conversations
list
[ { "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[{\"91065\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-13 23:32:05.000000+00:00\", \"2022-01-16 06:23:40.000000+00:00\", \"2022-11-08 00:05:37.000000+00:00\", \"2022-08-08 06:13:34.000000+00:00\", \"2019-08-19 18:30:47.000000+00:00\", \"2020-02-16 19:17:07.000000+00:00\", \"2023-06-24 21:13:23.000000+00:00\", \"2022-02-15 14:34:22.000000+00:00\", \"2021-09-12 09:19:13.000000+00:00\", \"2021-07-06 09:31:40.000000+00:00\"], \"session_ids\": [\"0e1b254b-ba44-4ac7-b82c-725f8977900c\", \"b906c505-1b86-498b-bfbf-81196bf1ed67\", \"b1f9aa18-c814-4147-82d2-aa68759519c5\", \"cf0b7818-beda-44b9-9a4c-1e67bdb37583\", \"da52474d-990a-45e4-b885-28d3b2ac24c5\", \"5e8f0678-ca87-4acd-872b-53ef6d5fd310\", \"785c6a52-2c67-4016-9e9c-8130b7d17d51\", \"ec53d550-baf2-4cf2-91d3-e0a6b9f479ba\", \"341e0f5f-e080-43d2-8ef3-b75300bae054\", \"cd8ef165-c6d2-46dd-b3d3-8f0756e3d0b9\"], \"total_duration\": 32211.0, \"total_sessions\": 10, \"mean_week_duration\": 143.799}}, {\"32295\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-07-10 09:58:25.000000+00:00\", \"2021-02-15 18:14:47.000000+00:00\", \"2022-10-21 04:30:12.000000+00:00\", \"2021-01-29 16:07:53.000000+00:00\"], \"session_ids\": [\"7ca721f8-a9ca-4028-a46f-cf85b83d67e8\", \"7105a3c6-2a37-4bf9-b285-05397e8bc341\", \"0fd1efb2-e124-424c-bb31-b954798dc4ab\", \"42119683-3004-47fb-8ec8-ff2e5e952456\"], \"total_duration\": 1948.0, \"total_sessions\": 4, \"mean_week_duration\": 16.37}}, {\"89035\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-01-13 14:06:04.000000+00:00\", \"2020-10-28 07:54:02.000000+00:00\"], \"session_ids\": [\"e53f3fc7-45e2-4283-bb53-de875844d830\", \"c3e35e8a-1289-4ef9-9ac9-29ae5a0cc7c6\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 4.202}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on 5 users who currently live in cities Rome, Oslo, Lima, Cape Town, New Delhi, Quito, Reykjavik, Jakarta plus execute sorting by overall total duration in descending order." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"23215\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-09-16 02:11:52.000000+00:00\", \"2023-06-07 03:35:58.000000+00:00\"], \"session_ids\": [\"24d047ba-4554-417d-8de3-81ba918e2de0\", \"8294937a-9cd7-4899-ae80-195a1a439f1e\"], \"total_duration\": 253.0, \"total_sessions\": 2, \"mean_week_duration\": 1.782}, \"11976\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-02-11 02:09:52.000000+00:00\", \"2021-09-20 23:42:55.000000+00:00\", \"2022-10-16 21:42:58.000000+00:00\", \"2022-09-27 03:03:02.000000+00:00\"], \"session_ids\": [\"0b5085b6-e10f-4bac-a275-bdd23c5c0201\", \"f2ad5190-0319-45da-84f2-8a198857e5b5\", \"956bd916-d0ac-40ad-8a46-7f6b4c597d49\", \"1aca9e9e-d3d5-49d1-8110-c21757e84114\"], \"total_duration\": 400.0, \"total_sessions\": 4, \"mean_week_duration\": 5.479}, \"60939\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-21 03:26:16.000000+00:00\", \"2022-08-07 15:56:38.000000+00:00\"], \"session_ids\": [\"d88922b6-42f1-48ae-bbac-4a4b57c66891\", \"a783ae1e-574d-4af0-8b37-ef0b6911ef47\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.273}, \"35665\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-09-02 22:32:15.000000+00:00\", \"2019-08-11 14:46:26.000000+00:00\", \"2019-02-26 19:07:30.000000+00:00\", \"2021-08-08 06:49:53.000000+00:00\", \"2020-06-13 19:16:04.000000+00:00\"], \"session_ids\": [\"a86aa3a2-7275-4438-bf17-53cd789a1864\", \"95161875-79c8-4753-a897-f816fcbc131d\", \"c9950909-d414-48fe-99f6-d9845b257ee1\", \"563ec677-d1a1-4900-afab-48ff9bbeb039\", \"0ee144e2-0113-4d66-a560-985e45c9ab71\"], \"total_duration\": 189.0, \"total_sessions\": 5, \"mean_week_duration\": 1.477}, \"98395\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-31 21:34:39.000000+00:00\", \"2019-06-07 20:34:12.000000+00:00\", \"2022-02-03 07:42:36.000000+00:00\"], \"session_ids\": [\"1440ac95-5eba-4c1c-8c3f-005103304714\", \"a71f090e-d3b9-4a0f-b6ad-bcdcfd60bb0a\", \"9ae7d49b-ea5b-4755-8260-d0e1425e34ba\"], \"total_duration\": 445.0, \"total_sessions\": 3, \"mean_week_duration\": 3.201}, \"34819\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-02-24 12:18:16.000000+00:00\", \"2019-06-22 18:27:35.000000+00:00\", \"2021-09-09 01:00:31.000000+00:00\", \"2020-03-01 21:31:36.000000+00:00\", \"2021-10-09 06:54:34.000000+00:00\", \"2023-06-06 20:47:56.000000+00:00\", \"2021-02-08 18:35:44.000000+00:00\"], \"session_ids\": [\"813ce6d0-7186-4d15-b2a8-1101a7d97024\", \"6b6e7752-3082-4621-8f54-f1ec95c7c3b6\", \"c9b23a4a-ba91-46aa-9f5a-cbef3a820996\", \"b2227b70-1126-4010-a9f3-66f48bf5d248\", \"99267c50-fcf6-49d6-97f6-1630fb616d96\", \"8174f4f6-28a0-4457-ae8e-b55bbda6b2b4\", \"78e44966-7531-4941-9b91-f11c2e084f96\"], \"total_duration\": 9526.0, \"total_sessions\": 7, \"mean_week_duration\": 42.527}, \"13507\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2020-11-19 00:36:36.000000+00:00\", \"2019-02-08 19:12:43.000000+00:00\"], \"session_ids\": [\"6c965f30-4f78-4351-9343-3c595936b414\", \"2cb7ee7b-7406-4800-9676-3001326df748\"], \"total_duration\": 111.0, \"total_sessions\": 2, \"mean_week_duration\": 1.194}, \"8228\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-04-06 16:21:32.000000+00:00\", \"2021-04-28 22:58:57.000000+00:00\", \"2021-08-02 16:09:15.000000+00:00\"], \"session_ids\": [\"976caa79-6b83-43a0-a062-f921356e2de2\", \"8dd78415-2161-4448-85a5-19ff00f2fa23\", \"b7c47033-b696-471a-901e-d232ac5e9c46\"], \"total_duration\": 471.0, \"total_sessions\": 3, \"mean_week_duration\": 4.663}, \"95309\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-08 10:09:57.000000+00:00\", \"2022-07-02 14:13:18.000000+00:00\"], \"session_ids\": [\"460be573-5092-4f96-a827-e0e77f5e5331\", \"11933285-87ed-4720-8c7b-c42fa34fed90\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 1.444}, \"26738\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-10-31 05:30:14.000000+00:00\", \"2020-08-08 01:49:22.000000+00:00\"], \"session_ids\": [\"11a92f22-9802-41b7-bdf6-e0257e290b47\", \"56abac6f-2c97-4cdf-922d-2e370d8b37d9\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 9.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are Rome, Oslo, Lima, Cape Town, New Delhi, Quito, Reykjavik, Jakarta" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Rome\", \"Oslo\", \"Lima\", \"Cape Town\", \"New Delhi\", \"Quito\", \"Reykjavik\", \"Jakarta\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"98395\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-31 21:34:39.000000+00:00\", \"2019-06-07 20:34:12.000000+00:00\", \"2022-02-03 07:42:36.000000+00:00\"], \"session_ids\": [\"1440ac95-5eba-4c1c-8c3f-005103304714\", \"a71f090e-d3b9-4a0f-b6ad-bcdcfd60bb0a\", \"9ae7d49b-ea5b-4755-8260-d0e1425e34ba\"], \"total_duration\": 445.0, \"total_sessions\": 3, \"mean_week_duration\": 3.201}, \"8228\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-04-06 16:21:32.000000+00:00\", \"2021-04-28 22:58:57.000000+00:00\", \"2021-08-02 16:09:15.000000+00:00\"], \"session_ids\": [\"976caa79-6b83-43a0-a062-f921356e2de2\", \"8dd78415-2161-4448-85a5-19ff00f2fa23\", \"b7c47033-b696-471a-901e-d232ac5e9c46\"], \"total_duration\": 471.0, \"total_sessions\": 3, \"mean_week_duration\": 4.663}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"8228\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-04-06 16:21:32.000000+00:00\", \"2021-04-28 22:58:57.000000+00:00\", \"2021-08-02 16:09:15.000000+00:00\"], \"session_ids\": [\"976caa79-6b83-43a0-a062-f921356e2de2\", \"8dd78415-2161-4448-85a5-19ff00f2fa23\", \"b7c47033-b696-471a-901e-d232ac5e9c46\"], \"total_duration\": 471.0, \"total_sessions\": 3, \"mean_week_duration\": 4.663}}, {\"98395\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-31 21:34:39.000000+00:00\", \"2019-06-07 20:34:12.000000+00:00\", \"2022-02-03 07:42:36.000000+00:00\"], \"session_ids\": [\"1440ac95-5eba-4c1c-8c3f-005103304714\", \"a71f090e-d3b9-4a0f-b6ad-bcdcfd60bb0a\", \"9ae7d49b-ea5b-4755-8260-d0e1425e34ba\"], \"total_duration\": 445.0, \"total_sessions\": 3, \"mean_week_duration\": 3.201}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 5 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"8228\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-04-06 16:21:32.000000+00:00\", \"2021-04-28 22:58:57.000000+00:00\", \"2021-08-02 16:09:15.000000+00:00\"], \"session_ids\": [\"976caa79-6b83-43a0-a062-f921356e2de2\", \"8dd78415-2161-4448-85a5-19ff00f2fa23\", \"b7c47033-b696-471a-901e-d232ac5e9c46\"], \"total_duration\": 471.0, \"total_sessions\": 3, \"mean_week_duration\": 4.663}}, {\"98395\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-31 21:34:39.000000+00:00\", \"2019-06-07 20:34:12.000000+00:00\", \"2022-02-03 07:42:36.000000+00:00\"], \"session_ids\": [\"1440ac95-5eba-4c1c-8c3f-005103304714\", \"a71f090e-d3b9-4a0f-b6ad-bcdcfd60bb0a\", \"9ae7d49b-ea5b-4755-8260-d0e1425e34ba\"], \"total_duration\": 445.0, \"total_sessions\": 3, \"mean_week_duration\": 3.201}}]\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[{\"8228\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2023-04-06 16:21:32.000000+00:00\", \"2021-04-28 22:58:57.000000+00:00\", \"2021-08-02 16:09:15.000000+00:00\"], \"session_ids\": [\"976caa79-6b83-43a0-a062-f921356e2de2\", \"8dd78415-2161-4448-85a5-19ff00f2fa23\", \"b7c47033-b696-471a-901e-d232ac5e9c46\"], \"total_duration\": 471.0, \"total_sessions\": 3, \"mean_week_duration\": 4.663}}, {\"98395\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-31 21:34:39.000000+00:00\", \"2019-06-07 20:34:12.000000+00:00\", \"2022-02-03 07:42:36.000000+00:00\"], \"session_ids\": [\"1440ac95-5eba-4c1c-8c3f-005103304714\", \"a71f090e-d3b9-4a0f-b6ad-bcdcfd60bb0a\", \"9ae7d49b-ea5b-4755-8260-d0e1425e34ba\"], \"total_duration\": 445.0, \"total_sessions\": 3, \"mean_week_duration\": 3.201}}]\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 4 users pieces of information with a sessions count that is above 2, exclusively also put to use sorting by mean_week_duration in desc 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{\"85350\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-01 10:52:31.000000+00:00\", \"2021-11-02 02:42:26.000000+00:00\"], \"session_ids\": [\"9852f807-d7c0-4480-a124-2a9aca272bc4\", \"bb5f7c4d-6a0c-416c-9a90-a1fb3f982fc6\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 1.01}, \"18136\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-03 08:52:57.000000+00:00\", \"2023-05-07 05:23:18.000000+00:00\"], \"session_ids\": [\"9fa7047e-313a-44e2-8740-2e78feb09141\", \"7d21a19d-a569-4e3c-a5ee-ba94317e2719\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 20.0}, \"13940\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-08-14 17:55:43.000000+00:00\", \"2023-01-16 06:55:10.000000+00:00\"], \"session_ids\": [\"92c19ccd-b1ff-47a8-934a-2ec5acd012bb\", \"d8cb3ddc-02f4-4f88-8d72-a86d4bb5db5e\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.227}, \"3140\": {\"keyflows\": {\"Sign In Flow\": 2, \"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\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-03-11 00:25:01.000000+00:00\", \"2021-07-26 12:25:02.000000+00:00\"], \"session_ids\": [\"e0bbcee2-b095-4ada-8da2-d25261a8a0b5\", \"254740c1-c8f7-4005-a16f-a5a48a0cec8d\"], \"total_duration\": 463.0, \"total_sessions\": 2, \"mean_week_duration\": 23.15}, \"17261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-05-02 10:08:10.000000+00:00\", \"2020-02-24 13:44:13.000000+00:00\"], \"session_ids\": [\"338841b3-808f-4420-9639-80e1e2dc2da4\", \"3db05f9f-8114-4c24-af1d-36d204556508\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 0.895}, \"52642\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2022-09-11 08:16:46.000000+00:00\", \"2020-11-27 17:24:26.000000+00:00\"], \"session_ids\": [\"479e2629-7abf-426b-bfba-1e789063f991\", \"41c766f5-f141-4ab8-84c9-7707a8fe83d8\"], \"total_duration\": 438.0, \"total_sessions\": 2, \"mean_week_duration\": 4.66}, \"48114\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-10-19 14:05:45.000000+00:00\", \"2022-12-29 15:07:47.000000+00:00\"], \"session_ids\": [\"1a1db262-a035-4fdb-8bfc-c6fe044060fa\", \"79f7ee01-7daa-4f6d-9764-9675cbb8887a\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 4.0}, \"78131\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-06-02 14:43:46.000000+00:00\", \"2019-09-20 05:28:09.000000+00:00\"], \"session_ids\": [\"01e81259-173e-42fa-b31b-baaea3363645\", \"166547e9-7c44-484f-8799-8ef0e4462977\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 2.75}, \"8243\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-06 07:33:47.000000+00:00\", \"2022-08-18 20:00:38.000000+00:00\", \"2019-06-29 15:52:04.000000+00:00\", \"2020-04-13 17:49:38.000000+00:00\", \"2019-08-20 09:53:07.000000+00:00\"], \"session_ids\": [\"77f6bcad-5dc1-4622-b87c-cd5fb9efdd5f\", \"25c07479-66f2-4aba-8731-055fedae52cd\", \"8af3bc96-d278-4aa0-920e-83340c325188\", \"de8b2e77-80f4-415c-adc6-1393e6478973\", \"a5a79adc-44b4-4211-9c0d-e84b1148016b\"], \"total_duration\": 2024.0, \"total_sessions\": 5, \"mean_week_duration\": 12.341}, \"76786\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-08-20 18:40:42.000000+00:00\", \"2019-07-18 20:36:36.000000+00:00\"], \"session_ids\": [\"bde04956-47a5-43b2-8746-74b8807af3d7\", \"8ac53503-d307-4c36-a031-097d12aeb70c\"], \"total_duration\": 193.0, \"total_sessions\": 2, \"mean_week_duration\": 3.386}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are 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{\"8243\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-06 07:33:47.000000+00:00\", \"2022-08-18 20:00:38.000000+00:00\", \"2019-06-29 15:52:04.000000+00:00\", \"2020-04-13 17:49:38.000000+00:00\", \"2019-08-20 09:53:07.000000+00:00\"], \"session_ids\": [\"77f6bcad-5dc1-4622-b87c-cd5fb9efdd5f\", \"25c07479-66f2-4aba-8731-055fedae52cd\", \"8af3bc96-d278-4aa0-920e-83340c325188\", \"de8b2e77-80f4-415c-adc6-1393e6478973\", \"a5a79adc-44b4-4211-9c0d-e84b1148016b\"], \"total_duration\": 2024.0, \"total_sessions\": 5, \"mean_week_duration\": 12.341}}\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[{\"8243\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-06 07:33:47.000000+00:00\", \"2022-08-18 20:00:38.000000+00:00\", \"2019-06-29 15:52:04.000000+00:00\", \"2020-04-13 17:49:38.000000+00:00\", \"2019-08-20 09:53:07.000000+00:00\"], \"session_ids\": [\"77f6bcad-5dc1-4622-b87c-cd5fb9efdd5f\", \"25c07479-66f2-4aba-8731-055fedae52cd\", \"8af3bc96-d278-4aa0-920e-83340c325188\", \"de8b2e77-80f4-415c-adc6-1393e6478973\", \"a5a79adc-44b4-4211-9c0d-e84b1148016b\"], \"total_duration\": 2024.0, \"total_sessions\": 5, \"mean_week_duration\": 12.341}}]\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[{\"8243\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-06 07:33:47.000000+00:00\", \"2022-08-18 20:00:38.000000+00:00\", \"2019-06-29 15:52:04.000000+00:00\", \"2020-04-13 17:49:38.000000+00:00\", \"2019-08-20 09:53:07.000000+00:00\"], \"session_ids\": [\"77f6bcad-5dc1-4622-b87c-cd5fb9efdd5f\", \"25c07479-66f2-4aba-8731-055fedae52cd\", \"8af3bc96-d278-4aa0-920e-83340c325188\", \"de8b2e77-80f4-415c-adc6-1393e6478973\", \"a5a79adc-44b4-4211-9c0d-e84b1148016b\"], \"total_duration\": 2024.0, \"total_sessions\": 5, \"mean_week_duration\": 12.341}}]\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[{\"8243\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-06 07:33:47.000000+00:00\", \"2022-08-18 20:00:38.000000+00:00\", \"2019-06-29 15:52:04.000000+00:00\", \"2020-04-13 17:49:38.000000+00:00\", \"2019-08-20 09:53:07.000000+00:00\"], \"session_ids\": [\"77f6bcad-5dc1-4622-b87c-cd5fb9efdd5f\", \"25c07479-66f2-4aba-8731-055fedae52cd\", \"8af3bc96-d278-4aa0-920e-83340c325188\", \"de8b2e77-80f4-415c-adc6-1393e6478973\", \"a5a79adc-44b4-4211-9c0d-e84b1148016b\"], \"total_duration\": 2024.0, \"total_sessions\": 5, \"mean_week_duration\": 12.341}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about user with a sessions count that is higher than 3, inclusive num 3 + apply sorting by app usage time ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"42385\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-06-24 20:14:10.000000+00:00\", \"2021-10-25 23:53:39.000000+00:00\"], \"session_ids\": [\"f1fefcc8-111f-4d74-9640-2075465add79\", \"b0080eda-18d2-4030-8666-27986bd4e0ce\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 7.944}, \"20932\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4}, \"city_name\": \"London\", \"datetimes\": [\"2022-01-18 11:30:06.000000+00:00\", \"2021-12-21 08:51:33.000000+00:00\", \"2021-07-16 23:43:48.000000+00:00\", \"2021-03-20 16:28:47.000000+00:00\", \"2022-08-07 00:25:13.000000+00:00\", \"2021-07-13 14:26:29.000000+00:00\"], \"session_ids\": [\"6d8cb015-869f-4821-a06a-bc01592580f3\", \"73bbf24e-2786-45d5-9f79-ea7554e9951a\", \"9d815a4b-c2f4-4aee-b184-29ae7c517bdc\", \"a3b252bd-f637-4e27-9dbc-0f55742a95d7\", \"c3d660ce-6831-439a-a4b0-5123a8a698b2\", \"ed3b9996-ab9d-4a78-b66a-56d50d6c2c6e\"], \"total_duration\": 61.0, \"total_sessions\": 6, \"mean_week_duration\": 0.847}, \"91650\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-05-02 21:42:00.000000+00:00\", \"2022-03-13 22:15:52.000000+00:00\"], \"session_ids\": [\"fed4aa36-0011-45e4-b672-92e64a08c1a8\", \"1477e54f-f38a-4851-9f2e-d7a3390daa38\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 30.286}, \"49460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-23 16:48:55.000000+00:00\", \"2019-05-03 16:51:33.000000+00:00\", \"2020-05-24 09:49:14.000000+00:00\", \"2021-05-26 22:22:07.000000+00:00\", \"2020-09-12 08:44:28.000000+00:00\", \"2021-02-01 04:24:43.000000+00:00\", \"2023-01-13 10:22:34.000000+00:00\", \"2019-05-17 17:18:16.000000+00:00\", \"2023-06-01 11:29:27.000000+00:00\", \"2019-08-10 00:10:35.000000+00:00\", \"2021-03-10 09:22:24.000000+00:00\"], \"session_ids\": [\"8e1ca017-bbe8-45ef-b5ab-2792332d18bb\", \"89efc67d-e567-4147-a4ab-a5808ce9d82d\", \"e411fdef-d9e6-4516-8505-8ea4f20eef78\", \"f7989859-02c6-465a-a885-2195ba2a1460\", \"7bf51422-0eac-480e-bf56-0654e93085b9\", \"99106299-9b57-4c1f-995e-3415c0eea05e\", \"729bc40d-51d3-483a-9d59-b786bb7d597a\", \"e182a47e-2344-46d3-b631-e28fa3c41056\", \"b708a4ab-73c6-4c36-a39b-4ab3b356e268\", \"ada390d1-b026-4c8d-b512-b431379f819d\", \"30dc0b8f-d150-4aa3-a1cf-bdb1ab8ba181\"], \"total_duration\": 22374.0, \"total_sessions\": 11, \"mean_week_duration\": 105.042}, \"98162\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-12 08:51:01.000000+00:00\", \"2020-10-01 02:45:05.000000+00:00\"], \"session_ids\": [\"b38e47b8-9483-4500-b521-75cb0d611994\", \"4b826648-a640-4fba-a591-dd8bd0db624b\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 2.591}, \"23433\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-26 05:12:35.000000+00:00\", \"2021-10-10 00:12:54.000000+00:00\", \"2021-06-07 10:57:07.000000+00:00\", \"2019-01-17 10:57:40.000000+00:00\", \"2022-11-11 05:52:01.000000+00:00\", \"2022-11-04 00:27:51.000000+00:00\"], \"session_ids\": [\"c92d3720-042b-4372-afe3-8da00aa0b29f\", \"1acb86c7-d477-43e7-b946-2b514ded01a6\", \"d2612216-2684-4ad0-b080-328cef634864\", \"722c461a-4818-48dd-8446-1748116e432f\", \"f1828ec8-e318-42b1-8eb2-d7fce3539fab\", \"d1ac1b64-2033-454b-956d-2809b6f1bb61\"], \"total_duration\": 825.0, \"total_sessions\": 6, \"mean_week_duration\": 4.146}, \"71200\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-03 21:07:50.000000+00:00\", \"2023-04-26 00:42:47.000000+00:00\", \"2020-10-03 18:10:50.000000+00:00\", \"2021-05-25 17:45:39.000000+00:00\", \"2019-11-11 01:42:52.000000+00:00\", \"2022-03-10 02:27:57.000000+00:00\", \"2021-08-14 13:53:29.000000+00:00\", \"2021-11-23 17:35:56.000000+00:00\"], \"session_ids\": [\"f7015849-7205-4a92-8226-4c65930975c1\", \"11c199fe-9048-416f-8651-52dbeb4d7309\", \"883c6772-33af-40a8-a969-779303627889\", \"3ec3d70b-17ad-4ed2-aeb1-351b48abe053\", \"59d136f4-1694-49dd-8e16-f94f56b610b5\", \"6f91459e-4b6c-4549-9cd9-fa1f49233c7a\", \"66203608-e328-45a7-b467-afc21be24896\", \"e1cfa260-b6f7-4304-9da9-f9bdafc8fd0f\"], \"total_duration\": 11979.0, \"total_sessions\": 8, \"mean_week_duration\": 66.182}, \"52595\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-06-05 16:30:07.000000+00:00\", \"2020-05-16 23:43:55.000000+00:00\"], \"session_ids\": [\"58026992-8c9d-4c93-8c21-409b2d89e0da\", \"a384aaec-75e6-4046-b3ce-89e9a3553f6b\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 1.64}, \"27910\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2019-10-22 23:12:54.000000+00:00\", \"2021-12-30 18:12:05.000000+00:00\", \"2021-10-01 23:28:25.000000+00:00\"], \"session_ids\": [\"826b94ca-649f-4168-a3f1-b66a53fbc394\", \"e296673c-1fea-47e3-bad6-52c5a20a9f27\", \"a648fec4-4b81-41ac-9c6a-7f36a204bfa5\"], \"total_duration\": 892.0, \"total_sessions\": 3, \"mean_week_duration\": 7.757}, \"89831\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-30 00:28:37.000000+00:00\", \"2019-10-16 06:54:16.000000+00:00\", \"2021-03-24 23:31:44.000000+00:00\", \"2020-03-05 17:50:19.000000+00:00\"], \"session_ids\": [\"b224f707-7969-4efc-812a-45f6d48918b0\", \"d9b504c0-ebbd-4768-b081-3e8796784967\", \"5e38c73e-f2d6-49ac-986c-aeb78e630323\", \"4b898d70-ccff-4514-abf8-7408089558fb\"], \"total_duration\": 734.0, \"total_sessions\": 4, \"mean_week_duration\": 5.519}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[3, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"20932\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4}, \"city_name\": \"London\", \"datetimes\": [\"2022-01-18 11:30:06.000000+00:00\", \"2021-12-21 08:51:33.000000+00:00\", \"2021-07-16 23:43:48.000000+00:00\", \"2021-03-20 16:28:47.000000+00:00\", \"2022-08-07 00:25:13.000000+00:00\", \"2021-07-13 14:26:29.000000+00:00\"], \"session_ids\": [\"6d8cb015-869f-4821-a06a-bc01592580f3\", \"73bbf24e-2786-45d5-9f79-ea7554e9951a\", \"9d815a4b-c2f4-4aee-b184-29ae7c517bdc\", \"a3b252bd-f637-4e27-9dbc-0f55742a95d7\", \"c3d660ce-6831-439a-a4b0-5123a8a698b2\", \"ed3b9996-ab9d-4a78-b66a-56d50d6c2c6e\"], \"total_duration\": 61.0, \"total_sessions\": 6, \"mean_week_duration\": 0.847}, \"49460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-23 16:48:55.000000+00:00\", \"2019-05-03 16:51:33.000000+00:00\", \"2020-05-24 09:49:14.000000+00:00\", \"2021-05-26 22:22:07.000000+00:00\", \"2020-09-12 08:44:28.000000+00:00\", \"2021-02-01 04:24:43.000000+00:00\", \"2023-01-13 10:22:34.000000+00:00\", \"2019-05-17 17:18:16.000000+00:00\", \"2023-06-01 11:29:27.000000+00:00\", \"2019-08-10 00:10:35.000000+00:00\", \"2021-03-10 09:22:24.000000+00:00\"], \"session_ids\": [\"8e1ca017-bbe8-45ef-b5ab-2792332d18bb\", \"89efc67d-e567-4147-a4ab-a5808ce9d82d\", \"e411fdef-d9e6-4516-8505-8ea4f20eef78\", \"f7989859-02c6-465a-a885-2195ba2a1460\", \"7bf51422-0eac-480e-bf56-0654e93085b9\", \"99106299-9b57-4c1f-995e-3415c0eea05e\", \"729bc40d-51d3-483a-9d59-b786bb7d597a\", \"e182a47e-2344-46d3-b631-e28fa3c41056\", \"b708a4ab-73c6-4c36-a39b-4ab3b356e268\", \"ada390d1-b026-4c8d-b512-b431379f819d\", \"30dc0b8f-d150-4aa3-a1cf-bdb1ab8ba181\"], \"total_duration\": 22374.0, \"total_sessions\": 11, \"mean_week_duration\": 105.042}, \"23433\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-26 05:12:35.000000+00:00\", \"2021-10-10 00:12:54.000000+00:00\", \"2021-06-07 10:57:07.000000+00:00\", \"2019-01-17 10:57:40.000000+00:00\", \"2022-11-11 05:52:01.000000+00:00\", \"2022-11-04 00:27:51.000000+00:00\"], \"session_ids\": [\"c92d3720-042b-4372-afe3-8da00aa0b29f\", \"1acb86c7-d477-43e7-b946-2b514ded01a6\", \"d2612216-2684-4ad0-b080-328cef634864\", \"722c461a-4818-48dd-8446-1748116e432f\", \"f1828ec8-e318-42b1-8eb2-d7fce3539fab\", \"d1ac1b64-2033-454b-956d-2809b6f1bb61\"], \"total_duration\": 825.0, \"total_sessions\": 6, \"mean_week_duration\": 4.146}, \"71200\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-03 21:07:50.000000+00:00\", \"2023-04-26 00:42:47.000000+00:00\", \"2020-10-03 18:10:50.000000+00:00\", \"2021-05-25 17:45:39.000000+00:00\", \"2019-11-11 01:42:52.000000+00:00\", \"2022-03-10 02:27:57.000000+00:00\", \"2021-08-14 13:53:29.000000+00:00\", \"2021-11-23 17:35:56.000000+00:00\"], \"session_ids\": [\"f7015849-7205-4a92-8226-4c65930975c1\", \"11c199fe-9048-416f-8651-52dbeb4d7309\", \"883c6772-33af-40a8-a969-779303627889\", \"3ec3d70b-17ad-4ed2-aeb1-351b48abe053\", \"59d136f4-1694-49dd-8e16-f94f56b610b5\", \"6f91459e-4b6c-4549-9cd9-fa1f49233c7a\", \"66203608-e328-45a7-b467-afc21be24896\", \"e1cfa260-b6f7-4304-9da9-f9bdafc8fd0f\"], \"total_duration\": 11979.0, \"total_sessions\": 8, \"mean_week_duration\": 66.182}, \"27910\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2019-10-22 23:12:54.000000+00:00\", \"2021-12-30 18:12:05.000000+00:00\", \"2021-10-01 23:28:25.000000+00:00\"], \"session_ids\": [\"826b94ca-649f-4168-a3f1-b66a53fbc394\", \"e296673c-1fea-47e3-bad6-52c5a20a9f27\", \"a648fec4-4b81-41ac-9c6a-7f36a204bfa5\"], \"total_duration\": 892.0, \"total_sessions\": 3, \"mean_week_duration\": 7.757}, \"89831\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-30 00:28:37.000000+00:00\", \"2019-10-16 06:54:16.000000+00:00\", \"2021-03-24 23:31:44.000000+00:00\", \"2020-03-05 17:50:19.000000+00:00\"], \"session_ids\": [\"b224f707-7969-4efc-812a-45f6d48918b0\", \"d9b504c0-ebbd-4768-b081-3e8796784967\", \"5e38c73e-f2d6-49ac-986c-aeb78e630323\", \"4b898d70-ccff-4514-abf8-7408089558fb\"], \"total_duration\": 734.0, \"total_sessions\": 4, \"mean_week_duration\": 5.519}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"20932\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4}, \"city_name\": \"London\", \"datetimes\": [\"2022-01-18 11:30:06.000000+00:00\", \"2021-12-21 08:51:33.000000+00:00\", \"2021-07-16 23:43:48.000000+00:00\", \"2021-03-20 16:28:47.000000+00:00\", \"2022-08-07 00:25:13.000000+00:00\", \"2021-07-13 14:26:29.000000+00:00\"], \"session_ids\": [\"6d8cb015-869f-4821-a06a-bc01592580f3\", \"73bbf24e-2786-45d5-9f79-ea7554e9951a\", \"9d815a4b-c2f4-4aee-b184-29ae7c517bdc\", \"a3b252bd-f637-4e27-9dbc-0f55742a95d7\", \"c3d660ce-6831-439a-a4b0-5123a8a698b2\", \"ed3b9996-ab9d-4a78-b66a-56d50d6c2c6e\"], \"total_duration\": 61.0, \"total_sessions\": 6, \"mean_week_duration\": 0.847}}, {\"89831\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-04-30 00:28:37.000000+00:00\", \"2019-10-16 06:54:16.000000+00:00\", \"2021-03-24 23:31:44.000000+00:00\", \"2020-03-05 17:50:19.000000+00:00\"], \"session_ids\": [\"b224f707-7969-4efc-812a-45f6d48918b0\", \"d9b504c0-ebbd-4768-b081-3e8796784967\", \"5e38c73e-f2d6-49ac-986c-aeb78e630323\", \"4b898d70-ccff-4514-abf8-7408089558fb\"], \"total_duration\": 734.0, \"total_sessions\": 4, \"mean_week_duration\": 5.519}}, {\"23433\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-02-26 05:12:35.000000+00:00\", \"2021-10-10 00:12:54.000000+00:00\", \"2021-06-07 10:57:07.000000+00:00\", \"2019-01-17 10:57:40.000000+00:00\", \"2022-11-11 05:52:01.000000+00:00\", \"2022-11-04 00:27:51.000000+00:00\"], \"session_ids\": [\"c92d3720-042b-4372-afe3-8da00aa0b29f\", \"1acb86c7-d477-43e7-b946-2b514ded01a6\", \"d2612216-2684-4ad0-b080-328cef634864\", \"722c461a-4818-48dd-8446-1748116e432f\", \"f1828ec8-e318-42b1-8eb2-d7fce3539fab\", \"d1ac1b64-2033-454b-956d-2809b6f1bb61\"], \"total_duration\": 825.0, \"total_sessions\": 6, \"mean_week_duration\": 4.146}}, {\"27910\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"London\", \"datetimes\": [\"2019-10-22 23:12:54.000000+00:00\", \"2021-12-30 18:12:05.000000+00:00\", \"2021-10-01 23:28:25.000000+00:00\"], \"session_ids\": [\"826b94ca-649f-4168-a3f1-b66a53fbc394\", \"e296673c-1fea-47e3-bad6-52c5a20a9f27\", \"a648fec4-4b81-41ac-9c6a-7f36a204bfa5\"], \"total_duration\": 892.0, \"total_sessions\": 3, \"mean_week_duration\": 7.757}}, {\"71200\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-04-03 21:07:50.000000+00:00\", \"2023-04-26 00:42:47.000000+00:00\", \"2020-10-03 18:10:50.000000+00:00\", \"2021-05-25 17:45:39.000000+00:00\", \"2019-11-11 01:42:52.000000+00:00\", \"2022-03-10 02:27:57.000000+00:00\", \"2021-08-14 13:53:29.000000+00:00\", \"2021-11-23 17:35:56.000000+00:00\"], \"session_ids\": [\"f7015849-7205-4a92-8226-4c65930975c1\", \"11c199fe-9048-416f-8651-52dbeb4d7309\", \"883c6772-33af-40a8-a969-779303627889\", \"3ec3d70b-17ad-4ed2-aeb1-351b48abe053\", \"59d136f4-1694-49dd-8e16-f94f56b610b5\", \"6f91459e-4b6c-4549-9cd9-fa1f49233c7a\", \"66203608-e328-45a7-b467-afc21be24896\", \"e1cfa260-b6f7-4304-9da9-f9bdafc8fd0f\"], \"total_duration\": 11979.0, \"total_sessions\": 8, \"mean_week_duration\": 66.182}}, {\"49460\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-23 16:48:55.000000+00:00\", \"2019-05-03 16:51:33.000000+00:00\", \"2020-05-24 09:49:14.000000+00:00\", \"2021-05-26 22:22:07.000000+00:00\", \"2020-09-12 08:44:28.000000+00:00\", \"2021-02-01 04:24:43.000000+00:00\", \"2023-01-13 10:22:34.000000+00:00\", \"2019-05-17 17:18:16.000000+00:00\", \"2023-06-01 11:29:27.000000+00:00\", \"2019-08-10 00:10:35.000000+00:00\", \"2021-03-10 09:22:24.000000+00:00\"], \"session_ids\": [\"8e1ca017-bbe8-45ef-b5ab-2792332d18bb\", \"89efc67d-e567-4147-a4ab-a5808ce9d82d\", \"e411fdef-d9e6-4516-8505-8ea4f20eef78\", \"f7989859-02c6-465a-a885-2195ba2a1460\", \"7bf51422-0eac-480e-bf56-0654e93085b9\", \"99106299-9b57-4c1f-995e-3415c0eea05e\", \"729bc40d-51d3-483a-9d59-b786bb7d597a\", \"e182a47e-2344-46d3-b631-e28fa3c41056\", \"b708a4ab-73c6-4c36-a39b-4ab3b356e268\", \"ada390d1-b026-4c8d-b512-b431379f819d\", \"30dc0b8f-d150-4aa3-a1cf-bdb1ab8ba181\"], \"total_duration\": 22374.0, \"total_sessions\": 11, \"mean_week_duration\": 105.042}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 1 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"20932\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4}, \"city_name\": \"London\", \"datetimes\": [\"2022-01-18 11:30:06.000000+00:00\", \"2021-12-21 08:51:33.000000+00:00\", \"2021-07-16 23:43:48.000000+00:00\", \"2021-03-20 16:28:47.000000+00:00\", \"2022-08-07 00:25:13.000000+00:00\", \"2021-07-13 14:26:29.000000+00:00\"], \"session_ids\": [\"6d8cb015-869f-4821-a06a-bc01592580f3\", \"73bbf24e-2786-45d5-9f79-ea7554e9951a\", \"9d815a4b-c2f4-4aee-b184-29ae7c517bdc\", \"a3b252bd-f637-4e27-9dbc-0f55742a95d7\", \"c3d660ce-6831-439a-a4b0-5123a8a698b2\", \"ed3b9996-ab9d-4a78-b66a-56d50d6c2c6e\"], \"total_duration\": 61.0, \"total_sessions\": 6, \"mean_week_duration\": 0.847}}]\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[{\"20932\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 4}, \"city_name\": \"London\", \"datetimes\": [\"2022-01-18 11:30:06.000000+00:00\", \"2021-12-21 08:51:33.000000+00:00\", \"2021-07-16 23:43:48.000000+00:00\", \"2021-03-20 16:28:47.000000+00:00\", \"2022-08-07 00:25:13.000000+00:00\", \"2021-07-13 14:26:29.000000+00:00\"], \"session_ids\": [\"6d8cb015-869f-4821-a06a-bc01592580f3\", \"73bbf24e-2786-45d5-9f79-ea7554e9951a\", \"9d815a4b-c2f4-4aee-b184-29ae7c517bdc\", \"a3b252bd-f637-4e27-9dbc-0f55742a95d7\", \"c3d660ce-6831-439a-a4b0-5123a8a698b2\", \"ed3b9996-ab9d-4a78-b66a-56d50d6c2c6e\"], \"total_duration\": 61.0, \"total_sessions\": 6, \"mean_week_duration\": 0.847}}]\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 6 users who are not living in city Caracas in addition do sorting by town 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{\"57594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-22 08:33:56.000000+00:00\", \"2019-09-16 13:37:18.000000+00:00\"], \"session_ids\": [\"6d97e290-218b-46b1-b4fb-77b6d03a4d62\", \"13a48796-a174-4c17-a45e-48e70ad51faf\"], \"total_duration\": 481.0, \"total_sessions\": 2, \"mean_week_duration\": 20.913}, \"98796\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-16 08:30:20.000000+00:00\", \"2020-12-18 04:28:19.000000+00:00\"], \"session_ids\": [\"1819ea03-ae4e-4594-ba03-b8dd78252a5c\", \"bf05c1db-9baa-4f7a-90e7-e01ddf891168\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 11.111}, \"85902\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-23 07:36:40.000000+00:00\", \"2019-12-11 10:49:38.000000+00:00\", \"2019-05-17 10:40:16.000000+00:00\", \"2019-06-13 03:41:10.000000+00:00\", \"2019-12-07 06:38:23.000000+00:00\"], \"session_ids\": [\"d6a51aa7-02e9-4f25-bc1a-c472e31fab01\", \"95769155-d32c-4df1-87b0-c54081c8bd11\", \"fceea7fe-b00e-4260-a2c2-b6848b88d562\", \"ee52120c-3943-4fde-bd7e-24c56c671244\", \"31b6681e-b27e-4042-9584-e3708d82f607\"], \"total_duration\": 1292.0, \"total_sessions\": 5, \"mean_week_duration\": 22.276}, \"55391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-11 03:21:37.000000+00:00\", \"2021-10-11 00:58:52.000000+00:00\"], \"session_ids\": [\"bd50bb70-81a5-4d78-8458-f63615fb67d5\", \"86cb830d-3673-440a-8708-933b7c5c7034\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.429}, \"18919\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-03 14:31:30.000000+00:00\", \"2021-12-11 07:36:53.000000+00:00\", \"2020-07-27 01:19:06.000000+00:00\"], \"session_ids\": [\"ddbfa039-1b59-4eac-84c1-715699cba7d7\", \"56b2f7bf-9e02-4671-88f9-3d1277527580\", \"92f7dee7-baae-4942-a181-d4ef2aa866dd\"], \"total_duration\": 108.0, \"total_sessions\": 3, \"mean_week_duration\": 1.286}, \"70589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-08-15 04:41:06.000000+00:00\", \"2022-05-26 18:28:58.000000+00:00\"], \"session_ids\": [\"0a5b8387-188e-4c89-bccc-a97525094cf8\", \"d3d90d00-18ee-4ed7-b66d-392afd769e06\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}, \"70685\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-11-12 18:02:47.000000+00:00\", \"2019-02-22 22:14:34.000000+00:00\", \"2019-06-20 16:25:58.000000+00:00\"], \"session_ids\": [\"aa109bcb-c83d-402c-a4ee-94605647dea7\", \"cda6633b-c0ce-479c-a634-d89ffd50c830\", \"e66c7225-3018-46db-81a0-8b4ba869565d\"], \"total_duration\": 532.0, \"total_sessions\": 3, \"mean_week_duration\": 3.746}, \"60095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-26 13:53:18.000000+00:00\", \"2022-04-28 03:35:12.000000+00:00\"], \"session_ids\": [\"8ba0aee0-8f02-4e06-a956-008c88b7a33b\", \"1b7298ed-4135-4015-bbd5-b9f164f3291d\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 2.639}, \"90245\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 6}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-09 07:56:55.000000+00:00\", \"2021-08-02 12:21:13.000000+00:00\"], \"session_ids\": [\"d590cba8-c654-4561-aabd-1e287f80bccc\", \"18630a86-cdaf-4573-8076-f5bc5cc5f0f8\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 6.947}, \"96364\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-01-23 16:56:08.000000+00:00\", \"2020-02-26 22:43:27.000000+00:00\", \"2023-05-30 23:27:02.000000+00:00\", \"2019-07-10 13:49:19.000000+00:00\", \"2022-02-16 21:40:28.000000+00:00\"], \"session_ids\": [\"fab37255-9b94-46e6-afb4-7a658c5370d0\", \"15fc21b3-47e2-461d-8621-fff9a7102670\", \"5b386ff8-e85c-4aec-aea9-34fde9bc98e5\", \"5e1fbd1a-3766-4310-b7a6-74378a36288e\", \"7460c014-c0ea-4229-8c9b-cc0c51a5d9dd\"], \"total_duration\": 216.0, \"total_sessions\": 5, \"mean_week_duration\": 0.952}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is not 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{\"57594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-22 08:33:56.000000+00:00\", \"2019-09-16 13:37:18.000000+00:00\"], \"session_ids\": [\"6d97e290-218b-46b1-b4fb-77b6d03a4d62\", \"13a48796-a174-4c17-a45e-48e70ad51faf\"], \"total_duration\": 481.0, \"total_sessions\": 2, \"mean_week_duration\": 20.913}, \"98796\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-16 08:30:20.000000+00:00\", \"2020-12-18 04:28:19.000000+00:00\"], \"session_ids\": [\"1819ea03-ae4e-4594-ba03-b8dd78252a5c\", \"bf05c1db-9baa-4f7a-90e7-e01ddf891168\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 11.111}, \"55391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-11 03:21:37.000000+00:00\", \"2021-10-11 00:58:52.000000+00:00\"], \"session_ids\": [\"bd50bb70-81a5-4d78-8458-f63615fb67d5\", \"86cb830d-3673-440a-8708-933b7c5c7034\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.429}, \"18919\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-03 14:31:30.000000+00:00\", \"2021-12-11 07:36:53.000000+00:00\", \"2020-07-27 01:19:06.000000+00:00\"], \"session_ids\": [\"ddbfa039-1b59-4eac-84c1-715699cba7d7\", \"56b2f7bf-9e02-4671-88f9-3d1277527580\", \"92f7dee7-baae-4942-a181-d4ef2aa866dd\"], \"total_duration\": 108.0, \"total_sessions\": 3, \"mean_week_duration\": 1.286}, \"70589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-08-15 04:41:06.000000+00:00\", \"2022-05-26 18:28:58.000000+00:00\"], \"session_ids\": [\"0a5b8387-188e-4c89-bccc-a97525094cf8\", \"d3d90d00-18ee-4ed7-b66d-392afd769e06\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}, \"70685\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-11-12 18:02:47.000000+00:00\", \"2019-02-22 22:14:34.000000+00:00\", \"2019-06-20 16:25:58.000000+00:00\"], \"session_ids\": [\"aa109bcb-c83d-402c-a4ee-94605647dea7\", \"cda6633b-c0ce-479c-a634-d89ffd50c830\", \"e66c7225-3018-46db-81a0-8b4ba869565d\"], \"total_duration\": 532.0, \"total_sessions\": 3, \"mean_week_duration\": 3.746}, \"60095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-26 13:53:18.000000+00:00\", \"2022-04-28 03:35:12.000000+00:00\"], \"session_ids\": [\"8ba0aee0-8f02-4e06-a956-008c88b7a33b\", \"1b7298ed-4135-4015-bbd5-b9f164f3291d\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 2.639}, \"90245\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 6}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-09 07:56:55.000000+00:00\", \"2021-08-02 12:21:13.000000+00:00\"], \"session_ids\": [\"d590cba8-c654-4561-aabd-1e287f80bccc\", \"18630a86-cdaf-4573-8076-f5bc5cc5f0f8\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 6.947}, \"96364\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-01-23 16:56:08.000000+00:00\", \"2020-02-26 22:43:27.000000+00:00\", \"2023-05-30 23:27:02.000000+00:00\", \"2019-07-10 13:49:19.000000+00:00\", \"2022-02-16 21:40:28.000000+00:00\"], \"session_ids\": [\"fab37255-9b94-46e6-afb4-7a658c5370d0\", \"15fc21b3-47e2-461d-8621-fff9a7102670\", \"5b386ff8-e85c-4aec-aea9-34fde9bc98e5\", \"5e1fbd1a-3766-4310-b7a6-74378a36288e\", \"7460c014-c0ea-4229-8c9b-cc0c51a5d9dd\"], \"total_duration\": 216.0, \"total_sessions\": 5, \"mean_week_duration\": 0.952}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"90245\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 6}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-09 07:56:55.000000+00:00\", \"2021-08-02 12:21:13.000000+00:00\"], \"session_ids\": [\"d590cba8-c654-4561-aabd-1e287f80bccc\", \"18630a86-cdaf-4573-8076-f5bc5cc5f0f8\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 6.947}}, {\"70685\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-11-12 18:02:47.000000+00:00\", \"2019-02-22 22:14:34.000000+00:00\", \"2019-06-20 16:25:58.000000+00:00\"], \"session_ids\": [\"aa109bcb-c83d-402c-a4ee-94605647dea7\", \"cda6633b-c0ce-479c-a634-d89ffd50c830\", \"e66c7225-3018-46db-81a0-8b4ba869565d\"], \"total_duration\": 532.0, \"total_sessions\": 3, \"mean_week_duration\": 3.746}}, {\"57594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-22 08:33:56.000000+00:00\", \"2019-09-16 13:37:18.000000+00:00\"], \"session_ids\": [\"6d97e290-218b-46b1-b4fb-77b6d03a4d62\", \"13a48796-a174-4c17-a45e-48e70ad51faf\"], \"total_duration\": 481.0, \"total_sessions\": 2, \"mean_week_duration\": 20.913}}, {\"96364\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-01-23 16:56:08.000000+00:00\", \"2020-02-26 22:43:27.000000+00:00\", \"2023-05-30 23:27:02.000000+00:00\", \"2019-07-10 13:49:19.000000+00:00\", \"2022-02-16 21:40:28.000000+00:00\"], \"session_ids\": [\"fab37255-9b94-46e6-afb4-7a658c5370d0\", \"15fc21b3-47e2-461d-8621-fff9a7102670\", \"5b386ff8-e85c-4aec-aea9-34fde9bc98e5\", \"5e1fbd1a-3766-4310-b7a6-74378a36288e\", \"7460c014-c0ea-4229-8c9b-cc0c51a5d9dd\"], \"total_duration\": 216.0, \"total_sessions\": 5, \"mean_week_duration\": 0.952}}, {\"60095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-26 13:53:18.000000+00:00\", \"2022-04-28 03:35:12.000000+00:00\"], \"session_ids\": [\"8ba0aee0-8f02-4e06-a956-008c88b7a33b\", \"1b7298ed-4135-4015-bbd5-b9f164f3291d\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 2.639}}, {\"70589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-08-15 04:41:06.000000+00:00\", \"2022-05-26 18:28:58.000000+00:00\"], \"session_ids\": [\"0a5b8387-188e-4c89-bccc-a97525094cf8\", \"d3d90d00-18ee-4ed7-b66d-392afd769e06\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}, {\"98796\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-02-16 08:30:20.000000+00:00\", \"2020-12-18 04:28:19.000000+00:00\"], \"session_ids\": [\"1819ea03-ae4e-4594-ba03-b8dd78252a5c\", \"bf05c1db-9baa-4f7a-90e7-e01ddf891168\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 11.111}}, {\"55391\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-06-11 03:21:37.000000+00:00\", \"2021-10-11 00:58:52.000000+00:00\"], \"session_ids\": [\"bd50bb70-81a5-4d78-8458-f63615fb67d5\", \"86cb830d-3673-440a-8708-933b7c5c7034\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.429}}, {\"18919\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-03-03 14:31:30.000000+00:00\", \"2021-12-11 07:36:53.000000+00:00\", \"2020-07-27 01:19:06.000000+00:00\"], \"session_ids\": [\"ddbfa039-1b59-4eac-84c1-715699cba7d7\", \"56b2f7bf-9e02-4671-88f9-3d1277527580\", \"92f7dee7-baae-4942-a181-d4ef2aa866dd\"], \"total_duration\": 108.0, \"total_sessions\": 3, \"mean_week_duration\": 1.286}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 6 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"90245\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 6}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-09 07:56:55.000000+00:00\", \"2021-08-02 12:21:13.000000+00:00\"], \"session_ids\": [\"d590cba8-c654-4561-aabd-1e287f80bccc\", \"18630a86-cdaf-4573-8076-f5bc5cc5f0f8\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 6.947}}, {\"70685\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-11-12 18:02:47.000000+00:00\", \"2019-02-22 22:14:34.000000+00:00\", \"2019-06-20 16:25:58.000000+00:00\"], \"session_ids\": [\"aa109bcb-c83d-402c-a4ee-94605647dea7\", \"cda6633b-c0ce-479c-a634-d89ffd50c830\", \"e66c7225-3018-46db-81a0-8b4ba869565d\"], \"total_duration\": 532.0, \"total_sessions\": 3, \"mean_week_duration\": 3.746}}, {\"57594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-22 08:33:56.000000+00:00\", \"2019-09-16 13:37:18.000000+00:00\"], \"session_ids\": [\"6d97e290-218b-46b1-b4fb-77b6d03a4d62\", \"13a48796-a174-4c17-a45e-48e70ad51faf\"], \"total_duration\": 481.0, \"total_sessions\": 2, \"mean_week_duration\": 20.913}}, {\"96364\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-01-23 16:56:08.000000+00:00\", \"2020-02-26 22:43:27.000000+00:00\", \"2023-05-30 23:27:02.000000+00:00\", \"2019-07-10 13:49:19.000000+00:00\", \"2022-02-16 21:40:28.000000+00:00\"], \"session_ids\": [\"fab37255-9b94-46e6-afb4-7a658c5370d0\", \"15fc21b3-47e2-461d-8621-fff9a7102670\", \"5b386ff8-e85c-4aec-aea9-34fde9bc98e5\", \"5e1fbd1a-3766-4310-b7a6-74378a36288e\", \"7460c014-c0ea-4229-8c9b-cc0c51a5d9dd\"], \"total_duration\": 216.0, \"total_sessions\": 5, \"mean_week_duration\": 0.952}}, {\"60095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-26 13:53:18.000000+00:00\", \"2022-04-28 03:35:12.000000+00:00\"], \"session_ids\": [\"8ba0aee0-8f02-4e06-a956-008c88b7a33b\", \"1b7298ed-4135-4015-bbd5-b9f164f3291d\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 2.639}}, {\"70589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-08-15 04:41:06.000000+00:00\", \"2022-05-26 18:28:58.000000+00:00\"], \"session_ids\": [\"0a5b8387-188e-4c89-bccc-a97525094cf8\", \"d3d90d00-18ee-4ed7-b66d-392afd769e06\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}]\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[{\"90245\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 6}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-12-09 07:56:55.000000+00:00\", \"2021-08-02 12:21:13.000000+00:00\"], \"session_ids\": [\"d590cba8-c654-4561-aabd-1e287f80bccc\", \"18630a86-cdaf-4573-8076-f5bc5cc5f0f8\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 6.947}}, {\"70685\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2021-11-12 18:02:47.000000+00:00\", \"2019-02-22 22:14:34.000000+00:00\", \"2019-06-20 16:25:58.000000+00:00\"], \"session_ids\": [\"aa109bcb-c83d-402c-a4ee-94605647dea7\", \"cda6633b-c0ce-479c-a634-d89ffd50c830\", \"e66c7225-3018-46db-81a0-8b4ba869565d\"], \"total_duration\": 532.0, \"total_sessions\": 3, \"mean_week_duration\": 3.746}}, {\"57594\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-02-22 08:33:56.000000+00:00\", \"2019-09-16 13:37:18.000000+00:00\"], \"session_ids\": [\"6d97e290-218b-46b1-b4fb-77b6d03a4d62\", \"13a48796-a174-4c17-a45e-48e70ad51faf\"], \"total_duration\": 481.0, \"total_sessions\": 2, \"mean_week_duration\": 20.913}}, {\"96364\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-01-23 16:56:08.000000+00:00\", \"2020-02-26 22:43:27.000000+00:00\", \"2023-05-30 23:27:02.000000+00:00\", \"2019-07-10 13:49:19.000000+00:00\", \"2022-02-16 21:40:28.000000+00:00\"], \"session_ids\": [\"fab37255-9b94-46e6-afb4-7a658c5370d0\", \"15fc21b3-47e2-461d-8621-fff9a7102670\", \"5b386ff8-e85c-4aec-aea9-34fde9bc98e5\", \"5e1fbd1a-3766-4310-b7a6-74378a36288e\", \"7460c014-c0ea-4229-8c9b-cc0c51a5d9dd\"], \"total_duration\": 216.0, \"total_sessions\": 5, \"mean_week_duration\": 0.952}}, {\"60095\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-02-26 13:53:18.000000+00:00\", \"2022-04-28 03:35:12.000000+00:00\"], \"session_ids\": [\"8ba0aee0-8f02-4e06-a956-008c88b7a33b\", \"1b7298ed-4135-4015-bbd5-b9f164f3291d\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 2.639}}, {\"70589\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-08-15 04:41:06.000000+00:00\", \"2022-05-26 18:28:58.000000+00:00\"], \"session_ids\": [\"0a5b8387-188e-4c89-bccc-a97525094cf8\", \"d3d90d00-18ee-4ed7-b66d-392afd769e06\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}]\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": "Could you tell me about user with a time using the app per week that is 4 , moreover carry out sorting by duration summation form the highest value to the lowest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58594\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-05-22 16:16:31.000000+00:00\", \"2019-11-19 00:17:35.000000+00:00\", \"2022-02-19 14:22:47.000000+00:00\", \"2023-06-10 04:31:03.000000+00:00\"], \"session_ids\": [\"7dfbba36-775c-4223-84d3-02c3cf9496ad\", \"510efc8c-781e-440a-8719-9f4be91fd635\", \"07bff9d4-f699-4227-8b07-576974304cf9\", \"715e1009-5d1f-4457-a9f2-072178d79616\"], \"total_duration\": 44.0, \"total_sessions\": 4, \"mean_week_duration\": 0.237}, \"2742\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-03-13 05:05:28.000000+00:00\", \"2019-12-01 21:35:40.000000+00:00\"], \"session_ids\": [\"8739f7d4-9bba-49f9-9d04-4bbcf79bc591\", \"4750a7d4-abd0-488b-950a-33330f901be0\"], \"total_duration\": 159.0, \"total_sessions\": 2, \"mean_week_duration\": 0.93}, \"79821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-05-10 13:34:13.000000+00:00\", \"2021-12-20 09:24:16.000000+00:00\"], \"session_ids\": [\"10c395da-cc07-4a7e-9604-7ee64f53e521\", \"340975c9-0f63-4c58-ac1c-20b423c9a83f\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 4.906}, \"59704\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-10-24 08:21:18.000000+00:00\", \"2022-07-13 01:29:38.000000+00:00\", \"2022-08-05 08:33:01.000000+00:00\", \"2020-04-29 13:43:20.000000+00:00\"], \"session_ids\": [\"7b5e46dc-0a16-44a0-905d-5444f32a8a31\", \"99909e52-688f-4095-aad0-65b10c492c23\", \"360926a1-50e7-4909-891f-7680e0ea7bc2\", \"eb8e7be2-8d08-429c-8d17-c450f111f1e2\"], \"total_duration\": 1087.0, \"total_sessions\": 4, \"mean_week_duration\": 9.134}, \"7536\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-11-23 18:47:18.000000+00:00\", \"2022-11-04 11:43:35.000000+00:00\", \"2020-07-23 06:52:39.000000+00:00\", \"2022-03-23 08:55:32.000000+00:00\", \"2022-01-31 22:17:35.000000+00:00\", \"2023-04-30 02:18:32.000000+00:00\"], \"session_ids\": [\"090d27e3-94cd-455d-856c-81ee7ce45e6d\", \"cd447acf-a24e-485f-92d9-a1c36f4df81d\", \"dd7cda77-8f8d-4df1-8a14-1a11dc9fe02d\", \"b5b9970e-3075-46ed-966e-cbb4fc8ca031\", \"29b5c2e7-44a4-4ee7-9664-d9500d538f0c\", \"c13755a0-6122-46d7-b79e-fe817f337ab0\"], \"total_duration\": 893.0, \"total_sessions\": 6, \"mean_week_duration\": 6.159}, \"17143\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-08-10 07:07:34.000000+00:00\", \"2022-07-15 22:10:47.000000+00:00\"], \"session_ids\": [\"ae46dbfc-6a05-4fc7-9a34-5aeb5e80829e\", \"407253fb-58eb-4be9-8cfd-1b5790c3207d\"], \"total_duration\": 49.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"59626\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2021-04-28 11:17:50.000000+00:00\", \"2022-12-05 12:35:05.000000+00:00\", \"2021-04-23 18:35:12.000000+00:00\", \"2021-08-06 03:32:28.000000+00:00\", \"2019-06-09 15:22:10.000000+00:00\"], \"session_ids\": [\"b522abfe-3996-4e63-a1d5-2d60a5b54843\", \"f9d83466-4d4a-4191-9b7f-538553830897\", \"91f0e16c-1484-451a-a8ad-db61fb1d1968\", \"c7d58ff1-893a-4c8d-88ac-a7b38933be03\", \"b519c1ae-e1b6-48a5-94d3-54fc201bb8ce\"], \"total_duration\": 3497.0, \"total_sessions\": 5, \"mean_week_duration\": 19.214}, \"61647\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-09-08 01:39:09.000000+00:00\", \"2019-09-15 21:45:47.000000+00:00\"], \"session_ids\": [\"21118016-9da1-4e79-9102-30fa933018c1\", \"1a6c97e4-fae9-4aec-bf7b-dbdb223f3015\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 63.0}, \"55559\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-07-29 23:56:57.000000+00:00\", \"2021-12-13 09:39:03.000000+00:00\", \"2021-06-16 21:40:24.000000+00:00\", \"2022-07-05 03:48:03.000000+00:00\"], \"session_ids\": [\"f2e3ecab-0243-4b2d-89d7-56c430de291e\", \"7df50e7f-f6c7-43ae-b56a-c5d631e150ea\", \"c6498f11-6e59-442f-8bad-6a5f83d520fb\", \"14640b1f-cf1a-442e-82c3-291f1b3e5245\"], \"total_duration\": 1532.0, \"total_sessions\": 4, \"mean_week_duration\": 25.966}, \"32797\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-07-18 12:33:44.000000+00:00\", \"2019-03-18 13:31:26.000000+00:00\", \"2020-09-02 07:04:36.000000+00:00\"], \"session_ids\": [\"bfd6c1c0-aff3-4b16-be14-6a0aa0c55d40\", \"0a76c625-8c1d-401a-bc67-0fe31c2b9c5f\", \"186a3702-3380-4a8f-851e-9bd7ead39f03\"], \"total_duration\": 222.0, \"total_sessions\": 3, \"mean_week_duration\": 2.883}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"==\"]]}, \"all_values\": {\"mean_week_duration\": [[4, 25]]}}}\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 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": "Show 7 users to me who live in cities Johannesburg, Amsterdam, Vienna, Madrid, Manila, Prague additionaly sort by sessions count in asc." } ]
[ { "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{\"99907\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-29 05:47:02.000000+00:00\", \"2020-06-23 22:18:02.000000+00:00\"], \"session_ids\": [\"91e197c2-1b9a-4a44-8f3d-9de240652cdc\", \"8f9f43e9-ab46-4a33-b58b-64dc7eeaa8f9\"], \"total_duration\": 201.0, \"total_sessions\": 2, \"mean_week_duration\": 3.242}, \"60113\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-12-24 14:14:57.000000+00:00\", \"2021-10-07 14:38:27.000000+00:00\", \"2021-10-19 03:29:20.000000+00:00\", \"2020-11-21 00:10:36.000000+00:00\", \"2022-06-28 01:45:31.000000+00:00\"], \"session_ids\": [\"f6fb75df-5c4f-4e72-bb64-0bf276f268a7\", \"9459edab-5b5d-44d8-8aa9-0b5992b6f60b\", \"5c6a735d-6db4-40a1-857b-4af63d9d1763\", \"a256a6ba-0208-4638-bc6d-0dd862830376\", \"b0a9e91c-c496-4805-84a9-9fd79df64db3\"], \"total_duration\": 1019.0, \"total_sessions\": 5, \"mean_week_duration\": 7.779}, \"45247\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-07-16 01:18:27.000000+00:00\", \"2020-08-05 04:06:18.000000+00:00\"], \"session_ids\": [\"b3cb9ccc-29ea-4bce-9b67-922141452bcf\", \"f58a4a2e-5ede-453d-a37d-2787d71a2520\"], \"total_duration\": 173.0, \"total_sessions\": 2, \"mean_week_duration\": 57.667}, \"62394\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-03-02 04:26:49.000000+00:00\", \"2022-03-26 06:15:49.000000+00:00\"], \"session_ids\": [\"902bca5b-bd52-4b1a-9d54-ff77ef119a92\", \"51421b04-cceb-434a-8f04-05b8c15b936d\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 0.656}, \"17519\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-24 13:23:34.000000+00:00\", \"2020-03-24 03:51:26.000000+00:00\"], \"session_ids\": [\"9756f7f1-3686-4158-8d8b-21079b884468\", \"d42b4750-c5ed-4789-b767-bbdee6a2c1b7\"], \"total_duration\": 239.0, \"total_sessions\": 2, \"mean_week_duration\": 3.025}, \"58782\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-01-06 01:33:38.000000+00:00\", \"2021-11-04 10:41:04.000000+00:00\", \"2020-09-01 17:20:37.000000+00:00\"], \"session_ids\": [\"a6d6a6e2-52c9-4a3d-8811-3832a57533db\", \"2ff812d7-8da6-44ae-bd88-2d7437fe6e6e\", \"b53fa91d-aea7-4a9a-a98e-9c047c275a6a\"], \"total_duration\": 140.0, \"total_sessions\": 3, \"mean_week_duration\": 1.138}, \"44967\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-07-26 07:17:18.000000+00:00\", \"2020-05-25 10:29:00.000000+00:00\", \"2020-08-18 15:46:54.000000+00:00\"], \"session_ids\": [\"88b0ce8b-c61c-4f02-a148-0d4b8d73a5d1\", \"70c8869a-fa10-416e-bcf1-bdbe66febb94\", \"a10690a7-7d55-40dd-8e52-ff3314532572\"], \"total_duration\": 215.0, \"total_sessions\": 3, \"mean_week_duration\": 16.538}, \"33489\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-01-30 14:54:21.000000+00:00\", \"2021-12-31 01:57:02.000000+00:00\", \"2022-04-06 09:57:21.000000+00:00\", \"2021-12-25 21:57:27.000000+00:00\"], \"session_ids\": [\"8d9dd779-939f-4112-8505-d2b48b3429aa\", \"fd22b0eb-3112-41ba-bccb-0c10adaedee9\", \"9ea0805e-e46f-4eea-a8c4-8b26fed3d15f\", \"6a24e255-2c71-4109-95dc-cb5f5a1aa7e0\"], \"total_duration\": 720.0, \"total_sessions\": 4, \"mean_week_duration\": 11.613}, \"75138\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-07-27 18:05:39.000000+00:00\", \"2019-12-12 21:07:12.000000+00:00\"], \"session_ids\": [\"6d13f50b-9225-4fd2-b417-8c09eb25184d\", \"4bffbc0c-e62a-4c4b-9f1d-0803916889a3\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.176}, \"47416\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-13 03:36:45.000000+00:00\", \"2019-05-24 09:50:04.000000+00:00\"], \"session_ids\": [\"bfc6623a-2d5f-454a-b2eb-91fbd9bdfcfb\", \"9a9ddef3-ed48-4ac8-b424-8c1341152805\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 0.809}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are Johannesburg, Amsterdam, Vienna, Madrid, Manila, Prague" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Johannesburg\", \"Amsterdam\", \"Vienna\", \"Madrid\", \"Manila\", \"Prague\"]]}}}\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 accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about users whose duration of sessions per week is bigger than 37 and smaller than 3 (not including) , moreover implement sorting by duration of sessions per week from the largest to the smallest in addition show me only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"23913\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-07-24 16:08:43.000000+00:00\", \"2022-05-14 15:18:11.000000+00:00\", \"2023-03-09 01:42:34.000000+00:00\", \"2023-02-24 00:00:04.000000+00:00\"], \"session_ids\": [\"8c1b9d1c-4fd0-4cad-80ce-85cf7d67ba9d\", \"84ec25ed-ab0d-41f3-a36c-638a29419766\", \"1aad1725-4468-469a-a621-01370b03aee2\", \"33621176-2c42-4690-9986-2ab76d8d03a9\"], \"total_duration\": 187.0, \"total_sessions\": 4, \"mean_week_duration\": 1.365}, \"61839\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-09-28 04:38:35.000000+00:00\", \"2021-09-03 18:40:17.000000+00:00\"], \"session_ids\": [\"38b6adf6-eae3-4638-9eba-71a7eb85d86d\", \"b13e82a8-3d2b-4adf-ba13-5394f5f90597\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 3.612}, \"87381\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-03-06 07:22:32.000000+00:00\", \"2022-08-14 10:30:35.000000+00:00\", \"2023-01-03 20:44:12.000000+00:00\", \"2019-07-09 00:12:50.000000+00:00\"], \"session_ids\": [\"e1d19049-9e70-4681-ac25-611153117697\", \"fc550770-555a-44b0-9f64-a4cd9d51ccae\", \"78cf0aef-36bf-4ed5-b5e7-767110bf56c5\", \"b011e52b-679d-4e7c-bd64-5ab1df120c5a\"], \"total_duration\": 74.0, \"total_sessions\": 4, \"mean_week_duration\": 0.387}, \"83474\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-03-25 21:44:23.000000+00:00\", \"2022-02-09 09:04:21.000000+00:00\"], \"session_ids\": [\"ab294103-ab0b-42c1-b9fe-7b84520bcf74\", \"b6108dc2-1db1-4d82-8fb0-6593e8831ca5\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.219}, \"37144\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-03-01 05:47:36.000000+00:00\", \"2021-10-06 17:21:30.000000+00:00\"], \"session_ids\": [\"79d6c953-7b27-4255-9895-1247cc9b4c9b\", \"8bccc359-c894-43fc-85f6-e71ca8f691b2\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.37}, \"49561\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-06 03:37:12.000000+00:00\", \"2020-10-19 00:51:24.000000+00:00\"], \"session_ids\": [\"d6413b52-b146-40e7-8cf2-77679995ecdc\", \"57db954b-2253-40c6-9b7d-d1b5d4c0dff9\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.456}, \"87377\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-11-22 23:26:12.000000+00:00\", \"2020-04-19 03:06:45.000000+00:00\", \"2019-04-21 17:42:10.000000+00:00\", \"2019-01-03 22:32:47.000000+00:00\", \"2023-05-05 18:57:49.000000+00:00\", \"2022-06-21 12:04:12.000000+00:00\", \"2021-11-13 10:32:02.000000+00:00\", \"2022-02-14 02:25:20.000000+00:00\", \"2022-03-22 08:29:34.000000+00:00\", \"2019-02-16 16:21:50.000000+00:00\", \"2021-02-15 23:15:13.000000+00:00\"], \"session_ids\": [\"30bd8e9c-d7a7-435b-ac7a-793656c0fa52\", \"f59ac926-9ee0-479d-9882-7b2cc3da06be\", \"9f17a17a-33a8-452a-9d96-4e7f306b2803\", \"f5d23737-6ace-464f-8d30-a88bafb5405c\", \"8079866b-4dbd-460c-a268-5df4aa8d41d0\", \"77ebd599-ac8b-4c6e-af6d-c7b37d2f78f7\", \"f9129f59-9a46-4d94-9146-721bf003cebd\", \"53362865-9e44-433d-a79f-06ff54191ebb\", \"6a2587a7-b017-4876-b543-326b69e8b3f7\", \"6670793c-3b8b-46c4-ac95-f46fb67b0033\", \"23fc712e-fdab-4371-b0af-811060a23e12\"], \"total_duration\": 1116.0, \"total_sessions\": 11, \"mean_week_duration\": 4.938}, \"69532\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-04-06 10:06:14.000000+00:00\", \"2019-10-04 16:12:23.000000+00:00\", \"2021-03-01 17:45:58.000000+00:00\", \"2022-08-02 13:04:18.000000+00:00\", \"2022-09-18 06:41:21.000000+00:00\", \"2021-11-26 14:20:27.000000+00:00\", \"2022-06-05 16:28:13.000000+00:00\", \"2019-06-07 22:40:39.000000+00:00\", \"2019-12-02 03:36:00.000000+00:00\", \"2019-11-02 17:11:32.000000+00:00\"], \"session_ids\": [\"c4a0f0a3-4d03-48a1-b242-627ddb5a2c87\", \"38cbee86-b9c6-4eb7-983c-11666f36c623\", \"53af26d5-0714-4443-b162-a9edb7a28b15\", \"c089e965-dd22-49dc-a686-dcae078415dd\", \"c28b2326-255a-4dea-bdfa-9dec4c9d062c\", \"41a2c5fe-7df8-4c45-b2cf-8ad2950dd04a\", \"81788f0c-2b1e-40ce-919b-94f5e928e3ba\", \"5d597fbf-a818-437d-a84a-78f878b79f57\", \"b4f30108-70cb-4aad-8521-74bb70219eb8\", \"446ea6b3-4f40-4f03-adb0-073818d74ac6\"], \"total_duration\": 2408.0, \"total_sessions\": 10, \"mean_week_duration\": 14.0}, \"59386\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-02-13 09:48:39.000000+00:00\", \"2023-06-22 16:41:16.000000+00:00\", \"2019-08-18 07:46:47.000000+00:00\", \"2022-07-28 11:59:05.000000+00:00\", \"2021-03-17 11:37:00.000000+00:00\", \"2022-10-06 16:19:14.000000+00:00\", \"2021-08-22 00:23:18.000000+00:00\"], \"session_ids\": [\"cf9623af-7e75-4ca9-8dd6-7502d98d79d3\", \"0043144b-06cc-46dd-be12-7d33268b8e35\", \"28e71570-dae5-4200-b5b3-cfb0c15853dc\", \"0b2fc622-bc97-4a16-94b9-d83e8dd045eb\", \"cc1cabb1-b9c5-452f-8dba-d1d35b5a2021\", \"aecf5214-1b7f-4677-9a51-55f02ba944bd\", \"1aac15cf-e62a-43a8-8b49-f7d3ffc2c103\"], \"total_duration\": 2908.0, \"total_sessions\": 7, \"mean_week_duration\": 14.468}, \"21080\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-02-27 09:13:23.000000+00:00\", \"2019-10-19 06:20:55.000000+00:00\"], \"session_ids\": [\"b4d09f94-4f4c-4667-8d46-e7826ce1f22f\", \"6523680e-38af-441f-b3f2-e67580252929\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.608}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are less than 3 and are equal or greater than 37" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[3, 37]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"23913\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-07-24 16:08:43.000000+00:00\", \"2022-05-14 15:18:11.000000+00:00\", \"2023-03-09 01:42:34.000000+00:00\", \"2023-02-24 00:00:04.000000+00:00\"], \"session_ids\": [\"8c1b9d1c-4fd0-4cad-80ce-85cf7d67ba9d\", \"84ec25ed-ab0d-41f3-a36c-638a29419766\", \"1aad1725-4468-469a-a621-01370b03aee2\", \"33621176-2c42-4690-9986-2ab76d8d03a9\"], \"total_duration\": 187.0, \"total_sessions\": 4, \"mean_week_duration\": 1.365}, \"87381\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-03-06 07:22:32.000000+00:00\", \"2022-08-14 10:30:35.000000+00:00\", \"2023-01-03 20:44:12.000000+00:00\", \"2019-07-09 00:12:50.000000+00:00\"], \"session_ids\": [\"e1d19049-9e70-4681-ac25-611153117697\", \"fc550770-555a-44b0-9f64-a4cd9d51ccae\", \"78cf0aef-36bf-4ed5-b5e7-767110bf56c5\", \"b011e52b-679d-4e7c-bd64-5ab1df120c5a\"], \"total_duration\": 74.0, \"total_sessions\": 4, \"mean_week_duration\": 0.387}, \"83474\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-03-25 21:44:23.000000+00:00\", \"2022-02-09 09:04:21.000000+00:00\"], \"session_ids\": [\"ab294103-ab0b-42c1-b9fe-7b84520bcf74\", \"b6108dc2-1db1-4d82-8fb0-6593e8831ca5\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.219}, \"37144\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-03-01 05:47:36.000000+00:00\", \"2021-10-06 17:21:30.000000+00:00\"], \"session_ids\": [\"79d6c953-7b27-4255-9895-1247cc9b4c9b\", \"8bccc359-c894-43fc-85f6-e71ca8f691b2\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.37}, \"49561\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-06 03:37:12.000000+00:00\", \"2020-10-19 00:51:24.000000+00:00\"], \"session_ids\": [\"d6413b52-b146-40e7-8cf2-77679995ecdc\", \"57db954b-2253-40c6-9b7d-d1b5d4c0dff9\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.456}, \"21080\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-02-27 09:13:23.000000+00:00\", \"2019-10-19 06:20:55.000000+00:00\"], \"session_ids\": [\"b4d09f94-4f4c-4667-8d46-e7826ce1f22f\", \"6523680e-38af-441f-b3f2-e67580252929\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.608}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"37144\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-03-01 05:47:36.000000+00:00\", \"2021-10-06 17:21:30.000000+00:00\"], \"session_ids\": [\"79d6c953-7b27-4255-9895-1247cc9b4c9b\", \"8bccc359-c894-43fc-85f6-e71ca8f691b2\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.37}}, {\"23913\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-07-24 16:08:43.000000+00:00\", \"2022-05-14 15:18:11.000000+00:00\", \"2023-03-09 01:42:34.000000+00:00\", \"2023-02-24 00:00:04.000000+00:00\"], \"session_ids\": [\"8c1b9d1c-4fd0-4cad-80ce-85cf7d67ba9d\", \"84ec25ed-ab0d-41f3-a36c-638a29419766\", \"1aad1725-4468-469a-a621-01370b03aee2\", \"33621176-2c42-4690-9986-2ab76d8d03a9\"], \"total_duration\": 187.0, \"total_sessions\": 4, \"mean_week_duration\": 1.365}}, {\"21080\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-02-27 09:13:23.000000+00:00\", \"2019-10-19 06:20:55.000000+00:00\"], \"session_ids\": [\"b4d09f94-4f4c-4667-8d46-e7826ce1f22f\", \"6523680e-38af-441f-b3f2-e67580252929\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.608}}, {\"49561\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-02-06 03:37:12.000000+00:00\", \"2020-10-19 00:51:24.000000+00:00\"], \"session_ids\": [\"d6413b52-b146-40e7-8cf2-77679995ecdc\", \"57db954b-2253-40c6-9b7d-d1b5d4c0dff9\"], \"total_duration\": 31.0, \"total_sessions\": 2, \"mean_week_duration\": 0.456}}, {\"87381\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2023-03-06 07:22:32.000000+00:00\", \"2022-08-14 10:30:35.000000+00:00\", \"2023-01-03 20:44:12.000000+00:00\", \"2019-07-09 00:12:50.000000+00:00\"], \"session_ids\": [\"e1d19049-9e70-4681-ac25-611153117697\", \"fc550770-555a-44b0-9f64-a4cd9d51ccae\", \"78cf0aef-36bf-4ed5-b5e7-767110bf56c5\", \"b011e52b-679d-4e7c-bd64-5ab1df120c5a\"], \"total_duration\": 74.0, \"total_sessions\": 4, \"mean_week_duration\": 0.387}}, {\"83474\": {\"keyflows\": {\"Sign In Flow\": 2}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-03-25 21:44:23.000000+00:00\", \"2022-02-09 09:04:21.000000+00:00\"], \"session_ids\": [\"ab294103-ab0b-42c1-b9fe-7b84520bcf74\", \"b6108dc2-1db1-4d82-8fb0-6593e8831ca5\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.219}}]\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[{\"37144\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-03-01 05:47:36.000000+00:00\", \"2021-10-06 17:21:30.000000+00:00\"], \"session_ids\": [\"79d6c953-7b27-4255-9895-1247cc9b4c9b\", \"8bccc359-c894-43fc-85f6-e71ca8f691b2\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.37}}, {\"23913\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-07-24 16:08:43.000000+00:00\", \"2022-05-14 15:18:11.000000+00:00\", \"2023-03-09 01:42:34.000000+00:00\", \"2023-02-24 00:00:04.000000+00:00\"], \"session_ids\": [\"8c1b9d1c-4fd0-4cad-80ce-85cf7d67ba9d\", \"84ec25ed-ab0d-41f3-a36c-638a29419766\", \"1aad1725-4468-469a-a621-01370b03aee2\", \"33621176-2c42-4690-9986-2ab76d8d03a9\"], \"total_duration\": 187.0, \"total_sessions\": 4, \"mean_week_duration\": 1.365}}]\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[{\"37144\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-03-01 05:47:36.000000+00:00\", \"2021-10-06 17:21:30.000000+00:00\"], \"session_ids\": [\"79d6c953-7b27-4255-9895-1247cc9b4c9b\", \"8bccc359-c894-43fc-85f6-e71ca8f691b2\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.37}}, {\"23913\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-07-24 16:08:43.000000+00:00\", \"2022-05-14 15:18:11.000000+00:00\", \"2023-03-09 01:42:34.000000+00:00\", \"2023-02-24 00:00:04.000000+00:00\"], \"session_ids\": [\"8c1b9d1c-4fd0-4cad-80ce-85cf7d67ba9d\", \"84ec25ed-ab0d-41f3-a36c-638a29419766\", \"1aad1725-4468-469a-a621-01370b03aee2\", \"33621176-2c42-4690-9986-2ab76d8d03a9\"], \"total_duration\": 187.0, \"total_sessions\": 4, \"mean_week_duration\": 1.365}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about 3 users who have app usage time = 2379 + put to use sorting by duration total from the largest to the smallest." } ]
[ { "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{\"95035\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-11-09 13:07:19.000000+00:00\", \"2020-02-07 16:29:54.000000+00:00\", \"2019-02-20 18:59:13.000000+00:00\", \"2022-01-14 06:19:39.000000+00:00\"], \"session_ids\": [\"7c981636-59a9-4068-ab59-696e1790af25\", \"85e9b60d-7cc7-4eb5-ad28-88002291b07a\", \"44609c78-3e06-461b-98a6-f1f63af7a560\", \"38a953a6-f747-4af5-b1f1-31f54e30bfaf\"], \"total_duration\": 193.0, \"total_sessions\": 4, \"mean_week_duration\": 1.27}, \"63950\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 6, \"Change Skin Flow\": 3}, \"city_name\": \"Mumbai\", \"datetimes\": [\"2021-08-25 22:04:11.000000+00:00\", \"2022-01-09 12:01:32.000000+00:00\"], \"session_ids\": [\"126fcb8f-83fd-4990-9889-e2a9a19043c0\", \"b7b3611c-5f01-4f13-9799-8805766b1d72\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 7.15}, \"80542\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-05-05 05:31:58.000000+00:00\", \"2021-01-05 23:07:39.000000+00:00\", \"2022-02-09 15:11:33.000000+00:00\", \"2019-12-24 21:08:02.000000+00:00\"], \"session_ids\": [\"b9c34a22-0d70-443f-9b46-2de5f6652f34\", \"a38d9236-6ff7-4fdb-aaf4-15b21e91bc16\", \"69dfd098-a69f-4fa5-bbe2-b4900e868b23\", \"f591b9b4-6eef-476a-a0a1-18f8745d1d93\"], \"total_duration\": 538.0, \"total_sessions\": 4, \"mean_week_duration\": 4.339}, \"25098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-06-20 12:34:27.000000+00:00\", \"2020-03-25 03:40:03.000000+00:00\"], \"session_ids\": [\"754f98e7-c731-4daa-8420-26db0a06b005\", \"9d98a679-0483-4277-8372-f3ebf3b56ab0\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.343}, \"89828\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-31 12:56:08.000000+00:00\", \"2019-09-20 02:00:48.000000+00:00\"], \"session_ids\": [\"90882f8d-8560-4628-bbb5-c303b8fa2f5f\", \"b732e2a6-684b-4f08-afb0-68b34e9de46a\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 1.879}, \"49519\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-05-11 11:01:54.000000+00:00\", \"2021-03-22 08:08:12.000000+00:00\", \"2021-03-18 15:08:18.000000+00:00\", \"2023-03-15 06:12:26.000000+00:00\"], \"session_ids\": [\"41238047-b48e-457e-a342-8cf9287eac5e\", \"27d74f62-ecb5-4ed1-8a4b-cffc067d98aa\", \"c31d512e-c5db-4514-88e8-d771c9270e2c\", \"f8122f7c-841a-4aae-938c-235d864a462b\"], \"total_duration\": 1114.0, \"total_sessions\": 4, \"mean_week_duration\": 10.712}, \"77320\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-12 21:41:37.000000+00:00\", \"2021-07-03 12:54:03.000000+00:00\"], \"session_ids\": [\"1f697984-7f9a-485d-b46f-ae58cde50f70\", \"54508535-4e75-4b6c-a1e0-d42fef38d245\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 1.509}, \"15700\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2020-10-07 12:51:18.000000+00:00\", \"2021-06-19 06:05:37.000000+00:00\"], \"session_ids\": [\"7be6028a-3572-4e44-88ae-9e6b0b04ced4\", \"5785c66b-7a2c-42dd-8866-709598fed9cc\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.649}, \"39597\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-10-26 07:28:43.000000+00:00\", \"2023-05-01 12:08:19.000000+00:00\", \"2022-05-06 18:04:35.000000+00:00\", \"2019-06-15 15:59:46.000000+00:00\", \"2020-12-09 16:39:12.000000+00:00\", \"2023-01-01 10:46:00.000000+00:00\", \"2022-03-24 20:37:51.000000+00:00\", \"2019-10-27 14:26:59.000000+00:00\"], \"session_ids\": [\"2c350d73-5ecd-4cf1-87f8-d6ad4bb8bc68\", \"91459721-2bb0-4406-aede-4ab5bb3774e4\", \"fe465caa-555d-4094-aa54-e7b325638a31\", \"6ca13dfc-bb19-4525-bede-0f9985b36691\", \"ab27a9ff-42a0-44e2-860a-b0fdc9f7d18b\", \"a8ed3655-cbf5-42ef-b5fa-7239f4be792b\", \"3cc9e3f2-8426-4f8f-8f40-fe64d38d4400\", \"b484cf98-19da-4fc2-8141-8c24adb6007a\"], \"total_duration\": 12086.0, \"total_sessions\": 8, \"mean_week_duration\": 59.537}, \"19037\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 4}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-08 04:12:00.000000+00:00\", \"2022-05-14 17:21:13.000000+00:00\", \"2020-09-01 02:38:30.000000+00:00\"], \"session_ids\": [\"0d30e7cc-1404-4396-9446-6be765725a83\", \"a0c3f467-654b-4ba8-889d-5f60532522c2\", \"44f8a086-27d1-45b3-89c3-7d9ece87004c\"], \"total_duration\": 111.0, \"total_sessions\": 3, \"mean_week_duration\": 1.247}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are 2379" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"==\"]]}, \"all_values\": {\"total_duration\": [[2379, 3868]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Offer me knowledge about 7 users who are currently living in cities Lima, Berlin, Rome, Athens, Prague, Beijing , moreover implement sorting by duration total in descending order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"57720\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-10-08 07:37:10.000000+00:00\", \"2020-01-02 19:31:54.000000+00:00\"], \"session_ids\": [\"05a58774-b40c-43f3-a2a3-be6312779397\", \"7d06f045-8be5-48a8-ac9e-ad0d55dccc07\"], \"total_duration\": 305.0, \"total_sessions\": 2, \"mean_week_duration\": 3.315}, \"72197\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-20 20:00:17.000000+00:00\", \"2022-08-25 16:34:34.000000+00:00\"], \"session_ids\": [\"e48e9a94-5793-4789-957f-346540b8727c\", \"1c3ff6da-102a-452e-881d-e0de06f70d88\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 4.5}, \"31895\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-12-07 16:52:18.000000+00:00\", \"2019-09-19 07:55:47.000000+00:00\", \"2022-09-13 14:50:33.000000+00:00\", \"2022-03-28 03:17:24.000000+00:00\", \"2022-04-14 07:38:22.000000+00:00\", \"2021-03-29 23:35:11.000000+00:00\", \"2020-05-07 08:39:26.000000+00:00\"], \"session_ids\": [\"57528805-588e-4b53-9d40-d83491c55cb5\", \"44a6347b-9f5e-47aa-baf1-08750795de6a\", \"c53ab4a3-aef1-4bbe-b808-29676492c4c3\", \"1275baf1-ade5-4c2a-b603-0082edfe4e7b\", \"0676d868-741e-4486-8949-9ad3c5d28750\", \"b17f801c-fcd7-41ff-89a0-9da24345a44e\", \"6e16d13e-835a-4e56-b018-056022a187c4\"], \"total_duration\": 82.0, \"total_sessions\": 7, \"mean_week_duration\": 0.526}, \"5859\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-10-26 20:16:13.000000+00:00\", \"2023-03-08 03:27:33.000000+00:00\", \"2020-05-18 10:09:18.000000+00:00\", \"2022-05-17 06:15:36.000000+00:00\"], \"session_ids\": [\"6a3aad59-d955-400a-a165-03219eba3b7c\", \"90621cfe-3c66-4411-bcb3-c6348bd26a4e\", \"1a0a404c-907c-4d67-8ef1-d9b8c8208d31\", \"461c0184-c19b-46ae-a916-9410998d6d2d\"], \"total_duration\": 182.0, \"total_sessions\": 4, \"mean_week_duration\": 1.238}, \"79326\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-08-25 23:25:52.000000+00:00\", \"2021-04-16 13:12:19.000000+00:00\", \"2021-07-18 13:34:49.000000+00:00\"], \"session_ids\": [\"4592bbb7-80df-4b9f-905a-e26c0cf91f41\", \"44759b47-943e-436a-ad30-5ce1a91abee5\", \"1357c403-7e90-4dd4-8e84-afc6ac97b8b1\"], \"total_duration\": 1015.0, \"total_sessions\": 3, \"mean_week_duration\": 10.253}, \"90156\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-06-05 04:39:40.000000+00:00\", \"2022-11-17 14:33:23.000000+00:00\"], \"session_ids\": [\"ad521653-cc2b-4997-9a3e-ebd18dea20de\", \"6e0e0ce1-adbf-422b-a3b0-984cf9f93f0c\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 2.797}, \"68788\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-05-13 09:10:59.000000+00:00\", \"2022-12-03 13:34:39.000000+00:00\"], \"session_ids\": [\"bfebc79c-0990-452f-91af-733dd141ffe3\", \"b8666a4c-9111-490a-8199-fbd51f4bebc7\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 2.267}, \"89882\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-03 18:30:00.000000+00:00\", \"2019-09-09 18:13:49.000000+00:00\"], \"session_ids\": [\"5be288a8-5a00-4d9f-9c20-a7550808ac91\", \"2af0d743-1374-4609-beb3-5d4ec6ef3493\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 8.154}, \"71077\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-23 12:32:40.000000+00:00\", \"2022-04-22 20:19:41.000000+00:00\", \"2020-08-15 21:46:40.000000+00:00\", \"2019-11-11 19:19:00.000000+00:00\", \"2022-06-26 23:46:46.000000+00:00\", \"2019-09-21 03:03:36.000000+00:00\", \"2021-11-19 20:49:12.000000+00:00\"], \"session_ids\": [\"4ce1dc7d-a005-46ae-8113-e943fec405e2\", \"f6ab1c87-d9e1-47c3-ada5-6843b4cb8b99\", \"153ea63b-c75c-440a-9689-05260e828d59\", \"175e41a4-3116-4406-9b25-859ea8bf9b3d\", \"169e03fb-817c-44e3-903e-98f81e9a612c\", \"d95cd613-7598-4f59-829c-c16784989aab\", \"879644b4-a107-4b22-bc12-ebc2915beec3\"], \"total_duration\": 2557.0, \"total_sessions\": 7, \"mean_week_duration\": 17.161}, \"57543\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-10-03 19:22:27.000000+00:00\", \"2020-01-02 00:39:18.000000+00:00\", \"2021-10-10 04:50:28.000000+00:00\"], \"session_ids\": [\"4c122506-8890-40e8-a994-2d5983e7ba60\", \"86077b0d-6726-491f-9ed4-9fa17c23a99d\", \"e1b3fdc5-7570-48c4-8b5e-dcc03760cac1\"], \"total_duration\": 136.0, \"total_sessions\": 3, \"mean_week_duration\": 1.462}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are Lima, Berlin, Rome, Athens, Prague, Beijing" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Lima\", \"Berlin\", \"Rome\", \"Athens\", \"Prague\", \"Beijing\"]]}}}\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 accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about 5 users who have overall sessions count strictly smaller than 4 and strictly bigger than 10 also sort by duration summation in descending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"99996\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-23 06:28:52.000000+00:00\", \"2020-04-26 20:22:28.000000+00:00\"], \"session_ids\": [\"6631c4b5-6ccb-4276-bbf5-34d6a0c275b6\", \"18f6b760-aaef-40aa-b318-af59e3bff105\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.655}, \"62254\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-15 19:16:49.000000+00:00\", \"2019-07-07 05:55:28.000000+00:00\", \"2020-07-11 03:08:57.000000+00:00\"], \"session_ids\": [\"43d46803-c043-4573-b1b9-8b78d574c4e5\", \"6ec055ed-400b-4020-a946-165e9184aa2a\", \"65f87004-4383-4dc0-ad58-d900a5be801a\"], \"total_duration\": 792.0, \"total_sessions\": 3, \"mean_week_duration\": 7.472}, \"2909\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-14 19:00:00.000000+00:00\", \"2020-05-28 13:03:32.000000+00:00\"], \"session_ids\": [\"99385bff-16c2-4976-ab35-9e2e5350de4a\", \"ac56d3fb-fb72-49f3-8177-5c197dcd8b60\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.647}, \"54075\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-08 05:17:28.000000+00:00\", \"2019-03-04 03:11:58.000000+00:00\"], \"session_ids\": [\"406d9a5f-4ae6-4011-9541-fb6f529e69e3\", \"c4bd553d-957f-4e4e-8d77-ac3adbfcc105\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.229}, \"6388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-05-03 20:56:52.000000+00:00\", \"2022-02-09 03:39:07.000000+00:00\", \"2020-09-29 14:31:03.000000+00:00\", \"2023-03-15 17:28:38.000000+00:00\", \"2019-07-05 02:48:37.000000+00:00\", \"2021-06-15 21:13:29.000000+00:00\", \"2021-12-16 00:35:50.000000+00:00\", \"2022-12-10 07:14:02.000000+00:00\", \"2020-01-04 12:25:21.000000+00:00\", \"2022-03-11 09:14:03.000000+00:00\", \"2021-10-26 23:51:57.000000+00:00\"], \"session_ids\": [\"c43ed319-9ef3-4db3-b0b2-8660f4966f42\", \"259e8a70-c6c3-4ab2-85e5-18782e15ab11\", \"302ed7bc-a800-4464-9d06-90ee6b3330fa\", \"08b8f060-acd3-4f17-b6a5-db4bdcedf032\", \"2c4e671f-dc86-4d23-9f66-8144bc85f2dc\", \"78527f13-a0cf-47f2-ab7b-59120533309e\", \"395537a6-ab90-4f08-8459-d83eecf88bcb\", \"4366a99b-410d-4ab8-99e1-3dc265a8090a\", \"250e0a4b-3819-4c7a-9c35-51b807b0123f\", \"7debe430-f584-4820-8630-67e2a303d792\", \"c9e0ac06-7821-4329-8fa8-3ed68cb28138\"], \"total_duration\": 28341.0, \"total_sessions\": 11, \"mean_week_duration\": 146.845}, \"63966\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-10 14:53:14.000000+00:00\", \"2020-04-25 09:12:12.000000+00:00\", \"2020-01-27 11:20:22.000000+00:00\"], \"session_ids\": [\"aa4d2092-cad1-4495-8d81-af70c615698a\", \"67c22cfd-e7cb-4aac-9d86-210d2986bfe8\", \"2d28fae9-a1d7-4390-b47e-d750b5636824\"], \"total_duration\": 588.0, \"total_sessions\": 3, \"mean_week_duration\": 24.5}, \"32069\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-04-03 21:51:22.000000+00:00\", \"2019-12-17 11:15:28.000000+00:00\", \"2019-09-18 17:52:38.000000+00:00\", \"2023-01-25 21:01:47.000000+00:00\", \"2023-06-17 21:30:53.000000+00:00\", \"2022-06-30 00:28:30.000000+00:00\"], \"session_ids\": [\"bc39d3f4-9bd8-4ef6-be8d-40b84ecc8715\", \"777ac34b-ec96-4a72-90a8-7372f79a3164\", \"f7ce7579-c5df-475c-b99e-f348235e21d4\", \"c22f1ffd-a266-4f91-b90f-bef788da3206\", \"4f0df685-41f1-46fe-9a5f-5f79fb69339e\", \"6e84b2ad-a997-43e2-90dd-eaf121bee3a0\"], \"total_duration\": 6413.0, \"total_sessions\": 6, \"mean_week_duration\": 32.719}, \"33967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-08-18 08:16:23.000000+00:00\", \"2020-07-03 22:11:42.000000+00:00\"], \"session_ids\": [\"1a588514-f0fa-49d6-802a-c2cdf0db142e\", \"ecf1391f-fbea-40d2-b85b-04b1f419545d\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 25.0}, \"40284\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-24 02:17:20.000000+00:00\", \"2023-05-08 23:18:01.000000+00:00\", \"2022-04-11 01:49:47.000000+00:00\"], \"session_ids\": [\"44a0c8b7-8198-4290-9db6-be7546e0434c\", \"957a9782-163b-481c-bfec-c2b9d7111915\", \"6208a9c8-e8e5-4477-a647-43924d5bed44\"], \"total_duration\": 340.0, \"total_sessions\": 3, \"mean_week_duration\": 5.763}, \"27220\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-21 18:21:07.000000+00:00\", \"2022-11-27 09:14:04.000000+00:00\", \"2020-08-20 15:55:48.000000+00:00\", \"2021-02-03 12:50:43.000000+00:00\", \"2019-01-19 01:49:27.000000+00:00\", \"2019-02-21 16:20:48.000000+00:00\", \"2019-03-12 23:38:23.000000+00:00\", \"2020-11-10 11:37:23.000000+00:00\", \"2020-06-06 04:00:08.000000+00:00\", \"2021-05-06 17:21:13.000000+00:00\"], \"session_ids\": [\"64a70130-3e77-44b4-8265-5b1576075d9d\", \"f6b4f808-bf3a-4926-8d77-c3f0e2a6a0c5\", \"837ac99d-7934-4eed-a5cc-bec794cda230\", \"c59a2c8d-4bf5-4a67-ade4-7c5860a6ba13\", \"32cd894f-366f-4443-8c6c-c7d90739223a\", \"295e41a3-7272-405f-89aa-a49568ca41bc\", \"256d5547-059b-41a9-b7f7-bca490ddd387\", \"db54562b-5a11-4441-9509-b34d9310f4ed\", \"a9c0a129-cd51-4967-99a1-2eb037113bae\", \"acbb8095-2d72-48e7-981b-6d55ea911a61\"], \"total_duration\": 206.0, \"total_sessions\": 10, \"mean_week_duration\": 1.02}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are less than 4 and are greater than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[4, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"99996\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-23 06:28:52.000000+00:00\", \"2020-04-26 20:22:28.000000+00:00\"], \"session_ids\": [\"6631c4b5-6ccb-4276-bbf5-34d6a0c275b6\", \"18f6b760-aaef-40aa-b318-af59e3bff105\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.655}, \"62254\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-15 19:16:49.000000+00:00\", \"2019-07-07 05:55:28.000000+00:00\", \"2020-07-11 03:08:57.000000+00:00\"], \"session_ids\": [\"43d46803-c043-4573-b1b9-8b78d574c4e5\", \"6ec055ed-400b-4020-a946-165e9184aa2a\", \"65f87004-4383-4dc0-ad58-d900a5be801a\"], \"total_duration\": 792.0, \"total_sessions\": 3, \"mean_week_duration\": 7.472}, \"2909\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-14 19:00:00.000000+00:00\", \"2020-05-28 13:03:32.000000+00:00\"], \"session_ids\": [\"99385bff-16c2-4976-ab35-9e2e5350de4a\", \"ac56d3fb-fb72-49f3-8177-5c197dcd8b60\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.647}, \"54075\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-08 05:17:28.000000+00:00\", \"2019-03-04 03:11:58.000000+00:00\"], \"session_ids\": [\"406d9a5f-4ae6-4011-9541-fb6f529e69e3\", \"c4bd553d-957f-4e4e-8d77-ac3adbfcc105\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.229}, \"63966\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-10 14:53:14.000000+00:00\", \"2020-04-25 09:12:12.000000+00:00\", \"2020-01-27 11:20:22.000000+00:00\"], \"session_ids\": [\"aa4d2092-cad1-4495-8d81-af70c615698a\", \"67c22cfd-e7cb-4aac-9d86-210d2986bfe8\", \"2d28fae9-a1d7-4390-b47e-d750b5636824\"], \"total_duration\": 588.0, \"total_sessions\": 3, \"mean_week_duration\": 24.5}, \"33967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-08-18 08:16:23.000000+00:00\", \"2020-07-03 22:11:42.000000+00:00\"], \"session_ids\": [\"1a588514-f0fa-49d6-802a-c2cdf0db142e\", \"ecf1391f-fbea-40d2-b85b-04b1f419545d\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 25.0}, \"40284\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-24 02:17:20.000000+00:00\", \"2023-05-08 23:18:01.000000+00:00\", \"2022-04-11 01:49:47.000000+00:00\"], \"session_ids\": [\"44a0c8b7-8198-4290-9db6-be7546e0434c\", \"957a9782-163b-481c-bfec-c2b9d7111915\", \"6208a9c8-e8e5-4477-a647-43924d5bed44\"], \"total_duration\": 340.0, \"total_sessions\": 3, \"mean_week_duration\": 5.763}, \"6388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-05-03 20:56:52.000000+00:00\", \"2022-02-09 03:39:07.000000+00:00\", \"2020-09-29 14:31:03.000000+00:00\", \"2023-03-15 17:28:38.000000+00:00\", \"2019-07-05 02:48:37.000000+00:00\", \"2021-06-15 21:13:29.000000+00:00\", \"2021-12-16 00:35:50.000000+00:00\", \"2022-12-10 07:14:02.000000+00:00\", \"2020-01-04 12:25:21.000000+00:00\", \"2022-03-11 09:14:03.000000+00:00\", \"2021-10-26 23:51:57.000000+00:00\"], \"session_ids\": [\"c43ed319-9ef3-4db3-b0b2-8660f4966f42\", \"259e8a70-c6c3-4ab2-85e5-18782e15ab11\", \"302ed7bc-a800-4464-9d06-90ee6b3330fa\", \"08b8f060-acd3-4f17-b6a5-db4bdcedf032\", \"2c4e671f-dc86-4d23-9f66-8144bc85f2dc\", \"78527f13-a0cf-47f2-ab7b-59120533309e\", \"395537a6-ab90-4f08-8459-d83eecf88bcb\", \"4366a99b-410d-4ab8-99e1-3dc265a8090a\", \"250e0a4b-3819-4c7a-9c35-51b807b0123f\", \"7debe430-f584-4820-8630-67e2a303d792\", \"c9e0ac06-7821-4329-8fa8-3ed68cb28138\"], \"total_duration\": 28341.0, \"total_sessions\": 11, \"mean_week_duration\": 146.845}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"6388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-05-03 20:56:52.000000+00:00\", \"2022-02-09 03:39:07.000000+00:00\", \"2020-09-29 14:31:03.000000+00:00\", \"2023-03-15 17:28:38.000000+00:00\", \"2019-07-05 02:48:37.000000+00:00\", \"2021-06-15 21:13:29.000000+00:00\", \"2021-12-16 00:35:50.000000+00:00\", \"2022-12-10 07:14:02.000000+00:00\", \"2020-01-04 12:25:21.000000+00:00\", \"2022-03-11 09:14:03.000000+00:00\", \"2021-10-26 23:51:57.000000+00:00\"], \"session_ids\": [\"c43ed319-9ef3-4db3-b0b2-8660f4966f42\", \"259e8a70-c6c3-4ab2-85e5-18782e15ab11\", \"302ed7bc-a800-4464-9d06-90ee6b3330fa\", \"08b8f060-acd3-4f17-b6a5-db4bdcedf032\", \"2c4e671f-dc86-4d23-9f66-8144bc85f2dc\", \"78527f13-a0cf-47f2-ab7b-59120533309e\", \"395537a6-ab90-4f08-8459-d83eecf88bcb\", \"4366a99b-410d-4ab8-99e1-3dc265a8090a\", \"250e0a4b-3819-4c7a-9c35-51b807b0123f\", \"7debe430-f584-4820-8630-67e2a303d792\", \"c9e0ac06-7821-4329-8fa8-3ed68cb28138\"], \"total_duration\": 28341.0, \"total_sessions\": 11, \"mean_week_duration\": 146.845}}, {\"62254\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-15 19:16:49.000000+00:00\", \"2019-07-07 05:55:28.000000+00:00\", \"2020-07-11 03:08:57.000000+00:00\"], \"session_ids\": [\"43d46803-c043-4573-b1b9-8b78d574c4e5\", \"6ec055ed-400b-4020-a946-165e9184aa2a\", \"65f87004-4383-4dc0-ad58-d900a5be801a\"], \"total_duration\": 792.0, \"total_sessions\": 3, \"mean_week_duration\": 7.472}}, {\"63966\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-10 14:53:14.000000+00:00\", \"2020-04-25 09:12:12.000000+00:00\", \"2020-01-27 11:20:22.000000+00:00\"], \"session_ids\": [\"aa4d2092-cad1-4495-8d81-af70c615698a\", \"67c22cfd-e7cb-4aac-9d86-210d2986bfe8\", \"2d28fae9-a1d7-4390-b47e-d750b5636824\"], \"total_duration\": 588.0, \"total_sessions\": 3, \"mean_week_duration\": 24.5}}, {\"40284\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-24 02:17:20.000000+00:00\", \"2023-05-08 23:18:01.000000+00:00\", \"2022-04-11 01:49:47.000000+00:00\"], \"session_ids\": [\"44a0c8b7-8198-4290-9db6-be7546e0434c\", \"957a9782-163b-481c-bfec-c2b9d7111915\", \"6208a9c8-e8e5-4477-a647-43924d5bed44\"], \"total_duration\": 340.0, \"total_sessions\": 3, \"mean_week_duration\": 5.763}}, {\"33967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-08-18 08:16:23.000000+00:00\", \"2020-07-03 22:11:42.000000+00:00\"], \"session_ids\": [\"1a588514-f0fa-49d6-802a-c2cdf0db142e\", \"ecf1391f-fbea-40d2-b85b-04b1f419545d\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 25.0}}, {\"99996\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-03-23 06:28:52.000000+00:00\", \"2020-04-26 20:22:28.000000+00:00\"], \"session_ids\": [\"6631c4b5-6ccb-4276-bbf5-34d6a0c275b6\", \"18f6b760-aaef-40aa-b318-af59e3bff105\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.655}}, {\"54075\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-08 05:17:28.000000+00:00\", \"2019-03-04 03:11:58.000000+00:00\"], \"session_ids\": [\"406d9a5f-4ae6-4011-9541-fb6f529e69e3\", \"c4bd553d-957f-4e4e-8d77-ac3adbfcc105\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.229}}, {\"2909\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-14 19:00:00.000000+00:00\", \"2020-05-28 13:03:32.000000+00:00\"], \"session_ids\": [\"99385bff-16c2-4976-ab35-9e2e5350de4a\", \"ac56d3fb-fb72-49f3-8177-5c197dcd8b60\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.647}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 5 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"6388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-05-03 20:56:52.000000+00:00\", \"2022-02-09 03:39:07.000000+00:00\", \"2020-09-29 14:31:03.000000+00:00\", \"2023-03-15 17:28:38.000000+00:00\", \"2019-07-05 02:48:37.000000+00:00\", \"2021-06-15 21:13:29.000000+00:00\", \"2021-12-16 00:35:50.000000+00:00\", \"2022-12-10 07:14:02.000000+00:00\", \"2020-01-04 12:25:21.000000+00:00\", \"2022-03-11 09:14:03.000000+00:00\", \"2021-10-26 23:51:57.000000+00:00\"], \"session_ids\": [\"c43ed319-9ef3-4db3-b0b2-8660f4966f42\", \"259e8a70-c6c3-4ab2-85e5-18782e15ab11\", \"302ed7bc-a800-4464-9d06-90ee6b3330fa\", \"08b8f060-acd3-4f17-b6a5-db4bdcedf032\", \"2c4e671f-dc86-4d23-9f66-8144bc85f2dc\", \"78527f13-a0cf-47f2-ab7b-59120533309e\", \"395537a6-ab90-4f08-8459-d83eecf88bcb\", \"4366a99b-410d-4ab8-99e1-3dc265a8090a\", \"250e0a4b-3819-4c7a-9c35-51b807b0123f\", \"7debe430-f584-4820-8630-67e2a303d792\", \"c9e0ac06-7821-4329-8fa8-3ed68cb28138\"], \"total_duration\": 28341.0, \"total_sessions\": 11, \"mean_week_duration\": 146.845}}, {\"62254\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-15 19:16:49.000000+00:00\", \"2019-07-07 05:55:28.000000+00:00\", \"2020-07-11 03:08:57.000000+00:00\"], \"session_ids\": [\"43d46803-c043-4573-b1b9-8b78d574c4e5\", \"6ec055ed-400b-4020-a946-165e9184aa2a\", \"65f87004-4383-4dc0-ad58-d900a5be801a\"], \"total_duration\": 792.0, \"total_sessions\": 3, \"mean_week_duration\": 7.472}}, {\"63966\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-10 14:53:14.000000+00:00\", \"2020-04-25 09:12:12.000000+00:00\", \"2020-01-27 11:20:22.000000+00:00\"], \"session_ids\": [\"aa4d2092-cad1-4495-8d81-af70c615698a\", \"67c22cfd-e7cb-4aac-9d86-210d2986bfe8\", \"2d28fae9-a1d7-4390-b47e-d750b5636824\"], \"total_duration\": 588.0, \"total_sessions\": 3, \"mean_week_duration\": 24.5}}, {\"40284\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-24 02:17:20.000000+00:00\", \"2023-05-08 23:18:01.000000+00:00\", \"2022-04-11 01:49:47.000000+00:00\"], \"session_ids\": [\"44a0c8b7-8198-4290-9db6-be7546e0434c\", \"957a9782-163b-481c-bfec-c2b9d7111915\", \"6208a9c8-e8e5-4477-a647-43924d5bed44\"], \"total_duration\": 340.0, \"total_sessions\": 3, \"mean_week_duration\": 5.763}}, {\"33967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-08-18 08:16:23.000000+00:00\", \"2020-07-03 22:11:42.000000+00:00\"], \"session_ids\": [\"1a588514-f0fa-49d6-802a-c2cdf0db142e\", \"ecf1391f-fbea-40d2-b85b-04b1f419545d\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 25.0}}]\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[{\"6388\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-05-03 20:56:52.000000+00:00\", \"2022-02-09 03:39:07.000000+00:00\", \"2020-09-29 14:31:03.000000+00:00\", \"2023-03-15 17:28:38.000000+00:00\", \"2019-07-05 02:48:37.000000+00:00\", \"2021-06-15 21:13:29.000000+00:00\", \"2021-12-16 00:35:50.000000+00:00\", \"2022-12-10 07:14:02.000000+00:00\", \"2020-01-04 12:25:21.000000+00:00\", \"2022-03-11 09:14:03.000000+00:00\", \"2021-10-26 23:51:57.000000+00:00\"], \"session_ids\": [\"c43ed319-9ef3-4db3-b0b2-8660f4966f42\", \"259e8a70-c6c3-4ab2-85e5-18782e15ab11\", \"302ed7bc-a800-4464-9d06-90ee6b3330fa\", \"08b8f060-acd3-4f17-b6a5-db4bdcedf032\", \"2c4e671f-dc86-4d23-9f66-8144bc85f2dc\", \"78527f13-a0cf-47f2-ab7b-59120533309e\", \"395537a6-ab90-4f08-8459-d83eecf88bcb\", \"4366a99b-410d-4ab8-99e1-3dc265a8090a\", \"250e0a4b-3819-4c7a-9c35-51b807b0123f\", \"7debe430-f584-4820-8630-67e2a303d792\", \"c9e0ac06-7821-4329-8fa8-3ed68cb28138\"], \"total_duration\": 28341.0, \"total_sessions\": 11, \"mean_week_duration\": 146.845}}, {\"62254\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-15 19:16:49.000000+00:00\", \"2019-07-07 05:55:28.000000+00:00\", \"2020-07-11 03:08:57.000000+00:00\"], \"session_ids\": [\"43d46803-c043-4573-b1b9-8b78d574c4e5\", \"6ec055ed-400b-4020-a946-165e9184aa2a\", \"65f87004-4383-4dc0-ad58-d900a5be801a\"], \"total_duration\": 792.0, \"total_sessions\": 3, \"mean_week_duration\": 7.472}}, {\"63966\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-11-10 14:53:14.000000+00:00\", \"2020-04-25 09:12:12.000000+00:00\", \"2020-01-27 11:20:22.000000+00:00\"], \"session_ids\": [\"aa4d2092-cad1-4495-8d81-af70c615698a\", \"67c22cfd-e7cb-4aac-9d86-210d2986bfe8\", \"2d28fae9-a1d7-4390-b47e-d750b5636824\"], \"total_duration\": 588.0, \"total_sessions\": 3, \"mean_week_duration\": 24.5}}, {\"40284\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-03-24 02:17:20.000000+00:00\", \"2023-05-08 23:18:01.000000+00:00\", \"2022-04-11 01:49:47.000000+00:00\"], \"session_ids\": [\"44a0c8b7-8198-4290-9db6-be7546e0434c\", \"957a9782-163b-481c-bfec-c2b9d7111915\", \"6208a9c8-e8e5-4477-a647-43924d5bed44\"], \"total_duration\": 340.0, \"total_sessions\": 3, \"mean_week_duration\": 5.763}}, {\"33967\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2020-08-18 08:16:23.000000+00:00\", \"2020-07-03 22:11:42.000000+00:00\"], \"session_ids\": [\"1a588514-f0fa-49d6-802a-c2cdf0db142e\", \"ecf1391f-fbea-40d2-b85b-04b1f419545d\"], \"total_duration\": 175.0, \"total_sessions\": 2, \"mean_week_duration\": 25.0}}]\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": "Share insights on 8 users with a duration total that is higher than 3189 and lower than 2258, exclusively 2258 and 3189 as well as apply sorting by total_duration in asc." } ]
[ { "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{\"67136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-08 18:57:57.000000+00:00\", \"2019-05-21 18:40:38.000000+00:00\"], \"session_ids\": [\"558cec90-c01b-49cd-bcdc-2099eb9f5737\", \"82812c8d-ca18-48ec-b79c-3879a89188de\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 2.39}, \"3507\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-02 05:28:45.000000+00:00\", \"2023-05-06 18:41:47.000000+00:00\"], \"session_ids\": [\"9ca1eb1e-76bd-4458-a9b8-8d2d06e2c8f6\", \"109eb83e-0c6c-4f90-a046-48546df58ef4\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 0.719}, \"86502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-12-25 22:39:56.000000+00:00\", \"2022-07-07 09:05:11.000000+00:00\"], \"session_ids\": [\"bd623e03-6a43-47ae-8ea3-7e2e969802c7\", \"98275465-9f8a-406c-b952-604aeb49cb10\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 6.4}, \"87297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-08 19:00:46.000000+00:00\", \"2021-11-28 03:04:31.000000+00:00\", \"2022-01-11 00:37:26.000000+00:00\"], \"session_ids\": [\"bb0ebccc-4765-4149-9ee1-cdcc976ca237\", \"9de278b5-25b3-4919-8323-864b12e4fdb2\", \"b5973eb5-de37-4ddf-967d-a7d95ca437c2\"], \"total_duration\": 244.0, \"total_sessions\": 3, \"mean_week_duration\": 1.863}, \"77599\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-13 22:56:06.000000+00:00\", \"2019-08-07 05:02:55.000000+00:00\", \"2022-06-16 18:56:58.000000+00:00\"], \"session_ids\": [\"f3d33eb6-e191-40d8-9c4e-0146bb418aed\", \"13faca77-573b-4a42-94f7-d8d9fd227047\", \"c7b7b060-968a-4276-8e40-c04c90d1b8ff\"], \"total_duration\": 810.0, \"total_sessions\": 3, \"mean_week_duration\": 5.4}, \"71944\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-02-11 19:47:48.000000+00:00\", \"2021-04-01 09:34:03.000000+00:00\"], \"session_ids\": [\"2d93bb11-35b2-4121-a87b-37401b422559\", \"58051d68-77fb-47fc-9b0d-aeee7a38d142\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.65}, \"51665\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-21 22:28:34.000000+00:00\", \"2022-03-22 04:55:51.000000+00:00\"], \"session_ids\": [\"f7b1b828-54d8-4575-8404-9dc2d2f717ab\", \"434a9b9e-5e2c-49ac-b4b6-248067c4823b\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 3.222}, \"20684\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-03-10 15:23:15.000000+00:00\", \"2020-02-25 10:58:25.000000+00:00\", \"2022-07-19 16:42:37.000000+00:00\", \"2019-01-17 21:06:10.000000+00:00\"], \"session_ids\": [\"c9a7c626-9597-4f8a-bf06-14482e55dc59\", \"8c3214ee-8359-48c9-9f48-ea3bd592d9b8\", \"bc6fba17-dd17-4471-80d0-bec4f2925152\", \"9db251b3-d8db-495c-8ab1-5f80961d37f9\"], \"total_duration\": 1535.0, \"total_sessions\": 4, \"mean_week_duration\": 8.388}, \"92574\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-02-02 13:58:56.000000+00:00\", \"2019-04-19 04:00:08.000000+00:00\", \"2020-06-13 06:08:37.000000+00:00\", \"2019-09-08 00:13:02.000000+00:00\", \"2019-07-06 04:54:45.000000+00:00\", \"2019-07-12 16:25:31.000000+00:00\", \"2022-05-23 18:57:29.000000+00:00\"], \"session_ids\": [\"666d1382-750b-4d40-bca2-9b33cb9414c3\", \"5262d37d-e447-4e82-af77-ee363d0ca6d7\", \"b271d389-405e-41c7-b378-541f45269210\", \"3aa2d5f9-f1f8-4502-88b8-6f145be8d67f\", \"398a867a-c195-4ec9-984d-e4595f90ca85\", \"7784dd38-8208-44cd-bcbe-dea859bd8b6f\", \"c73778bc-0510-4686-a586-118c98c8755d\"], \"total_duration\": 705.0, \"total_sessions\": 7, \"mean_week_duration\": 3.561}, \"30049\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-23 12:13:36.000000+00:00\", \"2020-01-22 08:40:55.000000+00:00\"], \"session_ids\": [\"ab8d7ea6-4c51-4f9a-a848-2571d45dd5b9\", \"15de0839-2f54-4589-b4ce-9ee8b20cba4a\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 1.615}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are less than 2258 and are greater than 3189" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[2258, 3189]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"67136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-08 18:57:57.000000+00:00\", \"2019-05-21 18:40:38.000000+00:00\"], \"session_ids\": [\"558cec90-c01b-49cd-bcdc-2099eb9f5737\", \"82812c8d-ca18-48ec-b79c-3879a89188de\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 2.39}, \"3507\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-02 05:28:45.000000+00:00\", \"2023-05-06 18:41:47.000000+00:00\"], \"session_ids\": [\"9ca1eb1e-76bd-4458-a9b8-8d2d06e2c8f6\", \"109eb83e-0c6c-4f90-a046-48546df58ef4\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 0.719}, \"86502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-12-25 22:39:56.000000+00:00\", \"2022-07-07 09:05:11.000000+00:00\"], \"session_ids\": [\"bd623e03-6a43-47ae-8ea3-7e2e969802c7\", \"98275465-9f8a-406c-b952-604aeb49cb10\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 6.4}, \"87297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-08 19:00:46.000000+00:00\", \"2021-11-28 03:04:31.000000+00:00\", \"2022-01-11 00:37:26.000000+00:00\"], \"session_ids\": [\"bb0ebccc-4765-4149-9ee1-cdcc976ca237\", \"9de278b5-25b3-4919-8323-864b12e4fdb2\", \"b5973eb5-de37-4ddf-967d-a7d95ca437c2\"], \"total_duration\": 244.0, \"total_sessions\": 3, \"mean_week_duration\": 1.863}, \"77599\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-13 22:56:06.000000+00:00\", \"2019-08-07 05:02:55.000000+00:00\", \"2022-06-16 18:56:58.000000+00:00\"], \"session_ids\": [\"f3d33eb6-e191-40d8-9c4e-0146bb418aed\", \"13faca77-573b-4a42-94f7-d8d9fd227047\", \"c7b7b060-968a-4276-8e40-c04c90d1b8ff\"], \"total_duration\": 810.0, \"total_sessions\": 3, \"mean_week_duration\": 5.4}, \"71944\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-02-11 19:47:48.000000+00:00\", \"2021-04-01 09:34:03.000000+00:00\"], \"session_ids\": [\"2d93bb11-35b2-4121-a87b-37401b422559\", \"58051d68-77fb-47fc-9b0d-aeee7a38d142\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.65}, \"51665\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-21 22:28:34.000000+00:00\", \"2022-03-22 04:55:51.000000+00:00\"], \"session_ids\": [\"f7b1b828-54d8-4575-8404-9dc2d2f717ab\", \"434a9b9e-5e2c-49ac-b4b6-248067c4823b\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 3.222}, \"20684\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-03-10 15:23:15.000000+00:00\", \"2020-02-25 10:58:25.000000+00:00\", \"2022-07-19 16:42:37.000000+00:00\", \"2019-01-17 21:06:10.000000+00:00\"], \"session_ids\": [\"c9a7c626-9597-4f8a-bf06-14482e55dc59\", \"8c3214ee-8359-48c9-9f48-ea3bd592d9b8\", \"bc6fba17-dd17-4471-80d0-bec4f2925152\", \"9db251b3-d8db-495c-8ab1-5f80961d37f9\"], \"total_duration\": 1535.0, \"total_sessions\": 4, \"mean_week_duration\": 8.388}, \"92574\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-02-02 13:58:56.000000+00:00\", \"2019-04-19 04:00:08.000000+00:00\", \"2020-06-13 06:08:37.000000+00:00\", \"2019-09-08 00:13:02.000000+00:00\", \"2019-07-06 04:54:45.000000+00:00\", \"2019-07-12 16:25:31.000000+00:00\", \"2022-05-23 18:57:29.000000+00:00\"], \"session_ids\": [\"666d1382-750b-4d40-bca2-9b33cb9414c3\", \"5262d37d-e447-4e82-af77-ee363d0ca6d7\", \"b271d389-405e-41c7-b378-541f45269210\", \"3aa2d5f9-f1f8-4502-88b8-6f145be8d67f\", \"398a867a-c195-4ec9-984d-e4595f90ca85\", \"7784dd38-8208-44cd-bcbe-dea859bd8b6f\", \"c73778bc-0510-4686-a586-118c98c8755d\"], \"total_duration\": 705.0, \"total_sessions\": 7, \"mean_week_duration\": 3.561}, \"30049\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-23 12:13:36.000000+00:00\", \"2020-01-22 08:40:55.000000+00:00\"], \"session_ids\": [\"ab8d7ea6-4c51-4f9a-a848-2571d45dd5b9\", \"15de0839-2f54-4589-b4ce-9ee8b20cba4a\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 1.615}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"51665\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-21 22:28:34.000000+00:00\", \"2022-03-22 04:55:51.000000+00:00\"], \"session_ids\": [\"f7b1b828-54d8-4575-8404-9dc2d2f717ab\", \"434a9b9e-5e2c-49ac-b4b6-248067c4823b\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 3.222}}, {\"71944\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-02-11 19:47:48.000000+00:00\", \"2021-04-01 09:34:03.000000+00:00\"], \"session_ids\": [\"2d93bb11-35b2-4121-a87b-37401b422559\", \"58051d68-77fb-47fc-9b0d-aeee7a38d142\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.65}}, {\"30049\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-23 12:13:36.000000+00:00\", \"2020-01-22 08:40:55.000000+00:00\"], \"session_ids\": [\"ab8d7ea6-4c51-4f9a-a848-2571d45dd5b9\", \"15de0839-2f54-4589-b4ce-9ee8b20cba4a\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 1.615}}, {\"3507\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-02 05:28:45.000000+00:00\", \"2023-05-06 18:41:47.000000+00:00\"], \"session_ids\": [\"9ca1eb1e-76bd-4458-a9b8-8d2d06e2c8f6\", \"109eb83e-0c6c-4f90-a046-48546df58ef4\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 0.719}}, {\"86502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-12-25 22:39:56.000000+00:00\", \"2022-07-07 09:05:11.000000+00:00\"], \"session_ids\": [\"bd623e03-6a43-47ae-8ea3-7e2e969802c7\", \"98275465-9f8a-406c-b952-604aeb49cb10\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 6.4}}, {\"87297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-08 19:00:46.000000+00:00\", \"2021-11-28 03:04:31.000000+00:00\", \"2022-01-11 00:37:26.000000+00:00\"], \"session_ids\": [\"bb0ebccc-4765-4149-9ee1-cdcc976ca237\", \"9de278b5-25b3-4919-8323-864b12e4fdb2\", \"b5973eb5-de37-4ddf-967d-a7d95ca437c2\"], \"total_duration\": 244.0, \"total_sessions\": 3, \"mean_week_duration\": 1.863}}, {\"67136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-08 18:57:57.000000+00:00\", \"2019-05-21 18:40:38.000000+00:00\"], \"session_ids\": [\"558cec90-c01b-49cd-bcdc-2099eb9f5737\", \"82812c8d-ca18-48ec-b79c-3879a89188de\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 2.39}}, {\"92574\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-02-02 13:58:56.000000+00:00\", \"2019-04-19 04:00:08.000000+00:00\", \"2020-06-13 06:08:37.000000+00:00\", \"2019-09-08 00:13:02.000000+00:00\", \"2019-07-06 04:54:45.000000+00:00\", \"2019-07-12 16:25:31.000000+00:00\", \"2022-05-23 18:57:29.000000+00:00\"], \"session_ids\": [\"666d1382-750b-4d40-bca2-9b33cb9414c3\", \"5262d37d-e447-4e82-af77-ee363d0ca6d7\", \"b271d389-405e-41c7-b378-541f45269210\", \"3aa2d5f9-f1f8-4502-88b8-6f145be8d67f\", \"398a867a-c195-4ec9-984d-e4595f90ca85\", \"7784dd38-8208-44cd-bcbe-dea859bd8b6f\", \"c73778bc-0510-4686-a586-118c98c8755d\"], \"total_duration\": 705.0, \"total_sessions\": 7, \"mean_week_duration\": 3.561}}, {\"77599\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 7, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-13 22:56:06.000000+00:00\", \"2019-08-07 05:02:55.000000+00:00\", \"2022-06-16 18:56:58.000000+00:00\"], \"session_ids\": [\"f3d33eb6-e191-40d8-9c4e-0146bb418aed\", \"13faca77-573b-4a42-94f7-d8d9fd227047\", \"c7b7b060-968a-4276-8e40-c04c90d1b8ff\"], \"total_duration\": 810.0, \"total_sessions\": 3, \"mean_week_duration\": 5.4}}, {\"20684\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-03-10 15:23:15.000000+00:00\", \"2020-02-25 10:58:25.000000+00:00\", \"2022-07-19 16:42:37.000000+00:00\", \"2019-01-17 21:06:10.000000+00:00\"], \"session_ids\": [\"c9a7c626-9597-4f8a-bf06-14482e55dc59\", \"8c3214ee-8359-48c9-9f48-ea3bd592d9b8\", \"bc6fba17-dd17-4471-80d0-bec4f2925152\", \"9db251b3-d8db-495c-8ab1-5f80961d37f9\"], \"total_duration\": 1535.0, \"total_sessions\": 4, \"mean_week_duration\": 8.388}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 8 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"51665\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-21 22:28:34.000000+00:00\", \"2022-03-22 04:55:51.000000+00:00\"], \"session_ids\": [\"f7b1b828-54d8-4575-8404-9dc2d2f717ab\", \"434a9b9e-5e2c-49ac-b4b6-248067c4823b\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 3.222}}, {\"71944\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-02-11 19:47:48.000000+00:00\", \"2021-04-01 09:34:03.000000+00:00\"], \"session_ids\": [\"2d93bb11-35b2-4121-a87b-37401b422559\", \"58051d68-77fb-47fc-9b0d-aeee7a38d142\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.65}}, {\"30049\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-23 12:13:36.000000+00:00\", \"2020-01-22 08:40:55.000000+00:00\"], \"session_ids\": [\"ab8d7ea6-4c51-4f9a-a848-2571d45dd5b9\", \"15de0839-2f54-4589-b4ce-9ee8b20cba4a\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 1.615}}, {\"3507\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-02 05:28:45.000000+00:00\", \"2023-05-06 18:41:47.000000+00:00\"], \"session_ids\": [\"9ca1eb1e-76bd-4458-a9b8-8d2d06e2c8f6\", \"109eb83e-0c6c-4f90-a046-48546df58ef4\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 0.719}}, {\"86502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-12-25 22:39:56.000000+00:00\", \"2022-07-07 09:05:11.000000+00:00\"], \"session_ids\": [\"bd623e03-6a43-47ae-8ea3-7e2e969802c7\", \"98275465-9f8a-406c-b952-604aeb49cb10\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 6.4}}, {\"87297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-08 19:00:46.000000+00:00\", \"2021-11-28 03:04:31.000000+00:00\", \"2022-01-11 00:37:26.000000+00:00\"], \"session_ids\": [\"bb0ebccc-4765-4149-9ee1-cdcc976ca237\", \"9de278b5-25b3-4919-8323-864b12e4fdb2\", \"b5973eb5-de37-4ddf-967d-a7d95ca437c2\"], \"total_duration\": 244.0, \"total_sessions\": 3, \"mean_week_duration\": 1.863}}, {\"67136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-08 18:57:57.000000+00:00\", \"2019-05-21 18:40:38.000000+00:00\"], \"session_ids\": [\"558cec90-c01b-49cd-bcdc-2099eb9f5737\", \"82812c8d-ca18-48ec-b79c-3879a89188de\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 2.39}}, {\"92574\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-02-02 13:58:56.000000+00:00\", \"2019-04-19 04:00:08.000000+00:00\", \"2020-06-13 06:08:37.000000+00:00\", \"2019-09-08 00:13:02.000000+00:00\", \"2019-07-06 04:54:45.000000+00:00\", \"2019-07-12 16:25:31.000000+00:00\", \"2022-05-23 18:57:29.000000+00:00\"], \"session_ids\": [\"666d1382-750b-4d40-bca2-9b33cb9414c3\", \"5262d37d-e447-4e82-af77-ee363d0ca6d7\", \"b271d389-405e-41c7-b378-541f45269210\", \"3aa2d5f9-f1f8-4502-88b8-6f145be8d67f\", \"398a867a-c195-4ec9-984d-e4595f90ca85\", \"7784dd38-8208-44cd-bcbe-dea859bd8b6f\", \"c73778bc-0510-4686-a586-118c98c8755d\"], \"total_duration\": 705.0, \"total_sessions\": 7, \"mean_week_duration\": 3.561}}]\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[{\"51665\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-01-21 22:28:34.000000+00:00\", \"2022-03-22 04:55:51.000000+00:00\"], \"session_ids\": [\"f7b1b828-54d8-4575-8404-9dc2d2f717ab\", \"434a9b9e-5e2c-49ac-b4b6-248067c4823b\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 3.222}}, {\"71944\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-02-11 19:47:48.000000+00:00\", \"2021-04-01 09:34:03.000000+00:00\"], \"session_ids\": [\"2d93bb11-35b2-4121-a87b-37401b422559\", \"58051d68-77fb-47fc-9b0d-aeee7a38d142\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.65}}, {\"30049\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-04-23 12:13:36.000000+00:00\", \"2020-01-22 08:40:55.000000+00:00\"], \"session_ids\": [\"ab8d7ea6-4c51-4f9a-a848-2571d45dd5b9\", \"15de0839-2f54-4589-b4ce-9ee8b20cba4a\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 1.615}}, {\"3507\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-05-02 05:28:45.000000+00:00\", \"2023-05-06 18:41:47.000000+00:00\"], \"session_ids\": [\"9ca1eb1e-76bd-4458-a9b8-8d2d06e2c8f6\", \"109eb83e-0c6c-4f90-a046-48546df58ef4\"], \"total_duration\": 151.0, \"total_sessions\": 2, \"mean_week_duration\": 0.719}}, {\"86502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-12-25 22:39:56.000000+00:00\", \"2022-07-07 09:05:11.000000+00:00\"], \"session_ids\": [\"bd623e03-6a43-47ae-8ea3-7e2e969802c7\", \"98275465-9f8a-406c-b952-604aeb49cb10\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 6.4}}, {\"87297\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-08 19:00:46.000000+00:00\", \"2021-11-28 03:04:31.000000+00:00\", \"2022-01-11 00:37:26.000000+00:00\"], \"session_ids\": [\"bb0ebccc-4765-4149-9ee1-cdcc976ca237\", \"9de278b5-25b3-4919-8323-864b12e4fdb2\", \"b5973eb5-de37-4ddf-967d-a7d95ca437c2\"], \"total_duration\": 244.0, \"total_sessions\": 3, \"mean_week_duration\": 1.863}}, {\"67136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-08 18:57:57.000000+00:00\", \"2019-05-21 18:40:38.000000+00:00\"], \"session_ids\": [\"558cec90-c01b-49cd-bcdc-2099eb9f5737\", \"82812c8d-ca18-48ec-b79c-3879a89188de\"], \"total_duration\": 392.0, \"total_sessions\": 2, \"mean_week_duration\": 2.39}}, {\"92574\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-02-02 13:58:56.000000+00:00\", \"2019-04-19 04:00:08.000000+00:00\", \"2020-06-13 06:08:37.000000+00:00\", \"2019-09-08 00:13:02.000000+00:00\", \"2019-07-06 04:54:45.000000+00:00\", \"2019-07-12 16:25:31.000000+00:00\", \"2022-05-23 18:57:29.000000+00:00\"], \"session_ids\": [\"666d1382-750b-4d40-bca2-9b33cb9414c3\", \"5262d37d-e447-4e82-af77-ee363d0ca6d7\", \"b271d389-405e-41c7-b378-541f45269210\", \"3aa2d5f9-f1f8-4502-88b8-6f145be8d67f\", \"398a867a-c195-4ec9-984d-e4595f90ca85\", \"7784dd38-8208-44cd-bcbe-dea859bd8b6f\", \"c73778bc-0510-4686-a586-118c98c8755d\"], \"total_duration\": 705.0, \"total_sessions\": 7, \"mean_week_duration\": 3.561}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into users who have mean of duration of sessions per week greater than 0 and less than 42 + sort by time using the app 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{\"30027\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-19 22:26:14.000000+00:00\", \"2020-03-17 06:15:48.000000+00:00\"], \"session_ids\": [\"905c932a-9930-4aa8-8917-414b7b5eb569\", \"a649957b-0c78-40fb-8659-d108fd66da97\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 3.238}, \"5909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-09 21:56:39.000000+00:00\", \"2022-09-24 07:28:10.000000+00:00\"], \"session_ids\": [\"757703dc-8b5d-4a31-9835-11ae3f521b01\", \"417027d1-b42d-46cc-9203-a5f4cbce302f\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.167}, \"95367\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-05-01 19:08:37.000000+00:00\", \"2021-02-20 04:06:10.000000+00:00\"], \"session_ids\": [\"b3bd0b78-44bc-4c9f-b9ad-b68ad13aaf10\", \"050b995c-b6f9-4421-8cf6-b7835d924bb9\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.826}, \"18911\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-04-15 15:07:20.000000+00:00\", \"2020-02-26 12:22:19.000000+00:00\"], \"session_ids\": [\"dea0f3ef-aeac-4ebf-8a7a-ed8903f197c1\", \"cc75bfc9-d13f-466e-b242-1a139219ee4f\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 1.848}, \"90727\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-12-12 23:15:11.000000+00:00\", \"2020-03-16 06:13:20.000000+00:00\"], \"session_ids\": [\"2fe4afa0-751d-4eee-a69b-0f0f17e23a11\", \"965d26fd-33e3-4e76-a5ad-e47739dee5a2\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 30.714}, \"99496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-01 14:57:31.000000+00:00\", \"2020-08-10 05:14:59.000000+00:00\"], \"session_ids\": [\"a3ff8512-08f5-4f95-b470-7b7529f29709\", \"d0454357-77b4-448a-ada0-a897b7064f12\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 3.312}, \"20310\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-10-16 22:10:28.000000+00:00\", \"2023-03-03 06:24:25.000000+00:00\", \"2022-11-11 05:33:19.000000+00:00\", \"2023-02-17 14:41:27.000000+00:00\"], \"session_ids\": [\"aad6914f-7e58-4ab8-8013-e88863845b07\", \"5a8c585f-b6a7-4ec1-877c-bfaf13a78bb0\", \"ba690e03-cef7-4da1-8266-7760d9ba305c\", \"1a0df32b-8ea4-4864-92bb-223c332dfac5\"], \"total_duration\": 71.0, \"total_sessions\": 4, \"mean_week_duration\": 0.573}, \"79181\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 6, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-03-09 07:33:40.000000+00:00\", \"2019-08-01 10:22:51.000000+00:00\"], \"session_ids\": [\"00a990c8-f887-4a5d-8d1b-cda46cfc48ae\", \"b0b1b5fe-ab8f-49c4-a11f-6045ec03383c\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 0.75}, \"78549\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-11-15 06:13:11.000000+00:00\", \"2023-06-24 07:24:02.000000+00:00\", \"2019-01-11 13:35:14.000000+00:00\", \"2022-10-27 17:37:12.000000+00:00\", \"2022-02-19 19:02:12.000000+00:00\", \"2021-05-23 06:28:15.000000+00:00\"], \"session_ids\": [\"718bfff3-6286-4ee6-bca0-9c39e7cf251f\", \"80cbbed8-f680-4e8e-9dee-152cfb407abc\", \"be3de040-e6bc-4166-9bad-fa05f595c8b2\", \"69b42858-ec59-4345-b3a9-e9ce2903d967\", \"9ee29018-a79b-4698-911b-b05a5af17cf7\", \"c7c0483b-e657-4f6f-abdf-95f9fff31d23\"], \"total_duration\": 2581.0, \"total_sessions\": 6, \"mean_week_duration\": 11.125}, \"29026\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-28 21:38:12.000000+00:00\", \"2020-12-31 03:45:47.000000+00:00\", \"2022-09-30 05:56:47.000000+00:00\", \"2019-07-25 15:55:06.000000+00:00\", \"2021-06-20 13:10:52.000000+00:00\"], \"session_ids\": [\"630817d3-3e02-4866-a37f-83ea207075d1\", \"54c1650b-1b9b-4004-b9fa-a58ea662c5b5\", \"a20ef082-ef2d-4fdf-b9d8-3d1bde95aca6\", \"9c6147cf-f39b-43cb-9eaa-69249c3aa6d9\", \"ae2b6468-657b-4c5c-b21f-4518c2f82882\"], \"total_duration\": 3007.0, \"total_sessions\": 5, \"mean_week_duration\": 18.114}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or greater than 0 and are equal or less than 42" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[0, 42]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"30027\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-19 22:26:14.000000+00:00\", \"2020-03-17 06:15:48.000000+00:00\"], \"session_ids\": [\"905c932a-9930-4aa8-8917-414b7b5eb569\", \"a649957b-0c78-40fb-8659-d108fd66da97\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 3.238}, \"5909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-09 21:56:39.000000+00:00\", \"2022-09-24 07:28:10.000000+00:00\"], \"session_ids\": [\"757703dc-8b5d-4a31-9835-11ae3f521b01\", \"417027d1-b42d-46cc-9203-a5f4cbce302f\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.167}, \"95367\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-05-01 19:08:37.000000+00:00\", \"2021-02-20 04:06:10.000000+00:00\"], \"session_ids\": [\"b3bd0b78-44bc-4c9f-b9ad-b68ad13aaf10\", \"050b995c-b6f9-4421-8cf6-b7835d924bb9\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.826}, \"18911\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-04-15 15:07:20.000000+00:00\", \"2020-02-26 12:22:19.000000+00:00\"], \"session_ids\": [\"dea0f3ef-aeac-4ebf-8a7a-ed8903f197c1\", \"cc75bfc9-d13f-466e-b242-1a139219ee4f\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 1.848}, \"90727\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-12-12 23:15:11.000000+00:00\", \"2020-03-16 06:13:20.000000+00:00\"], \"session_ids\": [\"2fe4afa0-751d-4eee-a69b-0f0f17e23a11\", \"965d26fd-33e3-4e76-a5ad-e47739dee5a2\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 30.714}, \"99496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-01 14:57:31.000000+00:00\", \"2020-08-10 05:14:59.000000+00:00\"], \"session_ids\": [\"a3ff8512-08f5-4f95-b470-7b7529f29709\", \"d0454357-77b4-448a-ada0-a897b7064f12\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 3.312}, \"20310\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-10-16 22:10:28.000000+00:00\", \"2023-03-03 06:24:25.000000+00:00\", \"2022-11-11 05:33:19.000000+00:00\", \"2023-02-17 14:41:27.000000+00:00\"], \"session_ids\": [\"aad6914f-7e58-4ab8-8013-e88863845b07\", \"5a8c585f-b6a7-4ec1-877c-bfaf13a78bb0\", \"ba690e03-cef7-4da1-8266-7760d9ba305c\", \"1a0df32b-8ea4-4864-92bb-223c332dfac5\"], \"total_duration\": 71.0, \"total_sessions\": 4, \"mean_week_duration\": 0.573}, \"79181\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 6, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-03-09 07:33:40.000000+00:00\", \"2019-08-01 10:22:51.000000+00:00\"], \"session_ids\": [\"00a990c8-f887-4a5d-8d1b-cda46cfc48ae\", \"b0b1b5fe-ab8f-49c4-a11f-6045ec03383c\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 0.75}, \"78549\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-11-15 06:13:11.000000+00:00\", \"2023-06-24 07:24:02.000000+00:00\", \"2019-01-11 13:35:14.000000+00:00\", \"2022-10-27 17:37:12.000000+00:00\", \"2022-02-19 19:02:12.000000+00:00\", \"2021-05-23 06:28:15.000000+00:00\"], \"session_ids\": [\"718bfff3-6286-4ee6-bca0-9c39e7cf251f\", \"80cbbed8-f680-4e8e-9dee-152cfb407abc\", \"be3de040-e6bc-4166-9bad-fa05f595c8b2\", \"69b42858-ec59-4345-b3a9-e9ce2903d967\", \"9ee29018-a79b-4698-911b-b05a5af17cf7\", \"c7c0483b-e657-4f6f-abdf-95f9fff31d23\"], \"total_duration\": 2581.0, \"total_sessions\": 6, \"mean_week_duration\": 11.125}, \"29026\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-28 21:38:12.000000+00:00\", \"2020-12-31 03:45:47.000000+00:00\", \"2022-09-30 05:56:47.000000+00:00\", \"2019-07-25 15:55:06.000000+00:00\", \"2021-06-20 13:10:52.000000+00:00\"], \"session_ids\": [\"630817d3-3e02-4866-a37f-83ea207075d1\", \"54c1650b-1b9b-4004-b9fa-a58ea662c5b5\", \"a20ef082-ef2d-4fdf-b9d8-3d1bde95aca6\", \"9c6147cf-f39b-43cb-9eaa-69249c3aa6d9\", \"ae2b6468-657b-4c5c-b21f-4518c2f82882\"], \"total_duration\": 3007.0, \"total_sessions\": 5, \"mean_week_duration\": 18.114}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"5909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-09 21:56:39.000000+00:00\", \"2022-09-24 07:28:10.000000+00:00\"], \"session_ids\": [\"757703dc-8b5d-4a31-9835-11ae3f521b01\", \"417027d1-b42d-46cc-9203-a5f4cbce302f\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.167}}, {\"20310\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-10-16 22:10:28.000000+00:00\", \"2023-03-03 06:24:25.000000+00:00\", \"2022-11-11 05:33:19.000000+00:00\", \"2023-02-17 14:41:27.000000+00:00\"], \"session_ids\": [\"aad6914f-7e58-4ab8-8013-e88863845b07\", \"5a8c585f-b6a7-4ec1-877c-bfaf13a78bb0\", \"ba690e03-cef7-4da1-8266-7760d9ba305c\", \"1a0df32b-8ea4-4864-92bb-223c332dfac5\"], \"total_duration\": 71.0, \"total_sessions\": 4, \"mean_week_duration\": 0.573}}, {\"95367\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-05-01 19:08:37.000000+00:00\", \"2021-02-20 04:06:10.000000+00:00\"], \"session_ids\": [\"b3bd0b78-44bc-4c9f-b9ad-b68ad13aaf10\", \"050b995c-b6f9-4421-8cf6-b7835d924bb9\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.826}}, {\"79181\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 6, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-03-09 07:33:40.000000+00:00\", \"2019-08-01 10:22:51.000000+00:00\"], \"session_ids\": [\"00a990c8-f887-4a5d-8d1b-cda46cfc48ae\", \"b0b1b5fe-ab8f-49c4-a11f-6045ec03383c\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 0.75}}, {\"18911\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-04-15 15:07:20.000000+00:00\", \"2020-02-26 12:22:19.000000+00:00\"], \"session_ids\": [\"dea0f3ef-aeac-4ebf-8a7a-ed8903f197c1\", \"cc75bfc9-d13f-466e-b242-1a139219ee4f\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 1.848}}, {\"99496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-01 14:57:31.000000+00:00\", \"2020-08-10 05:14:59.000000+00:00\"], \"session_ids\": [\"a3ff8512-08f5-4f95-b470-7b7529f29709\", \"d0454357-77b4-448a-ada0-a897b7064f12\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 3.312}}, {\"30027\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-19 22:26:14.000000+00:00\", \"2020-03-17 06:15:48.000000+00:00\"], \"session_ids\": [\"905c932a-9930-4aa8-8917-414b7b5eb569\", \"a649957b-0c78-40fb-8659-d108fd66da97\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 3.238}}, {\"90727\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-12-12 23:15:11.000000+00:00\", \"2020-03-16 06:13:20.000000+00:00\"], \"session_ids\": [\"2fe4afa0-751d-4eee-a69b-0f0f17e23a11\", \"965d26fd-33e3-4e76-a5ad-e47739dee5a2\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 30.714}}, {\"78549\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-11-15 06:13:11.000000+00:00\", \"2023-06-24 07:24:02.000000+00:00\", \"2019-01-11 13:35:14.000000+00:00\", \"2022-10-27 17:37:12.000000+00:00\", \"2022-02-19 19:02:12.000000+00:00\", \"2021-05-23 06:28:15.000000+00:00\"], \"session_ids\": [\"718bfff3-6286-4ee6-bca0-9c39e7cf251f\", \"80cbbed8-f680-4e8e-9dee-152cfb407abc\", \"be3de040-e6bc-4166-9bad-fa05f595c8b2\", \"69b42858-ec59-4345-b3a9-e9ce2903d967\", \"9ee29018-a79b-4698-911b-b05a5af17cf7\", \"c7c0483b-e657-4f6f-abdf-95f9fff31d23\"], \"total_duration\": 2581.0, \"total_sessions\": 6, \"mean_week_duration\": 11.125}}, {\"29026\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-28 21:38:12.000000+00:00\", \"2020-12-31 03:45:47.000000+00:00\", \"2022-09-30 05:56:47.000000+00:00\", \"2019-07-25 15:55:06.000000+00:00\", \"2021-06-20 13:10:52.000000+00:00\"], \"session_ids\": [\"630817d3-3e02-4866-a37f-83ea207075d1\", \"54c1650b-1b9b-4004-b9fa-a58ea662c5b5\", \"a20ef082-ef2d-4fdf-b9d8-3d1bde95aca6\", \"9c6147cf-f39b-43cb-9eaa-69249c3aa6d9\", \"ae2b6468-657b-4c5c-b21f-4518c2f82882\"], \"total_duration\": 3007.0, \"total_sessions\": 5, \"mean_week_duration\": 18.114}}]\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[{\"5909\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-10-09 21:56:39.000000+00:00\", \"2022-09-24 07:28:10.000000+00:00\"], \"session_ids\": [\"757703dc-8b5d-4a31-9835-11ae3f521b01\", \"417027d1-b42d-46cc-9203-a5f4cbce302f\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.167}}, {\"20310\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-10-16 22:10:28.000000+00:00\", \"2023-03-03 06:24:25.000000+00:00\", \"2022-11-11 05:33:19.000000+00:00\", \"2023-02-17 14:41:27.000000+00:00\"], \"session_ids\": [\"aad6914f-7e58-4ab8-8013-e88863845b07\", \"5a8c585f-b6a7-4ec1-877c-bfaf13a78bb0\", \"ba690e03-cef7-4da1-8266-7760d9ba305c\", \"1a0df32b-8ea4-4864-92bb-223c332dfac5\"], \"total_duration\": 71.0, \"total_sessions\": 4, \"mean_week_duration\": 0.573}}, {\"95367\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-05-01 19:08:37.000000+00:00\", \"2021-02-20 04:06:10.000000+00:00\"], \"session_ids\": [\"b3bd0b78-44bc-4c9f-b9ad-b68ad13aaf10\", \"050b995c-b6f9-4421-8cf6-b7835d924bb9\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 0.826}}, {\"79181\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 6, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-03-09 07:33:40.000000+00:00\", \"2019-08-01 10:22:51.000000+00:00\"], \"session_ids\": [\"00a990c8-f887-4a5d-8d1b-cda46cfc48ae\", \"b0b1b5fe-ab8f-49c4-a11f-6045ec03383c\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 0.75}}, {\"18911\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-04-15 15:07:20.000000+00:00\", \"2020-02-26 12:22:19.000000+00:00\"], \"session_ids\": [\"dea0f3ef-aeac-4ebf-8a7a-ed8903f197c1\", \"cc75bfc9-d13f-466e-b242-1a139219ee4f\"], \"total_duration\": 207.0, \"total_sessions\": 2, \"mean_week_duration\": 1.848}}, {\"99496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-02-01 14:57:31.000000+00:00\", \"2020-08-10 05:14:59.000000+00:00\"], \"session_ids\": [\"a3ff8512-08f5-4f95-b470-7b7529f29709\", \"d0454357-77b4-448a-ada0-a897b7064f12\"], \"total_duration\": 265.0, \"total_sessions\": 2, \"mean_week_duration\": 3.312}}, {\"30027\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-07-19 22:26:14.000000+00:00\", \"2020-03-17 06:15:48.000000+00:00\"], \"session_ids\": [\"905c932a-9930-4aa8-8917-414b7b5eb569\", \"a649957b-0c78-40fb-8659-d108fd66da97\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 3.238}}, {\"90727\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-12-12 23:15:11.000000+00:00\", \"2020-03-16 06:13:20.000000+00:00\"], \"session_ids\": [\"2fe4afa0-751d-4eee-a69b-0f0f17e23a11\", \"965d26fd-33e3-4e76-a5ad-e47739dee5a2\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 30.714}}, {\"78549\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-11-15 06:13:11.000000+00:00\", \"2023-06-24 07:24:02.000000+00:00\", \"2019-01-11 13:35:14.000000+00:00\", \"2022-10-27 17:37:12.000000+00:00\", \"2022-02-19 19:02:12.000000+00:00\", \"2021-05-23 06:28:15.000000+00:00\"], \"session_ids\": [\"718bfff3-6286-4ee6-bca0-9c39e7cf251f\", \"80cbbed8-f680-4e8e-9dee-152cfb407abc\", \"be3de040-e6bc-4166-9bad-fa05f595c8b2\", \"69b42858-ec59-4345-b3a9-e9ce2903d967\", \"9ee29018-a79b-4698-911b-b05a5af17cf7\", \"c7c0483b-e657-4f6f-abdf-95f9fff31d23\"], \"total_duration\": 2581.0, \"total_sessions\": 6, \"mean_week_duration\": 11.125}}, {\"29026\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-02-28 21:38:12.000000+00:00\", \"2020-12-31 03:45:47.000000+00:00\", \"2022-09-30 05:56:47.000000+00:00\", \"2019-07-25 15:55:06.000000+00:00\", \"2021-06-20 13:10:52.000000+00:00\"], \"session_ids\": [\"630817d3-3e02-4866-a37f-83ea207075d1\", \"54c1650b-1b9b-4004-b9fa-a58ea662c5b5\", \"a20ef082-ef2d-4fdf-b9d8-3d1bde95aca6\", \"9c6147cf-f39b-43cb-9eaa-69249c3aa6d9\", \"ae2b6468-657b-4c5c-b21f-4518c2f82882\"], \"total_duration\": 3007.0, \"total_sessions\": 5, \"mean_week_duration\": 18.114}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me with information about user who is living in cities Rome, Oslo, Madrid, Nairobi in addition do sorting by duration summation ascending + provide me only with 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"17689\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-06-06 20:16:31.000000+00:00\", \"2019-07-16 21:14:13.000000+00:00\"], \"session_ids\": [\"0e8e2f70-dd0b-4e82-9924-88bcb8cadfd8\", \"d877602f-38ab-4c7a-8e8a-104c9b42091e\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 0.818}, \"28412\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-09-02 10:09:51.000000+00:00\", \"2019-08-28 05:08:23.000000+00:00\"], \"session_ids\": [\"afa15c83-2e95-4c13-9c67-8c28cdecc3b1\", \"561a53fa-42fd-488d-ab92-d9342e1ac88e\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 165.0}, \"72514\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-03-13 20:17:14.000000+00:00\", \"2019-11-18 21:24:05.000000+00:00\", \"2019-06-26 12:47:32.000000+00:00\"], \"session_ids\": [\"868c74b6-7878-4269-81d7-67b1cddc9740\", \"d2d8b68f-8d05-4580-93cc-8e835eb290d6\", \"a34d1349-6bf7-4365-b8be-e2f273b182a4\"], \"total_duration\": 110.0, \"total_sessions\": 3, \"mean_week_duration\": 3.056}, \"59789\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-07-14 02:25:52.000000+00:00\", \"2022-09-18 18:52:15.000000+00:00\", \"2019-06-29 02:09:45.000000+00:00\", \"2020-11-12 13:53:31.000000+00:00\"], \"session_ids\": [\"bf1799e9-9d58-44e1-ab93-7f609f606291\", \"2e71adba-6702-467a-ba1a-23a7d80add84\", \"7a085487-f53d-4f81-b5dd-efc425538c0d\", \"2ad57374-c22f-4789-b250-ddab070e7300\"], \"total_duration\": 1991.0, \"total_sessions\": 4, \"mean_week_duration\": 11.781}, \"69250\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-02-27 16:32:01.000000+00:00\", \"2023-04-20 03:50:23.000000+00:00\", \"2019-10-26 11:38:38.000000+00:00\"], \"session_ids\": [\"f0c8b83a-3c5b-4613-a195-892f2abcf5a8\", \"b41280ca-ceb5-451b-b83a-87ecb5c8d585\", \"3b000e6b-72b1-4d7d-aef5-77a3a459c405\"], \"total_duration\": 306.0, \"total_sessions\": 3, \"mean_week_duration\": 1.417}, \"60518\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-07-12 12:06:40.000000+00:00\", \"2023-04-18 07:46:24.000000+00:00\", \"2019-10-03 09:09:06.000000+00:00\"], \"session_ids\": [\"dfd47937-a091-45c5-8e5e-074e1359a606\", \"d8445763-748c-41b8-9bcf-91b42a5983b4\", \"e93f8dc7-333e-432a-93d1-59a0bebba02f\"], \"total_duration\": 541.0, \"total_sessions\": 3, \"mean_week_duration\": 2.924}, \"63372\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-03-20 09:23:48.000000+00:00\", \"2022-04-17 14:14:48.000000+00:00\"], \"session_ids\": [\"e32e4278-832b-4a17-8b56-34f5903b628f\", \"9d913153-5393-4a83-9489-3225b293069a\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.13}, \"23196\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-08-25 11:18:29.000000+00:00\", \"2019-06-04 15:38:50.000000+00:00\"], \"session_ids\": [\"4095f964-1779-495c-85c7-e806772765ff\", \"3fb03674-0226-43cb-bed5-ececdc5636e0\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 4.594}, \"25227\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-21 05:16:42.000000+00:00\", \"2019-11-10 03:25:49.000000+00:00\", \"2020-07-26 11:38:51.000000+00:00\", \"2020-09-26 23:07:28.000000+00:00\"], \"session_ids\": [\"a1caabfc-45a8-43c3-9b45-f637307c43a2\", \"9e20b728-9e5b-476d-868d-4f6a6b0ef494\", \"36fb38e3-d628-45b0-976b-d03e3fb4437c\", \"4f85d0e4-5f1f-4ab6-9612-69d5ba5423ee\"], \"total_duration\": 1166.0, \"total_sessions\": 4, \"mean_week_duration\": 11.431}, \"65030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-05-01 20:23:37.000000+00:00\", \"2019-07-13 02:20:46.000000+00:00\"], \"session_ids\": [\"5357041b-fe8b-4719-8803-15e0ce5ad814\", \"69a5cdb4-3203-4956-b4fa-02970bf71418\"], \"total_duration\": 162.0, \"total_sessions\": 2, \"mean_week_duration\": 1.102}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are Rome, Oslo, Madrid, Nairobi" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Rome\", \"Oslo\", \"Madrid\", \"Nairobi\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"60518\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-07-12 12:06:40.000000+00:00\", \"2023-04-18 07:46:24.000000+00:00\", \"2019-10-03 09:09:06.000000+00:00\"], \"session_ids\": [\"dfd47937-a091-45c5-8e5e-074e1359a606\", \"d8445763-748c-41b8-9bcf-91b42a5983b4\", \"e93f8dc7-333e-432a-93d1-59a0bebba02f\"], \"total_duration\": 541.0, \"total_sessions\": 3, \"mean_week_duration\": 2.924}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"60518\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-07-12 12:06:40.000000+00:00\", \"2023-04-18 07:46:24.000000+00:00\", \"2019-10-03 09:09:06.000000+00:00\"], \"session_ids\": [\"dfd47937-a091-45c5-8e5e-074e1359a606\", \"d8445763-748c-41b8-9bcf-91b42a5983b4\", \"e93f8dc7-333e-432a-93d1-59a0bebba02f\"], \"total_duration\": 541.0, \"total_sessions\": 3, \"mean_week_duration\": 2.924}}]\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[{\"60518\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-07-12 12:06:40.000000+00:00\", \"2023-04-18 07:46:24.000000+00:00\", \"2019-10-03 09:09:06.000000+00:00\"], \"session_ids\": [\"dfd47937-a091-45c5-8e5e-074e1359a606\", \"d8445763-748c-41b8-9bcf-91b42a5983b4\", \"e93f8dc7-333e-432a-93d1-59a0bebba02f\"], \"total_duration\": 541.0, \"total_sessions\": 3, \"mean_week_duration\": 2.924}}]\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[{\"60518\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-07-12 12:06:40.000000+00:00\", \"2023-04-18 07:46:24.000000+00:00\", \"2019-10-03 09:09:06.000000+00:00\"], \"session_ids\": [\"dfd47937-a091-45c5-8e5e-074e1359a606\", \"d8445763-748c-41b8-9bcf-91b42a5983b4\", \"e93f8dc7-333e-432a-93d1-59a0bebba02f\"], \"total_duration\": 541.0, \"total_sessions\": 3, \"mean_week_duration\": 2.924}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about 6 users with a all sessions quantity that is higher than 4 and lower than 6 + sort by name of the city 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{\"63316\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-10-26 07:24:09.000000+00:00\", \"2019-10-29 05:26:49.000000+00:00\"], \"session_ids\": [\"78cd174a-de70-474b-b014-ba16aadb11e9\", \"7249202d-4f21-4cea-90b9-d85e445d5823\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 1.923}, \"84255\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-28 08:00:41.000000+00:00\", \"2020-03-20 00:54:47.000000+00:00\", \"2021-12-29 14:45:36.000000+00:00\", \"2022-01-29 03:59:13.000000+00:00\", \"2020-07-14 01:36:54.000000+00:00\", \"2020-10-30 12:09:53.000000+00:00\", \"2021-05-29 22:58:39.000000+00:00\"], \"session_ids\": [\"41b1f7de-4dec-4a3a-89c5-b7ab4d6f5950\", \"77b8e7af-517e-4f89-b64a-48e0e6d9752e\", \"36f74cda-fc71-4ee9-b711-d5c786fa3a38\", \"19f2dc00-5cc2-414c-802a-2477e0abcadf\", \"e723ba10-4784-415c-89d6-92df96bbaab3\", \"7d5fe028-e160-450f-afce-e40ab65b8521\", \"41b20150-ebf9-41c7-8ce4-7af367674cfe\"], \"total_duration\": 4378.0, \"total_sessions\": 7, \"mean_week_duration\": 38.07}, \"94322\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2023-01-06 21:15:02.000000+00:00\", \"2022-07-14 17:27:24.000000+00:00\", \"2022-12-13 11:16:39.000000+00:00\"], \"session_ids\": [\"12bc548c-bf4c-4bc0-8fb3-b0cfa79c82cf\", \"dbd5c127-3182-4472-ba31-a41ab5b7d8c2\", \"260d804f-4cc1-4845-a858-7660a10bb7fd\"], \"total_duration\": 177.0, \"total_sessions\": 3, \"mean_week_duration\": 6.808}, \"92129\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-05 20:07:04.000000+00:00\", \"2021-07-27 17:24:50.000000+00:00\", \"2022-02-25 12:20:07.000000+00:00\", \"2019-10-06 05:30:36.000000+00:00\"], \"session_ids\": [\"d5027c3c-3e27-4c9d-aaef-9181cfdafe3b\", \"709f24c9-cdc2-441e-97e7-34f6311c0541\", \"3f0e34ba-f4c7-430b-9c29-d8d08c854c58\", \"da120b08-81fd-4168-9ec9-3d934521fef2\"], \"total_duration\": 664.0, \"total_sessions\": 4, \"mean_week_duration\": 4.15}, \"37768\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-02-06 07:55:08.000000+00:00\", \"2021-01-10 02:11:27.000000+00:00\"], \"session_ids\": [\"33c3f7de-b6b7-48a3-90e2-f18d09a6cbbf\", \"c9267fd6-d163-4adc-8782-cbf9d7740dd9\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.673}, \"38808\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-11-30 20:50:22.000000+00:00\", \"2020-06-23 14:34:20.000000+00:00\"], \"session_ids\": [\"f56cc5ea-719c-4a12-8078-51552d7898b0\", \"10e24512-f5f6-458b-9bd2-6eebe190cec5\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.967}, \"71225\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2022-05-14 10:39:04.000000+00:00\", \"2019-04-23 10:10:15.000000+00:00\", \"2019-04-14 21:42:03.000000+00:00\", \"2021-03-16 23:48:22.000000+00:00\", \"2020-01-16 03:16:50.000000+00:00\", \"2022-03-19 11:27:03.000000+00:00\", \"2019-07-03 16:35:30.000000+00:00\", \"2021-02-25 02:14:58.000000+00:00\", \"2022-09-19 11:14:58.000000+00:00\"], \"session_ids\": [\"c96bb7e2-b9ee-4b2f-92bf-bcd17c712353\", \"2661c8ec-9aab-47ba-a6d8-c96e0978c938\", \"6a0f55f3-5735-43de-b990-4820bddfb329\", \"f223d34a-e4fa-4c23-b7b4-97658bb7a9d6\", \"c677bf4b-f3f0-4b9c-bee8-56427768e196\", \"ba62fc11-f377-4b0b-beaf-25365af2de7f\", \"6c937e15-dc8a-4cd7-9d04-979f1b2ae8e2\", \"2d2bf0f1-1916-4bde-9d94-eb6a4e2d74a1\", \"ffa75ff8-5a2f-47f8-97b2-8bc63d07fc9e\"], \"total_duration\": 15887.0, \"total_sessions\": 9, \"mean_week_duration\": 88.754}, \"53853\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-10-06 22:49:05.000000+00:00\", \"2022-04-09 04:18:09.000000+00:00\"], \"session_ids\": [\"a4f2fedd-607f-4427-863a-63aa5381eb33\", \"aa1d4f25-bd1e-404e-939c-68b7d329ac09\"], \"total_duration\": 105.0, \"total_sessions\": 2, \"mean_week_duration\": 3.889}, \"10149\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-01-29 10:48:50.000000+00:00\", \"2021-02-19 15:15:25.000000+00:00\", \"2023-06-14 18:09:24.000000+00:00\"], \"session_ids\": [\"cd699097-f131-4c8a-8456-9f35cad5e2e9\", \"2cb85a0c-7d84-4bab-b2d5-3e62918a1e9e\", \"a92d9e72-6da3-4e59-8b57-7383e41c2edb\"], \"total_duration\": 31.0, \"total_sessions\": 3, \"mean_week_duration\": 0.256}, \"98490\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-10-19 22:34:54.000000+00:00\", \"2022-12-31 13:32:32.000000+00:00\"], \"session_ids\": [\"03f81812-fc03-4d5a-8836-dff4be13e9d5\", \"152a072e-5e67-4a30-aa0d-105059fec67f\"], \"total_duration\": 422.0, \"total_sessions\": 2, \"mean_week_duration\": 6.698}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or greater than 4 and are equal or less than 6" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"92129\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-05 20:07:04.000000+00:00\", \"2021-07-27 17:24:50.000000+00:00\", \"2022-02-25 12:20:07.000000+00:00\", \"2019-10-06 05:30:36.000000+00:00\"], \"session_ids\": [\"d5027c3c-3e27-4c9d-aaef-9181cfdafe3b\", \"709f24c9-cdc2-441e-97e7-34f6311c0541\", \"3f0e34ba-f4c7-430b-9c29-d8d08c854c58\", \"da120b08-81fd-4168-9ec9-3d934521fef2\"], \"total_duration\": 664.0, \"total_sessions\": 4, \"mean_week_duration\": 4.15}}\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[{\"92129\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-05 20:07:04.000000+00:00\", \"2021-07-27 17:24:50.000000+00:00\", \"2022-02-25 12:20:07.000000+00:00\", \"2019-10-06 05:30:36.000000+00:00\"], \"session_ids\": [\"d5027c3c-3e27-4c9d-aaef-9181cfdafe3b\", \"709f24c9-cdc2-441e-97e7-34f6311c0541\", \"3f0e34ba-f4c7-430b-9c29-d8d08c854c58\", \"da120b08-81fd-4168-9ec9-3d934521fef2\"], \"total_duration\": 664.0, \"total_sessions\": 4, \"mean_week_duration\": 4.15}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 6 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"92129\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-05 20:07:04.000000+00:00\", \"2021-07-27 17:24:50.000000+00:00\", \"2022-02-25 12:20:07.000000+00:00\", \"2019-10-06 05:30:36.000000+00:00\"], \"session_ids\": [\"d5027c3c-3e27-4c9d-aaef-9181cfdafe3b\", \"709f24c9-cdc2-441e-97e7-34f6311c0541\", \"3f0e34ba-f4c7-430b-9c29-d8d08c854c58\", \"da120b08-81fd-4168-9ec9-3d934521fef2\"], \"total_duration\": 664.0, \"total_sessions\": 4, \"mean_week_duration\": 4.15}}]\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[{\"92129\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-05 20:07:04.000000+00:00\", \"2021-07-27 17:24:50.000000+00:00\", \"2022-02-25 12:20:07.000000+00:00\", \"2019-10-06 05:30:36.000000+00:00\"], \"session_ids\": [\"d5027c3c-3e27-4c9d-aaef-9181cfdafe3b\", \"709f24c9-cdc2-441e-97e7-34f6311c0541\", \"3f0e34ba-f4c7-430b-9c29-d8d08c854c58\", \"da120b08-81fd-4168-9ec9-3d934521fef2\"], \"total_duration\": 664.0, \"total_sessions\": 4, \"mean_week_duration\": 4.15}}]\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 3 users whose overall duration of sessions per week is greater than 27 and less than 6 (not including) and in addition do sorting by town_name in descending , and display me only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35705\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-06-01 10:18:49.000000+00:00\", \"2019-02-08 09:35:00.000000+00:00\", \"2022-01-21 08:12:44.000000+00:00\", \"2022-09-24 15:37:05.000000+00:00\"], \"session_ids\": [\"36255923-3578-4faa-ad0d-2f7d79d39a51\", \"2bd110f4-6368-4ac3-9b94-8785c143ef3f\", \"2ad5424c-7402-49ff-bcc7-5cdb9c177992\", \"3ca54972-2499-448b-81d7-83e2a340045d\"], \"total_duration\": 483.0, \"total_sessions\": 4, \"mean_week_duration\": 2.542}, \"60985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-26 16:54:05.000000+00:00\", \"2022-05-25 22:41:29.000000+00:00\"], \"session_ids\": [\"2c660343-47aa-4ee6-8939-dc9f8a993872\", \"aa4ee0b3-ed7d-46c2-a2dc-03c73666bb65\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 1.215}, \"23036\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-02-29 12:26:57.000000+00:00\", \"2019-05-10 10:41:45.000000+00:00\", \"2022-03-05 01:16:15.000000+00:00\"], \"session_ids\": [\"e78b4c64-bba0-47ca-9fc0-321471bc1e1e\", \"f33cfc1b-e6b4-4d36-8390-15873e616b44\", \"6c4e135a-dabf-4e88-ab5e-5910066861d0\"], \"total_duration\": 719.0, \"total_sessions\": 3, \"mean_week_duration\": 4.891}, \"87104\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-11 19:02:23.000000+00:00\", \"2022-10-31 14:53:03.000000+00:00\"], \"session_ids\": [\"54a4c259-4d97-43b2-9475-159d0e54216c\", \"6456182c-e788-4f5e-b16b-72f6c94236ae\"], \"total_duration\": 474.0, \"total_sessions\": 2, \"mean_week_duration\": 67.714}, \"96839\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-20 01:27:54.000000+00:00\", \"2019-01-09 12:57:39.000000+00:00\"], \"session_ids\": [\"c8aafd8b-bda3-4de6-8465-610da48a8cd4\", \"596cc303-5670-4401-b4e8-c31544d698ac\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 1.257}, \"58257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Vienna\", \"datetimes\": [\"2020-07-22 22:42:15.000000+00:00\", \"2022-01-01 00:42:00.000000+00:00\", \"2021-09-12 08:22:29.000000+00:00\"], \"session_ids\": [\"4e67b8ea-8340-4ea9-8594-270fdbb1207b\", \"b35996ef-2eaa-4642-814d-d6697e2c27c9\", \"d7167150-f45c-43ee-9dc5-4be6bfbacd23\"], \"total_duration\": 856.0, \"total_sessions\": 3, \"mean_week_duration\": 11.263}, \"56222\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-12-29 07:05:40.000000+00:00\", \"2021-11-19 07:58:36.000000+00:00\"], \"session_ids\": [\"a8dd3fad-3668-4225-8b36-62c14007acd3\", \"202a5163-7a61-4d6e-9b1a-3d353760af34\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.915}, \"94117\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-08-04 22:04:29.000000+00:00\", \"2020-01-08 00:29:10.000000+00:00\"], \"session_ids\": [\"b3661781-4303-468e-abfc-840bade34c8a\", \"a2688432-23ce-4bed-8f52-ae15574a3c28\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 2.167}, \"36923\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-03 22:37:16.000000+00:00\", \"2020-09-30 20:58:14.000000+00:00\"], \"session_ids\": [\"123676f8-64fa-41e2-9561-3d3ac6e2d940\", \"db1b0908-58e3-4284-887a-71a59ab15e15\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.107}, \"92480\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-06 13:35:58.000000+00:00\", \"2021-11-02 07:53:46.000000+00:00\", \"2020-01-02 07:22:22.000000+00:00\", \"2019-08-30 03:34:50.000000+00:00\", \"2019-12-03 06:32:52.000000+00:00\", \"2021-01-05 19:16:10.000000+00:00\"], \"session_ids\": [\"162579ac-0d9a-4a7a-98ff-a052501be632\", \"b250e1f0-ad6e-4617-9a4c-7906a25fb85a\", \"7d0031f8-c456-41e6-aa76-800676bd9177\", \"7b90a650-9456-4424-8064-1655283d6adc\", \"77b78e04-6736-4149-8271-3368a54b0e2d\", \"057ba644-c381-4b69-8272-21dde3850a8c\"], \"total_duration\": 419.0, \"total_sessions\": 6, \"mean_week_duration\": 3.675}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are less than 6 and are equal or greater than 27" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[6, 27]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"35705\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-06-01 10:18:49.000000+00:00\", \"2019-02-08 09:35:00.000000+00:00\", \"2022-01-21 08:12:44.000000+00:00\", \"2022-09-24 15:37:05.000000+00:00\"], \"session_ids\": [\"36255923-3578-4faa-ad0d-2f7d79d39a51\", \"2bd110f4-6368-4ac3-9b94-8785c143ef3f\", \"2ad5424c-7402-49ff-bcc7-5cdb9c177992\", \"3ca54972-2499-448b-81d7-83e2a340045d\"], \"total_duration\": 483.0, \"total_sessions\": 4, \"mean_week_duration\": 2.542}, \"60985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-26 16:54:05.000000+00:00\", \"2022-05-25 22:41:29.000000+00:00\"], \"session_ids\": [\"2c660343-47aa-4ee6-8939-dc9f8a993872\", \"aa4ee0b3-ed7d-46c2-a2dc-03c73666bb65\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 1.215}, \"23036\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-02-29 12:26:57.000000+00:00\", \"2019-05-10 10:41:45.000000+00:00\", \"2022-03-05 01:16:15.000000+00:00\"], \"session_ids\": [\"e78b4c64-bba0-47ca-9fc0-321471bc1e1e\", \"f33cfc1b-e6b4-4d36-8390-15873e616b44\", \"6c4e135a-dabf-4e88-ab5e-5910066861d0\"], \"total_duration\": 719.0, \"total_sessions\": 3, \"mean_week_duration\": 4.891}, \"96839\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-20 01:27:54.000000+00:00\", \"2019-01-09 12:57:39.000000+00:00\"], \"session_ids\": [\"c8aafd8b-bda3-4de6-8465-610da48a8cd4\", \"596cc303-5670-4401-b4e8-c31544d698ac\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 1.257}, \"56222\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-12-29 07:05:40.000000+00:00\", \"2021-11-19 07:58:36.000000+00:00\"], \"session_ids\": [\"a8dd3fad-3668-4225-8b36-62c14007acd3\", \"202a5163-7a61-4d6e-9b1a-3d353760af34\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.915}, \"94117\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-08-04 22:04:29.000000+00:00\", \"2020-01-08 00:29:10.000000+00:00\"], \"session_ids\": [\"b3661781-4303-468e-abfc-840bade34c8a\", \"a2688432-23ce-4bed-8f52-ae15574a3c28\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 2.167}, \"36923\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-03 22:37:16.000000+00:00\", \"2020-09-30 20:58:14.000000+00:00\"], \"session_ids\": [\"123676f8-64fa-41e2-9561-3d3ac6e2d940\", \"db1b0908-58e3-4284-887a-71a59ab15e15\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.107}, \"92480\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-06 13:35:58.000000+00:00\", \"2021-11-02 07:53:46.000000+00:00\", \"2020-01-02 07:22:22.000000+00:00\", \"2019-08-30 03:34:50.000000+00:00\", \"2019-12-03 06:32:52.000000+00:00\", \"2021-01-05 19:16:10.000000+00:00\"], \"session_ids\": [\"162579ac-0d9a-4a7a-98ff-a052501be632\", \"b250e1f0-ad6e-4617-9a4c-7906a25fb85a\", \"7d0031f8-c456-41e6-aa76-800676bd9177\", \"7b90a650-9456-4424-8064-1655283d6adc\", \"77b78e04-6736-4149-8271-3368a54b0e2d\", \"057ba644-c381-4b69-8272-21dde3850a8c\"], \"total_duration\": 419.0, \"total_sessions\": 6, \"mean_week_duration\": 3.675}, \"87104\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-11 19:02:23.000000+00:00\", \"2022-10-31 14:53:03.000000+00:00\"], \"session_ids\": [\"54a4c259-4d97-43b2-9475-159d0e54216c\", \"6456182c-e788-4f5e-b16b-72f6c94236ae\"], \"total_duration\": 474.0, \"total_sessions\": 2, \"mean_week_duration\": 67.714}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"92480\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-06 13:35:58.000000+00:00\", \"2021-11-02 07:53:46.000000+00:00\", \"2020-01-02 07:22:22.000000+00:00\", \"2019-08-30 03:34:50.000000+00:00\", \"2019-12-03 06:32:52.000000+00:00\", \"2021-01-05 19:16:10.000000+00:00\"], \"session_ids\": [\"162579ac-0d9a-4a7a-98ff-a052501be632\", \"b250e1f0-ad6e-4617-9a4c-7906a25fb85a\", \"7d0031f8-c456-41e6-aa76-800676bd9177\", \"7b90a650-9456-4424-8064-1655283d6adc\", \"77b78e04-6736-4149-8271-3368a54b0e2d\", \"057ba644-c381-4b69-8272-21dde3850a8c\"], \"total_duration\": 419.0, \"total_sessions\": 6, \"mean_week_duration\": 3.675}}, {\"60985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-26 16:54:05.000000+00:00\", \"2022-05-25 22:41:29.000000+00:00\"], \"session_ids\": [\"2c660343-47aa-4ee6-8939-dc9f8a993872\", \"aa4ee0b3-ed7d-46c2-a2dc-03c73666bb65\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 1.215}}, {\"87104\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-11 19:02:23.000000+00:00\", \"2022-10-31 14:53:03.000000+00:00\"], \"session_ids\": [\"54a4c259-4d97-43b2-9475-159d0e54216c\", \"6456182c-e788-4f5e-b16b-72f6c94236ae\"], \"total_duration\": 474.0, \"total_sessions\": 2, \"mean_week_duration\": 67.714}}, {\"96839\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-03-20 01:27:54.000000+00:00\", \"2019-01-09 12:57:39.000000+00:00\"], \"session_ids\": [\"c8aafd8b-bda3-4de6-8465-610da48a8cd4\", \"596cc303-5670-4401-b4e8-c31544d698ac\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 1.257}}, {\"94117\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-08-04 22:04:29.000000+00:00\", \"2020-01-08 00:29:10.000000+00:00\"], \"session_ids\": [\"b3661781-4303-468e-abfc-840bade34c8a\", \"a2688432-23ce-4bed-8f52-ae15574a3c28\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 2.167}}, {\"35705\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Istanbul\", \"datetimes\": [\"2019-06-01 10:18:49.000000+00:00\", \"2019-02-08 09:35:00.000000+00:00\", \"2022-01-21 08:12:44.000000+00:00\", \"2022-09-24 15:37:05.000000+00:00\"], \"session_ids\": [\"36255923-3578-4faa-ad0d-2f7d79d39a51\", \"2bd110f4-6368-4ac3-9b94-8785c143ef3f\", \"2ad5424c-7402-49ff-bcc7-5cdb9c177992\", \"3ca54972-2499-448b-81d7-83e2a340045d\"], \"total_duration\": 483.0, \"total_sessions\": 4, \"mean_week_duration\": 2.542}}, {\"56222\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-12-29 07:05:40.000000+00:00\", \"2021-11-19 07:58:36.000000+00:00\"], \"session_ids\": [\"a8dd3fad-3668-4225-8b36-62c14007acd3\", \"202a5163-7a61-4d6e-9b1a-3d353760af34\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.915}}, {\"36923\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-03 22:37:16.000000+00:00\", \"2020-09-30 20:58:14.000000+00:00\"], \"session_ids\": [\"123676f8-64fa-41e2-9561-3d3ac6e2d940\", \"db1b0908-58e3-4284-887a-71a59ab15e15\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.107}}, {\"23036\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-02-29 12:26:57.000000+00:00\", \"2019-05-10 10:41:45.000000+00:00\", \"2022-03-05 01:16:15.000000+00:00\"], \"session_ids\": [\"e78b4c64-bba0-47ca-9fc0-321471bc1e1e\", \"f33cfc1b-e6b4-4d36-8390-15873e616b44\", \"6c4e135a-dabf-4e88-ab5e-5910066861d0\"], \"total_duration\": 719.0, \"total_sessions\": 3, \"mean_week_duration\": 4.891}}]\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[{\"92480\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-06 13:35:58.000000+00:00\", \"2021-11-02 07:53:46.000000+00:00\", \"2020-01-02 07:22:22.000000+00:00\", \"2019-08-30 03:34:50.000000+00:00\", \"2019-12-03 06:32:52.000000+00:00\", \"2021-01-05 19:16:10.000000+00:00\"], \"session_ids\": [\"162579ac-0d9a-4a7a-98ff-a052501be632\", \"b250e1f0-ad6e-4617-9a4c-7906a25fb85a\", \"7d0031f8-c456-41e6-aa76-800676bd9177\", \"7b90a650-9456-4424-8064-1655283d6adc\", \"77b78e04-6736-4149-8271-3368a54b0e2d\", \"057ba644-c381-4b69-8272-21dde3850a8c\"], \"total_duration\": 419.0, \"total_sessions\": 6, \"mean_week_duration\": 3.675}}, {\"60985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-26 16:54:05.000000+00:00\", \"2022-05-25 22:41:29.000000+00:00\"], \"session_ids\": [\"2c660343-47aa-4ee6-8939-dc9f8a993872\", \"aa4ee0b3-ed7d-46c2-a2dc-03c73666bb65\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 1.215}}]\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[{\"92480\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-10-06 13:35:58.000000+00:00\", \"2021-11-02 07:53:46.000000+00:00\", \"2020-01-02 07:22:22.000000+00:00\", \"2019-08-30 03:34:50.000000+00:00\", \"2019-12-03 06:32:52.000000+00:00\", \"2021-01-05 19:16:10.000000+00:00\"], \"session_ids\": [\"162579ac-0d9a-4a7a-98ff-a052501be632\", \"b250e1f0-ad6e-4617-9a4c-7906a25fb85a\", \"7d0031f8-c456-41e6-aa76-800676bd9177\", \"7b90a650-9456-4424-8064-1655283d6adc\", \"77b78e04-6736-4149-8271-3368a54b0e2d\", \"057ba644-c381-4b69-8272-21dde3850a8c\"], \"total_duration\": 419.0, \"total_sessions\": 6, \"mean_week_duration\": 3.675}}, {\"60985\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-02-26 16:54:05.000000+00:00\", \"2022-05-25 22:41:29.000000+00:00\"], \"session_ids\": [\"2c660343-47aa-4ee6-8939-dc9f8a993872\", \"aa4ee0b3-ed7d-46c2-a2dc-03c73666bb65\"], \"total_duration\": 79.0, \"total_sessions\": 2, \"mean_week_duration\": 1.215}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about users whose total sessions bigger than 7 and smaller than 2 , put to use sorting by overall total sessions form the highest value to the lowest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"34181\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-12 18:51:59.000000+00:00\", \"2019-07-14 04:26:07.000000+00:00\"], \"session_ids\": [\"ee7aaf6d-cd93-4101-a2d8-e9972e9928d3\", \"89f3b9b8-dcb0-4f71-bbd8-f383ef44ecca\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 1.159}, \"24465\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-05-12 03:08:58.000000+00:00\", \"2019-01-18 05:14:58.000000+00:00\"], \"session_ids\": [\"ccb13324-9a92-43fb-8732-78228cb26d2a\", \"adffedd2-71f3-4efd-aade-d514896ae655\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.578}, \"63801\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-06-24 09:54:55.000000+00:00\", \"2022-08-08 21:36:52.000000+00:00\"], \"session_ids\": [\"4b5cf79f-9727-4266-ac88-3cbb43460d40\", \"39c50539-9a35-4e4e-b0bd-002273a940e1\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.712}, \"93146\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-01-30 10:07:15.000000+00:00\", \"2019-09-14 05:27:00.000000+00:00\", \"2023-05-24 23:47:07.000000+00:00\"], \"session_ids\": [\"8e6d0687-3824-4b83-83ac-0e67079e30fe\", \"651b4cf8-ede4-4fc9-a4ba-f66d9d2e3aff\", \"ffeda67c-46a8-4af7-8271-a7e1a6d9da3e\"], \"total_duration\": 375.0, \"total_sessions\": 3, \"mean_week_duration\": 1.943}, \"71915\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-28 04:37:56.000000+00:00\", \"2021-09-07 05:18:38.000000+00:00\", \"2021-11-16 16:16:55.000000+00:00\", \"2021-07-13 18:02:31.000000+00:00\", \"2019-04-15 14:59:23.000000+00:00\", \"2020-01-29 05:02:15.000000+00:00\", \"2019-01-18 21:11:37.000000+00:00\", \"2019-09-04 16:56:05.000000+00:00\", \"2020-11-22 22:54:17.000000+00:00\"], \"session_ids\": [\"e4600532-14a5-4ab4-8165-b5031080126c\", \"962fecd4-20ce-4496-af40-ce92fa7ea7c0\", \"90769fad-3d3a-4be1-9476-7ce0042aa78c\", \"2af3dbaa-5fdc-4abf-8639-18bded019754\", \"5643a98e-7b0f-4da9-965c-4dafaf936f93\", \"6c849ee9-c1f4-4014-84c4-9a5c36778481\", \"ebd7c608-2e9e-4523-b536-b795b6c0afa8\", \"635229c0-ec56-443c-b632-5ba9d5b9231d\", \"a607dbae-d974-416d-b382-23355270f4ae\"], \"total_duration\": 1823.0, \"total_sessions\": 9, \"mean_week_duration\": 11.538}, \"9952\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-18 09:11:55.000000+00:00\", \"2020-05-08 05:39:21.000000+00:00\"], \"session_ids\": [\"a2719c48-7d6e-47e7-a318-76e457a91231\", \"6538142e-ec01-4282-9ece-7e9ec211f2c6\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 0.906}, \"60685\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-09 12:23:27.000000+00:00\", \"2023-01-05 15:08:40.000000+00:00\"], \"session_ids\": [\"7443ed47-111a-47bb-89ca-5ea0a7231bbb\", \"40eaeb40-9e3d-41f5-9974-9be19a47e4b2\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.364}, \"13033\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-06 00:37:43.000000+00:00\", \"2019-09-18 21:54:55.000000+00:00\", \"2021-10-27 04:38:12.000000+00:00\", \"2021-03-02 09:22:31.000000+00:00\"], \"session_ids\": [\"b0f1adb3-f914-4b13-9eb5-53bf7fad6c8c\", \"7d306359-30e4-4202-b47e-525d3283759d\", \"e6e4aa69-db51-4b55-9e55-ca58b07fef8e\", \"96c50721-f6de-40e6-8f08-f6c68243f120\"], \"total_duration\": 696.0, \"total_sessions\": 4, \"mean_week_duration\": 6.327}, \"87303\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-01 04:08:29.000000+00:00\", \"2022-04-12 11:08:27.000000+00:00\", \"2021-09-26 09:25:58.000000+00:00\", \"2021-07-24 13:32:45.000000+00:00\", \"2021-12-20 05:59:27.000000+00:00\", \"2019-01-23 03:23:30.000000+00:00\", \"2020-04-17 01:49:25.000000+00:00\", \"2019-12-05 01:42:13.000000+00:00\", \"2021-11-09 18:55:44.000000+00:00\"], \"session_ids\": [\"1978dfbf-b243-4027-8366-538dd250d564\", \"8df33774-3dd6-4a9b-8e0a-e770e90ad689\", \"c1a86227-4718-4060-9151-d01751fd9b3a\", \"1511fe75-672f-4374-9e32-418aab5f9f78\", \"03148f6a-7332-48f6-88df-a28c1218ee40\", \"17f09755-a4b1-4212-b2e4-ed95b7404eda\", \"41b9cabb-fd4f-4533-8a9b-a85d26165b84\", \"5c098873-fe09-4880-b931-db5ef40aef55\", \"8fa222a3-5886-4c26-b1b9-d23b015fdf28\"], \"total_duration\": 15064.0, \"total_sessions\": 9, \"mean_week_duration\": 89.667}, \"99271\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-10 01:46:35.000000+00:00\", \"2019-06-17 13:18:25.000000+00:00\", \"2020-12-24 12:54:24.000000+00:00\"], \"session_ids\": [\"ba8e9b34-f648-46f3-bcdf-16684bcdd57f\", \"ae9255fe-0a6d-451c-989c-7cb410462314\", \"d0084fe8-9bed-426e-8add-7928dc5bb3db\"], \"total_duration\": 908.0, \"total_sessions\": 3, \"mean_week_duration\": 4.882}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or less than 2 and are equal or greater than 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"34181\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-12 18:51:59.000000+00:00\", \"2019-07-14 04:26:07.000000+00:00\"], \"session_ids\": [\"ee7aaf6d-cd93-4101-a2d8-e9972e9928d3\", \"89f3b9b8-dcb0-4f71-bbd8-f383ef44ecca\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 1.159}, \"24465\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-05-12 03:08:58.000000+00:00\", \"2019-01-18 05:14:58.000000+00:00\"], \"session_ids\": [\"ccb13324-9a92-43fb-8732-78228cb26d2a\", \"adffedd2-71f3-4efd-aade-d514896ae655\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.578}, \"63801\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-06-24 09:54:55.000000+00:00\", \"2022-08-08 21:36:52.000000+00:00\"], \"session_ids\": [\"4b5cf79f-9727-4266-ac88-3cbb43460d40\", \"39c50539-9a35-4e4e-b0bd-002273a940e1\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.712}, \"9952\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-18 09:11:55.000000+00:00\", \"2020-05-08 05:39:21.000000+00:00\"], \"session_ids\": [\"a2719c48-7d6e-47e7-a318-76e457a91231\", \"6538142e-ec01-4282-9ece-7e9ec211f2c6\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 0.906}, \"60685\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-09 12:23:27.000000+00:00\", \"2023-01-05 15:08:40.000000+00:00\"], \"session_ids\": [\"7443ed47-111a-47bb-89ca-5ea0a7231bbb\", \"40eaeb40-9e3d-41f5-9974-9be19a47e4b2\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.364}, \"71915\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-28 04:37:56.000000+00:00\", \"2021-09-07 05:18:38.000000+00:00\", \"2021-11-16 16:16:55.000000+00:00\", \"2021-07-13 18:02:31.000000+00:00\", \"2019-04-15 14:59:23.000000+00:00\", \"2020-01-29 05:02:15.000000+00:00\", \"2019-01-18 21:11:37.000000+00:00\", \"2019-09-04 16:56:05.000000+00:00\", \"2020-11-22 22:54:17.000000+00:00\"], \"session_ids\": [\"e4600532-14a5-4ab4-8165-b5031080126c\", \"962fecd4-20ce-4496-af40-ce92fa7ea7c0\", \"90769fad-3d3a-4be1-9476-7ce0042aa78c\", \"2af3dbaa-5fdc-4abf-8639-18bded019754\", \"5643a98e-7b0f-4da9-965c-4dafaf936f93\", \"6c849ee9-c1f4-4014-84c4-9a5c36778481\", \"ebd7c608-2e9e-4523-b536-b795b6c0afa8\", \"635229c0-ec56-443c-b632-5ba9d5b9231d\", \"a607dbae-d974-416d-b382-23355270f4ae\"], \"total_duration\": 1823.0, \"total_sessions\": 9, \"mean_week_duration\": 11.538}, \"87303\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-01 04:08:29.000000+00:00\", \"2022-04-12 11:08:27.000000+00:00\", \"2021-09-26 09:25:58.000000+00:00\", \"2021-07-24 13:32:45.000000+00:00\", \"2021-12-20 05:59:27.000000+00:00\", \"2019-01-23 03:23:30.000000+00:00\", \"2020-04-17 01:49:25.000000+00:00\", \"2019-12-05 01:42:13.000000+00:00\", \"2021-11-09 18:55:44.000000+00:00\"], \"session_ids\": [\"1978dfbf-b243-4027-8366-538dd250d564\", \"8df33774-3dd6-4a9b-8e0a-e770e90ad689\", \"c1a86227-4718-4060-9151-d01751fd9b3a\", \"1511fe75-672f-4374-9e32-418aab5f9f78\", \"03148f6a-7332-48f6-88df-a28c1218ee40\", \"17f09755-a4b1-4212-b2e4-ed95b7404eda\", \"41b9cabb-fd4f-4533-8a9b-a85d26165b84\", \"5c098873-fe09-4880-b931-db5ef40aef55\", \"8fa222a3-5886-4c26-b1b9-d23b015fdf28\"], \"total_duration\": 15064.0, \"total_sessions\": 9, \"mean_week_duration\": 89.667}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"71915\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-28 04:37:56.000000+00:00\", \"2021-09-07 05:18:38.000000+00:00\", \"2021-11-16 16:16:55.000000+00:00\", \"2021-07-13 18:02:31.000000+00:00\", \"2019-04-15 14:59:23.000000+00:00\", \"2020-01-29 05:02:15.000000+00:00\", \"2019-01-18 21:11:37.000000+00:00\", \"2019-09-04 16:56:05.000000+00:00\", \"2020-11-22 22:54:17.000000+00:00\"], \"session_ids\": [\"e4600532-14a5-4ab4-8165-b5031080126c\", \"962fecd4-20ce-4496-af40-ce92fa7ea7c0\", \"90769fad-3d3a-4be1-9476-7ce0042aa78c\", \"2af3dbaa-5fdc-4abf-8639-18bded019754\", \"5643a98e-7b0f-4da9-965c-4dafaf936f93\", \"6c849ee9-c1f4-4014-84c4-9a5c36778481\", \"ebd7c608-2e9e-4523-b536-b795b6c0afa8\", \"635229c0-ec56-443c-b632-5ba9d5b9231d\", \"a607dbae-d974-416d-b382-23355270f4ae\"], \"total_duration\": 1823.0, \"total_sessions\": 9, \"mean_week_duration\": 11.538}}, {\"87303\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-01 04:08:29.000000+00:00\", \"2022-04-12 11:08:27.000000+00:00\", \"2021-09-26 09:25:58.000000+00:00\", \"2021-07-24 13:32:45.000000+00:00\", \"2021-12-20 05:59:27.000000+00:00\", \"2019-01-23 03:23:30.000000+00:00\", \"2020-04-17 01:49:25.000000+00:00\", \"2019-12-05 01:42:13.000000+00:00\", \"2021-11-09 18:55:44.000000+00:00\"], \"session_ids\": [\"1978dfbf-b243-4027-8366-538dd250d564\", \"8df33774-3dd6-4a9b-8e0a-e770e90ad689\", \"c1a86227-4718-4060-9151-d01751fd9b3a\", \"1511fe75-672f-4374-9e32-418aab5f9f78\", \"03148f6a-7332-48f6-88df-a28c1218ee40\", \"17f09755-a4b1-4212-b2e4-ed95b7404eda\", \"41b9cabb-fd4f-4533-8a9b-a85d26165b84\", \"5c098873-fe09-4880-b931-db5ef40aef55\", \"8fa222a3-5886-4c26-b1b9-d23b015fdf28\"], \"total_duration\": 15064.0, \"total_sessions\": 9, \"mean_week_duration\": 89.667}}, {\"34181\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-12 18:51:59.000000+00:00\", \"2019-07-14 04:26:07.000000+00:00\"], \"session_ids\": [\"ee7aaf6d-cd93-4101-a2d8-e9972e9928d3\", \"89f3b9b8-dcb0-4f71-bbd8-f383ef44ecca\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 1.159}}, {\"24465\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-05-12 03:08:58.000000+00:00\", \"2019-01-18 05:14:58.000000+00:00\"], \"session_ids\": [\"ccb13324-9a92-43fb-8732-78228cb26d2a\", \"adffedd2-71f3-4efd-aade-d514896ae655\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.578}}, {\"63801\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-06-24 09:54:55.000000+00:00\", \"2022-08-08 21:36:52.000000+00:00\"], \"session_ids\": [\"4b5cf79f-9727-4266-ac88-3cbb43460d40\", \"39c50539-9a35-4e4e-b0bd-002273a940e1\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.712}}, {\"9952\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-18 09:11:55.000000+00:00\", \"2020-05-08 05:39:21.000000+00:00\"], \"session_ids\": [\"a2719c48-7d6e-47e7-a318-76e457a91231\", \"6538142e-ec01-4282-9ece-7e9ec211f2c6\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 0.906}}, {\"60685\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-09 12:23:27.000000+00:00\", \"2023-01-05 15:08:40.000000+00:00\"], \"session_ids\": [\"7443ed47-111a-47bb-89ca-5ea0a7231bbb\", \"40eaeb40-9e3d-41f5-9974-9be19a47e4b2\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.364}}]\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[{\"71915\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-01-28 04:37:56.000000+00:00\", \"2021-09-07 05:18:38.000000+00:00\", \"2021-11-16 16:16:55.000000+00:00\", \"2021-07-13 18:02:31.000000+00:00\", \"2019-04-15 14:59:23.000000+00:00\", \"2020-01-29 05:02:15.000000+00:00\", \"2019-01-18 21:11:37.000000+00:00\", \"2019-09-04 16:56:05.000000+00:00\", \"2020-11-22 22:54:17.000000+00:00\"], \"session_ids\": [\"e4600532-14a5-4ab4-8165-b5031080126c\", \"962fecd4-20ce-4496-af40-ce92fa7ea7c0\", \"90769fad-3d3a-4be1-9476-7ce0042aa78c\", \"2af3dbaa-5fdc-4abf-8639-18bded019754\", \"5643a98e-7b0f-4da9-965c-4dafaf936f93\", \"6c849ee9-c1f4-4014-84c4-9a5c36778481\", \"ebd7c608-2e9e-4523-b536-b795b6c0afa8\", \"635229c0-ec56-443c-b632-5ba9d5b9231d\", \"a607dbae-d974-416d-b382-23355270f4ae\"], \"total_duration\": 1823.0, \"total_sessions\": 9, \"mean_week_duration\": 11.538}}, {\"87303\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-06-01 04:08:29.000000+00:00\", \"2022-04-12 11:08:27.000000+00:00\", \"2021-09-26 09:25:58.000000+00:00\", \"2021-07-24 13:32:45.000000+00:00\", \"2021-12-20 05:59:27.000000+00:00\", \"2019-01-23 03:23:30.000000+00:00\", \"2020-04-17 01:49:25.000000+00:00\", \"2019-12-05 01:42:13.000000+00:00\", \"2021-11-09 18:55:44.000000+00:00\"], \"session_ids\": [\"1978dfbf-b243-4027-8366-538dd250d564\", \"8df33774-3dd6-4a9b-8e0a-e770e90ad689\", \"c1a86227-4718-4060-9151-d01751fd9b3a\", \"1511fe75-672f-4374-9e32-418aab5f9f78\", \"03148f6a-7332-48f6-88df-a28c1218ee40\", \"17f09755-a4b1-4212-b2e4-ed95b7404eda\", \"41b9cabb-fd4f-4533-8a9b-a85d26165b84\", \"5c098873-fe09-4880-b931-db5ef40aef55\", \"8fa222a3-5886-4c26-b1b9-d23b015fdf28\"], \"total_duration\": 15064.0, \"total_sessions\": 9, \"mean_week_duration\": 89.667}}, {\"34181\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-05-12 18:51:59.000000+00:00\", \"2019-07-14 04:26:07.000000+00:00\"], \"session_ids\": [\"ee7aaf6d-cd93-4101-a2d8-e9972e9928d3\", \"89f3b9b8-dcb0-4f71-bbd8-f383ef44ecca\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 1.159}}, {\"24465\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-05-12 03:08:58.000000+00:00\", \"2019-01-18 05:14:58.000000+00:00\"], \"session_ids\": [\"ccb13324-9a92-43fb-8732-78228cb26d2a\", \"adffedd2-71f3-4efd-aade-d514896ae655\"], \"total_duration\": 100.0, \"total_sessions\": 2, \"mean_week_duration\": 0.578}}, {\"63801\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 6, \"Settings Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-06-24 09:54:55.000000+00:00\", \"2022-08-08 21:36:52.000000+00:00\"], \"session_ids\": [\"4b5cf79f-9727-4266-ac88-3cbb43460d40\", \"39c50539-9a35-4e4e-b0bd-002273a940e1\"], \"total_duration\": 101.0, \"total_sessions\": 2, \"mean_week_duration\": 1.712}}, {\"9952\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-05-18 09:11:55.000000+00:00\", \"2020-05-08 05:39:21.000000+00:00\"], \"session_ids\": [\"a2719c48-7d6e-47e7-a318-76e457a91231\", \"6538142e-ec01-4282-9ece-7e9ec211f2c6\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 0.906}}, {\"60685\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-09 12:23:27.000000+00:00\", \"2023-01-05 15:08:40.000000+00:00\"], \"session_ids\": [\"7443ed47-111a-47bb-89ca-5ea0a7231bbb\", \"40eaeb40-9e3d-41f5-9974-9be19a47e4b2\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.364}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on users who are living in cities Amsterdam, Oslo, Buenos Aires, New Delhi, San Pedro, Edinburgh, Moscow, Johannesburg + apply sorting by quantity of sessions in descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"86706\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-10-19 11:49:19.000000+00:00\", \"2023-01-26 20:36:30.000000+00:00\", \"2020-12-29 06:15:12.000000+00:00\", \"2022-05-13 03:32:15.000000+00:00\", \"2023-04-17 03:33:22.000000+00:00\"], \"session_ids\": [\"3351e44e-6428-4b7d-b6c7-6842c4c7f03d\", \"efc3254e-44e0-41f4-b250-3bfe08b91456\", \"b1d90a31-c5ee-413b-a878-29eb1c164595\", \"a587700e-0281-4a4c-afe4-1240a97094e6\", \"6a887613-fe08-408d-b8b7-75a7b47820f6\"], \"total_duration\": 813.0, \"total_sessions\": 5, \"mean_week_duration\": 6.254}, \"2908\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-09-17 15:12:20.000000+00:00\", \"2020-10-21 11:24:51.000000+00:00\", \"2020-04-15 19:51:34.000000+00:00\"], \"session_ids\": [\"6697328a-0429-42cf-b831-d4f9e7cfc805\", \"82b74da3-3518-46c9-91df-f2831f4ff3b5\", \"facf99bd-650c-435c-992f-92eed7278252\"], \"total_duration\": 709.0, \"total_sessions\": 3, \"mean_week_duration\": 9.453}, \"70052\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2020-12-17 02:57:39.000000+00:00\", \"2021-11-20 18:10:10.000000+00:00\", \"2019-01-09 22:24:48.000000+00:00\", \"2019-01-21 10:26:09.000000+00:00\", \"2022-09-23 08:14:32.000000+00:00\"], \"session_ids\": [\"4fdcb5af-a7f1-4d6f-a74f-a696e7f21576\", \"d7b7041f-773f-49c2-a2f7-ec894ed729fb\", \"50939a24-1b88-4968-8874-7dd35933e38e\", \"08391d9e-98d2-4478-82bb-27a0931a261e\", \"11368da4-8330-4442-8926-007c2219f48a\"], \"total_duration\": 3849.0, \"total_sessions\": 5, \"mean_week_duration\": 19.84}, \"15603\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-23 18:58:42.000000+00:00\", \"2019-10-03 17:38:05.000000+00:00\", \"2021-03-14 12:11:10.000000+00:00\"], \"session_ids\": [\"2dbf280e-6230-44fa-a5e9-201b35116023\", \"cfe921ef-f87c-434c-9659-7d1222fe3323\", \"837a7815-31d6-4668-813f-35a437c07cf4\"], \"total_duration\": 44.0, \"total_sessions\": 3, \"mean_week_duration\": 0.463}, \"7747\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-20 20:46:57.000000+00:00\", \"2022-02-18 12:25:08.000000+00:00\"], \"session_ids\": [\"48da9408-cc9a-4c6f-a0dd-8191d9dd00dc\", \"5e41db06-484c-488c-a402-4f177fdbadaf\"], \"total_duration\": 178.0, \"total_sessions\": 2, \"mean_week_duration\": 9.889}, \"18521\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-06-16 03:43:36.000000+00:00\", \"2019-09-02 06:49:51.000000+00:00\", \"2019-01-08 07:53:32.000000+00:00\"], \"session_ids\": [\"e8331a38-2bd2-4bc7-8071-3b3bdeb77798\", \"ce0cfb08-8d0f-48be-8d76-6bda9a0f23f8\", \"a104d5ea-1c1b-4d0b-9550-6c2cb2a2a772\"], \"total_duration\": 807.0, \"total_sessions\": 3, \"mean_week_duration\": 23.735}, \"35343\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-17 05:21:42.000000+00:00\", \"2023-04-16 15:34:07.000000+00:00\"], \"session_ids\": [\"73339c6d-d7c6-4e76-b087-d6cba3a72913\", \"37fdcdac-a423-479a-85f5-84860b00a6a9\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 4.833}, \"88951\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-06-06 14:54:17.000000+00:00\", \"2019-11-05 12:59:01.000000+00:00\"], \"session_ids\": [\"02332c8d-c2da-4d2a-b2d4-047696a48dfb\", \"731c269f-9e08-4de0-b06e-798cc3006e38\"], \"total_duration\": 188.0, \"total_sessions\": 2, \"mean_week_duration\": 1.393}, \"69770\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-22 17:34:38.000000+00:00\", \"2021-03-21 14:52:13.000000+00:00\"], \"session_ids\": [\"cc70f163-e77b-44a7-a6b5-cf2e96453d5d\", \"588adb58-7d35-474b-bb18-879f0ba5c9b2\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 12.5}, \"41793\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"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\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-05-03 02:36:48.000000+00:00\", \"2020-03-13 13:28:58.000000+00:00\"], \"session_ids\": [\"731aed4e-1fa9-401d-bef6-e5d68f1072fe\", \"30eb7f15-f23a-41a1-a366-ae76332a7594\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 1.433}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are Amsterdam, Oslo, Buenos Aires, New Delhi, San Pedro, Edinburgh, Moscow, Johannesburg" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Amsterdam\", \"Oslo\", \"Buenos Aires\", \"New Delhi\", \"San Pedro\", \"Edinburgh\", \"Moscow\", \"Johannesburg\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"69770\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-22 17:34:38.000000+00:00\", \"2021-03-21 14:52:13.000000+00:00\"], \"session_ids\": [\"cc70f163-e77b-44a7-a6b5-cf2e96453d5d\", \"588adb58-7d35-474b-bb18-879f0ba5c9b2\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 12.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"69770\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-22 17:34:38.000000+00:00\", \"2021-03-21 14:52:13.000000+00:00\"], \"session_ids\": [\"cc70f163-e77b-44a7-a6b5-cf2e96453d5d\", \"588adb58-7d35-474b-bb18-879f0ba5c9b2\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 12.5}}]\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[{\"69770\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-22 17:34:38.000000+00:00\", \"2021-03-21 14:52:13.000000+00:00\"], \"session_ids\": [\"cc70f163-e77b-44a7-a6b5-cf2e96453d5d\", \"588adb58-7d35-474b-bb18-879f0ba5c9b2\"], \"total_duration\": 225.0, \"total_sessions\": 2, \"mean_week_duration\": 12.5}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I have a curiosity about 8 users with a quantity of sessions that is higher than 2 and lower than 7, exclusive 2 inclusive 7 + perform sorting by sessions count in desc order and get rid of all records, 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{\"28080\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-09-06 14:46:16.000000+00:00\", \"2021-01-05 23:08:15.000000+00:00\"], \"session_ids\": [\"c793fe28-ec48-4e87-bd16-bd5a51d63dfb\", \"1df700e2-949e-4da5-8417-975f334c8c40\"], \"total_duration\": 113.0, \"total_sessions\": 2, \"mean_week_duration\": 3.229}, \"65841\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-02-07 13:00:51.000000+00:00\", \"2022-11-20 21:49:06.000000+00:00\"], \"session_ids\": [\"684afe0a-6cde-4d00-a673-4b874000f2db\", \"c1231aec-3770-42b0-b34c-93f9c74c5761\"], \"total_duration\": 64.0, \"total_sessions\": 2, \"mean_week_duration\": 0.323}, \"74807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-01-22 04:13:38.000000+00:00\", \"2022-04-17 17:49:12.000000+00:00\", \"2021-08-19 15:30:39.000000+00:00\"], \"session_ids\": [\"085709f6-15b7-457e-a122-91fb10657746\", \"29896261-e4f7-4eb3-a4c9-fb8a8a27c730\", \"7ac9e291-5517-4210-a33a-a53a3777f739\"], \"total_duration\": 40.0, \"total_sessions\": 3, \"mean_week_duration\": 1.143}, \"9603\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-02-20 06:27:34.000000+00:00\", \"2023-05-24 03:40:52.000000+00:00\"], \"session_ids\": [\"7d23e393-bfb7-45a0-b95f-e85c02e6ae7b\", \"492457b5-4bd5-40cc-9fb1-5aeef1125128\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 2.735}, \"61652\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 6}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-06 17:25:36.000000+00:00\", \"2023-04-13 07:52:49.000000+00:00\"], \"session_ids\": [\"86822309-7888-463f-a343-dce4e8dc600d\", \"500576ea-fb82-4994-9028-a9ce382daa21\"], \"total_duration\": 67.0, \"total_sessions\": 2, \"mean_week_duration\": 0.319}, \"2783\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-09-24 22:29:02.000000+00:00\", \"2020-06-22 12:50:36.000000+00:00\"], \"session_ids\": [\"5f4b48fe-6967-408a-b465-4552f2bd8484\", \"a1de3e7e-094e-41ac-8011-b840f3133446\"], \"total_duration\": 187.0, \"total_sessions\": 2, \"mean_week_duration\": 1.585}, \"28745\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-06 10:42:14.000000+00:00\", \"2023-05-16 23:04:59.000000+00:00\", \"2021-06-13 23:13:23.000000+00:00\", \"2020-07-08 04:29:27.000000+00:00\", \"2019-02-15 17:48:17.000000+00:00\"], \"session_ids\": [\"6f819714-0320-440d-8d22-6ee5d98480ce\", \"1153bdcc-e91b-4b26-b726-c8e6c897f4a5\", \"9da95ff1-b811-4589-96ea-c85d7a58eea6\", \"4e92c5a2-f6c9-42f7-8dd1-31896fe6d2df\", \"7bfd0984-f8c8-4fca-9683-1a4df5d84c0f\"], \"total_duration\": 1879.0, \"total_sessions\": 5, \"mean_week_duration\": 8.464}, \"19695\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-01-26 08:42:32.000000+00:00\", \"2022-08-27 10:48:29.000000+00:00\", \"2022-10-13 07:38:16.000000+00:00\"], \"session_ids\": [\"242f15db-fb3a-41f2-a0ce-3eb2ca2c265e\", \"ddf979a9-d8bb-406a-b2a8-07d6c0222070\", \"3d9e1a8b-0b57-4cac-8c4a-2d8f3fbc27f2\"], \"total_duration\": 195.0, \"total_sessions\": 3, \"mean_week_duration\": 1.005}, \"84454\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2022-01-22 19:49:05.000000+00:00\", \"2019-08-21 11:37:37.000000+00:00\"], \"session_ids\": [\"96f7ba61-db0d-4bb1-81dc-cf56702d5cab\", \"13cdd60a-8c75-4e53-b3e5-2736b3b6f7e1\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 0.465}, \"20647\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-06-28 06:48:59.000000+00:00\", \"2021-06-12 14:06:31.000000+00:00\", \"2023-05-06 16:13:50.000000+00:00\", \"2021-12-24 18:58:44.000000+00:00\", \"2022-03-06 09:35:04.000000+00:00\", \"2019-12-29 19:12:50.000000+00:00\"], \"session_ids\": [\"45d38c05-9053-4693-896e-e762a8fa2672\", \"1da1a6d2-a2c4-4d73-8fe1-c6daa6dfd4f6\", \"b7824452-d893-4e99-ae02-eeac4d01e439\", \"94eb1ead-69d7-4eb5-b2db-a578a86045e7\", \"6ef06606-ef2d-430d-b807-5b1f6f6e68d5\", \"87ba393a-1922-45ae-8d7d-26c90fd45d79\"], \"total_duration\": 130.0, \"total_sessions\": 6, \"mean_week_duration\": 0.644}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are greater than 2 and are equal or less than 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[2, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-01-22 04:13:38.000000+00:00\", \"2022-04-17 17:49:12.000000+00:00\", \"2021-08-19 15:30:39.000000+00:00\"], \"session_ids\": [\"085709f6-15b7-457e-a122-91fb10657746\", \"29896261-e4f7-4eb3-a4c9-fb8a8a27c730\", \"7ac9e291-5517-4210-a33a-a53a3777f739\"], \"total_duration\": 40.0, \"total_sessions\": 3, \"mean_week_duration\": 1.143}, \"28745\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-06 10:42:14.000000+00:00\", \"2023-05-16 23:04:59.000000+00:00\", \"2021-06-13 23:13:23.000000+00:00\", \"2020-07-08 04:29:27.000000+00:00\", \"2019-02-15 17:48:17.000000+00:00\"], \"session_ids\": [\"6f819714-0320-440d-8d22-6ee5d98480ce\", \"1153bdcc-e91b-4b26-b726-c8e6c897f4a5\", \"9da95ff1-b811-4589-96ea-c85d7a58eea6\", \"4e92c5a2-f6c9-42f7-8dd1-31896fe6d2df\", \"7bfd0984-f8c8-4fca-9683-1a4df5d84c0f\"], \"total_duration\": 1879.0, \"total_sessions\": 5, \"mean_week_duration\": 8.464}, \"19695\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-01-26 08:42:32.000000+00:00\", \"2022-08-27 10:48:29.000000+00:00\", \"2022-10-13 07:38:16.000000+00:00\"], \"session_ids\": [\"242f15db-fb3a-41f2-a0ce-3eb2ca2c265e\", \"ddf979a9-d8bb-406a-b2a8-07d6c0222070\", \"3d9e1a8b-0b57-4cac-8c4a-2d8f3fbc27f2\"], \"total_duration\": 195.0, \"total_sessions\": 3, \"mean_week_duration\": 1.005}, \"20647\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-06-28 06:48:59.000000+00:00\", \"2021-06-12 14:06:31.000000+00:00\", \"2023-05-06 16:13:50.000000+00:00\", \"2021-12-24 18:58:44.000000+00:00\", \"2022-03-06 09:35:04.000000+00:00\", \"2019-12-29 19:12:50.000000+00:00\"], \"session_ids\": [\"45d38c05-9053-4693-896e-e762a8fa2672\", \"1da1a6d2-a2c4-4d73-8fe1-c6daa6dfd4f6\", \"b7824452-d893-4e99-ae02-eeac4d01e439\", \"94eb1ead-69d7-4eb5-b2db-a578a86045e7\", \"6ef06606-ef2d-430d-b807-5b1f6f6e68d5\", \"87ba393a-1922-45ae-8d7d-26c90fd45d79\"], \"total_duration\": 130.0, \"total_sessions\": 6, \"mean_week_duration\": 0.644}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"20647\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-06-28 06:48:59.000000+00:00\", \"2021-06-12 14:06:31.000000+00:00\", \"2023-05-06 16:13:50.000000+00:00\", \"2021-12-24 18:58:44.000000+00:00\", \"2022-03-06 09:35:04.000000+00:00\", \"2019-12-29 19:12:50.000000+00:00\"], \"session_ids\": [\"45d38c05-9053-4693-896e-e762a8fa2672\", \"1da1a6d2-a2c4-4d73-8fe1-c6daa6dfd4f6\", \"b7824452-d893-4e99-ae02-eeac4d01e439\", \"94eb1ead-69d7-4eb5-b2db-a578a86045e7\", \"6ef06606-ef2d-430d-b807-5b1f6f6e68d5\", \"87ba393a-1922-45ae-8d7d-26c90fd45d79\"], \"total_duration\": 130.0, \"total_sessions\": 6, \"mean_week_duration\": 0.644}}, {\"28745\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-06 10:42:14.000000+00:00\", \"2023-05-16 23:04:59.000000+00:00\", \"2021-06-13 23:13:23.000000+00:00\", \"2020-07-08 04:29:27.000000+00:00\", \"2019-02-15 17:48:17.000000+00:00\"], \"session_ids\": [\"6f819714-0320-440d-8d22-6ee5d98480ce\", \"1153bdcc-e91b-4b26-b726-c8e6c897f4a5\", \"9da95ff1-b811-4589-96ea-c85d7a58eea6\", \"4e92c5a2-f6c9-42f7-8dd1-31896fe6d2df\", \"7bfd0984-f8c8-4fca-9683-1a4df5d84c0f\"], \"total_duration\": 1879.0, \"total_sessions\": 5, \"mean_week_duration\": 8.464}}, {\"74807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-01-22 04:13:38.000000+00:00\", \"2022-04-17 17:49:12.000000+00:00\", \"2021-08-19 15:30:39.000000+00:00\"], \"session_ids\": [\"085709f6-15b7-457e-a122-91fb10657746\", \"29896261-e4f7-4eb3-a4c9-fb8a8a27c730\", \"7ac9e291-5517-4210-a33a-a53a3777f739\"], \"total_duration\": 40.0, \"total_sessions\": 3, \"mean_week_duration\": 1.143}}, {\"19695\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-01-26 08:42:32.000000+00:00\", \"2022-08-27 10:48:29.000000+00:00\", \"2022-10-13 07:38:16.000000+00:00\"], \"session_ids\": [\"242f15db-fb3a-41f2-a0ce-3eb2ca2c265e\", \"ddf979a9-d8bb-406a-b2a8-07d6c0222070\", \"3d9e1a8b-0b57-4cac-8c4a-2d8f3fbc27f2\"], \"total_duration\": 195.0, \"total_sessions\": 3, \"mean_week_duration\": 1.005}}]\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[{\"20647\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-06-28 06:48:59.000000+00:00\", \"2021-06-12 14:06:31.000000+00:00\", \"2023-05-06 16:13:50.000000+00:00\", \"2021-12-24 18:58:44.000000+00:00\", \"2022-03-06 09:35:04.000000+00:00\", \"2019-12-29 19:12:50.000000+00:00\"], \"session_ids\": [\"45d38c05-9053-4693-896e-e762a8fa2672\", \"1da1a6d2-a2c4-4d73-8fe1-c6daa6dfd4f6\", \"b7824452-d893-4e99-ae02-eeac4d01e439\", \"94eb1ead-69d7-4eb5-b2db-a578a86045e7\", \"6ef06606-ef2d-430d-b807-5b1f6f6e68d5\", \"87ba393a-1922-45ae-8d7d-26c90fd45d79\"], \"total_duration\": 130.0, \"total_sessions\": 6, \"mean_week_duration\": 0.644}}, {\"28745\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-06 10:42:14.000000+00:00\", \"2023-05-16 23:04:59.000000+00:00\", \"2021-06-13 23:13:23.000000+00:00\", \"2020-07-08 04:29:27.000000+00:00\", \"2019-02-15 17:48:17.000000+00:00\"], \"session_ids\": [\"6f819714-0320-440d-8d22-6ee5d98480ce\", \"1153bdcc-e91b-4b26-b726-c8e6c897f4a5\", \"9da95ff1-b811-4589-96ea-c85d7a58eea6\", \"4e92c5a2-f6c9-42f7-8dd1-31896fe6d2df\", \"7bfd0984-f8c8-4fca-9683-1a4df5d84c0f\"], \"total_duration\": 1879.0, \"total_sessions\": 5, \"mean_week_duration\": 8.464}}, {\"74807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-01-22 04:13:38.000000+00:00\", \"2022-04-17 17:49:12.000000+00:00\", \"2021-08-19 15:30:39.000000+00:00\"], \"session_ids\": [\"085709f6-15b7-457e-a122-91fb10657746\", \"29896261-e4f7-4eb3-a4c9-fb8a8a27c730\", \"7ac9e291-5517-4210-a33a-a53a3777f739\"], \"total_duration\": 40.0, \"total_sessions\": 3, \"mean_week_duration\": 1.143}}]\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[{\"20647\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-06-28 06:48:59.000000+00:00\", \"2021-06-12 14:06:31.000000+00:00\", \"2023-05-06 16:13:50.000000+00:00\", \"2021-12-24 18:58:44.000000+00:00\", \"2022-03-06 09:35:04.000000+00:00\", \"2019-12-29 19:12:50.000000+00:00\"], \"session_ids\": [\"45d38c05-9053-4693-896e-e762a8fa2672\", \"1da1a6d2-a2c4-4d73-8fe1-c6daa6dfd4f6\", \"b7824452-d893-4e99-ae02-eeac4d01e439\", \"94eb1ead-69d7-4eb5-b2db-a578a86045e7\", \"6ef06606-ef2d-430d-b807-5b1f6f6e68d5\", \"87ba393a-1922-45ae-8d7d-26c90fd45d79\"], \"total_duration\": 130.0, \"total_sessions\": 6, \"mean_week_duration\": 0.644}}, {\"28745\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-06 10:42:14.000000+00:00\", \"2023-05-16 23:04:59.000000+00:00\", \"2021-06-13 23:13:23.000000+00:00\", \"2020-07-08 04:29:27.000000+00:00\", \"2019-02-15 17:48:17.000000+00:00\"], \"session_ids\": [\"6f819714-0320-440d-8d22-6ee5d98480ce\", \"1153bdcc-e91b-4b26-b726-c8e6c897f4a5\", \"9da95ff1-b811-4589-96ea-c85d7a58eea6\", \"4e92c5a2-f6c9-42f7-8dd1-31896fe6d2df\", \"7bfd0984-f8c8-4fca-9683-1a4df5d84c0f\"], \"total_duration\": 1879.0, \"total_sessions\": 5, \"mean_week_duration\": 8.464}}, {\"74807\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-01-22 04:13:38.000000+00:00\", \"2022-04-17 17:49:12.000000+00:00\", \"2021-08-19 15:30:39.000000+00:00\"], \"session_ids\": [\"085709f6-15b7-457e-a122-91fb10657746\", \"29896261-e4f7-4eb3-a4c9-fb8a8a27c730\", \"7ac9e291-5517-4210-a33a-a53a3777f739\"], \"total_duration\": 40.0, \"total_sessions\": 3, \"mean_week_duration\": 1.143}}]\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 4 users pieces of information who are bottom users based on number of sessions , moreover do sorting by duration total form the lowest to the highest." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58859\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-11 03:57:58.000000+00:00\", \"2022-05-14 22:34:32.000000+00:00\", \"2021-03-21 01:14:57.000000+00:00\"], \"session_ids\": [\"27fccc9f-7e87-4f0c-bc37-c4a77f1af1ce\", \"284684de-08a9-44bb-88dd-913ad2ac7871\", \"88a1fde5-53eb-4337-af29-3595dbcf2ba3\"], \"total_duration\": 414.0, \"total_sessions\": 3, \"mean_week_duration\": 6.9}, \"72118\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2023-05-09 17:55:49.000000+00:00\", \"2020-02-12 08:39:48.000000+00:00\", \"2019-11-07 23:36:00.000000+00:00\", \"2019-08-10 00:31:54.000000+00:00\", \"2022-08-27 16:20:57.000000+00:00\", \"2019-06-17 00:05:27.000000+00:00\", \"2019-10-03 09:40:59.000000+00:00\", \"2019-08-18 23:36:47.000000+00:00\", \"2021-06-15 07:40:49.000000+00:00\", \"2019-07-16 17:29:39.000000+00:00\"], \"session_ids\": [\"d23f1e19-c2ce-48e9-ae15-a9968ece7037\", \"e9bd5e68-e990-4383-8531-48083a3ef08c\", \"0f0167b4-c44e-4f2f-8dc5-79bfb6357a33\", \"3f10a176-a758-4d5b-85e5-c117f520d7d6\", \"ed07627f-f865-4d3c-91e8-a22ea9525d70\", \"c118f639-a66e-4ce2-81b4-11d903b6030c\", \"77454991-8e19-44de-956b-3b969df62121\", \"c67c3d4e-7b44-41f4-a034-307d5ce45ad8\", \"512892ca-fee2-4740-a238-7537213f4554\", \"1f88840f-ecb5-4cdb-a528-ec55b43588af\"], \"total_duration\": 12793.0, \"total_sessions\": 10, \"mean_week_duration\": 62.711}, \"63697\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-08-25 19:25:49.000000+00:00\", \"2019-11-05 23:45:21.000000+00:00\", \"2022-05-06 11:38:03.000000+00:00\"], \"session_ids\": [\"ae84b34f-0c94-4919-8ed4-68220f904410\", \"1b2ba6ac-e215-45f3-a312-1b6df00865d8\", \"4e6116de-79f8-4f1b-804a-8e2e37274aba\"], \"total_duration\": 989.0, \"total_sessions\": 3, \"mean_week_duration\": 7.55}, \"12536\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-15 06:45:13.000000+00:00\", \"2020-02-13 14:43:03.000000+00:00\", \"2021-01-06 21:59:07.000000+00:00\"], \"session_ids\": [\"b4a71c12-c647-46e4-82dd-99d56c3e3c04\", \"7c63cb9c-0324-4b6d-ac3c-288488c5f0ff\", \"ff2410e2-9717-43d9-86fd-5ed2f765be36\"], \"total_duration\": 50.0, \"total_sessions\": 3, \"mean_week_duration\": 0.633}, \"70194\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-08-13 02:48:52.000000+00:00\", \"2022-03-31 12:44:19.000000+00:00\"], \"session_ids\": [\"747b470f-0849-4aed-a3b0-263ab8826495\", \"fcc878be-e31d-4361-92ef-c46b721818a9\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 4.95}, \"6080\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-23 16:37:58.000000+00:00\", \"2019-11-16 15:24:32.000000+00:00\", \"2019-06-01 23:49:27.000000+00:00\"], \"session_ids\": [\"d6bf4a7d-49f5-4603-b5ba-c8af4de14f07\", \"98f8fbd6-f254-4ffc-9662-5fab4135f0dc\", \"2fe46f0f-950c-472f-9ae3-845d105a4b3a\"], \"total_duration\": 171.0, \"total_sessions\": 3, \"mean_week_duration\": 1.462}, \"67921\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2023-05-12 20:30:27.000000+00:00\", \"2022-11-19 07:42:22.000000+00:00\", \"2023-04-17 03:07:10.000000+00:00\"], \"session_ids\": [\"558e5aa1-3c84-44f6-b1e2-ef73c3163cf0\", \"3f550843-7840-43a6-bc33-aa1460d803ca\", \"fe6047b8-8787-4b7a-b1ed-b9aacb58de50\"], \"total_duration\": 585.0, \"total_sessions\": 3, \"mean_week_duration\": 23.4}, \"26488\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2022-04-30 05:34:17.000000+00:00\", \"2019-12-26 21:07:33.000000+00:00\", \"2020-07-16 09:34:20.000000+00:00\"], \"session_ids\": [\"230386bd-a636-4a6c-9a59-fe6efe621f8a\", \"ccbba194-8aa5-46d7-aa0d-cad18a94fc6e\", \"70f6d029-1d34-4dbc-9f0c-ce2f59607e09\"], \"total_duration\": 453.0, \"total_sessions\": 3, \"mean_week_duration\": 3.683}, \"45540\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-11-28 04:55:37.000000+00:00\", \"2020-09-08 05:49:28.000000+00:00\"], \"session_ids\": [\"3f4cf6ee-d279-4467-9adf-bcd5bb1574ab\", \"9db68c7b-fdb0-45b7-8c75-46442ea1b665\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 8.512}, \"60192\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-04-13 17:56:59.000000+00:00\", \"2022-01-27 05:36:27.000000+00:00\", \"2020-12-17 10:53:28.000000+00:00\", \"2020-11-28 23:55:18.000000+00:00\"], \"session_ids\": [\"609eb04d-6e17-4f9b-8ebf-6ffd7a308d8d\", \"e6b1da03-a40d-4326-a0cb-a68af664e940\", \"94c5479b-ea0f-4bae-b669-a14638717539\", \"97517cd3-3290-476d-a7fb-49440dee2aac\"], \"total_duration\": 1227.0, \"total_sessions\": 4, \"mean_week_duration\": 13.053}}\n```\n" } ]