18b9-475e-a4c9-a3d8285a09e9\", \"f60e42b2-b31b-465f-ba30-253d23a3807c\", \"4bb61219-9446-493a-be96-84110f0488ab\"], \"total_duration\": 3454.0, \"total_sessions\": 5, \"mean_week_duration\": 31.981}, \"21524\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-06-23 00:52:08.000000+00:00\", \"2021-04-27 05:32:07.000000+00:00\", \"2021-12-18 01:40:22.000000+00:00\", \"2021-10-26 17:07:52.000000+00:00\", \"2022-02-22 07:40:17.000000+00:00\"], \"session_ids\": [\"9d17a30d-58db-40c4-b3fb-c5167a1c1dd4\", \"4c7edfe6-1a3f-4989-b805-98efaada6d33\", \"38344b25-60f2-4306-a870-df659e13dc9b\", \"796c1354-bf2d-4f47-871f-856598f1ed75\", \"9b11cd0c-aa57-4270-8f26-9c248687a001\"], \"total_duration\": 1848.0, \"total_sessions\": 5, \"mean_week_duration\": 16.354}, \"95473\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-07-05 18:56:27.000000+00:00\", \"2023-01-01 20:40:52.000000+00:00\", \"2020-03-12 12:06:45.000000+00:00\", \"2022-12-30 12:22:21.000000+00:00\"], \"session_ids\": [\"efb4b9ed-45aa-41a2-92f8-67561267b293\", \"877c6bee-a1c7-4af4-9a89-fe9d0bfe846c\", \"1549b3ec-4549-4bcf-8360-a3dd0c0a1210\", \"8ca5c579-50b9-4614-a288-92b8d40c9002\"], \"total_duration\": 1167.0, \"total_sessions\": 4, \"mean_week_duration\": 7.939}}\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[{\"83983\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-10 01:20:20.000000+00:00\", \"2021-08-16 03:04:48.000000+00:00\", \"2021-03-24 11:04:59.000000+00:00\", \"2022-05-11 13:10:53.000000+00:00\", \"2020-04-21 11:45:19.000000+00:00\"], \"session_ids\": [\"dfed0ced-ee01-4927-a03a-871f16c05456\", \"8e27cb93-2136-4870-8c66-928e36b93964\", \"e62a709c-18b9-475e-a4c9-a3d8285a09e9\", \"f60e42b2-b31b-465f-ba30-253d23a3807c\", \"4bb61219-9446-493a-be96-84110f0488ab\"], \"total_duration\": 3454.0, \"total_sessions\": 5, \"mean_week_duration\": 31.981}}, {\"21524\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-06-23 00:52:08.000000+00:00\", \"2021-04-27 05:32:07.000000+00:00\", \"2021-12-18 01:40:22.000000+00:00\", \"2021-10-26 17:07:52.000000+00:00\", \"2022-02-22 07:40:17.000000+00:00\"], \"session_ids\": [\"9d17a30d-58db-40c4-b3fb-c5167a1c1dd4\", \"4c7edfe6-1a3f-4989-b805-98efaada6d33\", \"38344b25-60f2-4306-a870-df659e13dc9b\", \"796c1354-bf2d-4f47-871f-856598f1ed75\", \"9b11cd0c-aa57-4270-8f26-9c248687a001\"], \"total_duration\": 1848.0, \"total_sessions\": 5, \"mean_week_duration\": 16.354}}, {\"95473\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-07-05 18:56:27.000000+00:00\", \"2023-01-01 20:40:52.000000+00:00\", \"2020-03-12 12:06:45.000000+00:00\", \"2022-12-30 12:22:21.000000+00:00\"], \"session_ids\": [\"efb4b9ed-45aa-41a2-92f8-67561267b293\", \"877c6bee-a1c7-4af4-9a89-fe9d0bfe846c\", \"1549b3ec-4549-4bcf-8360-a3dd0c0a1210\", \"8ca5c579-50b9-4614-a288-92b8d40c9002\"], \"total_duration\": 1167.0, \"total_sessions\": 4, \"mean_week_duration\": 7.939}}]\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[{\"83983\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-10 01:20:20.000000+00:00\", \"2021-08-16 03:04:48.000000+00:00\", \"2021-03-24 11:04:59.000000+00:00\", \"2022-05-11 13:10:53.000000+00:00\", \"2020-04-21 11:45:19.000000+00:00\"], \"session_ids\": [\"dfed0ced-ee01-4927-a03a-871f16c05456\", \"8e27cb93-2136-4870-8c66-928e36b93964\", \"e62a709c-18b9-475e-a4c9-a3d8285a09e9\", \"f60e42b2-b31b-465f-ba30-253d23a3807c\", \"4bb61219-9446-493a-be96-84110f0488ab\"], \"total_duration\": 3454.0, \"total_sessions\": 5, \"mean_week_duration\": 31.981}}, {\"21524\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-06-23 00:52:08.000000+00:00\", \"2021-04-27 05:32:07.000000+00:00\", \"2021-12-18 01:40:22.000000+00:00\", \"2021-10-26 17:07:52.000000+00:00\", \"2022-02-22 07:40:17.000000+00:00\"], \"session_ids\": [\"9d17a30d-58db-40c4-b3fb-c5167a1c1dd4\", \"4c7edfe6-1a3f-4989-b805-98efaada6d33\", \"38344b25-60f2-4306-a870-df659e13dc9b\", \"796c1354-bf2d-4f47-871f-856598f1ed75\", \"9b11cd0c-aa57-4270-8f26-9c248687a001\"], \"total_duration\": 1848.0, \"total_sessions\": 5, \"mean_week_duration\": 16.354}}, {\"95473\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-07-05 18:56:27.000000+00:00\", \"2023-01-01 20:40:52.000000+00:00\", \"2020-03-12 12:06:45.000000+00:00\", \"2022-12-30 12:22:21.000000+00:00\"], \"session_ids\": [\"efb4b9ed-45aa-41a2-92f8-67561267b293\", \"877c6bee-a1c7-4af4-9a89-fe9d0bfe846c\", \"1549b3ec-4549-4bcf-8360-a3dd0c0a1210\", \"8ca5c579-50b9-4614-a288-92b8d40c9002\"], \"total_duration\": 1167.0, \"total_sessions\": 4, \"mean_week_duration\": 7.939}}]\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[{\"83983\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-10 01:20:20.000000+00:00\", \"2021-08-16 03:04:48.000000+00:00\", \"2021-03-24 11:04:59.000000+00:00\", \"2022-05-11 13:10:53.000000+00:00\", \"2020-04-21 11:45:19.000000+00:00\"], \"session_ids\": [\"dfed0ced-ee01-4927-a03a-871f16c05456\", \"8e27cb93-2136-4870-8c66-928e36b93964\", \"e62a709c-18b9-475e-a4c9-a3d8285a09e9\", \"f60e42b2-b31b-465f-ba30-253d23a3807c\", \"4bb61219-9446-493a-be96-84110f0488ab\"], \"total_duration\": 3454.0, \"total_sessions\": 5, \"mean_week_duration\": 31.981}}, {\"21524\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2023-06-23 00:52:08.000000+00:00\", \"2021-04-27 05:32:07.000000+00:00\", \"2021-12-18 01:40:22.000000+00:00\", \"2021-10-26 17:07:52.000000+00:00\", \"2022-02-22 07:40:17.000000+00:00\"], \"session_ids\": [\"9d17a30d-58db-40c4-b3fb-c5167a1c1dd4\", \"4c7edfe6-1a3f-4989-b805-98efaada6d33\", \"38344b25-60f2-4306-a870-df659e13dc9b\", \"796c1354-bf2d-4f47-871f-856598f1ed75\", \"9b11cd0c-aa57-4270-8f26-9c248687a001\"], \"total_duration\": 1848.0, \"total_sessions\": 5, \"mean_week_duration\": 16.354}}, {\"95473\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-07-05 18:56:27.000000+00:00\", \"2023-01-01 20:40:52.000000+00:00\", \"2020-03-12 12:06:45.000000+00:00\", \"2022-12-30 12:22:21.000000+00:00\"], \"session_ids\": [\"efb4b9ed-45aa-41a2-92f8-67561267b293\", \"877c6bee-a1c7-4af4-9a89-fe9d0bfe846c\", \"1549b3ec-4549-4bcf-8360-a3dd0c0a1210\", \"8ca5c579-50b9-4614-a288-92b8d40c9002\"], \"total_duration\": 1167.0, \"total_sessions\": 4, \"mean_week_duration\": 7.939}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show user to me whose total_sessions is smaller than 5 (not including) and in addition perform sorting by overall total sessions form the highest to the lowest additionaly keep only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"62451\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-12 16:27:29.000000+00:00\", \"2022-01-13 15:37:43.000000+00:00\", \"2022-09-02 03:56:52.000000+00:00\", \"2019-09-15 06:35:06.000000+00:00\", \"2020-03-14 12:21:40.000000+00:00\", \"2023-01-05 07:54:02.000000+00:00\"], \"session_ids\": [\"39576518-4aaa-4399-8f1b-4af4338afda0\", \"c97cd194-3544-4ec5-bf72-3ef0ca22470a\", \"872fb6d4-379a-4f73-891c-d482dd263791\", \"a7ea887e-08c8-483b-b446-cdfece523fcd\", \"42ff1db2-f876-4479-bf5c-c4150e55b825\", \"df9f373f-6420-43ce-9508-e63d0de072b2\"], \"total_duration\": 86.0, \"total_sessions\": 6, \"mean_week_duration\": 0.422}, \"17995\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-13 19:20:47.000000+00:00\", \"2022-12-13 15:32:05.000000+00:00\", \"2022-09-30 17:08:17.000000+00:00\", \"2020-10-21 18:07:11.000000+00:00\", \"2022-08-28 23:34:51.000000+00:00\", \"2023-05-08 02:45:42.000000+00:00\"], \"session_ids\": [\"b4a7a42c-b621-4aee-9509-02cd2d394220\", \"2cf3baf1-16af-40e0-8a91-e7467c777cb6\", \"649eb9d8-ca5f-412b-b3c0-eb95e1db6fe1\", \"e2f04f1d-7b89-42fe-b483-4948f8adf347\", \"7d03b041-a6ff-42e6-b2ad-9bf5f388ea45\", \"897c7d6a-c8d7-472d-bc6b-2764a6223038\"], \"total_duration\": 90.0, \"total_sessions\": 6, \"mean_week_duration\": 0.677}, \"13523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-05 21:45:56.000000+00:00\", \"2022-01-19 10:01:37.000000+00:00\", \"2023-01-22 20:16:00.000000+00:00\", \"2021-08-22 04:00:34.000000+00:00\"], \"session_ids\": [\"c2d49af1-b26b-4cc4-9750-2e4b7e399f99\", \"83ab1b9c-9974-4b5c-b9c1-2c71b1db93e7\", \"cdc0851b-7910-4183-bf35-0db6bf4b1ebb\", \"050788b3-d8d6-435c-bf26-13c78ab5871c\"], \"total_duration\": 985.0, \"total_sessions\": 4, \"mean_week_duration\": 13.311}, \"11579\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-10-28 12:27:37.000000+00:00\", \"2020-08-06 07:14:33.000000+00:00\", \"2020-02-06 13:07:42.000000+00:00\", \"2023-01-01 07:22:01.000000+00:00\", \"2020-03-21 21:18:10.000000+00:00\", \"2023-01-04 05:15:05.000000+00:00\", \"2021-05-01 00:45:19.000000+00:00\"], \"session_ids\": [\"e10f2bb8-a551-4e28-a289-84f5fa31e8d2\", \"203b58c9-092e-49ee-9c4d-c4f012fb7b1a\", \"705f9b7c-d923-4ab4-99ea-b28a82ff2e57\", \"5c169d03-5a3c-4c7e-bd67-a4d884b2f57d\", \"efd8d1f5-304d-4c7c-b406-1872c54aaf32\", \"04376490-0be5-4a32-85c0-93c256c16a8f\", \"febf583d-3dc8-4536-a80e-2eba09350436\"], \"total_duration\": 5501.0, \"total_sessions\": 7, \"mean_week_duration\": 36.191}, \"3222\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-03-20 10:09:01.000000+00:00\", \"2022-12-26 16:50:00.000000+00:00\", \"2023-03-04 07:02:43.000000+00:00\"], \"session_ids\": [\"09b121e1-6d17-4a68-bcfb-7f8c1d702a74\", \"ab757823-db64-4273-a3cc-7e218927f89e\", \"6aa99119-1694-4bd9-983f-7096c0742b51\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 3.28}, \"72097\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Berlin\", \"datetimes\": [\"2019-12-08 18:49:09.000000+00:00\", \"2021-11-29 12:55:52.000000+00:00\", \"2023-04-10 06:03:02.000000+00:00\", \"2020-01-01 04:21:15.000000+00:00\", \"2023-06-25 17:10:14.000000+00:00\", \"2019-11-24 11:55:59.000000+00:00\", \"2021-08-24 18:44:11.000000+00:00\", \"2020-06-23 22:26:28.000000+00:00\", \"2019-08-20 13:30:23.000000+00:00\", \"2020-12-21 05:30:04.000000+00:00\"], \"session_ids\": [\"d2c6075c-573e-404c-a42c-615bb38d7a18\", \"a8e32c05-4155-42c7-8c96-43bb52c84345\", \"09f3a421-972d-4561-be58-1c0dc00aa56a\", \"4a1ad3df-1bbf-4867-a5aa-b18fd0af0ae4\", \"6662dfa7-072e-4a66-8685-5f9c4c992a51\", \"1006a3c4-4415-4865-8272-8c9230c3648a\", \"c857a3cc-a558-4902-81af-9625487d6044\", \"8de359cd-937f-423b-b98a-5a32ba00b9cf\", \"fec92984-1ae9-49b8-8452-ff1c5c9ddfdf\", \"94343912-c5d7-478b-972c-c78f7ac47aec\"], \"total_duration\": 37707.0, \"total_sessions\": 10, \"mean_week_duration\": 187.597}, \"85900\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-26 03:53:27.000000+00:00\", \"2022-09-17 03:28:54.000000+00:00\"], \"session_ids\": [\"9e7120ef-d6c5-4515-b7d5-55a853c37abb\", \"a9e0995b-5f49-42a2-a494-366190fb5927\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 10.714}, \"58726\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-04-15 10:41:09.000000+00:00\", \"2019-05-16 11:16:22.000000+00:00\"], \"session_ids\": [\"9f57d722-8dd7-4fd9-834c-36d40058deef\", \"68204bf7-a057-4c5e-805d-22d7ceea5ebb\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.441}, \"77310\": {\"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\": \"Belize City\", \"datetimes\": [\"2022-09-21 04:59:09.000000+00:00\", \"2020-07-14 04:10:32.000000+00:00\"], \"session_ids\": [\"e4b2d4bd-776d-465c-a0ee-c50e28f9e291\", \"f6b0c3f1-fa95-42f9-ac57-575f1b516c2f\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 1.6}, \"4825\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-10 12:30:07.000000+00:00\", \"2019-06-04 18:41:08.000000+00:00\"], \"session_ids\": [\"2bb25baf-34c4-4e60-adaf-3a69abb715a8\", \"4208c549-2db5-4870-8671-7d667966c700\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 6.833}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are less than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\"]]}, \"all_values\": {\"total_sessions\": [[5, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-05 21:45:56.000000+00:00\", \"2022-01-19 10:01:37.000000+00:00\", \"2023-01-22 20:16:00.000000+00:00\", \"2021-08-22 04:00:34.000000+00:00\"], \"session_ids\": [\"c2d49af1-b26b-4cc4-9750-2e4b7e399f99\", \"83ab1b9c-9974-4b5c-b9c1-2c71b1db93e7\", \"cdc0851b-7910-4183-bf35-0db6bf4b1ebb\", \"050788b3-d8d6-435c-bf26-13c78ab5871c\"], \"total_duration\": 985.0, \"total_sessions\": 4, \"mean_week_duration\": 13.311}, \"3222\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-03-20 10:09:01.000000+00:00\", \"2022-12-26 16:50:00.000000+00:00\", \"2023-03-04 07:02:43.000000+00:00\"], \"session_ids\": [\"09b121e1-6d17-4a68-bcfb-7f8c1d702a74\", \"ab757823-db64-4273-a3cc-7e218927f89e\", \"6aa99119-1694-4bd9-983f-7096c0742b51\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 3.28}, \"85900\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-26 03:53:27.000000+00:00\", \"2022-09-17 03:28:54.000000+00:00\"], \"session_ids\": [\"9e7120ef-d6c5-4515-b7d5-55a853c37abb\", \"a9e0995b-5f49-42a2-a494-366190fb5927\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 10.714}, \"58726\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-04-15 10:41:09.000000+00:00\", \"2019-05-16 11:16:22.000000+00:00\"], \"session_ids\": [\"9f57d722-8dd7-4fd9-834c-36d40058deef\", \"68204bf7-a057-4c5e-805d-22d7ceea5ebb\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.441}, \"77310\": {\"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\": \"Belize City\", \"datetimes\": [\"2022-09-21 04:59:09.000000+00:00\", \"2020-07-14 04:10:32.000000+00:00\"], \"session_ids\": [\"e4b2d4bd-776d-465c-a0ee-c50e28f9e291\", \"f6b0c3f1-fa95-42f9-ac57-575f1b516c2f\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 1.6}, \"4825\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-10 12:30:07.000000+00:00\", \"2019-06-04 18:41:08.000000+00:00\"], \"session_ids\": [\"2bb25baf-34c4-4e60-adaf-3a69abb715a8\", \"4208c549-2db5-4870-8671-7d667966c700\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 6.833}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"13523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-05 21:45:56.000000+00:00\", \"2022-01-19 10:01:37.000000+00:00\", \"2023-01-22 20:16:00.000000+00:00\", \"2021-08-22 04:00:34.000000+00:00\"], \"session_ids\": [\"c2d49af1-b26b-4cc4-9750-2e4b7e399f99\", \"83ab1b9c-9974-4b5c-b9c1-2c71b1db93e7\", \"cdc0851b-7910-4183-bf35-0db6bf4b1ebb\", \"050788b3-d8d6-435c-bf26-13c78ab5871c\"], \"total_duration\": 985.0, \"total_sessions\": 4, \"mean_week_duration\": 13.311}}, {\"3222\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-03-20 10:09:01.000000+00:00\", \"2022-12-26 16:50:00.000000+00:00\", \"2023-03-04 07:02:43.000000+00:00\"], \"session_ids\": [\"09b121e1-6d17-4a68-bcfb-7f8c1d702a74\", \"ab757823-db64-4273-a3cc-7e218927f89e\", \"6aa99119-1694-4bd9-983f-7096c0742b51\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 3.28}}, {\"85900\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-04-26 03:53:27.000000+00:00\", \"2022-09-17 03:28:54.000000+00:00\"], \"session_ids\": [\"9e7120ef-d6c5-4515-b7d5-55a853c37abb\", \"a9e0995b-5f49-42a2-a494-366190fb5927\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 10.714}}, {\"58726\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-04-15 10:41:09.000000+00:00\", \"2019-05-16 11:16:22.000000+00:00\"], \"session_ids\": [\"9f57d722-8dd7-4fd9-834c-36d40058deef\", \"68204bf7-a057-4c5e-805d-22d7ceea5ebb\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.441}}, {\"77310\": {\"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\": \"Belize City\", \"datetimes\": [\"2022-09-21 04:59:09.000000+00:00\", \"2020-07-14 04:10:32.000000+00:00\"], \"session_ids\": [\"e4b2d4bd-776d-465c-a0ee-c50e28f9e291\", \"f6b0c3f1-fa95-42f9-ac57-575f1b516c2f\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 1.6}}, {\"4825\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-02-10 12:30:07.000000+00:00\", \"2019-06-04 18:41:08.000000+00:00\"], \"session_ids\": [\"2bb25baf-34c4-4e60-adaf-3a69abb715a8\", \"4208c549-2db5-4870-8671-7d667966c700\"], \"total_duration\": 246.0, \"total_sessions\": 2, \"mean_week_duration\": 6.833}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"13523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-05 21:45:56.000000+00:00\", \"2022-01-19 10:01:37.000000+00:00\", \"2023-01-22 20:16:00.000000+00:00\", \"2021-08-22 04:00:34.000000+00:00\"], \"session_ids\": [\"c2d49af1-b26b-4cc4-9750-2e4b7e399f99\", \"83ab1b9c-9974-4b5c-b9c1-2c71b1db93e7\", \"cdc0851b-7910-4183-bf35-0db6bf4b1ebb\", \"050788b3-d8d6-435c-bf26-13c78ab5871c\"], \"total_duration\": 985.0, \"total_sessions\": 4, \"mean_week_duration\": 13.311}}, {\"3222\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-03-20 10:09:01.000000+00:00\", \"2022-12-26 16:50:00.000000+00:00\", \"2023-03-04 07:02:43.000000+00:00\"], \"session_ids\": [\"09b121e1-6d17-4a68-bcfb-7f8c1d702a74\", \"ab757823-db64-4273-a3cc-7e218927f89e\", \"6aa99119-1694-4bd9-983f-7096c0742b51\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 3.28}}]\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[{\"13523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-12-05 21:45:56.000000+00:00\", \"2022-01-19 10:01:37.000000+00:00\", \"2023-01-22 20:16:00.000000+00:00\", \"2021-08-22 04:00:34.000000+00:00\"], \"session_ids\": [\"c2d49af1-b26b-4cc4-9750-2e4b7e399f99\", \"83ab1b9c-9974-4b5c-b9c1-2c71b1db93e7\", \"cdc0851b-7910-4183-bf35-0db6bf4b1ebb\", \"050788b3-d8d6-435c-bf26-13c78ab5871c\"], \"total_duration\": 985.0, \"total_sessions\": 4, \"mean_week_duration\": 13.311}}, {\"3222\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-03-20 10:09:01.000000+00:00\", \"2022-12-26 16:50:00.000000+00:00\", \"2023-03-04 07:02:43.000000+00:00\"], \"session_ids\": [\"09b121e1-6d17-4a68-bcfb-7f8c1d702a74\", \"ab757823-db64-4273-a3cc-7e218927f89e\", \"6aa99119-1694-4bd9-983f-7096c0742b51\"], \"total_duration\": 164.0, \"total_sessions\": 3, \"mean_week_duration\": 3.28}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on 4 users who are folks of city Havana in addition do sorting by quantity of sessions from the largest value to the smallest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"15308\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-02-20 14:04:14.000000+00:00\", \"2023-03-08 21:58:54.000000+00:00\", \"2020-02-10 02:47:09.000000+00:00\", \"2020-12-01 21:01:46.000000+00:00\", \"2021-03-30 16:42:04.000000+00:00\", \"2023-05-29 16:53:29.000000+00:00\"], \"session_ids\": [\"cd17d93d-cd70-4537-a15f-b50508889589\", \"9da1d766-b3e9-4699-82cd-cd9d16133ef8\", \"bae6a0b0-a1e2-499a-a6ab-2d36ab4a5407\", \"c0da3d0b-6e96-4334-bf08-d6577ecb58ef\", \"1aa782a4-ae93-425b-b628-e162d64392c4\", \"5c1ee163-b5ca-408b-b6d5-d855e8eb0da4\"], \"total_duration\": 594.0, \"total_sessions\": 6, \"mean_week_duration\": 2.664}, \"68616\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-01-17 12:26:23.000000+00:00\", \"2021-09-25 11:03:25.000000+00:00\"], \"session_ids\": [\"0dae9d7f-b0bd-40d3-a70b-2fc5e453e709\", \"1efccaf0-06d2-4f85-a332-0213eec0899b\"], \"total_duration\": 487.0, \"total_sessions\": 2, \"mean_week_duration\": 7.058}, \"80345\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-02-14 13:02:28.000000+00:00\", \"2023-06-16 18:37:29.000000+00:00\", \"2022-03-27 10:50:21.000000+00:00\"], \"session_ids\": [\"2703d46b-39fe-4724-a6ed-e83860a6bac0\", \"29cf2532-53aa-44f7-ab8d-0a9b5437a868\", \"8c4f1ee4-00ca-4ac3-826c-0e9af1c1c3bf\"], \"total_duration\": 868.0, \"total_sessions\": 3, \"mean_week_duration\": 13.562}, \"55356\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-06-15 03:47:15.000000+00:00\", \"2023-03-21 14:35:08.000000+00:00\"], \"session_ids\": [\"7405a321-1a8a-4229-929f-aa24416d62b9\", \"61a308f9-b03b-40ca-962d-fde372abc7b0\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 0.902}, \"2901\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-11-28 04:05:56.000000+00:00\", \"2021-11-16 11:36:10.000000+00:00\", \"2020-12-10 21:43:27.000000+00:00\", \"2022-07-17 22:12:24.000000+00:00\", \"2019-08-27 22:25:23.000000+00:00\", \"2019-05-13 07:21:26.000000+00:00\"], \"session_ids\": [\"99ab895f-d0ab-4007-842d-852d67d9fa4b\", \"16277bcc-3203-433c-a808-bfd9d8c7ffae\", \"51280a29-dd1b-4cd5-8e68-1ad0cd7769e8\", \"b84401dc-4723-48be-9218-2189fad17ac5\", \"d3423b72-63dc-4308-ae3f-5c0bbb3d7883\", \"7ca21b69-b43c-492f-942e-8a49f8cefe60\"], \"total_duration\": 214.0, \"total_sessions\": 6, \"mean_week_duration\": 1.289}, \"79002\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-27 15:33:05.000000+00:00\", \"2020-05-28 13:03:09.000000+00:00\"], \"session_ids\": [\"58c3456c-fd2e-4960-9957-6579beaf3f6f\", \"b81183db-1c9a-4a55-923b-6d7394b6cc51\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.23}, \"40723\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-11-08 01:56:26.000000+00:00\", \"2022-08-21 20:31:47.000000+00:00\", \"2022-06-26 04:14:14.000000+00:00\", \"2021-09-11 05:33:10.000000+00:00\", \"2021-04-06 22:02:33.000000+00:00\", \"2022-07-14 05:13:25.000000+00:00\", \"2019-02-11 23:05:47.000000+00:00\", \"2019-10-10 04:55:02.000000+00:00\", \"2023-03-09 03:56:31.000000+00:00\"], \"session_ids\": [\"4b0f66ba-7738-4c27-aae9-2395a40b046e\", \"1ce2e58b-9cb1-4f07-8219-51d48ee30bd9\", \"03a5544a-fd7a-4842-876f-813d8ad8528c\", \"3e632265-477c-4bb9-a649-38626a70d62e\", \"c1bfcafe-be86-494f-8ed0-428fee6c69c5\", \"0573007a-801a-471e-a882-3db4b39b6a3a\", \"8da402c4-aeb2-4545-9c02-7c24834e3de6\", \"7d55b560-011f-47d9-b850-d5b2e7fe4df3\", \"c931514e-855e-46e1-8a87-438de28a427e\"], \"total_duration\": 2167.0, \"total_sessions\": 9, \"mean_week_duration\": 10.174}, \"69515\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-04-16 04:58:52.000000+00:00\", \"2020-03-06 20:10:01.000000+00:00\"], \"session_ids\": [\"b14a98c9-0407-4b56-ac80-f304b4bcfd01\", \"a03d452f-b9da-4854-80aa-b39c46eaeae2\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 8.103}, \"43713\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-05-12 18:14:28.000000+00:00\", \"2021-12-23 02:52:27.000000+00:00\", \"2021-12-21 08:42:25.000000+00:00\", \"2021-10-17 15:14:17.000000+00:00\"], \"session_ids\": [\"3cb7e476-d6fa-4490-8cc6-42c038988e89\", \"89bfc9ca-75ae-4ab7-998f-02d1fda14f3a\", \"be7f4acb-5d6b-4195-ac77-016f8e7ce9b4\", \"596d42b6-8f1f-4685-b3f4-41346a99b5ff\"], \"total_duration\": 1418.0, \"total_sessions\": 4, \"mean_week_duration\": 10.35}, \"95599\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-12-02 20:14:56.000000+00:00\", \"2022-07-15 07:26:50.000000+00:00\"], \"session_ids\": [\"ad4ff7ec-2c12-4fbc-965b-66cd52077070\", \"6093335a-2648-4ed8-8ebe-ec48e05673c0\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.741}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is Havana" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Havana\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Offer me knowledge about 3 users who have the lowest sum of sessions + carry out sorting by mean of duration of sessions per week form the lowest to the highest." } ]
[ { "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{\"30268\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-19 05:51:40.000000+00:00\", \"2019-01-15 04:27:45.000000+00:00\"], \"session_ids\": [\"be77ec0f-3380-4ef3-b95f-8919808b87b0\", \"9534d4bb-f039-4536-9a42-c75f8d7f2043\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 1.889}, \"42441\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-05 16:27:25.000000+00:00\", \"2020-06-14 08:09:01.000000+00:00\", \"2021-07-29 04:19:40.000000+00:00\", \"2021-04-23 19:19:44.000000+00:00\", \"2023-06-27 14:49:52.000000+00:00\"], \"session_ids\": [\"c8260258-0a9b-4e21-a049-9037a5a44496\", \"9f777a1c-5a43-4064-b787-4d955b701c17\", \"49cde1ff-6088-421f-b568-fda656909d7a\", \"46e64e6c-a36e-4869-9a54-ded43041bbe5\", \"51dd9774-35d8-4930-8d28-543bad88bfc2\"], \"total_duration\": 165.0, \"total_sessions\": 5, \"mean_week_duration\": 1.038}, \"17605\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-01-30 17:52:56.000000+00:00\", \"2019-06-16 11:55:01.000000+00:00\", \"2019-02-09 18:50:37.000000+00:00\"], \"session_ids\": [\"3617bf54-50d5-40d5-97b0-65f09fc93b7a\", \"35548e3d-6bae-477b-8a6f-47ecc47bf447\", \"b8c9736b-919c-4e99-89db-e770da871372\"], \"total_duration\": 427.0, \"total_sessions\": 3, \"mean_week_duration\": 2.755}, \"31557\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-11-12 03:10:50.000000+00:00\", \"2019-11-26 16:49:19.000000+00:00\"], \"session_ids\": [\"b3505f59-f000-4c35-a996-7048db931616\", \"589c40f7-1114-4f2a-a7bb-498d16236a60\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.51}, \"75177\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-10-22 13:34:33.000000+00:00\", \"2020-08-18 02:32:53.000000+00:00\", \"2020-11-17 04:13:19.000000+00:00\", \"2019-04-29 17:08:20.000000+00:00\", \"2019-10-26 23:47:58.000000+00:00\", \"2021-03-02 00:53:30.000000+00:00\"], \"session_ids\": [\"fb486f04-1e42-4796-acc7-7ebcf445e3c9\", \"a73eb307-7896-43a9-96ba-de5b09e99ce0\", \"bb8a7d23-7561-4095-9135-933e29cdf030\", \"a5223a55-0100-4be5-9a4e-29447ae98d3c\", \"f0308fc9-74f5-414b-99f7-e32477816c4f\", \"3738f53a-ca3b-4517-9468-f859be60a0bb\"], \"total_duration\": 2430.0, \"total_sessions\": 6, \"mean_week_duration\": 13.352}, \"70580\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-21 08:17:44.000000+00:00\", \"2021-03-01 15:48:05.000000+00:00\"], \"session_ids\": [\"12bccfa3-a2b7-4c5e-a472-e4b3835f5971\", \"889ebae5-680e-47c8-b4ab-0e62b6e160d9\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 33.833}, \"22740\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-24 22:17:20.000000+00:00\", \"2019-06-12 05:22:20.000000+00:00\", \"2021-03-24 00:26:51.000000+00:00\", \"2019-09-04 08:23:52.000000+00:00\", \"2019-07-24 13:27:37.000000+00:00\", \"2022-02-25 14:50:32.000000+00:00\", \"2022-03-11 05:37:50.000000+00:00\", \"2023-01-11 00:39:25.000000+00:00\", \"2021-01-29 04:15:30.000000+00:00\"], \"session_ids\": [\"c3ac5331-3e11-44f7-99ed-2cf2e4d75868\", \"d3de29ac-bf14-44dd-9be0-02eebd244465\", \"c725ba83-8bdc-43e7-9bf7-a51093b3157a\", \"e5c4b947-0ef2-450c-b3d6-11316a614669\", \"d5587b32-8855-4b48-8549-810298e13035\", \"3e550a27-abc2-46e5-a86b-8cf32c9a1794\", \"78a00c2d-1c63-4aa0-a545-d0995865f32a\", \"b513a6ed-72ce-4ab2-9f47-eeb23150fefb\", \"124fdb7c-ddd6-4080-87f9-cd786b9edc73\"], \"total_duration\": 11541.0, \"total_sessions\": 9, \"mean_week_duration\": 59.49}, \"55135\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-02 11:51:28.000000+00:00\", \"2021-02-12 19:14:02.000000+00:00\"], \"session_ids\": [\"7b3e12d1-3425-4517-a59a-ee007c63bddd\", \"aea1755b-42ba-44c7-9cfa-5f86d6175ac2\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 2.237}, \"70505\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-06-04 17:42:07.000000+00:00\", \"2023-04-22 17:42:50.000000+00:00\", \"2021-05-11 01:02:07.000000+00:00\", \"2023-03-18 18:48:16.000000+00:00\"], \"session_ids\": [\"db9a6aa9-a650-4b41-b911-c0beb85c1a54\", \"c63d2caf-36ae-4e04-a9c1-18a35674dbb5\", \"b87295e3-18ca-4e23-9e9a-dd2a8088dfd8\", \"b86fc86d-270a-425b-92df-3b033f33ce26\"], \"total_duration\": 1193.0, \"total_sessions\": 4, \"mean_week_duration\": 11.696}, \"12340\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-07-02 16:57:45.000000+00:00\", \"2023-06-03 19:18:16.000000+00:00\"], \"session_ids\": [\"e392c2f1-64c6-4e9d-8fbf-94b615a35a95\", \"6f0b04e1-2d4a-469f-98d9-32c86c8d4d7b\"], \"total_duration\": 486.0, \"total_sessions\": 2, \"mean_week_duration\": 4.812}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the lowest 3 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 3}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"30268\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-19 05:51:40.000000+00:00\", \"2019-01-15 04:27:45.000000+00:00\"], \"session_ids\": [\"be77ec0f-3380-4ef3-b95f-8919808b87b0\", \"9534d4bb-f039-4536-9a42-c75f8d7f2043\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 1.889}}, {\"31557\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-11-12 03:10:50.000000+00:00\", \"2019-11-26 16:49:19.000000+00:00\"], \"session_ids\": [\"b3505f59-f000-4c35-a996-7048db931616\", \"589c40f7-1114-4f2a-a7bb-498d16236a60\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.51}}, {\"70580\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-21 08:17:44.000000+00:00\", \"2021-03-01 15:48:05.000000+00:00\"], \"session_ids\": [\"12bccfa3-a2b7-4c5e-a472-e4b3835f5971\", \"889ebae5-680e-47c8-b4ab-0e62b6e160d9\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 33.833}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"31557\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-11-12 03:10:50.000000+00:00\", \"2019-11-26 16:49:19.000000+00:00\"], \"session_ids\": [\"b3505f59-f000-4c35-a996-7048db931616\", \"589c40f7-1114-4f2a-a7bb-498d16236a60\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.51}}, {\"30268\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-19 05:51:40.000000+00:00\", \"2019-01-15 04:27:45.000000+00:00\"], \"session_ids\": [\"be77ec0f-3380-4ef3-b95f-8919808b87b0\", \"9534d4bb-f039-4536-9a42-c75f8d7f2043\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 1.889}}, {\"70580\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-21 08:17:44.000000+00:00\", \"2021-03-01 15:48:05.000000+00:00\"], \"session_ids\": [\"12bccfa3-a2b7-4c5e-a472-e4b3835f5971\", \"889ebae5-680e-47c8-b4ab-0e62b6e160d9\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 33.833}}]\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[{\"31557\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-11-12 03:10:50.000000+00:00\", \"2019-11-26 16:49:19.000000+00:00\"], \"session_ids\": [\"b3505f59-f000-4c35-a996-7048db931616\", \"589c40f7-1114-4f2a-a7bb-498d16236a60\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.51}}, {\"30268\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-19 05:51:40.000000+00:00\", \"2019-01-15 04:27:45.000000+00:00\"], \"session_ids\": [\"be77ec0f-3380-4ef3-b95f-8919808b87b0\", \"9534d4bb-f039-4536-9a42-c75f8d7f2043\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 1.889}}, {\"70580\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-21 08:17:44.000000+00:00\", \"2021-03-01 15:48:05.000000+00:00\"], \"session_ids\": [\"12bccfa3-a2b7-4c5e-a472-e4b3835f5971\", \"889ebae5-680e-47c8-b4ab-0e62b6e160d9\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 33.833}}]\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[{\"31557\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-11-12 03:10:50.000000+00:00\", \"2019-11-26 16:49:19.000000+00:00\"], \"session_ids\": [\"b3505f59-f000-4c35-a996-7048db931616\", \"589c40f7-1114-4f2a-a7bb-498d16236a60\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.51}}, {\"30268\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-19 05:51:40.000000+00:00\", \"2019-01-15 04:27:45.000000+00:00\"], \"session_ids\": [\"be77ec0f-3380-4ef3-b95f-8919808b87b0\", \"9534d4bb-f039-4536-9a42-c75f8d7f2043\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 1.889}}, {\"70580\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-05-21 08:17:44.000000+00:00\", \"2021-03-01 15:48:05.000000+00:00\"], \"session_ids\": [\"12bccfa3-a2b7-4c5e-a472-e4b3835f5971\", \"889ebae5-680e-47c8-b4ab-0e62b6e160d9\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 33.833}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display 2 users pieces of information whose overall total sessions is greater than 2 plus put to use sorting by average_week_duration in asc order additionaly provide me only with 3 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{\"55044\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-17 17:30:20.000000+00:00\", \"2022-04-07 17:45:52.000000+00:00\"], \"session_ids\": [\"468a580d-9ff4-4230-91aa-0416800ab68c\", \"e1d83313-9e00-447f-8441-baadb8cd3677\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 4.25}, \"43693\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-05-12 01:56:17.000000+00:00\", \"2021-06-22 13:56:54.000000+00:00\"], \"session_ids\": [\"b095437b-fc32-4347-9abf-7612f01ee052\", \"6c140c6e-9f30-4770-80e1-03b287227b8e\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.586}, \"57063\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-25 09:37:56.000000+00:00\", \"2023-02-07 19:47:19.000000+00:00\"], \"session_ids\": [\"e61d67f7-23fa-431c-9d11-d48b55129d7a\", \"de808b72-c410-4438-b7db-b560b5d4a764\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 0.93}, \"84606\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-02 12:09:02.000000+00:00\", \"2022-04-06 12:11:05.000000+00:00\", \"2019-04-17 19:32:36.000000+00:00\"], \"session_ids\": [\"403e27dc-1b85-4e6c-9306-868f5799e01c\", \"84b0a65f-6c91-40ba-ad3a-9e79bfe791a1\", \"29c78490-d47d-47b5-a50f-3128c0317b55\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.381}, \"27660\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-08-16 08:36:23.000000+00:00\", \"2019-11-19 17:33:09.000000+00:00\", \"2023-03-02 02:34:29.000000+00:00\"], \"session_ids\": [\"f9168a59-a9d7-415f-bc1f-461638bedd01\", \"da910fb2-fdd3-48f3-879d-960a80bece13\", \"18820c15-2b25-45dc-a1ee-efa82ce6ae60\"], \"total_duration\": 1101.0, \"total_sessions\": 3, \"mean_week_duration\": 5.951}, \"40591\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-05-02 04:39:27.000000+00:00\", \"2019-01-11 15:42:38.000000+00:00\", \"2021-11-03 05:23:11.000000+00:00\", \"2023-05-02 07:36:59.000000+00:00\", \"2022-05-02 15:52:37.000000+00:00\"], \"session_ids\": [\"1493e07f-44f1-4341-8c8e-a5c61b4f9efe\", \"a9915500-05d4-4b19-8145-b9df414c2033\", \"bb00af39-cae2-43a4-91e0-89b250dda007\", \"597fc7b8-c2a3-401a-8795-495b03ccf19c\", \"b99f726e-9bbb-410a-aa89-7e0bc2459345\"], \"total_duration\": 456.0, \"total_sessions\": 5, \"mean_week_duration\": 2.027}, \"47777\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-13 22:55:09.000000+00:00\", \"2019-12-29 06:28:07.000000+00:00\", \"2021-01-24 17:43:35.000000+00:00\", \"2020-09-30 11:38:07.000000+00:00\"], \"session_ids\": [\"4d42c367-aaf8-4f97-9de1-eeb125ffec8d\", \"90b36a91-63f0-452e-a9d9-6a0ab89fa46b\", \"3a5201b3-c166-4f46-8d70-ed2edee7a69d\", \"96a7ceae-ca02-4167-b03e-5397661d554f\"], \"total_duration\": 1791.0, \"total_sessions\": 4, \"mean_week_duration\": 22.387}, \"75594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-16 22:27:26.000000+00:00\", \"2022-10-03 19:32:51.000000+00:00\"], \"session_ids\": [\"c632f021-665d-494b-8711-99e478b9f137\", \"00a959e0-1c3a-437d-b7da-5731a5653d16\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 2.273}, \"73630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-08-09 00:22:02.000000+00:00\", \"2019-02-18 00:59:32.000000+00:00\", \"2021-05-21 03:43:32.000000+00:00\"], \"session_ids\": [\"e2557bb0-2a2e-4a44-aa06-5d3ce36ec297\", \"a47f29a9-bfcd-44e3-abe2-266e19730bee\", \"0b7a27cf-c0e8-497a-a437-6c64d61299ca\"], \"total_duration\": 739.0, \"total_sessions\": 3, \"mean_week_duration\": 6.263}, \"65942\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-27 21:52:43.000000+00:00\", \"2020-11-03 11:45:39.000000+00:00\", \"2022-07-31 15:11:35.000000+00:00\"], \"session_ids\": [\"5e218124-2a03-4d26-b233-6fe8bb59cf43\", \"4c9e2d53-8d86-4c0b-95fe-642f99df1ec1\", \"4de2ca12-d4a8-47a9-8cb2-f8ed947fd9e6\"], \"total_duration\": 41.0, \"total_sessions\": 3, \"mean_week_duration\": 0.451}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or greater than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"55044\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-17 17:30:20.000000+00:00\", \"2022-04-07 17:45:52.000000+00:00\"], \"session_ids\": [\"468a580d-9ff4-4230-91aa-0416800ab68c\", \"e1d83313-9e00-447f-8441-baadb8cd3677\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 4.25}, \"43693\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-05-12 01:56:17.000000+00:00\", \"2021-06-22 13:56:54.000000+00:00\"], \"session_ids\": [\"b095437b-fc32-4347-9abf-7612f01ee052\", \"6c140c6e-9f30-4770-80e1-03b287227b8e\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.586}, \"57063\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-25 09:37:56.000000+00:00\", \"2023-02-07 19:47:19.000000+00:00\"], \"session_ids\": [\"e61d67f7-23fa-431c-9d11-d48b55129d7a\", \"de808b72-c410-4438-b7db-b560b5d4a764\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 0.93}, \"84606\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-02 12:09:02.000000+00:00\", \"2022-04-06 12:11:05.000000+00:00\", \"2019-04-17 19:32:36.000000+00:00\"], \"session_ids\": [\"403e27dc-1b85-4e6c-9306-868f5799e01c\", \"84b0a65f-6c91-40ba-ad3a-9e79bfe791a1\", \"29c78490-d47d-47b5-a50f-3128c0317b55\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.381}, \"27660\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-08-16 08:36:23.000000+00:00\", \"2019-11-19 17:33:09.000000+00:00\", \"2023-03-02 02:34:29.000000+00:00\"], \"session_ids\": [\"f9168a59-a9d7-415f-bc1f-461638bedd01\", \"da910fb2-fdd3-48f3-879d-960a80bece13\", \"18820c15-2b25-45dc-a1ee-efa82ce6ae60\"], \"total_duration\": 1101.0, \"total_sessions\": 3, \"mean_week_duration\": 5.951}, \"40591\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-05-02 04:39:27.000000+00:00\", \"2019-01-11 15:42:38.000000+00:00\", \"2021-11-03 05:23:11.000000+00:00\", \"2023-05-02 07:36:59.000000+00:00\", \"2022-05-02 15:52:37.000000+00:00\"], \"session_ids\": [\"1493e07f-44f1-4341-8c8e-a5c61b4f9efe\", \"a9915500-05d4-4b19-8145-b9df414c2033\", \"bb00af39-cae2-43a4-91e0-89b250dda007\", \"597fc7b8-c2a3-401a-8795-495b03ccf19c\", \"b99f726e-9bbb-410a-aa89-7e0bc2459345\"], \"total_duration\": 456.0, \"total_sessions\": 5, \"mean_week_duration\": 2.027}, \"47777\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-13 22:55:09.000000+00:00\", \"2019-12-29 06:28:07.000000+00:00\", \"2021-01-24 17:43:35.000000+00:00\", \"2020-09-30 11:38:07.000000+00:00\"], \"session_ids\": [\"4d42c367-aaf8-4f97-9de1-eeb125ffec8d\", \"90b36a91-63f0-452e-a9d9-6a0ab89fa46b\", \"3a5201b3-c166-4f46-8d70-ed2edee7a69d\", \"96a7ceae-ca02-4167-b03e-5397661d554f\"], \"total_duration\": 1791.0, \"total_sessions\": 4, \"mean_week_duration\": 22.387}, \"75594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-16 22:27:26.000000+00:00\", \"2022-10-03 19:32:51.000000+00:00\"], \"session_ids\": [\"c632f021-665d-494b-8711-99e478b9f137\", \"00a959e0-1c3a-437d-b7da-5731a5653d16\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 2.273}, \"73630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-08-09 00:22:02.000000+00:00\", \"2019-02-18 00:59:32.000000+00:00\", \"2021-05-21 03:43:32.000000+00:00\"], \"session_ids\": [\"e2557bb0-2a2e-4a44-aa06-5d3ce36ec297\", \"a47f29a9-bfcd-44e3-abe2-266e19730bee\", \"0b7a27cf-c0e8-497a-a437-6c64d61299ca\"], \"total_duration\": 739.0, \"total_sessions\": 3, \"mean_week_duration\": 6.263}, \"65942\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-27 21:52:43.000000+00:00\", \"2020-11-03 11:45:39.000000+00:00\", \"2022-07-31 15:11:35.000000+00:00\"], \"session_ids\": [\"5e218124-2a03-4d26-b233-6fe8bb59cf43\", \"4c9e2d53-8d86-4c0b-95fe-642f99df1ec1\", \"4de2ca12-d4a8-47a9-8cb2-f8ed947fd9e6\"], \"total_duration\": 41.0, \"total_sessions\": 3, \"mean_week_duration\": 0.451}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"84606\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-02 12:09:02.000000+00:00\", \"2022-04-06 12:11:05.000000+00:00\", \"2019-04-17 19:32:36.000000+00:00\"], \"session_ids\": [\"403e27dc-1b85-4e6c-9306-868f5799e01c\", \"84b0a65f-6c91-40ba-ad3a-9e79bfe791a1\", \"29c78490-d47d-47b5-a50f-3128c0317b55\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.381}}, {\"65942\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-27 21:52:43.000000+00:00\", \"2020-11-03 11:45:39.000000+00:00\", \"2022-07-31 15:11:35.000000+00:00\"], \"session_ids\": [\"5e218124-2a03-4d26-b233-6fe8bb59cf43\", \"4c9e2d53-8d86-4c0b-95fe-642f99df1ec1\", \"4de2ca12-d4a8-47a9-8cb2-f8ed947fd9e6\"], \"total_duration\": 41.0, \"total_sessions\": 3, \"mean_week_duration\": 0.451}}, {\"43693\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-05-12 01:56:17.000000+00:00\", \"2021-06-22 13:56:54.000000+00:00\"], \"session_ids\": [\"b095437b-fc32-4347-9abf-7612f01ee052\", \"6c140c6e-9f30-4770-80e1-03b287227b8e\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.586}}, {\"57063\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-25 09:37:56.000000+00:00\", \"2023-02-07 19:47:19.000000+00:00\"], \"session_ids\": [\"e61d67f7-23fa-431c-9d11-d48b55129d7a\", \"de808b72-c410-4438-b7db-b560b5d4a764\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 0.93}}, {\"40591\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-05-02 04:39:27.000000+00:00\", \"2019-01-11 15:42:38.000000+00:00\", \"2021-11-03 05:23:11.000000+00:00\", \"2023-05-02 07:36:59.000000+00:00\", \"2022-05-02 15:52:37.000000+00:00\"], \"session_ids\": [\"1493e07f-44f1-4341-8c8e-a5c61b4f9efe\", \"a9915500-05d4-4b19-8145-b9df414c2033\", \"bb00af39-cae2-43a4-91e0-89b250dda007\", \"597fc7b8-c2a3-401a-8795-495b03ccf19c\", \"b99f726e-9bbb-410a-aa89-7e0bc2459345\"], \"total_duration\": 456.0, \"total_sessions\": 5, \"mean_week_duration\": 2.027}}, {\"75594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-16 22:27:26.000000+00:00\", \"2022-10-03 19:32:51.000000+00:00\"], \"session_ids\": [\"c632f021-665d-494b-8711-99e478b9f137\", \"00a959e0-1c3a-437d-b7da-5731a5653d16\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 2.273}}, {\"55044\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-17 17:30:20.000000+00:00\", \"2022-04-07 17:45:52.000000+00:00\"], \"session_ids\": [\"468a580d-9ff4-4230-91aa-0416800ab68c\", \"e1d83313-9e00-447f-8441-baadb8cd3677\"], \"total_duration\": 119.0, \"total_sessions\": 2, \"mean_week_duration\": 4.25}}, {\"27660\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-08-16 08:36:23.000000+00:00\", \"2019-11-19 17:33:09.000000+00:00\", \"2023-03-02 02:34:29.000000+00:00\"], \"session_ids\": [\"f9168a59-a9d7-415f-bc1f-461638bedd01\", \"da910fb2-fdd3-48f3-879d-960a80bece13\", \"18820c15-2b25-45dc-a1ee-efa82ce6ae60\"], \"total_duration\": 1101.0, \"total_sessions\": 3, \"mean_week_duration\": 5.951}}, {\"73630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-08-09 00:22:02.000000+00:00\", \"2019-02-18 00:59:32.000000+00:00\", \"2021-05-21 03:43:32.000000+00:00\"], \"session_ids\": [\"e2557bb0-2a2e-4a44-aa06-5d3ce36ec297\", \"a47f29a9-bfcd-44e3-abe2-266e19730bee\", \"0b7a27cf-c0e8-497a-a437-6c64d61299ca\"], \"total_duration\": 739.0, \"total_sessions\": 3, \"mean_week_duration\": 6.263}}, {\"47777\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-13 22:55:09.000000+00:00\", \"2019-12-29 06:28:07.000000+00:00\", \"2021-01-24 17:43:35.000000+00:00\", \"2020-09-30 11:38:07.000000+00:00\"], \"session_ids\": [\"4d42c367-aaf8-4f97-9de1-eeb125ffec8d\", \"90b36a91-63f0-452e-a9d9-6a0ab89fa46b\", \"3a5201b3-c166-4f46-8d70-ed2edee7a69d\", \"96a7ceae-ca02-4167-b03e-5397661d554f\"], \"total_duration\": 1791.0, \"total_sessions\": 4, \"mean_week_duration\": 22.387}}]\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[{\"84606\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-02 12:09:02.000000+00:00\", \"2022-04-06 12:11:05.000000+00:00\", \"2019-04-17 19:32:36.000000+00:00\"], \"session_ids\": [\"403e27dc-1b85-4e6c-9306-868f5799e01c\", \"84b0a65f-6c91-40ba-ad3a-9e79bfe791a1\", \"29c78490-d47d-47b5-a50f-3128c0317b55\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.381}}, {\"65942\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-27 21:52:43.000000+00:00\", \"2020-11-03 11:45:39.000000+00:00\", \"2022-07-31 15:11:35.000000+00:00\"], \"session_ids\": [\"5e218124-2a03-4d26-b233-6fe8bb59cf43\", \"4c9e2d53-8d86-4c0b-95fe-642f99df1ec1\", \"4de2ca12-d4a8-47a9-8cb2-f8ed947fd9e6\"], \"total_duration\": 41.0, \"total_sessions\": 3, \"mean_week_duration\": 0.451}}, {\"43693\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-05-12 01:56:17.000000+00:00\", \"2021-06-22 13:56:54.000000+00:00\"], \"session_ids\": [\"b095437b-fc32-4347-9abf-7612f01ee052\", \"6c140c6e-9f30-4770-80e1-03b287227b8e\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.586}}]\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[{\"84606\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-10-02 12:09:02.000000+00:00\", \"2022-04-06 12:11:05.000000+00:00\", \"2019-04-17 19:32:36.000000+00:00\"], \"session_ids\": [\"403e27dc-1b85-4e6c-9306-868f5799e01c\", \"84b0a65f-6c91-40ba-ad3a-9e79bfe791a1\", \"29c78490-d47d-47b5-a50f-3128c0317b55\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.381}}, {\"65942\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-27 21:52:43.000000+00:00\", \"2020-11-03 11:45:39.000000+00:00\", \"2022-07-31 15:11:35.000000+00:00\"], \"session_ids\": [\"5e218124-2a03-4d26-b233-6fe8bb59cf43\", \"4c9e2d53-8d86-4c0b-95fe-642f99df1ec1\", \"4de2ca12-d4a8-47a9-8cb2-f8ed947fd9e6\"], \"total_duration\": 41.0, \"total_sessions\": 3, \"mean_week_duration\": 0.451}}, {\"43693\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-05-12 01:56:17.000000+00:00\", \"2021-06-22 13:56:54.000000+00:00\"], \"session_ids\": [\"b095437b-fc32-4347-9abf-7612f01ee052\", \"6c140c6e-9f30-4770-80e1-03b287227b8e\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.586}}]\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 4 users who have overall sessions count less than 2 , moreover sort by mean_week_duration ascending additionaly get rid of all records, except 4." } ]
[ { "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{\"65999\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Sydney\", \"datetimes\": [\"2021-10-15 10:08:10.000000+00:00\", \"2022-06-19 11:06:38.000000+00:00\", \"2020-07-25 01:48:36.000000+00:00\", \"2019-01-07 03:09:35.000000+00:00\", \"2020-04-08 08:11:35.000000+00:00\", \"2020-10-30 03:17:51.000000+00:00\", \"2021-12-31 21:05:27.000000+00:00\", \"2022-05-26 03:22:48.000000+00:00\"], \"session_ids\": [\"b629486e-b9ff-4afb-a699-de518015d775\", \"0b59488c-10d8-4980-a31c-13cc069a8be4\", \"02e9a0a1-1418-421a-b02a-809ca1c8e3db\", \"15ef0eb0-d947-44e6-8a01-561fe67ca662\", \"190ac775-0c8f-450a-ba96-9f924a2a2e97\", \"28edce14-a114-405a-9d9a-41aff9dad8f0\", \"a5113f0b-2131-4dbc-96f3-33f8bb5e0272\", \"cc6d5e3c-a2fc-44e8-9143-3fc6b9d1d14c\"], \"total_duration\": 77.0, \"total_sessions\": 8, \"mean_week_duration\": 0.428}, \"9431\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2023-01-25 16:07:15.000000+00:00\", \"2020-06-01 02:38:35.000000+00:00\", \"2022-06-08 09:51:13.000000+00:00\"], \"session_ids\": [\"93cca68e-c6b7-4c58-bab6-dfb45e237c56\", \"ac1540ea-cd78-440a-b70a-3bc7084d2e5b\", \"3237574d-40c9-4536-b5fc-3461fa7b363b\"], \"total_duration\": 932.0, \"total_sessions\": 3, \"mean_week_duration\": 6.705}, \"68875\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-10-14 03:29:22.000000+00:00\", \"2022-10-04 08:51:16.000000+00:00\", \"2019-06-09 10:09:25.000000+00:00\", \"2019-11-17 10:00:36.000000+00:00\", \"2019-08-25 21:32:23.000000+00:00\"], \"session_ids\": [\"a3b5d18c-12cb-45bc-8d16-08d0c151bda1\", \"07b2b4d3-6971-4c01-90d1-411e5c074512\", \"9ae4a36b-9d87-476a-9c77-a8cd86f93cb0\", \"11056255-bd49-4186-859c-891d51bcc998\", \"3ea73b9a-aac0-4516-9c77-111149e5f66d\"], \"total_duration\": 1360.0, \"total_sessions\": 5, \"mean_week_duration\": 7.816}, \"89515\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-12-12 04:23:23.000000+00:00\", \"2019-11-11 21:13:17.000000+00:00\", \"2020-06-13 14:10:44.000000+00:00\"], \"session_ids\": [\"1f0c10a9-40c4-4039-a17d-5a021143846a\", \"8fb98014-4f5c-4369-a9fd-a72c5ba359bb\", \"534d25de-47af-4754-b312-5449041a7b0a\"], \"total_duration\": 272.0, \"total_sessions\": 3, \"mean_week_duration\": 8.774}, \"20113\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-05-11 15:31:59.000000+00:00\", \"2019-07-18 08:26:56.000000+00:00\"], \"session_ids\": [\"8dc9dfe3-b79f-49f4-b69e-fa3dc44dc408\", \"9404463d-bd63-4566-ba79-77a0d2ffcc82\"], \"total_duration\": 414.0, \"total_sessions\": 2, \"mean_week_duration\": 4.358}, \"33717\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-09-22 05:43:10.000000+00:00\", \"2023-03-22 14:26:11.000000+00:00\", \"2022-08-14 21:21:58.000000+00:00\", \"2019-02-18 13:32:55.000000+00:00\", \"2020-04-18 00:51:30.000000+00:00\", \"2022-07-26 01:20:56.000000+00:00\", \"2019-07-17 09:13:09.000000+00:00\"], \"session_ids\": [\"1618da2b-c5d5-4f7f-85d4-a1efc1c0ce21\", \"75b5018e-8da3-42ad-be4b-d6ba03ece4d1\", \"829b4719-3263-4948-bcfb-0f14b7199260\", \"47c7fd55-1197-43d7-8ace-b307b391a88e\", \"68533604-802b-46a5-aa03-3757fe7a2dfe\", \"8f0ee79a-d753-4d22-850d-bacda7ddfd12\", \"30af5675-df7b-4d01-9900-8c6992b0f893\"], \"total_duration\": 5238.0, \"total_sessions\": 7, \"mean_week_duration\": 24.477}, \"66522\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-20 12:44:17.000000+00:00\", \"2022-11-20 00:30:37.000000+00:00\"], \"session_ids\": [\"20a775e5-f8c8-46f3-a702-fc9370be3ed2\", \"63d2ec05-e855-4bd6-856d-8e9ae77670d2\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 385.0}, \"11354\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-02-13 06:40:25.000000+00:00\", \"2020-02-23 14:55:31.000000+00:00\", \"2022-12-05 10:27:37.000000+00:00\", \"2019-02-16 16:21:33.000000+00:00\", \"2019-05-21 11:59:55.000000+00:00\", \"2021-06-04 18:24:09.000000+00:00\", \"2021-09-15 19:29:57.000000+00:00\", \"2020-03-20 17:35:45.000000+00:00\", \"2020-07-22 11:23:37.000000+00:00\"], \"session_ids\": [\"ef51100c-08ea-49df-8506-ccbb14521b79\", \"453f62bf-ae4b-40ca-8356-7c3cf9a0f7ea\", \"13aed4ee-6515-40f0-9153-63b1fd3965e4\", \"26ff31b7-5a76-4798-b65d-84c06c085dbb\", \"c8058a32-8f10-41ff-a378-90529540170d\", \"76d93829-3ec1-4083-91f9-c3b28df5863d\", \"af36a737-381f-44c8-b0c4-1a45ec4b54fb\", \"768ccb94-a0da-47c2-b425-5468925d6b5c\", \"e52dc7d3-a3c0-4b45-b4bf-d96799415c6f\"], \"total_duration\": 10529.0, \"total_sessions\": 9, \"mean_week_duration\": 52.91}, \"32432\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-02-19 12:42:02.000000+00:00\", \"2019-10-08 12:16:58.000000+00:00\", \"2020-06-06 02:19:23.000000+00:00\"], \"session_ids\": [\"95741467-a123-4c7c-9447-3fd74f6a0e5c\", \"4f759cc2-5616-4563-a2c4-e782f4433bb9\", \"c7c08e76-0238-4e5a-857d-485f8d1251c9\"], \"total_duration\": 325.0, \"total_sessions\": 3, \"mean_week_duration\": 2.621}, \"19612\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-12-29 01:44:30.000000+00:00\", \"2023-05-15 13:01:22.000000+00:00\"], \"session_ids\": [\"0562e59f-5aac-4bb3-9b04-47731587ca88\", \"7405c829-95bf-4d22-8c9a-2cb88c3d50cd\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 5.431}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[2, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"20113\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-05-11 15:31:59.000000+00:00\", \"2019-07-18 08:26:56.000000+00:00\"], \"session_ids\": [\"8dc9dfe3-b79f-49f4-b69e-fa3dc44dc408\", \"9404463d-bd63-4566-ba79-77a0d2ffcc82\"], \"total_duration\": 414.0, \"total_sessions\": 2, \"mean_week_duration\": 4.358}, \"66522\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-20 12:44:17.000000+00:00\", \"2022-11-20 00:30:37.000000+00:00\"], \"session_ids\": [\"20a775e5-f8c8-46f3-a702-fc9370be3ed2\", \"63d2ec05-e855-4bd6-856d-8e9ae77670d2\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 385.0}, \"19612\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-12-29 01:44:30.000000+00:00\", \"2023-05-15 13:01:22.000000+00:00\"], \"session_ids\": [\"0562e59f-5aac-4bb3-9b04-47731587ca88\", \"7405c829-95bf-4d22-8c9a-2cb88c3d50cd\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 5.431}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"20113\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-05-11 15:31:59.000000+00:00\", \"2019-07-18 08:26:56.000000+00:00\"], \"session_ids\": [\"8dc9dfe3-b79f-49f4-b69e-fa3dc44dc408\", \"9404463d-bd63-4566-ba79-77a0d2ffcc82\"], \"total_duration\": 414.0, \"total_sessions\": 2, \"mean_week_duration\": 4.358}}, {\"19612\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-12-29 01:44:30.000000+00:00\", \"2023-05-15 13:01:22.000000+00:00\"], \"session_ids\": [\"0562e59f-5aac-4bb3-9b04-47731587ca88\", \"7405c829-95bf-4d22-8c9a-2cb88c3d50cd\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 5.431}}, {\"66522\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-20 12:44:17.000000+00:00\", \"2022-11-20 00:30:37.000000+00:00\"], \"session_ids\": [\"20a775e5-f8c8-46f3-a702-fc9370be3ed2\", \"63d2ec05-e855-4bd6-856d-8e9ae77670d2\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 385.0}}]\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[{\"20113\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-05-11 15:31:59.000000+00:00\", \"2019-07-18 08:26:56.000000+00:00\"], \"session_ids\": [\"8dc9dfe3-b79f-49f4-b69e-fa3dc44dc408\", \"9404463d-bd63-4566-ba79-77a0d2ffcc82\"], \"total_duration\": 414.0, \"total_sessions\": 2, \"mean_week_duration\": 4.358}}, {\"19612\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-12-29 01:44:30.000000+00:00\", \"2023-05-15 13:01:22.000000+00:00\"], \"session_ids\": [\"0562e59f-5aac-4bb3-9b04-47731587ca88\", \"7405c829-95bf-4d22-8c9a-2cb88c3d50cd\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 5.431}}, {\"66522\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-20 12:44:17.000000+00:00\", \"2022-11-20 00:30:37.000000+00:00\"], \"session_ids\": [\"20a775e5-f8c8-46f3-a702-fc9370be3ed2\", \"63d2ec05-e855-4bd6-856d-8e9ae77670d2\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 385.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to finish my work on that task and send the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"20113\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-05-11 15:31:59.000000+00:00\", \"2019-07-18 08:26:56.000000+00:00\"], \"session_ids\": [\"8dc9dfe3-b79f-49f4-b69e-fa3dc44dc408\", \"9404463d-bd63-4566-ba79-77a0d2ffcc82\"], \"total_duration\": 414.0, \"total_sessions\": 2, \"mean_week_duration\": 4.358}}, {\"19612\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-12-29 01:44:30.000000+00:00\", \"2023-05-15 13:01:22.000000+00:00\"], \"session_ids\": [\"0562e59f-5aac-4bb3-9b04-47731587ca88\", \"7405c829-95bf-4d22-8c9a-2cb88c3d50cd\"], \"total_duration\": 391.0, \"total_sessions\": 2, \"mean_week_duration\": 5.431}}, {\"66522\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-11-20 12:44:17.000000+00:00\", \"2022-11-20 00:30:37.000000+00:00\"], \"session_ids\": [\"20a775e5-f8c8-46f3-a702-fc9370be3ed2\", \"63d2ec05-e855-4bd6-856d-8e9ae77670d2\"], \"total_duration\": 385.0, \"total_sessions\": 2, \"mean_week_duration\": 385.0}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me 4 users who total sessions less than 3 and greater than 6 (not including) as well as apply sorting by overall duration of sessions per week in descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"15894\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-24 22:24:19.000000+00:00\", \"2019-07-22 03:13:11.000000+00:00\"], \"session_ids\": [\"42533767-0cef-4cdf-b9b4-a6f859709c77\", \"352d93e8-4120-4ef3-85e8-860562d8442e\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 11.824}, \"33283\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-22 03:09:20.000000+00:00\", \"2022-03-23 19:24:59.000000+00:00\", \"2021-09-14 22:21:11.000000+00:00\", \"2020-10-16 02:23:56.000000+00:00\", \"2021-02-05 19:19:32.000000+00:00\", \"2020-08-21 23:16:08.000000+00:00\", \"2019-11-10 18:05:02.000000+00:00\"], \"session_ids\": [\"ee276c4b-0aee-46e2-9183-68d25d132f92\", \"88bec832-c91a-4688-b06d-f71e2aa220e1\", \"cceeac61-c517-42c6-b699-a40e7980cdb0\", \"79c74332-0d3c-4a54-8c0f-67f8d06bf304\", \"6d9ba8a4-2618-4406-a240-c6ee30f57e51\", \"56fa502e-1961-4cb1-9917-9880b00bcdcd\", \"edeeb93e-b09f-405a-a0c6-46c5054dc066\"], \"total_duration\": 584.0, \"total_sessions\": 7, \"mean_week_duration\": 4.598}, \"90343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-15 03:43:49.000000+00:00\", \"2022-03-19 00:51:34.000000+00:00\"], \"session_ids\": [\"eeb4aaa9-edb4-480b-8a40-c234511512fd\", \"1300f0c7-bd91-4002-8145-ac3eaec72dd6\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 7.045}, \"41986\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-01-07 12:30:23.000000+00:00\", \"2021-11-29 09:32:49.000000+00:00\"], \"session_ids\": [\"d74c150b-3bdf-4905-b5d1-9ecab8450507\", \"7fc621de-120b-43e9-9ff2-a447aa72ffbe\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 1.809}, \"21923\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-31 19:37:58.000000+00:00\", \"2019-04-20 23:36:18.000000+00:00\", \"2022-05-14 14:00:16.000000+00:00\", \"2022-11-16 22:58:20.000000+00:00\"], \"session_ids\": [\"17fc805a-be86-497a-a6ae-8e2bd7bc3292\", \"82751640-2001-4432-b3c9-e3ca3bf326a3\", \"6f996d47-1d71-4cdc-96f7-7e50e8c57f92\", \"281e94ec-74f4-4cad-a052-52a13e2e34c9\"], \"total_duration\": 711.0, \"total_sessions\": 4, \"mean_week_duration\": 3.802}, \"8116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-27 02:24:28.000000+00:00\", \"2021-03-05 13:47:13.000000+00:00\", \"2020-04-07 23:11:14.000000+00:00\", \"2023-01-28 08:03:33.000000+00:00\", \"2020-07-26 22:56:29.000000+00:00\", \"2019-07-15 00:27:28.000000+00:00\", \"2020-05-03 13:12:26.000000+00:00\", \"2023-05-25 08:45:30.000000+00:00\", \"2020-04-05 05:24:08.000000+00:00\", \"2020-10-25 03:28:43.000000+00:00\"], \"session_ids\": [\"73f3ce9b-feaa-4625-96bd-e54335b1db43\", \"9ef6eb30-256a-442f-8b5b-f31456237cee\", \"38028836-6716-4788-a04a-c81cb2a9c89e\", \"d2b08bd1-6a71-4569-9214-53ec6f128dba\", \"734e29c4-b56b-4885-8322-5965e7827b26\", \"285df9a7-e3ae-4708-b932-347b5f6957d1\", \"57f83119-e5e5-4b14-a21f-71c7df353b0b\", \"d4a748c6-c3ae-4010-8502-cb503e804eb5\", \"979c7ecf-e23f-4673-a875-193a397fc2ca\", \"420e38e9-da2b-4884-880d-80ac063aab00\"], \"total_duration\": 19765.0, \"total_sessions\": 10, \"mean_week_duration\": 87.456}, \"42289\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-03-14 17:53:25.000000+00:00\", \"2022-02-21 17:50:30.000000+00:00\"], \"session_ids\": [\"2ea87bfa-7915-4046-99f0-4e86a0d4c135\", \"a0ff36c5-1575-4f8e-96b1-507d8db46b93\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 3.163}, \"87581\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-23 21:31:17.000000+00:00\", \"2023-06-24 01:29:54.000000+00:00\"], \"session_ids\": [\"7906f783-640d-4aad-85af-3d968e60c8b4\", \"915fba7c-bb07-40ff-aaa3-1746d3f7ffb2\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.569}, \"61996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-24 07:16:00.000000+00:00\", \"2019-12-22 05:40:33.000000+00:00\"], \"session_ids\": [\"40966fe0-0ab5-4056-9298-25975f58c4eb\", \"e646b739-6200-446b-8786-1c604534fb4a\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 19.227}, \"92247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-02 14:23:38.000000+00:00\", \"2021-03-10 08:42:16.000000+00:00\"], \"session_ids\": [\"a40d402a-b679-4f06-9200-15b4230aa07b\", \"d034a8d6-ce39-4935-8afe-45919f015942\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 8.083}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 3 and are greater than 6" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_sessions\": [[3, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"15894\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-24 22:24:19.000000+00:00\", \"2019-07-22 03:13:11.000000+00:00\"], \"session_ids\": [\"42533767-0cef-4cdf-b9b4-a6f859709c77\", \"352d93e8-4120-4ef3-85e8-860562d8442e\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 11.824}, \"90343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-15 03:43:49.000000+00:00\", \"2022-03-19 00:51:34.000000+00:00\"], \"session_ids\": [\"eeb4aaa9-edb4-480b-8a40-c234511512fd\", \"1300f0c7-bd91-4002-8145-ac3eaec72dd6\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 7.045}, \"41986\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-01-07 12:30:23.000000+00:00\", \"2021-11-29 09:32:49.000000+00:00\"], \"session_ids\": [\"d74c150b-3bdf-4905-b5d1-9ecab8450507\", \"7fc621de-120b-43e9-9ff2-a447aa72ffbe\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 1.809}, \"42289\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-03-14 17:53:25.000000+00:00\", \"2022-02-21 17:50:30.000000+00:00\"], \"session_ids\": [\"2ea87bfa-7915-4046-99f0-4e86a0d4c135\", \"a0ff36c5-1575-4f8e-96b1-507d8db46b93\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 3.163}, \"87581\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-23 21:31:17.000000+00:00\", \"2023-06-24 01:29:54.000000+00:00\"], \"session_ids\": [\"7906f783-640d-4aad-85af-3d968e60c8b4\", \"915fba7c-bb07-40ff-aaa3-1746d3f7ffb2\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.569}, \"61996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-24 07:16:00.000000+00:00\", \"2019-12-22 05:40:33.000000+00:00\"], \"session_ids\": [\"40966fe0-0ab5-4056-9298-25975f58c4eb\", \"e646b739-6200-446b-8786-1c604534fb4a\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 19.227}, \"92247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-02 14:23:38.000000+00:00\", \"2021-03-10 08:42:16.000000+00:00\"], \"session_ids\": [\"a40d402a-b679-4f06-9200-15b4230aa07b\", \"d034a8d6-ce39-4935-8afe-45919f015942\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 8.083}, \"33283\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-22 03:09:20.000000+00:00\", \"2022-03-23 19:24:59.000000+00:00\", \"2021-09-14 22:21:11.000000+00:00\", \"2020-10-16 02:23:56.000000+00:00\", \"2021-02-05 19:19:32.000000+00:00\", \"2020-08-21 23:16:08.000000+00:00\", \"2019-11-10 18:05:02.000000+00:00\"], \"session_ids\": [\"ee276c4b-0aee-46e2-9183-68d25d132f92\", \"88bec832-c91a-4688-b06d-f71e2aa220e1\", \"cceeac61-c517-42c6-b699-a40e7980cdb0\", \"79c74332-0d3c-4a54-8c0f-67f8d06bf304\", \"6d9ba8a4-2618-4406-a240-c6ee30f57e51\", \"56fa502e-1961-4cb1-9917-9880b00bcdcd\", \"edeeb93e-b09f-405a-a0c6-46c5054dc066\"], \"total_duration\": 584.0, \"total_sessions\": 7, \"mean_week_duration\": 4.598}, \"8116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-27 02:24:28.000000+00:00\", \"2021-03-05 13:47:13.000000+00:00\", \"2020-04-07 23:11:14.000000+00:00\", \"2023-01-28 08:03:33.000000+00:00\", \"2020-07-26 22:56:29.000000+00:00\", \"2019-07-15 00:27:28.000000+00:00\", \"2020-05-03 13:12:26.000000+00:00\", \"2023-05-25 08:45:30.000000+00:00\", \"2020-04-05 05:24:08.000000+00:00\", \"2020-10-25 03:28:43.000000+00:00\"], \"session_ids\": [\"73f3ce9b-feaa-4625-96bd-e54335b1db43\", \"9ef6eb30-256a-442f-8b5b-f31456237cee\", \"38028836-6716-4788-a04a-c81cb2a9c89e\", \"d2b08bd1-6a71-4569-9214-53ec6f128dba\", \"734e29c4-b56b-4885-8322-5965e7827b26\", \"285df9a7-e3ae-4708-b932-347b5f6957d1\", \"57f83119-e5e5-4b14-a21f-71c7df353b0b\", \"d4a748c6-c3ae-4010-8502-cb503e804eb5\", \"979c7ecf-e23f-4673-a875-193a397fc2ca\", \"420e38e9-da2b-4884-880d-80ac063aab00\"], \"total_duration\": 19765.0, \"total_sessions\": 10, \"mean_week_duration\": 87.456}}\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[{\"8116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-27 02:24:28.000000+00:00\", \"2021-03-05 13:47:13.000000+00:00\", \"2020-04-07 23:11:14.000000+00:00\", \"2023-01-28 08:03:33.000000+00:00\", \"2020-07-26 22:56:29.000000+00:00\", \"2019-07-15 00:27:28.000000+00:00\", \"2020-05-03 13:12:26.000000+00:00\", \"2023-05-25 08:45:30.000000+00:00\", \"2020-04-05 05:24:08.000000+00:00\", \"2020-10-25 03:28:43.000000+00:00\"], \"session_ids\": [\"73f3ce9b-feaa-4625-96bd-e54335b1db43\", \"9ef6eb30-256a-442f-8b5b-f31456237cee\", \"38028836-6716-4788-a04a-c81cb2a9c89e\", \"d2b08bd1-6a71-4569-9214-53ec6f128dba\", \"734e29c4-b56b-4885-8322-5965e7827b26\", \"285df9a7-e3ae-4708-b932-347b5f6957d1\", \"57f83119-e5e5-4b14-a21f-71c7df353b0b\", \"d4a748c6-c3ae-4010-8502-cb503e804eb5\", \"979c7ecf-e23f-4673-a875-193a397fc2ca\", \"420e38e9-da2b-4884-880d-80ac063aab00\"], \"total_duration\": 19765.0, \"total_sessions\": 10, \"mean_week_duration\": 87.456}}, {\"61996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-24 07:16:00.000000+00:00\", \"2019-12-22 05:40:33.000000+00:00\"], \"session_ids\": [\"40966fe0-0ab5-4056-9298-25975f58c4eb\", \"e646b739-6200-446b-8786-1c604534fb4a\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 19.227}}, {\"15894\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-24 22:24:19.000000+00:00\", \"2019-07-22 03:13:11.000000+00:00\"], \"session_ids\": [\"42533767-0cef-4cdf-b9b4-a6f859709c77\", \"352d93e8-4120-4ef3-85e8-860562d8442e\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 11.824}}, {\"92247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-02 14:23:38.000000+00:00\", \"2021-03-10 08:42:16.000000+00:00\"], \"session_ids\": [\"a40d402a-b679-4f06-9200-15b4230aa07b\", \"d034a8d6-ce39-4935-8afe-45919f015942\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 8.083}}, {\"90343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 4}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-08-15 03:43:49.000000+00:00\", \"2022-03-19 00:51:34.000000+00:00\"], \"session_ids\": [\"eeb4aaa9-edb4-480b-8a40-c234511512fd\", \"1300f0c7-bd91-4002-8145-ac3eaec72dd6\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 7.045}}, {\"33283\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-22 03:09:20.000000+00:00\", \"2022-03-23 19:24:59.000000+00:00\", \"2021-09-14 22:21:11.000000+00:00\", \"2020-10-16 02:23:56.000000+00:00\", \"2021-02-05 19:19:32.000000+00:00\", \"2020-08-21 23:16:08.000000+00:00\", \"2019-11-10 18:05:02.000000+00:00\"], \"session_ids\": [\"ee276c4b-0aee-46e2-9183-68d25d132f92\", \"88bec832-c91a-4688-b06d-f71e2aa220e1\", \"cceeac61-c517-42c6-b699-a40e7980cdb0\", \"79c74332-0d3c-4a54-8c0f-67f8d06bf304\", \"6d9ba8a4-2618-4406-a240-c6ee30f57e51\", \"56fa502e-1961-4cb1-9917-9880b00bcdcd\", \"edeeb93e-b09f-405a-a0c6-46c5054dc066\"], \"total_duration\": 584.0, \"total_sessions\": 7, \"mean_week_duration\": 4.598}}, {\"42289\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2021-03-14 17:53:25.000000+00:00\", \"2022-02-21 17:50:30.000000+00:00\"], \"session_ids\": [\"2ea87bfa-7915-4046-99f0-4e86a0d4c135\", \"a0ff36c5-1575-4f8e-96b1-507d8db46b93\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 3.163}}, {\"41986\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-01-07 12:30:23.000000+00:00\", \"2021-11-29 09:32:49.000000+00:00\"], \"session_ids\": [\"d74c150b-3bdf-4905-b5d1-9ecab8450507\", \"7fc621de-120b-43e9-9ff2-a447aa72ffbe\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 1.809}}, {\"87581\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-23 21:31:17.000000+00:00\", \"2023-06-24 01:29:54.000000+00:00\"], \"session_ids\": [\"7906f783-640d-4aad-85af-3d968e60c8b4\", \"915fba7c-bb07-40ff-aaa3-1746d3f7ffb2\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.569}}]\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[{\"8116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-27 02:24:28.000000+00:00\", \"2021-03-05 13:47:13.000000+00:00\", \"2020-04-07 23:11:14.000000+00:00\", \"2023-01-28 08:03:33.000000+00:00\", \"2020-07-26 22:56:29.000000+00:00\", \"2019-07-15 00:27:28.000000+00:00\", \"2020-05-03 13:12:26.000000+00:00\", \"2023-05-25 08:45:30.000000+00:00\", \"2020-04-05 05:24:08.000000+00:00\", \"2020-10-25 03:28:43.000000+00:00\"], \"session_ids\": [\"73f3ce9b-feaa-4625-96bd-e54335b1db43\", \"9ef6eb30-256a-442f-8b5b-f31456237cee\", \"38028836-6716-4788-a04a-c81cb2a9c89e\", \"d2b08bd1-6a71-4569-9214-53ec6f128dba\", \"734e29c4-b56b-4885-8322-5965e7827b26\", \"285df9a7-e3ae-4708-b932-347b5f6957d1\", \"57f83119-e5e5-4b14-a21f-71c7df353b0b\", \"d4a748c6-c3ae-4010-8502-cb503e804eb5\", \"979c7ecf-e23f-4673-a875-193a397fc2ca\", \"420e38e9-da2b-4884-880d-80ac063aab00\"], \"total_duration\": 19765.0, \"total_sessions\": 10, \"mean_week_duration\": 87.456}}, {\"61996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-24 07:16:00.000000+00:00\", \"2019-12-22 05:40:33.000000+00:00\"], \"session_ids\": [\"40966fe0-0ab5-4056-9298-25975f58c4eb\", \"e646b739-6200-446b-8786-1c604534fb4a\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 19.227}}, {\"15894\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-24 22:24:19.000000+00:00\", \"2019-07-22 03:13:11.000000+00:00\"], \"session_ids\": [\"42533767-0cef-4cdf-b9b4-a6f859709c77\", \"352d93e8-4120-4ef3-85e8-860562d8442e\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 11.824}}, {\"92247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-02 14:23:38.000000+00:00\", \"2021-03-10 08:42:16.000000+00:00\"], \"session_ids\": [\"a40d402a-b679-4f06-9200-15b4230aa07b\", \"d034a8d6-ce39-4935-8afe-45919f015942\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 8.083}}]\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[{\"8116\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-27 02:24:28.000000+00:00\", \"2021-03-05 13:47:13.000000+00:00\", \"2020-04-07 23:11:14.000000+00:00\", \"2023-01-28 08:03:33.000000+00:00\", \"2020-07-26 22:56:29.000000+00:00\", \"2019-07-15 00:27:28.000000+00:00\", \"2020-05-03 13:12:26.000000+00:00\", \"2023-05-25 08:45:30.000000+00:00\", \"2020-04-05 05:24:08.000000+00:00\", \"2020-10-25 03:28:43.000000+00:00\"], \"session_ids\": [\"73f3ce9b-feaa-4625-96bd-e54335b1db43\", \"9ef6eb30-256a-442f-8b5b-f31456237cee\", \"38028836-6716-4788-a04a-c81cb2a9c89e\", \"d2b08bd1-6a71-4569-9214-53ec6f128dba\", \"734e29c4-b56b-4885-8322-5965e7827b26\", \"285df9a7-e3ae-4708-b932-347b5f6957d1\", \"57f83119-e5e5-4b14-a21f-71c7df353b0b\", \"d4a748c6-c3ae-4010-8502-cb503e804eb5\", \"979c7ecf-e23f-4673-a875-193a397fc2ca\", \"420e38e9-da2b-4884-880d-80ac063aab00\"], \"total_duration\": 19765.0, \"total_sessions\": 10, \"mean_week_duration\": 87.456}}, {\"61996\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-07-24 07:16:00.000000+00:00\", \"2019-12-22 05:40:33.000000+00:00\"], \"session_ids\": [\"40966fe0-0ab5-4056-9298-25975f58c4eb\", \"e646b739-6200-446b-8786-1c604534fb4a\"], \"total_duration\": 423.0, \"total_sessions\": 2, \"mean_week_duration\": 19.227}}, {\"15894\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-03-24 22:24:19.000000+00:00\", \"2019-07-22 03:13:11.000000+00:00\"], \"session_ids\": [\"42533767-0cef-4cdf-b9b4-a6f859709c77\", \"352d93e8-4120-4ef3-85e8-860562d8442e\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 11.824}}, {\"92247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-06-02 14:23:38.000000+00:00\", \"2021-03-10 08:42:16.000000+00:00\"], \"session_ids\": [\"a40d402a-b679-4f06-9200-15b4230aa07b\", \"d034a8d6-ce39-4935-8afe-45919f015942\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 8.083}}]\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 whose cities are Copenhagen, Karachi, Athens, New York City, Dubai, Sydney, Berlin + execute sorting by number of sessions in descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"73244\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-11-18 10:17:41.000000+00:00\", \"2022-04-29 11:06:35.000000+00:00\"], \"session_ids\": [\"23da2acf-dfab-4fcd-b2a2-fb03a1032903\", \"2dd5cb9a-74a2-4bc6-b508-dcfee730e750\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.708}, \"72047\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-05-10 04:02:45.000000+00:00\", \"2019-07-30 19:08:01.000000+00:00\", \"2022-06-06 00:58:51.000000+00:00\", \"2020-04-07 03:04:55.000000+00:00\", \"2019-06-30 04:45:53.000000+00:00\", \"2020-07-31 13:45:53.000000+00:00\", \"2022-05-16 03:32:07.000000+00:00\"], \"session_ids\": [\"5caf7a7e-60e2-42f1-bda7-aec67a96643d\", \"f7ed04c4-c306-4ba0-b140-53a94099a027\", \"6a705bb9-4c51-4495-8301-3cca31599738\", \"c7852793-6768-4e16-8151-aa2594470fd3\", \"5abbef07-c116-4a84-9a69-ee4d41e85eee\", \"957b9f72-85c8-435b-9e5f-8632c193f56a\", \"daf065ab-ed31-43b1-92f3-44ab71f2660c\"], \"total_duration\": 11152.0, \"total_sessions\": 7, \"mean_week_duration\": 72.889}, \"95562\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-08 12:27:38.000000+00:00\", \"2019-02-21 04:38:42.000000+00:00\"], \"session_ids\": [\"2c772fd3-6bb2-42dd-89d1-d2c63bf15e75\", \"141a6628-72b9-489d-8f3f-f1fb38358356\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 1.987}, \"50958\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-12-21 03:57:31.000000+00:00\", \"2022-09-07 19:32:50.000000+00:00\"], \"session_ids\": [\"9178c38e-100d-479f-a2a7-a71cd85d8803\", \"08b74c07-e7c4-45b6-bebf-0e0e54f3310d\"], \"total_duration\": 121.0, \"total_sessions\": 2, \"mean_week_duration\": 0.852}, \"4947\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-06-12 04:47:58.000000+00:00\", \"2021-03-23 05:35:10.000000+00:00\", \"2022-10-06 19:45:25.000000+00:00\", \"2022-03-16 02:27:14.000000+00:00\"], \"session_ids\": [\"f84a0867-18ad-47dc-84b9-dab992b684cd\", \"292c3ed7-c44e-4e2c-aa6d-5bc1bc5585c1\", \"c26ca49f-7e15-4f30-ae4b-3d0a605bdbbc\", \"69f00a8b-167c-435d-9c38-088c383b0486\"], \"total_duration\": 864.0, \"total_sessions\": 4, \"mean_week_duration\": 10.667}, \"45487\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-11-13 17:32:51.000000+00:00\", \"2023-06-05 16:03:26.000000+00:00\"], \"session_ids\": [\"fca62e16-4e28-4644-9daa-8a9e8cdf95ad\", \"c13e2b5b-04aa-46d7-aed8-ca39aa4c3875\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 6.448}, \"86309\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-03-04 16:09:20.000000+00:00\", \"2023-04-02 08:01:26.000000+00:00\"], \"session_ids\": [\"677300aa-1623-4672-b8c8-2002ee645e52\", \"a6f0f5d0-e56f-4bf2-988d-1e2e057cf321\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 8.105}, \"40107\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2023-03-25 16:48:18.000000+00:00\", \"2022-07-15 16:57:24.000000+00:00\"], \"session_ids\": [\"9cf83029-d384-406a-b7a9-775803853e53\", \"681f80b6-5887-4ddd-9bd3-6918fd63ba13\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 5.583}, \"85080\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2023-02-24 07:16:23.000000+00:00\", \"2021-12-08 19:45:06.000000+00:00\"], \"session_ids\": [\"19ca58ae-2b83-4bf0-ba31-ec699fffce32\", \"0f876e19-9e65-43a6-926f-82bb9bc136f0\"], \"total_duration\": 318.0, \"total_sessions\": 2, \"mean_week_duration\": 4.969}, \"92708\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-05-24 17:48:11.000000+00:00\", \"2022-12-22 03:21:44.000000+00:00\", \"2019-05-03 01:48:02.000000+00:00\", \"2021-05-04 11:23:15.000000+00:00\", \"2020-05-05 23:00:29.000000+00:00\", \"2020-05-19 02:40:00.000000+00:00\", \"2021-10-09 01:27:06.000000+00:00\", \"2019-09-26 13:54:48.000000+00:00\"], \"session_ids\": [\"b9842d99-f80a-49f5-b66e-d51b70863c65\", \"0b8349d8-88f1-4948-b6b0-5c5541771809\", \"482225b6-d306-4042-aae6-181bf45fad4a\", \"7b5de521-9fbf-4c8e-883f-3b06adc06c73\", \"8d7b8856-54db-4316-9f57-c1451347ed82\", \"a0f3867a-d1e3-4fb6-a90a-1c9674c73f71\", \"8a4fc3b8-7b39-409e-bdf0-b215acfc8d0c\", \"421b1774-e343-4e12-a745-f3fc7010d0f8\"], \"total_duration\": 10923.0, \"total_sessions\": 8, \"mean_week_duration\": 57.489}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are Copenhagen, Karachi, Athens, New York City, Dubai, Sydney, Berlin" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Copenhagen\", \"Karachi\", \"Athens\", \"New York City\", \"Dubai\", \"Sydney\", \"Berlin\"]]}}}\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 finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about 5 users with a overall total duration that is higher than 1243 and lower than 3195, exclusive 1243 inclusive 3195 , put to use sorting by city_name risingly." } ]
[ { "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{\"92208\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2019-02-19 08:15:26.000000+00:00\", \"2022-09-21 07:26:03.000000+00:00\", \"2021-01-29 22:51:41.000000+00:00\", \"2020-08-13 11:34:26.000000+00:00\", \"2021-11-01 18:21:50.000000+00:00\", \"2020-01-07 13:00:57.000000+00:00\", \"2019-12-06 11:39:25.000000+00:00\"], \"session_ids\": [\"34b6a336-2003-4015-b559-28ec07a51a55\", \"b7bd70d4-1219-41e6-aac1-d75f236cc5a5\", \"30dde72a-0777-4697-9401-3e07ed5a790c\", \"bef77a76-49e3-4ed0-ac03-3350bdd5ab1c\", \"73c6652e-222a-4bcb-8392-0d62773bce38\", \"39566e8c-dc47-410b-8846-5b70ab6b4e7a\", \"44082912-f5eb-4b33-8a21-dd4ab72303a6\"], \"total_duration\": 964.0, \"total_sessions\": 7, \"mean_week_duration\": 5.155}, \"47503\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-09-17 00:21:05.000000+00:00\", \"2022-06-02 03:42:52.000000+00:00\", \"2019-04-19 20:51:30.000000+00:00\", \"2022-07-25 01:20:50.000000+00:00\", \"2019-08-07 13:20:24.000000+00:00\", \"2019-06-24 17:00:22.000000+00:00\", \"2022-05-13 21:14:38.000000+00:00\", \"2020-10-10 14:59:50.000000+00:00\", \"2020-04-03 17:15:12.000000+00:00\"], \"session_ids\": [\"05b9f386-4b46-4961-bbe8-f00285dc56b2\", \"98b49fbd-40ba-4c35-8fe2-fd84a39c476b\", \"79533c92-a278-4748-8c94-804c68e09278\", \"39ea90e1-970e-496f-a7fa-d591c432c7ea\", \"276325fd-86cd-4931-b05a-98703f361e4a\", \"9476b43c-e132-482b-86c2-bc0535e90031\", \"05fcd573-b256-4b64-8965-5c14c561fb08\", \"7e06d743-4b45-475f-823f-1fd3f1189120\", \"9f9f433f-2bc2-47ff-bbd2-2f0b0b53f76a\"], \"total_duration\": 17894.0, \"total_sessions\": 9, \"mean_week_duration\": 104.643}, \"95695\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-14 05:16:20.000000+00:00\", \"2023-02-25 18:24:26.000000+00:00\"], \"session_ids\": [\"320fbfa6-ca80-40f6-bce9-395ab4a6a2f5\", \"b67d54da-67e3-4301-9733-7869fbb560a1\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 3.061}, \"57311\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-27 05:53:53.000000+00:00\", \"2020-07-30 18:03:19.000000+00:00\"], \"session_ids\": [\"cbcef74b-fc5b-43c7-a2e1-00750d628430\", \"830a108a-7791-4f80-9c2a-767454635726\"], \"total_duration\": 353.0, \"total_sessions\": 2, \"mean_week_duration\": 11.387}, \"93074\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2021-05-18 00:06:49.000000+00:00\", \"2023-01-12 13:39:29.000000+00:00\", \"2021-06-22 19:14:42.000000+00:00\", \"2022-12-16 13:21:35.000000+00:00\", \"2022-03-22 10:04:21.000000+00:00\", \"2021-05-26 04:55:33.000000+00:00\", \"2021-07-29 04:40:04.000000+00:00\"], \"session_ids\": [\"b40effc4-1e70-4494-8e97-39f78e06918d\", \"4e73d336-9b71-4736-8eae-d6370c1676da\", \"e030c60e-3d34-409f-92b7-d644d47f70d5\", \"55b80c9d-34a4-4060-8217-9842e5fab144\", \"f9e82adb-dd42-4217-8a0b-6a2ec8ee1021\", \"1545801a-07d5-48ad-9c08-afc4513b87f8\", \"a834b7df-8178-490a-8dd2-988087bb23cd\"], \"total_duration\": 10666.0, \"total_sessions\": 7, \"mean_week_duration\": 122.598}, \"79288\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2020-10-29 04:40:49.000000+00:00\", \"2022-05-05 06:02:38.000000+00:00\"], \"session_ids\": [\"0237904f-33c2-4e15-b5dc-65081264f0c7\", \"24f1578a-7219-4a7c-ab54-4f1b2bad8cdb\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 2.089}, \"63452\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-02-21 13:54:37.000000+00:00\", \"2023-01-03 17:28:25.000000+00:00\"], \"session_ids\": [\"2a574e5f-7bc6-4f9e-9962-ac2028ae5797\", \"638e9e7d-d9b2-440a-81cb-94e9eaa3a672\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 2.804}, \"59431\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-23 16:59:24.000000+00:00\", \"2020-10-02 19:03:52.000000+00:00\", \"2022-01-30 06:10:15.000000+00:00\", \"2023-05-30 08:58:55.000000+00:00\", \"2019-02-24 12:03:06.000000+00:00\", \"2021-06-06 20:20:05.000000+00:00\", \"2020-02-01 07:18:39.000000+00:00\", \"2019-03-22 10:53:16.000000+00:00\", \"2022-12-17 14:47:52.000000+00:00\"], \"session_ids\": [\"f978d357-4164-4c6b-9a17-6f4207451a40\", \"6dafc8be-d5d9-4512-beb3-326132f71c0f\", \"9d3f5743-02cc-485f-bbc1-0a7db1ce3042\", \"98450d1e-64be-4087-844d-31f9d93c25d9\", \"3b284e57-e094-4838-a23b-15d6aea6b924\", \"a2c40426-df84-4b15-aeb6-4963efbf7ebd\", \"f61fe0cb-ed2f-4d9d-87ed-8f9935e1816f\", \"d22ae29c-258e-47e7-b905-7aad2a1a3c63\", \"14c4fd68-eeb0-46d6-aa28-d1ca193aca00\"], \"total_duration\": 161.0, \"total_sessions\": 9, \"mean_week_duration\": 0.722}, \"81813\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-11-03 14:23:47.000000+00:00\", \"2019-09-29 11:16:08.000000+00:00\"], \"session_ids\": [\"e3c698fd-7f9b-46a1-835f-a10707c5592b\", \"ed4214ec-61d0-4db0-8b2c-352cd3f798a2\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 3.034}, \"32020\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-08-09 11:43:39.000000+00:00\", \"2023-03-28 21:51:37.000000+00:00\"], \"session_ids\": [\"b042121d-797a-454b-ae0e-f5d6e69de328\", \"19c18ef5-89c9-4b1b-942f-5ea0848bbbfd\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 0.623}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 1243 and are equal or less than 3195" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[1243, 3195]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about users who are residents of city Caracas , moreover sort by urban title form the lowest value to the highest value + show me only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"59601\": {\"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\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-08-16 14:31:35.000000+00:00\", \"2021-11-20 07:49:28.000000+00:00\"], \"session_ids\": [\"33f36954-7f79-4e65-9fde-740cf454d8b7\", \"21a76864-83d8-40c1-8c6f-584e774a0441\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 9.214}, \"18723\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-10-28 15:08:05.000000+00:00\", \"2019-05-04 15:51:56.000000+00:00\"], \"session_ids\": [\"3d6f5bd4-dd49-437a-a683-659cb4a69b3d\", \"918ba90c-7efc-4187-ba56-3477a2cd01e2\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 1.654}, \"67985\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-02 11:05:31.000000+00:00\", \"2019-03-29 11:12:30.000000+00:00\"], \"session_ids\": [\"8d05ba04-dad0-45aa-b448-3c03dbb91278\", \"f25e62ed-3fce-4113-88fd-28eab7b4c7f1\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 5.159}, \"1735\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-03-26 20:07:18.000000+00:00\", \"2022-03-18 07:25:40.000000+00:00\"], \"session_ids\": [\"af2e6813-5699-4e93-b7ba-0b046b92ce8d\", \"4f24c5c8-d09c-4131-997b-56fd2ddb552b\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.389}, \"24067\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-06-29 09:40:40.000000+00:00\", \"2019-12-04 22:32:20.000000+00:00\"], \"session_ids\": [\"9cb5d2da-6f1f-4fb1-a2b1-db34f02b53ef\", \"c8acbbc0-44a7-4e3a-86d6-2ed8305ac24c\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.511}, \"53152\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-04-21 23:57:43.000000+00:00\", \"2022-05-15 13:33:59.000000+00:00\", \"2020-10-22 05:36:17.000000+00:00\", \"2020-03-25 02:41:59.000000+00:00\"], \"session_ids\": [\"6f929ccd-5131-4cdf-9ccb-01ffbf0beb45\", \"03b2e019-e577-417a-bb8a-6820ed1ae189\", \"e720b35b-6a12-4d00-9456-4d670e536eb3\", \"06c81deb-c847-45c4-b2cd-00093cefbb3e\"], \"total_duration\": 453.0, \"total_sessions\": 4, \"mean_week_duration\": 2.831}, \"66821\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-30 05:58:59.000000+00:00\", \"2019-02-20 09:10:17.000000+00:00\"], \"session_ids\": [\"5c453b96-28be-4c97-9cf0-482d1cdde18c\", \"762e7b60-dcaa-4842-b4cf-a4698d873b0e\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.891}, \"9285\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-08-18 05:25:19.000000+00:00\", \"2019-06-22 02:58:36.000000+00:00\", \"2022-07-10 12:11:04.000000+00:00\"], \"session_ids\": [\"ee87f72d-73e2-4e67-9b69-8e964da67bad\", \"71703d76-3c8f-402c-8a3f-fb6707a078fd\", \"1cdb83e5-cb05-4223-a1bb-21751a062d63\"], \"total_duration\": 213.0, \"total_sessions\": 3, \"mean_week_duration\": 1.291}, \"88382\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-01-20 11:27:59.000000+00:00\", \"2019-05-10 21:22:17.000000+00:00\"], \"session_ids\": [\"aab8f16d-d742-4c68-a41a-246780eb6abe\", \"52b02faa-9c58-4e56-a36f-c59397c9fef8\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 13.938}, \"91119\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-03-22 14:11:12.000000+00:00\", \"2019-01-20 04:38:39.000000+00:00\"], \"session_ids\": [\"ca712b7a-a1f1-47ed-b590-d0693b437b6d\", \"0d38c4c8-1e0f-4183-b2ea-26b89141164f\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.14}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is Caracas" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Caracas\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on users whose app usage time per week is staying below 11, exclusively 11 also perform sorting by duration of sessions per week in ascending order and in addition display only 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{\"13074\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-19 05:46:48.000000+00:00\", \"2023-02-03 03:40:05.000000+00:00\", \"2023-02-18 09:36:00.000000+00:00\"], \"session_ids\": [\"6ef58747-cf5c-49e4-be27-d35e48105f88\", \"64f801ce-679d-4cf4-9f6c-2b8d3c12e15b\", \"d1b869c3-aa98-452f-86e2-7e4ec300658d\"], \"total_duration\": 136.0, \"total_sessions\": 3, \"mean_week_duration\": 1.417}, \"59382\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-26 19:45:36.000000+00:00\", \"2021-04-07 05:10:25.000000+00:00\"], \"session_ids\": [\"c8c9d783-0ef7-4d38-88eb-6072cc42c7a3\", \"6f0bcf8b-1b01-43c7-abbc-a6a2c140515c\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 4.455}, \"99642\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-03-06 17:58:05.000000+00:00\", \"2022-11-14 01:33:00.000000+00:00\"], \"session_ids\": [\"53523f90-d233-42e4-a654-ded348be3a44\", \"4344311a-6a7c-441a-8e68-8a6a068c2c56\"], \"total_duration\": 436.0, \"total_sessions\": 2, \"mean_week_duration\": 2.259}, \"19883\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-19 05:12:33.000000+00:00\", \"2020-11-07 04:57:18.000000+00:00\", \"2022-10-27 13:33:46.000000+00:00\", \"2021-09-30 05:23:04.000000+00:00\"], \"session_ids\": [\"2ea464e3-7026-4b6c-a660-8a281e34e644\", \"4a476ac8-359a-495d-a75a-65ca9e14a002\", \"671d046b-66f3-4f95-a6ed-c14c87a7c2d3\", \"91484879-186e-43a7-8663-585bf8f08017\"], \"total_duration\": 1423.0, \"total_sessions\": 4, \"mean_week_duration\": 8.521}, \"68933\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 10, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-07-14 08:55:41.000000+00:00\", \"2020-08-25 00:10:57.000000+00:00\", \"2021-03-27 15:11:16.000000+00:00\"], \"session_ids\": [\"471daacb-20c0-486e-a750-402e84b024df\", \"6dab2c34-d998-4112-ae2a-cbfdc440a20c\", \"f7c452be-f2fa-4173-97e2-2793ad1392b7\"], \"total_duration\": 984.0, \"total_sessions\": 3, \"mean_week_duration\": 9.939}, \"23001\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-04 20:40:34.000000+00:00\", \"2023-02-16 11:11:01.000000+00:00\"], \"session_ids\": [\"cc3cde29-7c04-44e4-b20b-15d010dcd625\", \"cfa0f8bc-fb70-4e0f-b8d6-b3ab15ea7d8b\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.522}, \"6700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-10-14 15:27:13.000000+00:00\", \"2023-05-09 06:31:52.000000+00:00\"], \"session_ids\": [\"d9ff49f3-1f6f-4dcc-b18d-5cea504053c5\", \"b6be7894-6bfc-4701-8ed5-2b3763dbed51\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.47}, \"92112\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-16 21:41:05.000000+00:00\", \"2019-11-08 20:46:00.000000+00:00\", \"2020-08-06 18:14:41.000000+00:00\"], \"session_ids\": [\"c0cfdb0e-9823-4cb3-b19f-062cc3a4ade5\", \"6a528f52-b1dc-4058-aa27-19e6a49a64e7\", \"c26cbc6e-f454-4433-8dbb-74f93aa01cbd\"], \"total_duration\": 956.0, \"total_sessions\": 3, \"mean_week_duration\": 5.901}, \"54712\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-14 14:00:57.000000+00:00\", \"2022-04-06 18:32:49.000000+00:00\", \"2023-04-18 12:37:55.000000+00:00\", \"2019-03-11 04:20:44.000000+00:00\"], \"session_ids\": [\"5271f9db-f70e-4707-b27d-c69c280cd27f\", \"e7f4675e-d86f-4e23-bdbf-69eca076dbcb\", \"b6be7029-2124-45c4-96c1-c7acb835dd6a\", \"5764e1cb-cf32-4898-923c-6bfa8b63cd32\"], \"total_duration\": 162.0, \"total_sessions\": 4, \"mean_week_duration\": 0.753}, \"5940\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-30 11:32:13.000000+00:00\", \"2021-06-04 22:50:40.000000+00:00\", \"2022-11-10 22:35:27.000000+00:00\"], \"session_ids\": [\"f9c0c710-392d-481a-98ec-e71391468f14\", \"b041c392-f581-465b-b4c2-aaf6195cf024\", \"c4722740-a6ab-43e0-93f7-0fc5d1a5c7b8\"], \"total_duration\": 215.0, \"total_sessions\": 3, \"mean_week_duration\": 2.867}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 11" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[11, 42]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"13074\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-19 05:46:48.000000+00:00\", \"2023-02-03 03:40:05.000000+00:00\", \"2023-02-18 09:36:00.000000+00:00\"], \"session_ids\": [\"6ef58747-cf5c-49e4-be27-d35e48105f88\", \"64f801ce-679d-4cf4-9f6c-2b8d3c12e15b\", \"d1b869c3-aa98-452f-86e2-7e4ec300658d\"], \"total_duration\": 136.0, \"total_sessions\": 3, \"mean_week_duration\": 1.417}, \"59382\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-26 19:45:36.000000+00:00\", \"2021-04-07 05:10:25.000000+00:00\"], \"session_ids\": [\"c8c9d783-0ef7-4d38-88eb-6072cc42c7a3\", \"6f0bcf8b-1b01-43c7-abbc-a6a2c140515c\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 4.455}, \"99642\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-03-06 17:58:05.000000+00:00\", \"2022-11-14 01:33:00.000000+00:00\"], \"session_ids\": [\"53523f90-d233-42e4-a654-ded348be3a44\", \"4344311a-6a7c-441a-8e68-8a6a068c2c56\"], \"total_duration\": 436.0, \"total_sessions\": 2, \"mean_week_duration\": 2.259}, \"19883\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-19 05:12:33.000000+00:00\", \"2020-11-07 04:57:18.000000+00:00\", \"2022-10-27 13:33:46.000000+00:00\", \"2021-09-30 05:23:04.000000+00:00\"], \"session_ids\": [\"2ea464e3-7026-4b6c-a660-8a281e34e644\", \"4a476ac8-359a-495d-a75a-65ca9e14a002\", \"671d046b-66f3-4f95-a6ed-c14c87a7c2d3\", \"91484879-186e-43a7-8663-585bf8f08017\"], \"total_duration\": 1423.0, \"total_sessions\": 4, \"mean_week_duration\": 8.521}, \"68933\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 10, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-07-14 08:55:41.000000+00:00\", \"2020-08-25 00:10:57.000000+00:00\", \"2021-03-27 15:11:16.000000+00:00\"], \"session_ids\": [\"471daacb-20c0-486e-a750-402e84b024df\", \"6dab2c34-d998-4112-ae2a-cbfdc440a20c\", \"f7c452be-f2fa-4173-97e2-2793ad1392b7\"], \"total_duration\": 984.0, \"total_sessions\": 3, \"mean_week_duration\": 9.939}, \"23001\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-04 20:40:34.000000+00:00\", \"2023-02-16 11:11:01.000000+00:00\"], \"session_ids\": [\"cc3cde29-7c04-44e4-b20b-15d010dcd625\", \"cfa0f8bc-fb70-4e0f-b8d6-b3ab15ea7d8b\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.522}, \"6700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-10-14 15:27:13.000000+00:00\", \"2023-05-09 06:31:52.000000+00:00\"], \"session_ids\": [\"d9ff49f3-1f6f-4dcc-b18d-5cea504053c5\", \"b6be7894-6bfc-4701-8ed5-2b3763dbed51\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.47}, \"92112\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-16 21:41:05.000000+00:00\", \"2019-11-08 20:46:00.000000+00:00\", \"2020-08-06 18:14:41.000000+00:00\"], \"session_ids\": [\"c0cfdb0e-9823-4cb3-b19f-062cc3a4ade5\", \"6a528f52-b1dc-4058-aa27-19e6a49a64e7\", \"c26cbc6e-f454-4433-8dbb-74f93aa01cbd\"], \"total_duration\": 956.0, \"total_sessions\": 3, \"mean_week_duration\": 5.901}, \"54712\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-14 14:00:57.000000+00:00\", \"2022-04-06 18:32:49.000000+00:00\", \"2023-04-18 12:37:55.000000+00:00\", \"2019-03-11 04:20:44.000000+00:00\"], \"session_ids\": [\"5271f9db-f70e-4707-b27d-c69c280cd27f\", \"e7f4675e-d86f-4e23-bdbf-69eca076dbcb\", \"b6be7029-2124-45c4-96c1-c7acb835dd6a\", \"5764e1cb-cf32-4898-923c-6bfa8b63cd32\"], \"total_duration\": 162.0, \"total_sessions\": 4, \"mean_week_duration\": 0.753}, \"5940\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-30 11:32:13.000000+00:00\", \"2021-06-04 22:50:40.000000+00:00\", \"2022-11-10 22:35:27.000000+00:00\"], \"session_ids\": [\"f9c0c710-392d-481a-98ec-e71391468f14\", \"b041c392-f581-465b-b4c2-aaf6195cf024\", \"c4722740-a6ab-43e0-93f7-0fc5d1a5c7b8\"], \"total_duration\": 215.0, \"total_sessions\": 3, \"mean_week_duration\": 2.867}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"6700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-10-14 15:27:13.000000+00:00\", \"2023-05-09 06:31:52.000000+00:00\"], \"session_ids\": [\"d9ff49f3-1f6f-4dcc-b18d-5cea504053c5\", \"b6be7894-6bfc-4701-8ed5-2b3763dbed51\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.47}}, {\"23001\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-04 20:40:34.000000+00:00\", \"2023-02-16 11:11:01.000000+00:00\"], \"session_ids\": [\"cc3cde29-7c04-44e4-b20b-15d010dcd625\", \"cfa0f8bc-fb70-4e0f-b8d6-b3ab15ea7d8b\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.522}}, {\"54712\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-14 14:00:57.000000+00:00\", \"2022-04-06 18:32:49.000000+00:00\", \"2023-04-18 12:37:55.000000+00:00\", \"2019-03-11 04:20:44.000000+00:00\"], \"session_ids\": [\"5271f9db-f70e-4707-b27d-c69c280cd27f\", \"e7f4675e-d86f-4e23-bdbf-69eca076dbcb\", \"b6be7029-2124-45c4-96c1-c7acb835dd6a\", \"5764e1cb-cf32-4898-923c-6bfa8b63cd32\"], \"total_duration\": 162.0, \"total_sessions\": 4, \"mean_week_duration\": 0.753}}, {\"13074\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-04-19 05:46:48.000000+00:00\", \"2023-02-03 03:40:05.000000+00:00\", \"2023-02-18 09:36:00.000000+00:00\"], \"session_ids\": [\"6ef58747-cf5c-49e4-be27-d35e48105f88\", \"64f801ce-679d-4cf4-9f6c-2b8d3c12e15b\", \"d1b869c3-aa98-452f-86e2-7e4ec300658d\"], \"total_duration\": 136.0, \"total_sessions\": 3, \"mean_week_duration\": 1.417}}, {\"99642\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-03-06 17:58:05.000000+00:00\", \"2022-11-14 01:33:00.000000+00:00\"], \"session_ids\": [\"53523f90-d233-42e4-a654-ded348be3a44\", \"4344311a-6a7c-441a-8e68-8a6a068c2c56\"], \"total_duration\": 436.0, \"total_sessions\": 2, \"mean_week_duration\": 2.259}}, {\"5940\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-06-30 11:32:13.000000+00:00\", \"2021-06-04 22:50:40.000000+00:00\", \"2022-11-10 22:35:27.000000+00:00\"], \"session_ids\": [\"f9c0c710-392d-481a-98ec-e71391468f14\", \"b041c392-f581-465b-b4c2-aaf6195cf024\", \"c4722740-a6ab-43e0-93f7-0fc5d1a5c7b8\"], \"total_duration\": 215.0, \"total_sessions\": 3, \"mean_week_duration\": 2.867}}, {\"59382\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-04-26 19:45:36.000000+00:00\", \"2021-04-07 05:10:25.000000+00:00\"], \"session_ids\": [\"c8c9d783-0ef7-4d38-88eb-6072cc42c7a3\", \"6f0bcf8b-1b01-43c7-abbc-a6a2c140515c\"], \"total_duration\": 245.0, \"total_sessions\": 2, \"mean_week_duration\": 4.455}}, {\"92112\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-12-16 21:41:05.000000+00:00\", \"2019-11-08 20:46:00.000000+00:00\", \"2020-08-06 18:14:41.000000+00:00\"], \"session_ids\": [\"c0cfdb0e-9823-4cb3-b19f-062cc3a4ade5\", \"6a528f52-b1dc-4058-aa27-19e6a49a64e7\", \"c26cbc6e-f454-4433-8dbb-74f93aa01cbd\"], \"total_duration\": 956.0, \"total_sessions\": 3, \"mean_week_duration\": 5.901}}, {\"19883\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-08-19 05:12:33.000000+00:00\", \"2020-11-07 04:57:18.000000+00:00\", \"2022-10-27 13:33:46.000000+00:00\", \"2021-09-30 05:23:04.000000+00:00\"], \"session_ids\": [\"2ea464e3-7026-4b6c-a660-8a281e34e644\", \"4a476ac8-359a-495d-a75a-65ca9e14a002\", \"671d046b-66f3-4f95-a6ed-c14c87a7c2d3\", \"91484879-186e-43a7-8663-585bf8f08017\"], \"total_duration\": 1423.0, \"total_sessions\": 4, \"mean_week_duration\": 8.521}}, {\"68933\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 10, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2022-07-14 08:55:41.000000+00:00\", \"2020-08-25 00:10:57.000000+00:00\", \"2021-03-27 15:11:16.000000+00:00\"], \"session_ids\": [\"471daacb-20c0-486e-a750-402e84b024df\", \"6dab2c34-d998-4112-ae2a-cbfdc440a20c\", \"f7c452be-f2fa-4173-97e2-2793ad1392b7\"], \"total_duration\": 984.0, \"total_sessions\": 3, \"mean_week_duration\": 9.939}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"6700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-10-14 15:27:13.000000+00:00\", \"2023-05-09 06:31:52.000000+00:00\"], \"session_ids\": [\"d9ff49f3-1f6f-4dcc-b18d-5cea504053c5\", \"b6be7894-6bfc-4701-8ed5-2b3763dbed51\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.47}}, {\"23001\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-04 20:40:34.000000+00:00\", \"2023-02-16 11:11:01.000000+00:00\"], \"session_ids\": [\"cc3cde29-7c04-44e4-b20b-15d010dcd625\", \"cfa0f8bc-fb70-4e0f-b8d6-b3ab15ea7d8b\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.522}}]\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[{\"6700\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-10-14 15:27:13.000000+00:00\", \"2023-05-09 06:31:52.000000+00:00\"], \"session_ids\": [\"d9ff49f3-1f6f-4dcc-b18d-5cea504053c5\", \"b6be7894-6bfc-4701-8ed5-2b3763dbed51\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.47}}, {\"23001\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-04 20:40:34.000000+00:00\", \"2023-02-16 11:11:01.000000+00:00\"], \"session_ids\": [\"cc3cde29-7c04-44e4-b20b-15d010dcd625\", \"cfa0f8bc-fb70-4e0f-b8d6-b3ab15ea7d8b\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.522}}]\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 2 users whose total amount of duration exceeds 4609 while staying below 66, exclusive 4609 , do sorting by count of sessions from the smallest value to the largest value as well as keep only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"95198\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-11-04 10:32:29.000000+00:00\", \"2019-07-12 09:30:18.000000+00:00\"], \"session_ids\": [\"4a55decd-2eb7-4502-af14-0b1bca4f5ab7\", \"379e640d-e23d-4b6c-bc3e-6dc2a6a0155a\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.826}, \"58797\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 8, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-25 11:51:11.000000+00:00\", \"2023-06-19 14:24:11.000000+00:00\"], \"session_ids\": [\"98747afa-461b-446f-aac1-3b94dd26696c\", \"0d9c77c3-08bd-47df-8371-490693758ed5\"], \"total_duration\": 364.0, \"total_sessions\": 2, \"mean_week_duration\": 12.133}, \"87941\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-11-23 18:52:53.000000+00:00\", \"2022-06-20 22:13:24.000000+00:00\"], \"session_ids\": [\"910ee11b-e9e7-4fce-91b5-9c27d3861e4c\", \"0766f3b7-09b5-4d0f-8a54-25ffea02af6f\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 8.304}, \"63854\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-10 10:18:21.000000+00:00\", \"2022-03-10 15:33:22.000000+00:00\"], \"session_ids\": [\"ed9db769-b500-4f14-8ccc-a448dea1dd7c\", \"b23c76ea-feb2-4e0e-968b-9078b8291be7\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 2.773}, \"89089\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-05-20 09:16:17.000000+00:00\", \"2019-01-01 18:19:07.000000+00:00\", \"2023-02-23 12:04:10.000000+00:00\"], \"session_ids\": [\"3929ed15-70ea-4eeb-bf9e-e509c752adbf\", \"3497ddbb-5a54-482b-897f-7d76afa61b12\", \"d74788d3-4fb8-4669-ad98-5b25d87f17f2\"], \"total_duration\": 278.0, \"total_sessions\": 3, \"mean_week_duration\": 1.281}, \"55482\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-04-10 20:24:12.000000+00:00\", \"2020-07-22 03:37:22.000000+00:00\"], \"session_ids\": [\"fd25bf07-02df-4886-ba56-c949bb8230e0\", \"0f3a88bb-1056-45b1-b96e-cc9707f485b4\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.411}, \"19423\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-24 01:06:28.000000+00:00\", \"2020-06-07 16:46:00.000000+00:00\", \"2021-11-21 14:09:24.000000+00:00\"], \"session_ids\": [\"b46f15b1-de9f-449f-8e54-4fcfa2ee8403\", \"19e13c05-bda5-4161-8a72-144a727ca4be\", \"a7212f72-b2d5-43f9-aad1-e51c9ce3b763\"], \"total_duration\": 493.0, \"total_sessions\": 3, \"mean_week_duration\": 3.331}, \"7326\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-25 04:55:29.000000+00:00\", \"2019-02-23 00:18:05.000000+00:00\", \"2022-10-26 23:27:56.000000+00:00\", \"2022-04-26 04:48:22.000000+00:00\", \"2021-07-13 12:41:55.000000+00:00\"], \"session_ids\": [\"91e411d5-daa9-41d9-abb3-188f12b10c54\", \"57466f6e-b573-45f8-8f4a-0f5a93f6a341\", \"fb886831-6082-4bc3-b779-d2e781221804\", \"2868311e-606d-4fb1-89a4-a97a6e6a2744\", \"24b21ad8-79ed-43b1-b212-13123fef0e98\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.234}, \"90208\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-01-01 21:29:05.000000+00:00\", \"2020-01-13 07:17:09.000000+00:00\"], \"session_ids\": [\"ea6a56fb-4fb6-4bd6-81e8-5db6108a13a4\", \"b0887e7f-79cc-480d-a7d8-0472a40ac19a\"], \"total_duration\": 339.0, \"total_sessions\": 2, \"mean_week_duration\": 6.647}, \"76306\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-04-11 11:44:53.000000+00:00\", \"2021-12-18 11:06:35.000000+00:00\"], \"session_ids\": [\"e1a2d7ba-1c18-4135-b1f7-0523a1c12dae\", \"2c90acd9-3966-4df3-8163-82dcc1b60d25\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 9.706}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or less than 66 and are greater than 4609" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[66, 4609]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"95198\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-11-04 10:32:29.000000+00:00\", \"2019-07-12 09:30:18.000000+00:00\"], \"session_ids\": [\"4a55decd-2eb7-4502-af14-0b1bca4f5ab7\", \"379e640d-e23d-4b6c-bc3e-6dc2a6a0155a\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.826}, \"63854\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-10 10:18:21.000000+00:00\", \"2022-03-10 15:33:22.000000+00:00\"], \"session_ids\": [\"ed9db769-b500-4f14-8ccc-a448dea1dd7c\", \"b23c76ea-feb2-4e0e-968b-9078b8291be7\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 2.773}, \"55482\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-04-10 20:24:12.000000+00:00\", \"2020-07-22 03:37:22.000000+00:00\"], \"session_ids\": [\"fd25bf07-02df-4886-ba56-c949bb8230e0\", \"0f3a88bb-1056-45b1-b96e-cc9707f485b4\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.411}, \"7326\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-25 04:55:29.000000+00:00\", \"2019-02-23 00:18:05.000000+00:00\", \"2022-10-26 23:27:56.000000+00:00\", \"2022-04-26 04:48:22.000000+00:00\", \"2021-07-13 12:41:55.000000+00:00\"], \"session_ids\": [\"91e411d5-daa9-41d9-abb3-188f12b10c54\", \"57466f6e-b573-45f8-8f4a-0f5a93f6a341\", \"fb886831-6082-4bc3-b779-d2e781221804\", \"2868311e-606d-4fb1-89a4-a97a6e6a2744\", \"24b21ad8-79ed-43b1-b212-13123fef0e98\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.234}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"95198\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-11-04 10:32:29.000000+00:00\", \"2019-07-12 09:30:18.000000+00:00\"], \"session_ids\": [\"4a55decd-2eb7-4502-af14-0b1bca4f5ab7\", \"379e640d-e23d-4b6c-bc3e-6dc2a6a0155a\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.826}}, {\"63854\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-10 10:18:21.000000+00:00\", \"2022-03-10 15:33:22.000000+00:00\"], \"session_ids\": [\"ed9db769-b500-4f14-8ccc-a448dea1dd7c\", \"b23c76ea-feb2-4e0e-968b-9078b8291be7\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 2.773}}, {\"55482\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-04-10 20:24:12.000000+00:00\", \"2020-07-22 03:37:22.000000+00:00\"], \"session_ids\": [\"fd25bf07-02df-4886-ba56-c949bb8230e0\", \"0f3a88bb-1056-45b1-b96e-cc9707f485b4\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.411}}, {\"7326\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-25 04:55:29.000000+00:00\", \"2019-02-23 00:18:05.000000+00:00\", \"2022-10-26 23:27:56.000000+00:00\", \"2022-04-26 04:48:22.000000+00:00\", \"2021-07-13 12:41:55.000000+00:00\"], \"session_ids\": [\"91e411d5-daa9-41d9-abb3-188f12b10c54\", \"57466f6e-b573-45f8-8f4a-0f5a93f6a341\", \"fb886831-6082-4bc3-b779-d2e781221804\", \"2868311e-606d-4fb1-89a4-a97a6e6a2744\", \"24b21ad8-79ed-43b1-b212-13123fef0e98\"], \"total_duration\": 45.0, \"total_sessions\": 5, \"mean_week_duration\": 0.234}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 2 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"95198\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-11-04 10:32:29.000000+00:00\", \"2019-07-12 09:30:18.000000+00:00\"], \"session_ids\": [\"4a55decd-2eb7-4502-af14-0b1bca4f5ab7\", \"379e640d-e23d-4b6c-bc3e-6dc2a6a0155a\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.826}}, {\"63854\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-10 10:18:21.000000+00:00\", \"2022-03-10 15:33:22.000000+00:00\"], \"session_ids\": [\"ed9db769-b500-4f14-8ccc-a448dea1dd7c\", \"b23c76ea-feb2-4e0e-968b-9078b8291be7\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 2.773}}]\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[{\"95198\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-11-04 10:32:29.000000+00:00\", \"2019-07-12 09:30:18.000000+00:00\"], \"session_ids\": [\"4a55decd-2eb7-4502-af14-0b1bca4f5ab7\", \"379e640d-e23d-4b6c-bc3e-6dc2a6a0155a\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.826}}, {\"63854\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-10-10 10:18:21.000000+00:00\", \"2022-03-10 15:33:22.000000+00:00\"], \"session_ids\": [\"ed9db769-b500-4f14-8ccc-a448dea1dd7c\", \"b23c76ea-feb2-4e0e-968b-9078b8291be7\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 2.773}}]\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 6 users who have mean of duration of sessions per week greater than 0 and less than 29 (not including) also apply sorting by sessions summation form the highest value to the lowest value , and 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{\"15222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-13 11:02:17.000000+00:00\", \"2022-06-27 13:30:07.000000+00:00\", \"2023-06-25 13:13:18.000000+00:00\"], \"session_ids\": [\"efc49129-d2a5-494c-8302-9619a6ce1da8\", \"460a68d4-e2a1-4d88-9476-655ec5c42ed8\", \"442b5bab-dafb-422d-93bb-116994085fd0\"], \"total_duration\": 134.0, \"total_sessions\": 3, \"mean_week_duration\": 1.675}, \"45731\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-25 23:21:27.000000+00:00\", \"2023-04-25 16:24:49.000000+00:00\"], \"session_ids\": [\"de1cd462-50dc-4514-8d1c-bb79bed43495\", \"703d2954-dd8b-4122-a7f4-28447448e1e0\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 1.383}, \"56511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-28 14:53:31.000000+00:00\", \"2019-09-03 01:34:49.000000+00:00\", \"2021-08-12 07:59:46.000000+00:00\", \"2019-03-27 18:56:30.000000+00:00\", \"2020-03-23 06:38:08.000000+00:00\", \"2022-10-21 16:54:37.000000+00:00\", \"2019-10-31 22:14:20.000000+00:00\", \"2021-06-12 17:31:08.000000+00:00\", \"2020-10-28 13:21:21.000000+00:00\"], \"session_ids\": [\"d97dffc4-8162-4dfc-a38e-a8741d1263d0\", \"4e98cb0b-ab10-4697-9952-8fb525813a1e\", \"ab56f573-bebb-48c1-81d3-4952a457e645\", \"fc640cdd-33a5-4c85-84ca-44d80ef19742\", \"9da25b76-13d1-45c2-9de7-192692874ca4\", \"94e0d7e2-c947-4b44-85b0-59837891e533\", \"b6631a8e-12e8-4657-8768-92edf79facaf\", \"7d71f852-98c3-4ad6-b295-d2191100de20\", \"035d598c-aec8-437c-9572-3ff984161b7d\"], \"total_duration\": 234.0, \"total_sessions\": 9, \"mean_week_duration\": 1.093}, \"71279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-10 08:22:17.000000+00:00\", \"2019-05-20 13:01:56.000000+00:00\"], \"session_ids\": [\"9a84beca-8c96-4a03-8359-c4c8d026f1b5\", \"35578d14-4b6f-4207-8197-95c6fdd0e165\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.972}, \"87844\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-11 02:29:38.000000+00:00\", \"2019-03-21 09:59:47.000000+00:00\", \"2020-10-12 21:27:26.000000+00:00\", \"2022-08-06 09:16:35.000000+00:00\", \"2023-06-03 06:13:56.000000+00:00\", \"2022-11-21 21:15:48.000000+00:00\", \"2019-10-07 19:24:39.000000+00:00\", \"2022-12-20 07:34:55.000000+00:00\"], \"session_ids\": [\"e8d340ce-d55e-4b43-a101-7d844a2a2c8d\", \"ef7d0f33-5388-4f44-8496-662ad880a260\", \"d30f5c77-379e-4348-a8ec-939fd5463d85\", \"d168ac9c-8a40-4536-ab15-96bc3ecbf990\", \"60aefc31-8dec-45c3-89b8-f9522ca35fbf\", \"2de2d155-a75a-4709-90c0-a3a1d0ae3e92\", \"1c712321-17ee-471f-b84c-c22adc750221\", \"608ff322-8c09-4b34-b67d-f8f3c530e7d3\"], \"total_duration\": 16660.0, \"total_sessions\": 8, \"mean_week_duration\": 75.727}, \"7052\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-24 17:13:02.000000+00:00\", \"2019-11-23 19:39:41.000000+00:00\", \"2020-03-01 00:58:50.000000+00:00\"], \"session_ids\": [\"217319fd-ff90-488a-a4b2-04dd13055125\", \"b6b91e78-f9b9-49fa-be94-6bdcdf3c5dd3\", \"c28a19fe-3e68-494c-9a41-4591d3691ce2\"], \"total_duration\": 177.0, \"total_sessions\": 3, \"mean_week_duration\": 6.556}, \"88766\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-12-16 07:48:53.000000+00:00\", \"2021-03-18 07:59:01.000000+00:00\"], \"session_ids\": [\"31c6219e-b5a7-47a4-b5b8-6e7c31626e39\", \"90724eae-00b7-44d4-b238-5c80c25af291\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 11.641}, \"4881\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-01 13:37:26.000000+00:00\", \"2020-07-27 18:52:29.000000+00:00\", \"2021-01-11 19:58:36.000000+00:00\"], \"session_ids\": [\"93690df5-008c-451f-9dee-15d5d7c0e7be\", \"80aff378-43bc-42d0-a93b-806b4f3a9ebc\", \"b2b67e4b-3389-419c-b36b-54898da5ac33\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.375}, \"40182\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-07-06 16:21:02.000000+00:00\", \"2022-07-18 16:29:24.000000+00:00\", \"2020-08-13 09:18:54.000000+00:00\", \"2021-03-03 04:03:46.000000+00:00\", \"2022-07-22 10:47:53.000000+00:00\", \"2021-09-25 13:48:44.000000+00:00\", \"2023-03-28 10:51:10.000000+00:00\"], \"session_ids\": [\"c3344563-3177-480b-8d3d-50404177beae\", \"51c86143-2865-4183-ae35-d1da02d12368\", \"38bf6897-a4f0-4db4-87bb-0401950f8e2f\", \"de7780e5-4b33-4668-a78d-36f63c466f52\", \"ef29e683-f1d5-405e-bdeb-8684c2c9f7b3\", \"fdbf1f2c-80d1-46f4-9d72-a69cc7af60f7\", \"ccf80980-cc13-4668-a157-585d12980983\"], \"total_duration\": 1422.0, \"total_sessions\": 7, \"mean_week_duration\": 10.38}, \"2165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-18 06:30:51.000000+00:00\", \"2020-12-15 19:45:36.000000+00:00\"], \"session_ids\": [\"3585b3cd-03f0-4639-86a7-5c27b0914bf7\", \"6f059686-a373-42ec-aadd-7be0d074c532\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 3.674}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are equal or greater than 0 and are less than 29" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[0, 29]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"15222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-13 11:02:17.000000+00:00\", \"2022-06-27 13:30:07.000000+00:00\", \"2023-06-25 13:13:18.000000+00:00\"], \"session_ids\": [\"efc49129-d2a5-494c-8302-9619a6ce1da8\", \"460a68d4-e2a1-4d88-9476-655ec5c42ed8\", \"442b5bab-dafb-422d-93bb-116994085fd0\"], \"total_duration\": 134.0, \"total_sessions\": 3, \"mean_week_duration\": 1.675}, \"45731\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-25 23:21:27.000000+00:00\", \"2023-04-25 16:24:49.000000+00:00\"], \"session_ids\": [\"de1cd462-50dc-4514-8d1c-bb79bed43495\", \"703d2954-dd8b-4122-a7f4-28447448e1e0\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 1.383}, \"56511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-28 14:53:31.000000+00:00\", \"2019-09-03 01:34:49.000000+00:00\", \"2021-08-12 07:59:46.000000+00:00\", \"2019-03-27 18:56:30.000000+00:00\", \"2020-03-23 06:38:08.000000+00:00\", \"2022-10-21 16:54:37.000000+00:00\", \"2019-10-31 22:14:20.000000+00:00\", \"2021-06-12 17:31:08.000000+00:00\", \"2020-10-28 13:21:21.000000+00:00\"], \"session_ids\": [\"d97dffc4-8162-4dfc-a38e-a8741d1263d0\", \"4e98cb0b-ab10-4697-9952-8fb525813a1e\", \"ab56f573-bebb-48c1-81d3-4952a457e645\", \"fc640cdd-33a5-4c85-84ca-44d80ef19742\", \"9da25b76-13d1-45c2-9de7-192692874ca4\", \"94e0d7e2-c947-4b44-85b0-59837891e533\", \"b6631a8e-12e8-4657-8768-92edf79facaf\", \"7d71f852-98c3-4ad6-b295-d2191100de20\", \"035d598c-aec8-437c-9572-3ff984161b7d\"], \"total_duration\": 234.0, \"total_sessions\": 9, \"mean_week_duration\": 1.093}, \"71279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-10 08:22:17.000000+00:00\", \"2019-05-20 13:01:56.000000+00:00\"], \"session_ids\": [\"9a84beca-8c96-4a03-8359-c4c8d026f1b5\", \"35578d14-4b6f-4207-8197-95c6fdd0e165\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.972}, \"7052\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-24 17:13:02.000000+00:00\", \"2019-11-23 19:39:41.000000+00:00\", \"2020-03-01 00:58:50.000000+00:00\"], \"session_ids\": [\"217319fd-ff90-488a-a4b2-04dd13055125\", \"b6b91e78-f9b9-49fa-be94-6bdcdf3c5dd3\", \"c28a19fe-3e68-494c-9a41-4591d3691ce2\"], \"total_duration\": 177.0, \"total_sessions\": 3, \"mean_week_duration\": 6.556}, \"88766\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-12-16 07:48:53.000000+00:00\", \"2021-03-18 07:59:01.000000+00:00\"], \"session_ids\": [\"31c6219e-b5a7-47a4-b5b8-6e7c31626e39\", \"90724eae-00b7-44d4-b238-5c80c25af291\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 11.641}, \"4881\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-01 13:37:26.000000+00:00\", \"2020-07-27 18:52:29.000000+00:00\", \"2021-01-11 19:58:36.000000+00:00\"], \"session_ids\": [\"93690df5-008c-451f-9dee-15d5d7c0e7be\", \"80aff378-43bc-42d0-a93b-806b4f3a9ebc\", \"b2b67e4b-3389-419c-b36b-54898da5ac33\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.375}, \"40182\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-07-06 16:21:02.000000+00:00\", \"2022-07-18 16:29:24.000000+00:00\", \"2020-08-13 09:18:54.000000+00:00\", \"2021-03-03 04:03:46.000000+00:00\", \"2022-07-22 10:47:53.000000+00:00\", \"2021-09-25 13:48:44.000000+00:00\", \"2023-03-28 10:51:10.000000+00:00\"], \"session_ids\": [\"c3344563-3177-480b-8d3d-50404177beae\", \"51c86143-2865-4183-ae35-d1da02d12368\", \"38bf6897-a4f0-4db4-87bb-0401950f8e2f\", \"de7780e5-4b33-4668-a78d-36f63c466f52\", \"ef29e683-f1d5-405e-bdeb-8684c2c9f7b3\", \"fdbf1f2c-80d1-46f4-9d72-a69cc7af60f7\", \"ccf80980-cc13-4668-a157-585d12980983\"], \"total_duration\": 1422.0, \"total_sessions\": 7, \"mean_week_duration\": 10.38}, \"2165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-18 06:30:51.000000+00:00\", \"2020-12-15 19:45:36.000000+00:00\"], \"session_ids\": [\"3585b3cd-03f0-4639-86a7-5c27b0914bf7\", \"6f059686-a373-42ec-aadd-7be0d074c532\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 3.674}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"56511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-28 14:53:31.000000+00:00\", \"2019-09-03 01:34:49.000000+00:00\", \"2021-08-12 07:59:46.000000+00:00\", \"2019-03-27 18:56:30.000000+00:00\", \"2020-03-23 06:38:08.000000+00:00\", \"2022-10-21 16:54:37.000000+00:00\", \"2019-10-31 22:14:20.000000+00:00\", \"2021-06-12 17:31:08.000000+00:00\", \"2020-10-28 13:21:21.000000+00:00\"], \"session_ids\": [\"d97dffc4-8162-4dfc-a38e-a8741d1263d0\", \"4e98cb0b-ab10-4697-9952-8fb525813a1e\", \"ab56f573-bebb-48c1-81d3-4952a457e645\", \"fc640cdd-33a5-4c85-84ca-44d80ef19742\", \"9da25b76-13d1-45c2-9de7-192692874ca4\", \"94e0d7e2-c947-4b44-85b0-59837891e533\", \"b6631a8e-12e8-4657-8768-92edf79facaf\", \"7d71f852-98c3-4ad6-b295-d2191100de20\", \"035d598c-aec8-437c-9572-3ff984161b7d\"], \"total_duration\": 234.0, \"total_sessions\": 9, \"mean_week_duration\": 1.093}}, {\"40182\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-07-06 16:21:02.000000+00:00\", \"2022-07-18 16:29:24.000000+00:00\", \"2020-08-13 09:18:54.000000+00:00\", \"2021-03-03 04:03:46.000000+00:00\", \"2022-07-22 10:47:53.000000+00:00\", \"2021-09-25 13:48:44.000000+00:00\", \"2023-03-28 10:51:10.000000+00:00\"], \"session_ids\": [\"c3344563-3177-480b-8d3d-50404177beae\", \"51c86143-2865-4183-ae35-d1da02d12368\", \"38bf6897-a4f0-4db4-87bb-0401950f8e2f\", \"de7780e5-4b33-4668-a78d-36f63c466f52\", \"ef29e683-f1d5-405e-bdeb-8684c2c9f7b3\", \"fdbf1f2c-80d1-46f4-9d72-a69cc7af60f7\", \"ccf80980-cc13-4668-a157-585d12980983\"], \"total_duration\": 1422.0, \"total_sessions\": 7, \"mean_week_duration\": 10.38}}, {\"15222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-13 11:02:17.000000+00:00\", \"2022-06-27 13:30:07.000000+00:00\", \"2023-06-25 13:13:18.000000+00:00\"], \"session_ids\": [\"efc49129-d2a5-494c-8302-9619a6ce1da8\", \"460a68d4-e2a1-4d88-9476-655ec5c42ed8\", \"442b5bab-dafb-422d-93bb-116994085fd0\"], \"total_duration\": 134.0, \"total_sessions\": 3, \"mean_week_duration\": 1.675}}, {\"7052\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-08-24 17:13:02.000000+00:00\", \"2019-11-23 19:39:41.000000+00:00\", \"2020-03-01 00:58:50.000000+00:00\"], \"session_ids\": [\"217319fd-ff90-488a-a4b2-04dd13055125\", \"b6b91e78-f9b9-49fa-be94-6bdcdf3c5dd3\", \"c28a19fe-3e68-494c-9a41-4591d3691ce2\"], \"total_duration\": 177.0, \"total_sessions\": 3, \"mean_week_duration\": 6.556}}, {\"4881\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-01 13:37:26.000000+00:00\", \"2020-07-27 18:52:29.000000+00:00\", \"2021-01-11 19:58:36.000000+00:00\"], \"session_ids\": [\"93690df5-008c-451f-9dee-15d5d7c0e7be\", \"80aff378-43bc-42d0-a93b-806b4f3a9ebc\", \"b2b67e4b-3389-419c-b36b-54898da5ac33\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.375}}, {\"45731\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-04-25 23:21:27.000000+00:00\", \"2023-04-25 16:24:49.000000+00:00\"], \"session_ids\": [\"de1cd462-50dc-4514-8d1c-bb79bed43495\", \"703d2954-dd8b-4122-a7f4-28447448e1e0\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 1.383}}, {\"71279\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-10 08:22:17.000000+00:00\", \"2019-05-20 13:01:56.000000+00:00\"], \"session_ids\": [\"9a84beca-8c96-4a03-8359-c4c8d026f1b5\", \"35578d14-4b6f-4207-8197-95c6fdd0e165\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.972}}, {\"88766\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-12-16 07:48:53.000000+00:00\", \"2021-03-18 07:59:01.000000+00:00\"], \"session_ids\": [\"31c6219e-b5a7-47a4-b5b8-6e7c31626e39\", \"90724eae-00b7-44d4-b238-5c80c25af291\"], \"total_duration\": 454.0, \"total_sessions\": 2, \"mean_week_duration\": 11.641}}, {\"2165\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-18 06:30:51.000000+00:00\", \"2020-12-15 19:45:36.000000+00:00\"], \"session_ids\": [\"3585b3cd-03f0-4639-86a7-5c27b0914bf7\", \"6f059686-a373-42ec-aadd-7be0d074c532\"], \"total_duration\": 158.0, \"total_sessions\": 2, \"mean_week_duration\": 3.674}}]\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[{\"56511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-28 14:53:31.000000+00:00\", \"2019-09-03 01:34:49.000000+00:00\", \"2021-08-12 07:59:46.000000+00:00\", \"2019-03-27 18:56:30.000000+00:00\", \"2020-03-23 06:38:08.000000+00:00\", \"2022-10-21 16:54:37.000000+00:00\", \"2019-10-31 22:14:20.000000+00:00\", \"2021-06-12 17:31:08.000000+00:00\", \"2020-10-28 13:21:21.000000+00:00\"], \"session_ids\": [\"d97dffc4-8162-4dfc-a38e-a8741d1263d0\", \"4e98cb0b-ab10-4697-9952-8fb525813a1e\", \"ab56f573-bebb-48c1-81d3-4952a457e645\", \"fc640cdd-33a5-4c85-84ca-44d80ef19742\", \"9da25b76-13d1-45c2-9de7-192692874ca4\", \"94e0d7e2-c947-4b44-85b0-59837891e533\", \"b6631a8e-12e8-4657-8768-92edf79facaf\", \"7d71f852-98c3-4ad6-b295-d2191100de20\", \"035d598c-aec8-437c-9572-3ff984161b7d\"], \"total_duration\": 234.0, \"total_sessions\": 9, \"mean_week_duration\": 1.093}}, {\"40182\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-07-06 16:21:02.000000+00:00\", \"2022-07-18 16:29:24.000000+00:00\", \"2020-08-13 09:18:54.000000+00:00\", \"2021-03-03 04:03:46.000000+00:00\", \"2022-07-22 10:47:53.000000+00:00\", \"2021-09-25 13:48:44.000000+00:00\", \"2023-03-28 10:51:10.000000+00:00\"], \"session_ids\": [\"c3344563-3177-480b-8d3d-50404177beae\", \"51c86143-2865-4183-ae35-d1da02d12368\", \"38bf6897-a4f0-4db4-87bb-0401950f8e2f\", \"de7780e5-4b33-4668-a78d-36f63c466f52\", \"ef29e683-f1d5-405e-bdeb-8684c2c9f7b3\", \"fdbf1f2c-80d1-46f4-9d72-a69cc7af60f7\", \"ccf80980-cc13-4668-a157-585d12980983\"], \"total_duration\": 1422.0, \"total_sessions\": 7, \"mean_week_duration\": 10.38}}, {\"15222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-13 11:02:17.000000+00:00\", \"2022-06-27 13:30:07.000000+00:00\", \"2023-06-25 13:13:18.000000+00:00\"], \"session_ids\": [\"efc49129-d2a5-494c-8302-9619a6ce1da8\", \"460a68d4-e2a1-4d88-9476-655ec5c42ed8\", \"442b5bab-dafb-422d-93bb-116994085fd0\"], \"total_duration\": 134.0, \"total_sessions\": 3, \"mean_week_duration\": 1.675}}]\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[{\"56511\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-28 14:53:31.000000+00:00\", \"2019-09-03 01:34:49.000000+00:00\", \"2021-08-12 07:59:46.000000+00:00\", \"2019-03-27 18:56:30.000000+00:00\", \"2020-03-23 06:38:08.000000+00:00\", \"2022-10-21 16:54:37.000000+00:00\", \"2019-10-31 22:14:20.000000+00:00\", \"2021-06-12 17:31:08.000000+00:00\", \"2020-10-28 13:21:21.000000+00:00\"], \"session_ids\": [\"d97dffc4-8162-4dfc-a38e-a8741d1263d0\", \"4e98cb0b-ab10-4697-9952-8fb525813a1e\", \"ab56f573-bebb-48c1-81d3-4952a457e645\", \"fc640cdd-33a5-4c85-84ca-44d80ef19742\", \"9da25b76-13d1-45c2-9de7-192692874ca4\", \"94e0d7e2-c947-4b44-85b0-59837891e533\", \"b6631a8e-12e8-4657-8768-92edf79facaf\", \"7d71f852-98c3-4ad6-b295-d2191100de20\", \"035d598c-aec8-437c-9572-3ff984161b7d\"], \"total_duration\": 234.0, \"total_sessions\": 9, \"mean_week_duration\": 1.093}}, {\"40182\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-07-06 16:21:02.000000+00:00\", \"2022-07-18 16:29:24.000000+00:00\", \"2020-08-13 09:18:54.000000+00:00\", \"2021-03-03 04:03:46.000000+00:00\", \"2022-07-22 10:47:53.000000+00:00\", \"2021-09-25 13:48:44.000000+00:00\", \"2023-03-28 10:51:10.000000+00:00\"], \"session_ids\": [\"c3344563-3177-480b-8d3d-50404177beae\", \"51c86143-2865-4183-ae35-d1da02d12368\", \"38bf6897-a4f0-4db4-87bb-0401950f8e2f\", \"de7780e5-4b33-4668-a78d-36f63c466f52\", \"ef29e683-f1d5-405e-bdeb-8684c2c9f7b3\", \"fdbf1f2c-80d1-46f4-9d72-a69cc7af60f7\", \"ccf80980-cc13-4668-a157-585d12980983\"], \"total_duration\": 1422.0, \"total_sessions\": 7, \"mean_week_duration\": 10.38}}, {\"15222\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-13 11:02:17.000000+00:00\", \"2022-06-27 13:30:07.000000+00:00\", \"2023-06-25 13:13:18.000000+00:00\"], \"session_ids\": [\"efc49129-d2a5-494c-8302-9619a6ce1da8\", \"460a68d4-e2a1-4d88-9476-655ec5c42ed8\", \"442b5bab-dafb-422d-93bb-116994085fd0\"], \"total_duration\": 134.0, \"total_sessions\": 3, \"mean_week_duration\": 1.675}}]\n```\n\n```\n" } ]