conversations
list
[ { "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{\"61288\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-01-05 08:25:43.000000+00:00\", \"2020-11-04 08:50:05.000000+00:00\", \"2023-04-21 22:14:16.000000+00:00\", \"2020-01-15 10:58:53.000000+00:00\"], \"session_ids\": [\"d0b82edf-b750-483f-9032-8fa16ebe1a8f\", \"487267f4-4a91-4c97-9955-ffa699911a3a\", \"1910f801-69f6-4b07-8dea-5429473b7bb0\", \"53ae748e-baf8-4101-b598-0af62148ba5c\"], \"total_duration\": 1312.0, \"total_sessions\": 4, \"mean_week_duration\": 7.673}, \"50772\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-12 16:20:47.000000+00:00\", \"2021-10-22 04:43:59.000000+00:00\", \"2022-08-23 12:53:51.000000+00:00\", \"2020-03-01 05:00:41.000000+00:00\"], \"session_ids\": [\"20565492-6e06-4fa3-93d3-e77cd6dccc4b\", \"0b40861b-293d-409c-aed0-3ef6d5402c75\", \"5c9f9b82-b0dc-4040-a468-a7e8ac025db5\", \"12cabef4-39a8-420f-a11e-d773d232d5f1\"], \"total_duration\": 781.0, \"total_sessions\": 4, \"mean_week_duration\": 4.791}, \"76625\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-04-03 08:19:54.000000+00:00\", \"2022-05-28 22:17:00.000000+00:00\"], \"session_ids\": [\"1b246ca0-09f6-43d4-b3df-c6db9172fc67\", \"db890637-6516-4eed-918f-7c64c4df1b9f\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 1.265}, \"6929\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-16 20:27:47.000000+00:00\", \"2022-08-23 10:30:10.000000+00:00\", \"2021-08-10 06:30:34.000000+00:00\"], \"session_ids\": [\"4180358f-ac5b-4fc5-be66-3eaa68824a63\", \"22a3dea9-d7a3-4be3-8dd9-e183093fed6a\", \"2d43a695-4200-40ef-a31b-70c83605ceae\"], \"total_duration\": 406.0, \"total_sessions\": 3, \"mean_week_duration\": 2.431}, \"39016\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-04-29 21:08:57.000000+00:00\", \"2023-05-21 18:50:39.000000+00:00\", \"2022-07-14 09:51:08.000000+00:00\"], \"session_ids\": [\"4ede7505-a28a-49db-a3f0-b25aada621d4\", \"ed8b6584-9d58-42d3-b872-9b5b695857cd\", \"51f43797-38eb-42a1-94c4-1c182103280b\"], \"total_duration\": 50.0, \"total_sessions\": 3, \"mean_week_duration\": 0.312}, \"12673\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3, \"Calendar Settings Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-07-01 00:38:36.000000+00:00\", \"2019-06-30 20:41:36.000000+00:00\", \"2020-08-13 15:15:55.000000+00:00\", \"2022-07-18 17:48:34.000000+00:00\", \"2020-07-30 01:35:26.000000+00:00\", \"2021-05-11 02:36:38.000000+00:00\", \"2021-10-24 09:32:15.000000+00:00\"], \"session_ids\": [\"898396e9-faf7-438a-a41b-dab2ebd2c12e\", \"018a7b06-42a4-4637-8076-acd5f5aa75fd\", \"139b9bf8-a8bd-4eea-83fc-3ec8e973b3b9\", \"75c77aeb-8ab1-403f-a7f2-798dbcd88905\", \"8cf92fe5-a2cc-4d46-b6d0-3dff0d021197\", \"d0a5b524-200a-40a8-a67f-0c5d87134f71\", \"8bf373a9-e3da-4dbc-a494-69e31191f5de\"], \"total_duration\": 10475.0, \"total_sessions\": 7, \"mean_week_duration\": 65.881}, \"95267\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-07-09 20:59:43.000000+00:00\", \"2020-02-03 04:54:00.000000+00:00\", \"2022-05-29 20:09:36.000000+00:00\"], \"session_ids\": [\"058d84ea-21cb-4fe0-98fd-6a094ee9faef\", \"728fda30-42e2-4b43-a21f-f2922912a6af\", \"0ac3f76b-4983-4090-98be-a4fc2e12f137\"], \"total_duration\": 469.0, \"total_sessions\": 3, \"mean_week_duration\": 3.876}, \"39076\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-12-14 11:59:07.000000+00:00\", \"2019-12-20 07:24:24.000000+00:00\"], \"session_ids\": [\"8cd30659-c155-490e-827e-e9472b45e595\", \"32b04165-9a30-43a2-95b6-c28b060e4833\"], \"total_duration\": 40.0, \"total_sessions\": 2, \"mean_week_duration\": 0.256}, \"88142\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-05-03 00:07:28.000000+00:00\", \"2021-12-07 21:02:17.000000+00:00\", \"2019-03-26 07:12:01.000000+00:00\", \"2019-12-10 09:22:22.000000+00:00\"], \"session_ids\": [\"c0983af2-51f0-43a8-b21a-e96177a051cd\", \"626932c0-23cf-4c93-9c05-86906ecd51df\", \"089fa616-446f-453b-b995-fcb8b326f542\", \"b24b920f-a511-4bed-826b-0307176fe125\"], \"total_duration\": 2007.0, \"total_sessions\": 4, \"mean_week_duration\": 14.234}, \"92334\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-09-18 17:44:27.000000+00:00\", \"2020-09-05 00:06:47.000000+00:00\", \"2020-03-12 18:54:47.000000+00:00\"], \"session_ids\": [\"aed81917-55b9-497e-9385-3316bc7ee91f\", \"cd209603-546a-430c-9804-4f048a45588c\", \"ac215ef0-a4d3-4184-8a32-36be4596ddf4\"], \"total_duration\": 99.0, \"total_sessions\": 3, \"mean_week_duration\": 0.75}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are 2398" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"==\"]]}, \"all_values\": {\"total_duration\": [[2398, 3972]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm eager to find out about 2 users who belong to city San Pedro also put to use sorting by mean of duration of sessions per week ascending." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"44422\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-04-28 00:40:53.000000+00:00\", \"2023-03-30 07:57:51.000000+00:00\"], \"session_ids\": [\"adb71a83-f7e4-4432-908b-69bae8113eab\", \"76aeea64-62cf-496a-bfdf-c61413fca7cd\"], \"total_duration\": 336.0, \"total_sessions\": 2, \"mean_week_duration\": 1.639}, \"6288\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-08-11 11:03:48.000000+00:00\", \"2022-01-26 20:06:49.000000+00:00\", \"2021-01-04 08:00:58.000000+00:00\"], \"session_ids\": [\"1ce87dbb-561e-4d48-b5f4-3b4966ed0005\", \"07fa3e51-8e35-4a36-af0f-1290f7440314\", \"efb106be-1a09-4bb3-9998-b30e061928fd\"], \"total_duration\": 23.0, \"total_sessions\": 3, \"mean_week_duration\": 0.178}, \"60780\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-10-04 06:57:22.000000+00:00\", \"2020-05-05 11:21:09.000000+00:00\"], \"session_ids\": [\"62b0eb45-78d0-4285-857c-84764acedbad\", \"42e6fe2a-982d-4267-9421-819cf48527bf\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 11.032}, \"75343\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-04-10 18:17:54.000000+00:00\", \"2023-05-04 04:37:05.000000+00:00\", \"2020-10-15 07:39:17.000000+00:00\", \"2021-02-11 10:44:36.000000+00:00\", \"2020-10-15 17:56:20.000000+00:00\"], \"session_ids\": [\"dc4857b2-22e9-4838-a8ac-082bcd4d3dd7\", \"cee2dcd0-8579-46be-867a-09ced6757f83\", \"c92cbafa-b638-4a13-bf32-64b221409fee\", \"6a526552-6b55-4f7a-bc73-5be72d50a175\", \"fdbb448c-c4e4-462e-a1f1-0b993c159247\"], \"total_duration\": 2887.0, \"total_sessions\": 5, \"mean_week_duration\": 21.707}, \"73113\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-29 22:09:19.000000+00:00\", \"2023-03-26 04:28:31.000000+00:00\", \"2019-06-11 01:40:38.000000+00:00\", \"2022-07-01 08:39:39.000000+00:00\", \"2022-11-15 04:30:42.000000+00:00\", \"2021-03-17 19:41:36.000000+00:00\", \"2023-04-23 20:11:01.000000+00:00\", \"2019-03-26 13:31:06.000000+00:00\", \"2020-11-24 17:02:05.000000+00:00\", \"2020-05-19 01:46:30.000000+00:00\"], \"session_ids\": [\"2a01ec07-ad3b-41e5-959c-d9266aca5b20\", \"c2b1e605-eb0e-4c4d-b29d-646ae03d5be9\", \"1c61d2f9-2c76-4879-91a5-18acb57f8da3\", \"0994aa27-2797-4f2c-8807-859ba9290b09\", \"947a971d-9f6c-4b54-8c21-9bfecc23adf1\", \"43c98dcc-1e3c-4b91-9c15-7ff9f4b8aef9\", \"0884ef21-f5e3-483d-a3f8-cc1d83c9c79b\", \"8bf0b02a-9a34-41c3-b78d-415aa9f259bb\", \"35bc75f5-3a4f-40ce-87ae-a5bd1e441e86\", \"5edad656-3771-43e5-a9df-ffcad565eb9f\"], \"total_duration\": 9162.0, \"total_sessions\": 10, \"mean_week_duration\": 43.014}, \"5178\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lisbon\", \"datetimes\": [\"2022-11-07 23:39:14.000000+00:00\", \"2021-04-24 02:06:20.000000+00:00\", \"2021-08-07 22:50:57.000000+00:00\"], \"session_ids\": [\"99aeea3e-9ce1-44b5-bce2-fdcefafbc5f3\", \"d0862f29-7fcc-4830-a15b-c15de3ec76ca\", \"b4421c4e-7cfb-4be4-8ed3-be40755e330f\"], \"total_duration\": 670.0, \"total_sessions\": 3, \"mean_week_duration\": 8.272}, \"10370\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-07 04:19:34.000000+00:00\", \"2021-08-19 07:48:42.000000+00:00\"], \"session_ids\": [\"53477684-841d-4275-b757-057962beee04\", \"b1d286ef-543a-409c-828c-5d42728b55f1\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 2.091}, \"70337\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-23 20:32:42.000000+00:00\", \"2020-05-08 18:49:49.000000+00:00\"], \"session_ids\": [\"3db965ec-4545-4280-b684-7982b1664047\", \"6f550543-fd62-4e26-9435-a9f2b8efc609\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.191}, \"91184\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-05-17 06:32:05.000000+00:00\", \"2022-06-28 03:25:58.000000+00:00\"], \"session_ids\": [\"a4ac9a7f-2677-413c-a0f7-93d55e3c2b27\", \"a3388793-98eb-415f-9912-9f9a70295d85\"], \"total_duration\": 157.0, \"total_sessions\": 2, \"mean_week_duration\": 26.167}, \"13260\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2, \"Calendar Settings Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-25 02:09:46.000000+00:00\", \"2019-11-24 19:05:37.000000+00:00\", \"2021-10-19 14:18:28.000000+00:00\"], \"session_ids\": [\"d70ae482-9fb4-4a18-ab9e-a4164bbd94bb\", \"424c9dce-2b4a-40eb-a241-55287ad37aaf\", \"5f2d8222-bdfb-4121-8429-b4756b916c03\"], \"total_duration\": 77.0, \"total_sessions\": 3, \"mean_week_duration\": 0.74}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is San Pedro" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"San Pedro\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you tell me about 5 users with a app usage time that is above 1910 and in addition do sorting by sum of duration of sessions per week descendingly." } ]
[ { "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{\"75013\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 6, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-03-03 19:38:17.000000+00:00\", \"2022-04-18 21:04:22.000000+00:00\"], \"session_ids\": [\"8b490664-fc21-4e39-9aea-c80399570e4e\", \"9bd0f3ca-7547-4a03-8b5b-78902c8f1e77\"], \"total_duration\": 133.0, \"total_sessions\": 2, \"mean_week_duration\": 0.811}, \"39300\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-01-23 20:36:14.000000+00:00\", \"2020-05-24 22:55:40.000000+00:00\"], \"session_ids\": [\"f2cf7529-1f7d-4a32-9403-9af2b1507529\", \"cfe4ffb0-2d4a-4c8c-aa78-8dea8786874c\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 3.778}, \"92414\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-12-10 16:19:32.000000+00:00\", \"2020-06-09 21:27:59.000000+00:00\"], \"session_ids\": [\"25c7f2fb-f9ac-4d97-a356-fea175c72616\", \"30222924-ce4e-4d6b-895f-e8ccb193738a\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 8.308}, \"7329\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-09-02 02:13:51.000000+00:00\", \"2023-05-06 17:09:52.000000+00:00\", \"2020-07-27 02:11:34.000000+00:00\"], \"session_ids\": [\"a693db9a-c2b1-4bbc-9f23-df5077a13140\", \"2d2042a4-e68b-41e5-81dd-b51e3ccdbf83\", \"fc112595-dd18-450d-909e-42e84c956f9c\"], \"total_duration\": 343.0, \"total_sessions\": 3, \"mean_week_duration\": 2.366}, \"77685\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-04-13 16:14:21.000000+00:00\", \"2020-12-03 05:29:26.000000+00:00\"], \"session_ids\": [\"436a1129-1f30-4b07-89da-98a4cb1e443a\", \"5d9c36b4-efdd-4aa8-986e-849b291b1787\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 1.675}, \"89651\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-20 11:06:15.000000+00:00\", \"2019-11-10 23:52:44.000000+00:00\", \"2022-01-08 00:50:50.000000+00:00\", \"2022-04-09 20:26:27.000000+00:00\", \"2019-01-19 17:33:59.000000+00:00\", \"2022-04-07 19:09:10.000000+00:00\"], \"session_ids\": [\"f5a6569f-7067-4766-b1fd-a84c58aaaaae\", \"e72effd6-ade5-4b76-b5fc-a91e1ad39922\", \"b07026db-43a8-47c2-90a3-b5563657f03a\", \"9f718dd1-f0e6-4d8b-b67a-4b1946284451\", \"05804cb1-8c7e-467a-bcaa-4cbf36b39ca5\", \"10f972b6-c0fc-4a5e-99b1-6ef266ef6aef\"], \"total_duration\": 2838.0, \"total_sessions\": 6, \"mean_week_duration\": 16.893}, \"55997\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2022-03-20 07:43:06.000000+00:00\", \"2020-02-21 03:53:30.000000+00:00\", \"2022-03-03 00:43:55.000000+00:00\", \"2021-04-03 01:45:20.000000+00:00\", \"2021-12-04 18:17:08.000000+00:00\", \"2019-12-29 04:35:01.000000+00:00\", \"2022-02-23 05:28:39.000000+00:00\"], \"session_ids\": [\"25aca0ab-3cad-42ea-995a-fc4574e35bf6\", \"7e7e8279-a4ea-4763-aeb6-ccafb4fc91b2\", \"9bdf5a1a-68dc-4f05-8172-477ea76a7313\", \"0a817d19-2446-4d36-a039-ab587d363f80\", \"429192e4-1eeb-4aee-9e54-6275cd794379\", \"638254d7-0e6d-487b-a6b9-257fd5bf27df\", \"47a77013-1786-429a-8700-119e4e220cbb\"], \"total_duration\": 1419.0, \"total_sessions\": 7, \"mean_week_duration\": 12.233}, \"10604\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-02 22:58:37.000000+00:00\", \"2020-01-30 10:34:31.000000+00:00\"], \"session_ids\": [\"7971e1db-0ee7-4f24-b843-13dfd9031f11\", \"550b284b-0956-465d-a2ff-aed5c9a838d6\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 2.359}, \"29387\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-08-27 16:16:03.000000+00:00\", \"2020-05-31 12:15:03.000000+00:00\", \"2023-06-03 04:37:15.000000+00:00\", \"2021-09-26 12:02:18.000000+00:00\"], \"session_ids\": [\"6b4a631b-8527-4644-a107-bb7702c26311\", \"deb3183b-8690-489d-8b6d-732fc221066e\", \"374a63ad-8618-48e5-809a-908b86cb7da6\", \"69e4adc8-20c5-4abf-9e15-a7b6cdf1a4da\"], \"total_duration\": 2156.0, \"total_sessions\": 4, \"mean_week_duration\": 10.944}, \"44631\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-07-14 08:37:11.000000+00:00\", \"2019-08-25 05:25:00.000000+00:00\"], \"session_ids\": [\"9e1263e7-d9df-454c-92e3-812c5820d28b\", \"7a423caa-f098-46e7-a453-17c3ae6bad66\"], \"total_duration\": 58.0, \"total_sessions\": 2, \"mean_week_duration\": 0.586}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or greater than 1910" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[1910, 2621]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"89651\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-20 11:06:15.000000+00:00\", \"2019-11-10 23:52:44.000000+00:00\", \"2022-01-08 00:50:50.000000+00:00\", \"2022-04-09 20:26:27.000000+00:00\", \"2019-01-19 17:33:59.000000+00:00\", \"2022-04-07 19:09:10.000000+00:00\"], \"session_ids\": [\"f5a6569f-7067-4766-b1fd-a84c58aaaaae\", \"e72effd6-ade5-4b76-b5fc-a91e1ad39922\", \"b07026db-43a8-47c2-90a3-b5563657f03a\", \"9f718dd1-f0e6-4d8b-b67a-4b1946284451\", \"05804cb1-8c7e-467a-bcaa-4cbf36b39ca5\", \"10f972b6-c0fc-4a5e-99b1-6ef266ef6aef\"], \"total_duration\": 2838.0, \"total_sessions\": 6, \"mean_week_duration\": 16.893}, \"29387\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-08-27 16:16:03.000000+00:00\", \"2020-05-31 12:15:03.000000+00:00\", \"2023-06-03 04:37:15.000000+00:00\", \"2021-09-26 12:02:18.000000+00:00\"], \"session_ids\": [\"6b4a631b-8527-4644-a107-bb7702c26311\", \"deb3183b-8690-489d-8b6d-732fc221066e\", \"374a63ad-8618-48e5-809a-908b86cb7da6\", \"69e4adc8-20c5-4abf-9e15-a7b6cdf1a4da\"], \"total_duration\": 2156.0, \"total_sessions\": 4, \"mean_week_duration\": 10.944}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"89651\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-20 11:06:15.000000+00:00\", \"2019-11-10 23:52:44.000000+00:00\", \"2022-01-08 00:50:50.000000+00:00\", \"2022-04-09 20:26:27.000000+00:00\", \"2019-01-19 17:33:59.000000+00:00\", \"2022-04-07 19:09:10.000000+00:00\"], \"session_ids\": [\"f5a6569f-7067-4766-b1fd-a84c58aaaaae\", \"e72effd6-ade5-4b76-b5fc-a91e1ad39922\", \"b07026db-43a8-47c2-90a3-b5563657f03a\", \"9f718dd1-f0e6-4d8b-b67a-4b1946284451\", \"05804cb1-8c7e-467a-bcaa-4cbf36b39ca5\", \"10f972b6-c0fc-4a5e-99b1-6ef266ef6aef\"], \"total_duration\": 2838.0, \"total_sessions\": 6, \"mean_week_duration\": 16.893}}, {\"29387\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-08-27 16:16:03.000000+00:00\", \"2020-05-31 12:15:03.000000+00:00\", \"2023-06-03 04:37:15.000000+00:00\", \"2021-09-26 12:02:18.000000+00:00\"], \"session_ids\": [\"6b4a631b-8527-4644-a107-bb7702c26311\", \"deb3183b-8690-489d-8b6d-732fc221066e\", \"374a63ad-8618-48e5-809a-908b86cb7da6\", \"69e4adc8-20c5-4abf-9e15-a7b6cdf1a4da\"], \"total_duration\": 2156.0, \"total_sessions\": 4, \"mean_week_duration\": 10.944}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 5 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"89651\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-20 11:06:15.000000+00:00\", \"2019-11-10 23:52:44.000000+00:00\", \"2022-01-08 00:50:50.000000+00:00\", \"2022-04-09 20:26:27.000000+00:00\", \"2019-01-19 17:33:59.000000+00:00\", \"2022-04-07 19:09:10.000000+00:00\"], \"session_ids\": [\"f5a6569f-7067-4766-b1fd-a84c58aaaaae\", \"e72effd6-ade5-4b76-b5fc-a91e1ad39922\", \"b07026db-43a8-47c2-90a3-b5563657f03a\", \"9f718dd1-f0e6-4d8b-b67a-4b1946284451\", \"05804cb1-8c7e-467a-bcaa-4cbf36b39ca5\", \"10f972b6-c0fc-4a5e-99b1-6ef266ef6aef\"], \"total_duration\": 2838.0, \"total_sessions\": 6, \"mean_week_duration\": 16.893}}, {\"29387\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-08-27 16:16:03.000000+00:00\", \"2020-05-31 12:15:03.000000+00:00\", \"2023-06-03 04:37:15.000000+00:00\", \"2021-09-26 12:02:18.000000+00:00\"], \"session_ids\": [\"6b4a631b-8527-4644-a107-bb7702c26311\", \"deb3183b-8690-489d-8b6d-732fc221066e\", \"374a63ad-8618-48e5-809a-908b86cb7da6\", \"69e4adc8-20c5-4abf-9e15-a7b6cdf1a4da\"], \"total_duration\": 2156.0, \"total_sessions\": 4, \"mean_week_duration\": 10.944}}]\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[{\"89651\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-03-20 11:06:15.000000+00:00\", \"2019-11-10 23:52:44.000000+00:00\", \"2022-01-08 00:50:50.000000+00:00\", \"2022-04-09 20:26:27.000000+00:00\", \"2019-01-19 17:33:59.000000+00:00\", \"2022-04-07 19:09:10.000000+00:00\"], \"session_ids\": [\"f5a6569f-7067-4766-b1fd-a84c58aaaaae\", \"e72effd6-ade5-4b76-b5fc-a91e1ad39922\", \"b07026db-43a8-47c2-90a3-b5563657f03a\", \"9f718dd1-f0e6-4d8b-b67a-4b1946284451\", \"05804cb1-8c7e-467a-bcaa-4cbf36b39ca5\", \"10f972b6-c0fc-4a5e-99b1-6ef266ef6aef\"], \"total_duration\": 2838.0, \"total_sessions\": 6, \"mean_week_duration\": 16.893}}, {\"29387\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-08-27 16:16:03.000000+00:00\", \"2020-05-31 12:15:03.000000+00:00\", \"2023-06-03 04:37:15.000000+00:00\", \"2021-09-26 12:02:18.000000+00:00\"], \"session_ids\": [\"6b4a631b-8527-4644-a107-bb7702c26311\", \"deb3183b-8690-489d-8b6d-732fc221066e\", \"374a63ad-8618-48e5-809a-908b86cb7da6\", \"69e4adc8-20c5-4abf-9e15-a7b6cdf1a4da\"], \"total_duration\": 2156.0, \"total_sessions\": 4, \"mean_week_duration\": 10.944}}]\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 4 users who are not living in city New Delhi additionaly put to use sorting by name of the city from the smallest value to the largest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"12984\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-29 21:37:38.000000+00:00\", \"2021-02-26 16:25:01.000000+00:00\"], \"session_ids\": [\"1e5559d4-7dba-4895-aba6-0294025f0435\", \"860dcece-29e1-4804-927a-1472cbc17036\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.17}, \"24761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Paris\", \"datetimes\": [\"2020-06-19 09:59:27.000000+00:00\", \"2021-01-14 18:29:33.000000+00:00\"], \"session_ids\": [\"1d24e4a4-f5e8-47df-80eb-1f0527f25fdc\", \"c4a942b8-ac72-4130-a678-c78ee51dc323\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 15.067}, \"59446\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-19 12:51:39.000000+00:00\", \"2019-06-22 16:29:01.000000+00:00\"], \"session_ids\": [\"055b1797-f999-4e8d-b3a3-652717be43a9\", \"488cdc79-608f-42d2-bd62-f31076b17ab7\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 5.889}, \"82246\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-04 03:42:29.000000+00:00\", \"2023-05-25 10:00:35.000000+00:00\"], \"session_ids\": [\"3bdd0379-43db-424e-898f-baf6333152dd\", \"817ef2a6-a63c-4d06-a171-a74a62148886\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.526}, \"25389\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-07-19 20:00:17.000000+00:00\", \"2021-06-22 11:14:47.000000+00:00\", \"2020-11-14 22:29:11.000000+00:00\"], \"session_ids\": [\"28a50526-d3a4-4003-943a-6c912354f18f\", \"0b51fdfc-1b35-47cc-b0c1-ab8496e71a1f\", \"f9db6ed3-27d8-4067-8731-f0cce6d3bcfe\"], \"total_duration\": 476.0, \"total_sessions\": 3, \"mean_week_duration\": 13.222}, \"37139\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-06-03 04:19:01.000000+00:00\", \"2023-03-23 11:59:56.000000+00:00\", \"2020-06-05 06:22:52.000000+00:00\"], \"session_ids\": [\"c2b8928d-90c5-4444-8156-0f7ccf7ee192\", \"3ea4e9dc-8881-41b2-b7ad-375c1e6fd02d\", \"eb8d9227-4e4a-4eeb-ab0d-2deb94060562\"], \"total_duration\": 157.0, \"total_sessions\": 3, \"mean_week_duration\": 1.075}, \"45120\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2022-12-21 09:33:33.000000+00:00\", \"2022-10-19 07:26:02.000000+00:00\"], \"session_ids\": [\"ca18f67b-f39d-44c0-bb4b-f0beee31ff23\", \"bb8f9157-9ea4-414f-869c-0102787169a3\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 14.889}, \"25544\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-02 08:56:55.000000+00:00\", \"2021-03-02 17:17:57.000000+00:00\"], \"session_ids\": [\"3939fb0f-2221-4c3d-a56c-82897f4d3c2d\", \"49ffea79-2051-4eba-ad5c-3279e45c07fd\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 4.2}, \"39682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-09-08 07:32:46.000000+00:00\", \"2019-03-19 07:19:41.000000+00:00\", \"2021-09-19 09:59:59.000000+00:00\", \"2021-01-31 16:47:23.000000+00:00\", \"2021-05-23 17:06:03.000000+00:00\", \"2020-03-29 05:33:42.000000+00:00\", \"2022-09-07 22:15:28.000000+00:00\", \"2023-05-19 22:41:45.000000+00:00\"], \"session_ids\": [\"8312e9a2-2265-4b3b-b89a-7f5c74182443\", \"6105dc54-ba40-47a7-a966-8efdcfe589ab\", \"a28243e8-d187-43f2-99d6-54639bfd3bd0\", \"1acf388c-4aaa-4b08-b841-fc247a7b44ed\", \"caa0ce8e-ff72-4f6f-abcf-648b0bdf4788\", \"5deabd6d-4b74-40c3-a0f4-19ec9aba1b1c\", \"4a0b9867-aae4-4e32-bf8f-b6d1278b775e\", \"52f4e7c6-8c85-45f2-95c7-7c3664566054\"], \"total_duration\": 2523.0, \"total_sessions\": 8, \"mean_week_duration\": 11.573}, \"45389\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-07 05:07:59.000000+00:00\", \"2022-12-17 13:12:55.000000+00:00\"], \"session_ids\": [\"a19e1d8d-35bb-4b39-aac5-b978c93a088e\", \"521fc15a-a257-4fe9-9c8f-a7219c8ff252\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.283}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not New Delhi" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"New Delhi\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"12984\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-29 21:37:38.000000+00:00\", \"2021-02-26 16:25:01.000000+00:00\"], \"session_ids\": [\"1e5559d4-7dba-4895-aba6-0294025f0435\", \"860dcece-29e1-4804-927a-1472cbc17036\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.17}, \"24761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Paris\", \"datetimes\": [\"2020-06-19 09:59:27.000000+00:00\", \"2021-01-14 18:29:33.000000+00:00\"], \"session_ids\": [\"1d24e4a4-f5e8-47df-80eb-1f0527f25fdc\", \"c4a942b8-ac72-4130-a678-c78ee51dc323\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 15.067}, \"59446\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-19 12:51:39.000000+00:00\", \"2019-06-22 16:29:01.000000+00:00\"], \"session_ids\": [\"055b1797-f999-4e8d-b3a3-652717be43a9\", \"488cdc79-608f-42d2-bd62-f31076b17ab7\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 5.889}, \"82246\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-04 03:42:29.000000+00:00\", \"2023-05-25 10:00:35.000000+00:00\"], \"session_ids\": [\"3bdd0379-43db-424e-898f-baf6333152dd\", \"817ef2a6-a63c-4d06-a171-a74a62148886\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.526}, \"25389\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-07-19 20:00:17.000000+00:00\", \"2021-06-22 11:14:47.000000+00:00\", \"2020-11-14 22:29:11.000000+00:00\"], \"session_ids\": [\"28a50526-d3a4-4003-943a-6c912354f18f\", \"0b51fdfc-1b35-47cc-b0c1-ab8496e71a1f\", \"f9db6ed3-27d8-4067-8731-f0cce6d3bcfe\"], \"total_duration\": 476.0, \"total_sessions\": 3, \"mean_week_duration\": 13.222}, \"37139\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-06-03 04:19:01.000000+00:00\", \"2023-03-23 11:59:56.000000+00:00\", \"2020-06-05 06:22:52.000000+00:00\"], \"session_ids\": [\"c2b8928d-90c5-4444-8156-0f7ccf7ee192\", \"3ea4e9dc-8881-41b2-b7ad-375c1e6fd02d\", \"eb8d9227-4e4a-4eeb-ab0d-2deb94060562\"], \"total_duration\": 157.0, \"total_sessions\": 3, \"mean_week_duration\": 1.075}, \"45120\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2022-12-21 09:33:33.000000+00:00\", \"2022-10-19 07:26:02.000000+00:00\"], \"session_ids\": [\"ca18f67b-f39d-44c0-bb4b-f0beee31ff23\", \"bb8f9157-9ea4-414f-869c-0102787169a3\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 14.889}, \"25544\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-02 08:56:55.000000+00:00\", \"2021-03-02 17:17:57.000000+00:00\"], \"session_ids\": [\"3939fb0f-2221-4c3d-a56c-82897f4d3c2d\", \"49ffea79-2051-4eba-ad5c-3279e45c07fd\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 4.2}, \"39682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-09-08 07:32:46.000000+00:00\", \"2019-03-19 07:19:41.000000+00:00\", \"2021-09-19 09:59:59.000000+00:00\", \"2021-01-31 16:47:23.000000+00:00\", \"2021-05-23 17:06:03.000000+00:00\", \"2020-03-29 05:33:42.000000+00:00\", \"2022-09-07 22:15:28.000000+00:00\", \"2023-05-19 22:41:45.000000+00:00\"], \"session_ids\": [\"8312e9a2-2265-4b3b-b89a-7f5c74182443\", \"6105dc54-ba40-47a7-a966-8efdcfe589ab\", \"a28243e8-d187-43f2-99d6-54639bfd3bd0\", \"1acf388c-4aaa-4b08-b841-fc247a7b44ed\", \"caa0ce8e-ff72-4f6f-abcf-648b0bdf4788\", \"5deabd6d-4b74-40c3-a0f4-19ec9aba1b1c\", \"4a0b9867-aae4-4e32-bf8f-b6d1278b775e\", \"52f4e7c6-8c85-45f2-95c7-7c3664566054\"], \"total_duration\": 2523.0, \"total_sessions\": 8, \"mean_week_duration\": 11.573}, \"45389\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-07 05:07:59.000000+00:00\", \"2022-12-17 13:12:55.000000+00:00\"], \"session_ids\": [\"a19e1d8d-35bb-4b39-aac5-b978c93a088e\", \"521fc15a-a257-4fe9-9c8f-a7219c8ff252\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.283}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to 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[{\"37139\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-06-03 04:19:01.000000+00:00\", \"2023-03-23 11:59:56.000000+00:00\", \"2020-06-05 06:22:52.000000+00:00\"], \"session_ids\": [\"c2b8928d-90c5-4444-8156-0f7ccf7ee192\", \"3ea4e9dc-8881-41b2-b7ad-375c1e6fd02d\", \"eb8d9227-4e4a-4eeb-ab0d-2deb94060562\"], \"total_duration\": 157.0, \"total_sessions\": 3, \"mean_week_duration\": 1.075}}, {\"39682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-09-08 07:32:46.000000+00:00\", \"2019-03-19 07:19:41.000000+00:00\", \"2021-09-19 09:59:59.000000+00:00\", \"2021-01-31 16:47:23.000000+00:00\", \"2021-05-23 17:06:03.000000+00:00\", \"2020-03-29 05:33:42.000000+00:00\", \"2022-09-07 22:15:28.000000+00:00\", \"2023-05-19 22:41:45.000000+00:00\"], \"session_ids\": [\"8312e9a2-2265-4b3b-b89a-7f5c74182443\", \"6105dc54-ba40-47a7-a966-8efdcfe589ab\", \"a28243e8-d187-43f2-99d6-54639bfd3bd0\", \"1acf388c-4aaa-4b08-b841-fc247a7b44ed\", \"caa0ce8e-ff72-4f6f-abcf-648b0bdf4788\", \"5deabd6d-4b74-40c3-a0f4-19ec9aba1b1c\", \"4a0b9867-aae4-4e32-bf8f-b6d1278b775e\", \"52f4e7c6-8c85-45f2-95c7-7c3664566054\"], \"total_duration\": 2523.0, \"total_sessions\": 8, \"mean_week_duration\": 11.573}}, {\"45389\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-07 05:07:59.000000+00:00\", \"2022-12-17 13:12:55.000000+00:00\"], \"session_ids\": [\"a19e1d8d-35bb-4b39-aac5-b978c93a088e\", \"521fc15a-a257-4fe9-9c8f-a7219c8ff252\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.283}}, {\"82246\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-04 03:42:29.000000+00:00\", \"2023-05-25 10:00:35.000000+00:00\"], \"session_ids\": [\"3bdd0379-43db-424e-898f-baf6333152dd\", \"817ef2a6-a63c-4d06-a171-a74a62148886\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.526}}, {\"24761\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Paris\", \"datetimes\": [\"2020-06-19 09:59:27.000000+00:00\", \"2021-01-14 18:29:33.000000+00:00\"], \"session_ids\": [\"1d24e4a4-f5e8-47df-80eb-1f0527f25fdc\", \"c4a942b8-ac72-4130-a678-c78ee51dc323\"], \"total_duration\": 452.0, \"total_sessions\": 2, \"mean_week_duration\": 15.067}}, {\"12984\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-03-29 21:37:38.000000+00:00\", \"2021-02-26 16:25:01.000000+00:00\"], \"session_ids\": [\"1e5559d4-7dba-4895-aba6-0294025f0435\", \"860dcece-29e1-4804-927a-1472cbc17036\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.17}}, {\"59446\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-08-19 12:51:39.000000+00:00\", \"2019-06-22 16:29:01.000000+00:00\"], \"session_ids\": [\"055b1797-f999-4e8d-b3a3-652717be43a9\", \"488cdc79-608f-42d2-bd62-f31076b17ab7\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 5.889}}, {\"25389\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Rio de Janeiro\", \"datetimes\": [\"2021-07-19 20:00:17.000000+00:00\", \"2021-06-22 11:14:47.000000+00:00\", \"2020-11-14 22:29:11.000000+00:00\"], \"session_ids\": [\"28a50526-d3a4-4003-943a-6c912354f18f\", \"0b51fdfc-1b35-47cc-b0c1-ab8496e71a1f\", \"f9db6ed3-27d8-4067-8731-f0cce6d3bcfe\"], \"total_duration\": 476.0, \"total_sessions\": 3, \"mean_week_duration\": 13.222}}, {\"25544\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-02 08:56:55.000000+00:00\", \"2021-03-02 17:17:57.000000+00:00\"], \"session_ids\": [\"3939fb0f-2221-4c3d-a56c-82897f4d3c2d\", \"49ffea79-2051-4eba-ad5c-3279e45c07fd\"], \"total_duration\": 147.0, \"total_sessions\": 2, \"mean_week_duration\": 4.2}}, {\"45120\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2022-12-21 09:33:33.000000+00:00\", \"2022-10-19 07:26:02.000000+00:00\"], \"session_ids\": [\"ca18f67b-f39d-44c0-bb4b-f0beee31ff23\", \"bb8f9157-9ea4-414f-869c-0102787169a3\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 14.889}}]\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[{\"37139\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-06-03 04:19:01.000000+00:00\", \"2023-03-23 11:59:56.000000+00:00\", \"2020-06-05 06:22:52.000000+00:00\"], \"session_ids\": [\"c2b8928d-90c5-4444-8156-0f7ccf7ee192\", \"3ea4e9dc-8881-41b2-b7ad-375c1e6fd02d\", \"eb8d9227-4e4a-4eeb-ab0d-2deb94060562\"], \"total_duration\": 157.0, \"total_sessions\": 3, \"mean_week_duration\": 1.075}}, {\"39682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-09-08 07:32:46.000000+00:00\", \"2019-03-19 07:19:41.000000+00:00\", \"2021-09-19 09:59:59.000000+00:00\", \"2021-01-31 16:47:23.000000+00:00\", \"2021-05-23 17:06:03.000000+00:00\", \"2020-03-29 05:33:42.000000+00:00\", \"2022-09-07 22:15:28.000000+00:00\", \"2023-05-19 22:41:45.000000+00:00\"], \"session_ids\": [\"8312e9a2-2265-4b3b-b89a-7f5c74182443\", \"6105dc54-ba40-47a7-a966-8efdcfe589ab\", \"a28243e8-d187-43f2-99d6-54639bfd3bd0\", \"1acf388c-4aaa-4b08-b841-fc247a7b44ed\", \"caa0ce8e-ff72-4f6f-abcf-648b0bdf4788\", \"5deabd6d-4b74-40c3-a0f4-19ec9aba1b1c\", \"4a0b9867-aae4-4e32-bf8f-b6d1278b775e\", \"52f4e7c6-8c85-45f2-95c7-7c3664566054\"], \"total_duration\": 2523.0, \"total_sessions\": 8, \"mean_week_duration\": 11.573}}, {\"45389\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-07 05:07:59.000000+00:00\", \"2022-12-17 13:12:55.000000+00:00\"], \"session_ids\": [\"a19e1d8d-35bb-4b39-aac5-b978c93a088e\", \"521fc15a-a257-4fe9-9c8f-a7219c8ff252\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.283}}, {\"82246\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-04 03:42:29.000000+00:00\", \"2023-05-25 10:00:35.000000+00:00\"], \"session_ids\": [\"3bdd0379-43db-424e-898f-baf6333152dd\", \"817ef2a6-a63c-4d06-a171-a74a62148886\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.526}}]\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[{\"37139\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-06-03 04:19:01.000000+00:00\", \"2023-03-23 11:59:56.000000+00:00\", \"2020-06-05 06:22:52.000000+00:00\"], \"session_ids\": [\"c2b8928d-90c5-4444-8156-0f7ccf7ee192\", \"3ea4e9dc-8881-41b2-b7ad-375c1e6fd02d\", \"eb8d9227-4e4a-4eeb-ab0d-2deb94060562\"], \"total_duration\": 157.0, \"total_sessions\": 3, \"mean_week_duration\": 1.075}}, {\"39682\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-09-08 07:32:46.000000+00:00\", \"2019-03-19 07:19:41.000000+00:00\", \"2021-09-19 09:59:59.000000+00:00\", \"2021-01-31 16:47:23.000000+00:00\", \"2021-05-23 17:06:03.000000+00:00\", \"2020-03-29 05:33:42.000000+00:00\", \"2022-09-07 22:15:28.000000+00:00\", \"2023-05-19 22:41:45.000000+00:00\"], \"session_ids\": [\"8312e9a2-2265-4b3b-b89a-7f5c74182443\", \"6105dc54-ba40-47a7-a966-8efdcfe589ab\", \"a28243e8-d187-43f2-99d6-54639bfd3bd0\", \"1acf388c-4aaa-4b08-b841-fc247a7b44ed\", \"caa0ce8e-ff72-4f6f-abcf-648b0bdf4788\", \"5deabd6d-4b74-40c3-a0f4-19ec9aba1b1c\", \"4a0b9867-aae4-4e32-bf8f-b6d1278b775e\", \"52f4e7c6-8c85-45f2-95c7-7c3664566054\"], \"total_duration\": 2523.0, \"total_sessions\": 8, \"mean_week_duration\": 11.573}}, {\"45389\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-07-07 05:07:59.000000+00:00\", \"2022-12-17 13:12:55.000000+00:00\"], \"session_ids\": [\"a19e1d8d-35bb-4b39-aac5-b978c93a088e\", \"521fc15a-a257-4fe9-9c8f-a7219c8ff252\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 0.283}}, {\"82246\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-09-04 03:42:29.000000+00:00\", \"2023-05-25 10:00:35.000000+00:00\"], \"session_ids\": [\"3bdd0379-43db-424e-898f-baf6333152dd\", \"817ef2a6-a63c-4d06-a171-a74a62148886\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 0.526}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on user who has overall total duration bigger than 3449 and smaller than 516 plus perform sorting by city name ascendingly plus show me only 3 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"55110\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-12-21 13:50:01.000000+00:00\", \"2023-01-14 15:22:17.000000+00:00\"], \"session_ids\": [\"09aae823-5cba-4a6e-9eda-94b4626c3495\", \"c75612fd-d29c-40bc-be11-563de8fd05ff\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 28.75}, \"94123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-06-08 21:30:00.000000+00:00\", \"2023-01-02 06:16:02.000000+00:00\"], \"session_ids\": [\"088de71c-59ce-4463-a0c8-459517d63b84\", \"2bbf3d97-83c6-4843-9dd6-da9be35b33d0\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 0.652}, \"22183\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-24 22:57:52.000000+00:00\", \"2021-09-25 10:12:10.000000+00:00\"], \"session_ids\": [\"200f0d1f-cfc4-4605-8b02-df902df50a8b\", \"641aab73-8c83-4778-abdf-b02c56d4fa6f\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.99}, \"77854\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-12-07 15:45:02.000000+00:00\", \"2022-08-21 13:21:44.000000+00:00\", \"2020-08-28 11:10:10.000000+00:00\"], \"session_ids\": [\"76bf5812-d658-47b2-93ae-6fd74987dcee\", \"12b2f829-9bac-4029-8725-bac16bff2084\", \"3099ee60-7b6f-4e30-9ff2-2192e0dd123c\"], \"total_duration\": 474.0, \"total_sessions\": 3, \"mean_week_duration\": 4.558}, \"35393\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-28 17:53:04.000000+00:00\", \"2019-05-04 15:35:44.000000+00:00\"], \"session_ids\": [\"d90c7c5c-4ecb-4a14-b2cd-dc38cd15ec0e\", \"0d0a3497-c7d3-4621-b277-4eefbe2211ee\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 3.675}, \"96139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-21 23:54:09.000000+00:00\", \"2020-04-28 21:23:12.000000+00:00\"], \"session_ids\": [\"d69509ac-c3d3-457a-bbe8-3c203d4bede8\", \"30bd2590-46bb-422f-af87-590a70523efd\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 3.712}, \"76393\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-16 21:15:37.000000+00:00\", \"2019-08-22 21:45:36.000000+00:00\", \"2023-06-24 16:57:57.000000+00:00\", \"2021-04-15 04:39:08.000000+00:00\"], \"session_ids\": [\"106e05e5-5250-4c93-84f0-bbe6affb33c2\", \"a88f7440-d1b4-4e69-936b-0ae2791b4adc\", \"ebc11ee3-120d-4920-aa15-00fd47f52138\", \"d77f73fa-61e7-4559-a9ef-b963858fd5ed\"], \"total_duration\": 311.0, \"total_sessions\": 4, \"mean_week_duration\": 1.547}, \"81117\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-03 13:03:03.000000+00:00\", \"2021-02-18 12:27:58.000000+00:00\"], \"session_ids\": [\"02f2aff3-2341-43ba-926d-869c006a4121\", \"42a82978-50ea-44dc-8a68-7ecebd4e084a\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 8.649}, \"32094\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-01 08:07:32.000000+00:00\", \"2023-03-30 20:25:38.000000+00:00\", \"2022-06-05 18:05:32.000000+00:00\"], \"session_ids\": [\"5088f643-4435-4ff0-8752-e3015b3dc303\", \"bbbb7407-0903-422c-b6a4-478e65225286\", \"0ea2c5d1-bb72-499f-9857-88777f1ae0bd\"], \"total_duration\": 364.0, \"total_sessions\": 3, \"mean_week_duration\": 5.6}, \"41876\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-03-04 02:36:33.000000+00:00\", \"2022-04-14 21:47:56.000000+00:00\"], \"session_ids\": [\"c5e2e117-c8d1-4656-a337-ef7770a55941\", \"3a986300-6658-4b11-99c4-acbd38540c48\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 4.879}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 516 and are equal or greater than 3449" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[516, 3449]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"55110\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-12-21 13:50:01.000000+00:00\", \"2023-01-14 15:22:17.000000+00:00\"], \"session_ids\": [\"09aae823-5cba-4a6e-9eda-94b4626c3495\", \"c75612fd-d29c-40bc-be11-563de8fd05ff\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 28.75}, \"94123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-06-08 21:30:00.000000+00:00\", \"2023-01-02 06:16:02.000000+00:00\"], \"session_ids\": [\"088de71c-59ce-4463-a0c8-459517d63b84\", \"2bbf3d97-83c6-4843-9dd6-da9be35b33d0\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 0.652}, \"22183\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-24 22:57:52.000000+00:00\", \"2021-09-25 10:12:10.000000+00:00\"], \"session_ids\": [\"200f0d1f-cfc4-4605-8b02-df902df50a8b\", \"641aab73-8c83-4778-abdf-b02c56d4fa6f\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.99}, \"77854\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-12-07 15:45:02.000000+00:00\", \"2022-08-21 13:21:44.000000+00:00\", \"2020-08-28 11:10:10.000000+00:00\"], \"session_ids\": [\"76bf5812-d658-47b2-93ae-6fd74987dcee\", \"12b2f829-9bac-4029-8725-bac16bff2084\", \"3099ee60-7b6f-4e30-9ff2-2192e0dd123c\"], \"total_duration\": 474.0, \"total_sessions\": 3, \"mean_week_duration\": 4.558}, \"35393\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-28 17:53:04.000000+00:00\", \"2019-05-04 15:35:44.000000+00:00\"], \"session_ids\": [\"d90c7c5c-4ecb-4a14-b2cd-dc38cd15ec0e\", \"0d0a3497-c7d3-4621-b277-4eefbe2211ee\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 3.675}, \"96139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-21 23:54:09.000000+00:00\", \"2020-04-28 21:23:12.000000+00:00\"], \"session_ids\": [\"d69509ac-c3d3-457a-bbe8-3c203d4bede8\", \"30bd2590-46bb-422f-af87-590a70523efd\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 3.712}, \"76393\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-16 21:15:37.000000+00:00\", \"2019-08-22 21:45:36.000000+00:00\", \"2023-06-24 16:57:57.000000+00:00\", \"2021-04-15 04:39:08.000000+00:00\"], \"session_ids\": [\"106e05e5-5250-4c93-84f0-bbe6affb33c2\", \"a88f7440-d1b4-4e69-936b-0ae2791b4adc\", \"ebc11ee3-120d-4920-aa15-00fd47f52138\", \"d77f73fa-61e7-4559-a9ef-b963858fd5ed\"], \"total_duration\": 311.0, \"total_sessions\": 4, \"mean_week_duration\": 1.547}, \"81117\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-03 13:03:03.000000+00:00\", \"2021-02-18 12:27:58.000000+00:00\"], \"session_ids\": [\"02f2aff3-2341-43ba-926d-869c006a4121\", \"42a82978-50ea-44dc-8a68-7ecebd4e084a\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 8.649}, \"32094\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-01 08:07:32.000000+00:00\", \"2023-03-30 20:25:38.000000+00:00\", \"2022-06-05 18:05:32.000000+00:00\"], \"session_ids\": [\"5088f643-4435-4ff0-8752-e3015b3dc303\", \"bbbb7407-0903-422c-b6a4-478e65225286\", \"0ea2c5d1-bb72-499f-9857-88777f1ae0bd\"], \"total_duration\": 364.0, \"total_sessions\": 3, \"mean_week_duration\": 5.6}, \"41876\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-03-04 02:36:33.000000+00:00\", \"2022-04-14 21:47:56.000000+00:00\"], \"session_ids\": [\"c5e2e117-c8d1-4656-a337-ef7770a55941\", \"3a986300-6658-4b11-99c4-acbd38540c48\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 4.879}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to 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[{\"32094\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-01 08:07:32.000000+00:00\", \"2023-03-30 20:25:38.000000+00:00\", \"2022-06-05 18:05:32.000000+00:00\"], \"session_ids\": [\"5088f643-4435-4ff0-8752-e3015b3dc303\", \"bbbb7407-0903-422c-b6a4-478e65225286\", \"0ea2c5d1-bb72-499f-9857-88777f1ae0bd\"], \"total_duration\": 364.0, \"total_sessions\": 3, \"mean_week_duration\": 5.6}}, {\"22183\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-24 22:57:52.000000+00:00\", \"2021-09-25 10:12:10.000000+00:00\"], \"session_ids\": [\"200f0d1f-cfc4-4605-8b02-df902df50a8b\", \"641aab73-8c83-4778-abdf-b02c56d4fa6f\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.99}}, {\"96139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-21 23:54:09.000000+00:00\", \"2020-04-28 21:23:12.000000+00:00\"], \"session_ids\": [\"d69509ac-c3d3-457a-bbe8-3c203d4bede8\", \"30bd2590-46bb-422f-af87-590a70523efd\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 3.712}}, {\"94123\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-06-08 21:30:00.000000+00:00\", \"2023-01-02 06:16:02.000000+00:00\"], \"session_ids\": [\"088de71c-59ce-4463-a0c8-459517d63b84\", \"2bbf3d97-83c6-4843-9dd6-da9be35b33d0\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 0.652}}, {\"41876\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-03-04 02:36:33.000000+00:00\", \"2022-04-14 21:47:56.000000+00:00\"], \"session_ids\": [\"c5e2e117-c8d1-4656-a337-ef7770a55941\", \"3a986300-6658-4b11-99c4-acbd38540c48\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 4.879}}, {\"55110\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-12-21 13:50:01.000000+00:00\", \"2023-01-14 15:22:17.000000+00:00\"], \"session_ids\": [\"09aae823-5cba-4a6e-9eda-94b4626c3495\", \"c75612fd-d29c-40bc-be11-563de8fd05ff\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 28.75}}, {\"35393\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-07-28 17:53:04.000000+00:00\", \"2019-05-04 15:35:44.000000+00:00\"], \"session_ids\": [\"d90c7c5c-4ecb-4a14-b2cd-dc38cd15ec0e\", \"0d0a3497-c7d3-4621-b277-4eefbe2211ee\"], \"total_duration\": 430.0, \"total_sessions\": 2, \"mean_week_duration\": 3.675}}, {\"76393\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-12-16 21:15:37.000000+00:00\", \"2019-08-22 21:45:36.000000+00:00\", \"2023-06-24 16:57:57.000000+00:00\", \"2021-04-15 04:39:08.000000+00:00\"], \"session_ids\": [\"106e05e5-5250-4c93-84f0-bbe6affb33c2\", \"a88f7440-d1b4-4e69-936b-0ae2791b4adc\", \"ebc11ee3-120d-4920-aa15-00fd47f52138\", \"d77f73fa-61e7-4559-a9ef-b963858fd5ed\"], \"total_duration\": 311.0, \"total_sessions\": 4, \"mean_week_duration\": 1.547}}, {\"81117\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-11-03 13:03:03.000000+00:00\", \"2021-02-18 12:27:58.000000+00:00\"], \"session_ids\": [\"02f2aff3-2341-43ba-926d-869c006a4121\", \"42a82978-50ea-44dc-8a68-7ecebd4e084a\"], \"total_duration\": 320.0, \"total_sessions\": 2, \"mean_week_duration\": 8.649}}, {\"77854\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-12-07 15:45:02.000000+00:00\", \"2022-08-21 13:21:44.000000+00:00\", \"2020-08-28 11:10:10.000000+00:00\"], \"session_ids\": [\"76bf5812-d658-47b2-93ae-6fd74987dcee\", \"12b2f829-9bac-4029-8725-bac16bff2084\", \"3099ee60-7b6f-4e30-9ff2-2192e0dd123c\"], \"total_duration\": 474.0, \"total_sessions\": 3, \"mean_week_duration\": 4.558}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"32094\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-01 08:07:32.000000+00:00\", \"2023-03-30 20:25:38.000000+00:00\", \"2022-06-05 18:05:32.000000+00:00\"], \"session_ids\": [\"5088f643-4435-4ff0-8752-e3015b3dc303\", \"bbbb7407-0903-422c-b6a4-478e65225286\", \"0ea2c5d1-bb72-499f-9857-88777f1ae0bd\"], \"total_duration\": 364.0, \"total_sessions\": 3, \"mean_week_duration\": 5.6}}, {\"22183\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-24 22:57:52.000000+00:00\", \"2021-09-25 10:12:10.000000+00:00\"], \"session_ids\": [\"200f0d1f-cfc4-4605-8b02-df902df50a8b\", \"641aab73-8c83-4778-abdf-b02c56d4fa6f\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.99}}, {\"96139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-21 23:54:09.000000+00:00\", \"2020-04-28 21:23:12.000000+00:00\"], \"session_ids\": [\"d69509ac-c3d3-457a-bbe8-3c203d4bede8\", \"30bd2590-46bb-422f-af87-590a70523efd\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 3.712}}]\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[{\"32094\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-01-01 08:07:32.000000+00:00\", \"2023-03-30 20:25:38.000000+00:00\", \"2022-06-05 18:05:32.000000+00:00\"], \"session_ids\": [\"5088f643-4435-4ff0-8752-e3015b3dc303\", \"bbbb7407-0903-422c-b6a4-478e65225286\", \"0ea2c5d1-bb72-499f-9857-88777f1ae0bd\"], \"total_duration\": 364.0, \"total_sessions\": 3, \"mean_week_duration\": 5.6}}, {\"22183\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 4, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-24 22:57:52.000000+00:00\", \"2021-09-25 10:12:10.000000+00:00\"], \"session_ids\": [\"200f0d1f-cfc4-4605-8b02-df902df50a8b\", \"641aab73-8c83-4778-abdf-b02c56d4fa6f\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.99}}, {\"96139\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-04-21 23:54:09.000000+00:00\", \"2020-04-28 21:23:12.000000+00:00\"], \"session_ids\": [\"d69509ac-c3d3-457a-bbe8-3c203d4bede8\", \"30bd2590-46bb-422f-af87-590a70523efd\"], \"total_duration\": 386.0, \"total_sessions\": 2, \"mean_week_duration\": 3.712}}]\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 6 users pieces of information who aren't inhabitants of city New York City also perform sorting by city name in ascending order." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"77166\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-09-01 02:39:27.000000+00:00\", \"2020-08-05 21:03:28.000000+00:00\"], \"session_ids\": [\"d8769aeb-3eb2-4729-a05c-bf079f8c58ea\", \"3f94e44e-ee69-4ade-ae13-5be764833f5e\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 1.327}, \"93399\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-07-26 09:40:21.000000+00:00\", \"2020-12-03 20:05:14.000000+00:00\", \"2022-06-25 23:40:48.000000+00:00\"], \"session_ids\": [\"d8cea015-8abb-4caf-97f8-eec7f2b6d762\", \"916b952e-ab0e-4df0-8ae2-b352c19f16de\", \"0307796f-2de9-44c5-8601-1fa1cf0c6de8\"], \"total_duration\": 523.0, \"total_sessions\": 3, \"mean_week_duration\": 5.23}, \"64195\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-15 11:38:00.000000+00:00\", \"2019-01-11 06:23:44.000000+00:00\", \"2020-02-24 05:23:17.000000+00:00\"], \"session_ids\": [\"48595dc2-391c-4dc2-9436-249123b5b1a6\", \"3ed6aae0-39e8-4fd5-ae92-97593a4d8fa1\", \"5ef2e465-6a1c-4ec3-879a-d55a11bfa299\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.702}, \"86133\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-10 07:28:37.000000+00:00\", \"2023-06-26 16:28:45.000000+00:00\"], \"session_ids\": [\"b0383906-1714-41b7-9b17-59e1a87e4f62\", \"012593f8-c6c7-4e2d-894e-d28ba8675b55\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.082}, \"42457\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-06-04 02:54:22.000000+00:00\", \"2020-09-16 00:05:58.000000+00:00\", \"2022-01-21 16:38:54.000000+00:00\", \"2020-07-06 02:24:49.000000+00:00\", \"2023-02-28 01:43:14.000000+00:00\", \"2022-09-29 21:34:43.000000+00:00\", \"2019-01-20 18:24:52.000000+00:00\", \"2020-09-25 22:54:10.000000+00:00\"], \"session_ids\": [\"2217e237-2c85-411c-b9c9-fa62180cdf69\", \"748a6f70-bc5c-42f1-b472-159c4b5b5337\", \"bc1b37c3-7bd2-4844-8d6a-9429f3e9224b\", \"1ae3c131-45c6-46f5-988a-c8d48e8e155a\", \"7b625416-6ac5-4a29-9033-e7ea7e8c209a\", \"2e42bb78-12d6-4d3d-873d-dc4566c1ac06\", \"132e32de-447f-4994-a422-6a8b125e0315\", \"f13044f6-bdc4-463f-9ed2-f4aaf5d7ce84\"], \"total_duration\": 1722.0, \"total_sessions\": 8, \"mean_week_duration\": 8.009}, \"51115\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-11-24 17:43:44.000000+00:00\", \"2019-10-21 08:22:51.000000+00:00\", \"2020-09-13 15:32:31.000000+00:00\", \"2022-01-02 14:48:17.000000+00:00\"], \"session_ids\": [\"3f828259-4837-4dd6-81ca-1b82ed283d50\", \"62b669f3-f919-4b76-ac99-44a718cf5093\", \"c90f8957-73c4-4e3e-a163-70934596f86a\", \"9aa30972-4ded-478b-8b61-af3280a62cf5\"], \"total_duration\": 759.0, \"total_sessions\": 4, \"mean_week_duration\": 4.685}, \"14285\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-09-20 17:36:52.000000+00:00\", \"2022-04-11 19:55:01.000000+00:00\", \"2019-02-09 11:06:04.000000+00:00\", \"2020-06-26 06:15:28.000000+00:00\", \"2023-06-07 08:29:41.000000+00:00\"], \"session_ids\": [\"d94c997a-0169-42dd-9e0c-21af4bd55fb1\", \"cd6c83dd-9d80-4019-843d-a2c103305fb0\", \"cc0cd28a-af1d-45da-99cb-b99888eb639b\", \"f848e01a-be41-4d41-8909-7aad89e2c924\", \"05f06adc-1607-42f0-93e0-ccba045b117c\"], \"total_duration\": 136.0, \"total_sessions\": 5, \"mean_week_duration\": 0.602}, \"13618\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-01-13 13:48:22.000000+00:00\", \"2020-02-27 00:20:09.000000+00:00\"], \"session_ids\": [\"da526e18-b209-4e34-bc3a-33d5e26a8187\", \"96b98d0d-8677-45f8-8649-c1076ce675f3\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 3.857}, \"14078\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-09-18 07:08:32.000000+00:00\", \"2023-04-20 14:01:46.000000+00:00\", \"2022-10-09 03:00:50.000000+00:00\", \"2022-11-17 06:53:52.000000+00:00\", \"2023-04-05 17:49:56.000000+00:00\"], \"session_ids\": [\"16aa5366-99f8-4d36-ad0f-6389d252f219\", \"7bb3e4e1-84a2-4da8-ba6d-7ed2f804bcf8\", \"b6e7861e-c6fb-47c5-bb3a-41f83fa294a5\", \"12a74ebc-fa0e-4f21-9bbb-1859bca1de44\", \"ccd02b08-9101-4e06-9d47-e7ce6ff52dad\"], \"total_duration\": 261.0, \"total_sessions\": 5, \"mean_week_duration\": 1.933}, \"82287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-09-26 22:44:26.000000+00:00\", \"2019-02-06 00:31:00.000000+00:00\", \"2019-03-01 18:16:56.000000+00:00\", \"2019-08-24 05:12:07.000000+00:00\"], \"session_ids\": [\"cd195af6-4df5-41d5-ad93-408156f0593a\", \"60b0f4b9-13f6-493f-93e9-88495b0a6103\", \"3ce9c6c0-377c-4d4a-9762-4e6c5245bad3\", \"caf588ac-4d65-403c-8cbd-64818d0b5b66\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.147}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is not New York City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"New York City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"77166\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-09-01 02:39:27.000000+00:00\", \"2020-08-05 21:03:28.000000+00:00\"], \"session_ids\": [\"d8769aeb-3eb2-4729-a05c-bf079f8c58ea\", \"3f94e44e-ee69-4ade-ae13-5be764833f5e\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 1.327}, \"93399\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-07-26 09:40:21.000000+00:00\", \"2020-12-03 20:05:14.000000+00:00\", \"2022-06-25 23:40:48.000000+00:00\"], \"session_ids\": [\"d8cea015-8abb-4caf-97f8-eec7f2b6d762\", \"916b952e-ab0e-4df0-8ae2-b352c19f16de\", \"0307796f-2de9-44c5-8601-1fa1cf0c6de8\"], \"total_duration\": 523.0, \"total_sessions\": 3, \"mean_week_duration\": 5.23}, \"64195\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-15 11:38:00.000000+00:00\", \"2019-01-11 06:23:44.000000+00:00\", \"2020-02-24 05:23:17.000000+00:00\"], \"session_ids\": [\"48595dc2-391c-4dc2-9436-249123b5b1a6\", \"3ed6aae0-39e8-4fd5-ae92-97593a4d8fa1\", \"5ef2e465-6a1c-4ec3-879a-d55a11bfa299\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.702}, \"86133\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-10 07:28:37.000000+00:00\", \"2023-06-26 16:28:45.000000+00:00\"], \"session_ids\": [\"b0383906-1714-41b7-9b17-59e1a87e4f62\", \"012593f8-c6c7-4e2d-894e-d28ba8675b55\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.082}, \"42457\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-06-04 02:54:22.000000+00:00\", \"2020-09-16 00:05:58.000000+00:00\", \"2022-01-21 16:38:54.000000+00:00\", \"2020-07-06 02:24:49.000000+00:00\", \"2023-02-28 01:43:14.000000+00:00\", \"2022-09-29 21:34:43.000000+00:00\", \"2019-01-20 18:24:52.000000+00:00\", \"2020-09-25 22:54:10.000000+00:00\"], \"session_ids\": [\"2217e237-2c85-411c-b9c9-fa62180cdf69\", \"748a6f70-bc5c-42f1-b472-159c4b5b5337\", \"bc1b37c3-7bd2-4844-8d6a-9429f3e9224b\", \"1ae3c131-45c6-46f5-988a-c8d48e8e155a\", \"7b625416-6ac5-4a29-9033-e7ea7e8c209a\", \"2e42bb78-12d6-4d3d-873d-dc4566c1ac06\", \"132e32de-447f-4994-a422-6a8b125e0315\", \"f13044f6-bdc4-463f-9ed2-f4aaf5d7ce84\"], \"total_duration\": 1722.0, \"total_sessions\": 8, \"mean_week_duration\": 8.009}, \"51115\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-11-24 17:43:44.000000+00:00\", \"2019-10-21 08:22:51.000000+00:00\", \"2020-09-13 15:32:31.000000+00:00\", \"2022-01-02 14:48:17.000000+00:00\"], \"session_ids\": [\"3f828259-4837-4dd6-81ca-1b82ed283d50\", \"62b669f3-f919-4b76-ac99-44a718cf5093\", \"c90f8957-73c4-4e3e-a163-70934596f86a\", \"9aa30972-4ded-478b-8b61-af3280a62cf5\"], \"total_duration\": 759.0, \"total_sessions\": 4, \"mean_week_duration\": 4.685}, \"14285\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-09-20 17:36:52.000000+00:00\", \"2022-04-11 19:55:01.000000+00:00\", \"2019-02-09 11:06:04.000000+00:00\", \"2020-06-26 06:15:28.000000+00:00\", \"2023-06-07 08:29:41.000000+00:00\"], \"session_ids\": [\"d94c997a-0169-42dd-9e0c-21af4bd55fb1\", \"cd6c83dd-9d80-4019-843d-a2c103305fb0\", \"cc0cd28a-af1d-45da-99cb-b99888eb639b\", \"f848e01a-be41-4d41-8909-7aad89e2c924\", \"05f06adc-1607-42f0-93e0-ccba045b117c\"], \"total_duration\": 136.0, \"total_sessions\": 5, \"mean_week_duration\": 0.602}, \"13618\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-01-13 13:48:22.000000+00:00\", \"2020-02-27 00:20:09.000000+00:00\"], \"session_ids\": [\"da526e18-b209-4e34-bc3a-33d5e26a8187\", \"96b98d0d-8677-45f8-8649-c1076ce675f3\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 3.857}, \"14078\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-09-18 07:08:32.000000+00:00\", \"2023-04-20 14:01:46.000000+00:00\", \"2022-10-09 03:00:50.000000+00:00\", \"2022-11-17 06:53:52.000000+00:00\", \"2023-04-05 17:49:56.000000+00:00\"], \"session_ids\": [\"16aa5366-99f8-4d36-ad0f-6389d252f219\", \"7bb3e4e1-84a2-4da8-ba6d-7ed2f804bcf8\", \"b6e7861e-c6fb-47c5-bb3a-41f83fa294a5\", \"12a74ebc-fa0e-4f21-9bbb-1859bca1de44\", \"ccd02b08-9101-4e06-9d47-e7ce6ff52dad\"], \"total_duration\": 261.0, \"total_sessions\": 5, \"mean_week_duration\": 1.933}, \"82287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-09-26 22:44:26.000000+00:00\", \"2019-02-06 00:31:00.000000+00:00\", \"2019-03-01 18:16:56.000000+00:00\", \"2019-08-24 05:12:07.000000+00:00\"], \"session_ids\": [\"cd195af6-4df5-41d5-ad93-408156f0593a\", \"60b0f4b9-13f6-493f-93e9-88495b0a6103\", \"3ce9c6c0-377c-4d4a-9762-4e6c5245bad3\", \"caf588ac-4d65-403c-8cbd-64818d0b5b66\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.147}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to 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[{\"13618\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-01-13 13:48:22.000000+00:00\", \"2020-02-27 00:20:09.000000+00:00\"], \"session_ids\": [\"da526e18-b209-4e34-bc3a-33d5e26a8187\", \"96b98d0d-8677-45f8-8649-c1076ce675f3\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 3.857}}, {\"42457\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-06-04 02:54:22.000000+00:00\", \"2020-09-16 00:05:58.000000+00:00\", \"2022-01-21 16:38:54.000000+00:00\", \"2020-07-06 02:24:49.000000+00:00\", \"2023-02-28 01:43:14.000000+00:00\", \"2022-09-29 21:34:43.000000+00:00\", \"2019-01-20 18:24:52.000000+00:00\", \"2020-09-25 22:54:10.000000+00:00\"], \"session_ids\": [\"2217e237-2c85-411c-b9c9-fa62180cdf69\", \"748a6f70-bc5c-42f1-b472-159c4b5b5337\", \"bc1b37c3-7bd2-4844-8d6a-9429f3e9224b\", \"1ae3c131-45c6-46f5-988a-c8d48e8e155a\", \"7b625416-6ac5-4a29-9033-e7ea7e8c209a\", \"2e42bb78-12d6-4d3d-873d-dc4566c1ac06\", \"132e32de-447f-4994-a422-6a8b125e0315\", \"f13044f6-bdc4-463f-9ed2-f4aaf5d7ce84\"], \"total_duration\": 1722.0, \"total_sessions\": 8, \"mean_week_duration\": 8.009}}, {\"14285\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-09-20 17:36:52.000000+00:00\", \"2022-04-11 19:55:01.000000+00:00\", \"2019-02-09 11:06:04.000000+00:00\", \"2020-06-26 06:15:28.000000+00:00\", \"2023-06-07 08:29:41.000000+00:00\"], \"session_ids\": [\"d94c997a-0169-42dd-9e0c-21af4bd55fb1\", \"cd6c83dd-9d80-4019-843d-a2c103305fb0\", \"cc0cd28a-af1d-45da-99cb-b99888eb639b\", \"f848e01a-be41-4d41-8909-7aad89e2c924\", \"05f06adc-1607-42f0-93e0-ccba045b117c\"], \"total_duration\": 136.0, \"total_sessions\": 5, \"mean_week_duration\": 0.602}}, {\"86133\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-10 07:28:37.000000+00:00\", \"2023-06-26 16:28:45.000000+00:00\"], \"session_ids\": [\"b0383906-1714-41b7-9b17-59e1a87e4f62\", \"012593f8-c6c7-4e2d-894e-d28ba8675b55\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.082}}, {\"14078\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-09-18 07:08:32.000000+00:00\", \"2023-04-20 14:01:46.000000+00:00\", \"2022-10-09 03:00:50.000000+00:00\", \"2022-11-17 06:53:52.000000+00:00\", \"2023-04-05 17:49:56.000000+00:00\"], \"session_ids\": [\"16aa5366-99f8-4d36-ad0f-6389d252f219\", \"7bb3e4e1-84a2-4da8-ba6d-7ed2f804bcf8\", \"b6e7861e-c6fb-47c5-bb3a-41f83fa294a5\", \"12a74ebc-fa0e-4f21-9bbb-1859bca1de44\", \"ccd02b08-9101-4e06-9d47-e7ce6ff52dad\"], \"total_duration\": 261.0, \"total_sessions\": 5, \"mean_week_duration\": 1.933}}, {\"82287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-09-26 22:44:26.000000+00:00\", \"2019-02-06 00:31:00.000000+00:00\", \"2019-03-01 18:16:56.000000+00:00\", \"2019-08-24 05:12:07.000000+00:00\"], \"session_ids\": [\"cd195af6-4df5-41d5-ad93-408156f0593a\", \"60b0f4b9-13f6-493f-93e9-88495b0a6103\", \"3ce9c6c0-377c-4d4a-9762-4e6c5245bad3\", \"caf588ac-4d65-403c-8cbd-64818d0b5b66\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.147}}, {\"77166\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-09-01 02:39:27.000000+00:00\", \"2020-08-05 21:03:28.000000+00:00\"], \"session_ids\": [\"d8769aeb-3eb2-4729-a05c-bf079f8c58ea\", \"3f94e44e-ee69-4ade-ae13-5be764833f5e\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 1.327}}, {\"51115\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-11-24 17:43:44.000000+00:00\", \"2019-10-21 08:22:51.000000+00:00\", \"2020-09-13 15:32:31.000000+00:00\", \"2022-01-02 14:48:17.000000+00:00\"], \"session_ids\": [\"3f828259-4837-4dd6-81ca-1b82ed283d50\", \"62b669f3-f919-4b76-ac99-44a718cf5093\", \"c90f8957-73c4-4e3e-a163-70934596f86a\", \"9aa30972-4ded-478b-8b61-af3280a62cf5\"], \"total_duration\": 759.0, \"total_sessions\": 4, \"mean_week_duration\": 4.685}}, {\"64195\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-15 11:38:00.000000+00:00\", \"2019-01-11 06:23:44.000000+00:00\", \"2020-02-24 05:23:17.000000+00:00\"], \"session_ids\": [\"48595dc2-391c-4dc2-9436-249123b5b1a6\", \"3ed6aae0-39e8-4fd5-ae92-97593a4d8fa1\", \"5ef2e465-6a1c-4ec3-879a-d55a11bfa299\"], \"total_duration\": 59.0, \"total_sessions\": 3, \"mean_week_duration\": 0.702}}, {\"93399\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-07-26 09:40:21.000000+00:00\", \"2020-12-03 20:05:14.000000+00:00\", \"2022-06-25 23:40:48.000000+00:00\"], \"session_ids\": [\"d8cea015-8abb-4caf-97f8-eec7f2b6d762\", \"916b952e-ab0e-4df0-8ae2-b352c19f16de\", \"0307796f-2de9-44c5-8601-1fa1cf0c6de8\"], \"total_duration\": 523.0, \"total_sessions\": 3, \"mean_week_duration\": 5.23}}]\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[{\"13618\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-01-13 13:48:22.000000+00:00\", \"2020-02-27 00:20:09.000000+00:00\"], \"session_ids\": [\"da526e18-b209-4e34-bc3a-33d5e26a8187\", \"96b98d0d-8677-45f8-8649-c1076ce675f3\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 3.857}}, {\"42457\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-06-04 02:54:22.000000+00:00\", \"2020-09-16 00:05:58.000000+00:00\", \"2022-01-21 16:38:54.000000+00:00\", \"2020-07-06 02:24:49.000000+00:00\", \"2023-02-28 01:43:14.000000+00:00\", \"2022-09-29 21:34:43.000000+00:00\", \"2019-01-20 18:24:52.000000+00:00\", \"2020-09-25 22:54:10.000000+00:00\"], \"session_ids\": [\"2217e237-2c85-411c-b9c9-fa62180cdf69\", \"748a6f70-bc5c-42f1-b472-159c4b5b5337\", \"bc1b37c3-7bd2-4844-8d6a-9429f3e9224b\", \"1ae3c131-45c6-46f5-988a-c8d48e8e155a\", \"7b625416-6ac5-4a29-9033-e7ea7e8c209a\", \"2e42bb78-12d6-4d3d-873d-dc4566c1ac06\", \"132e32de-447f-4994-a422-6a8b125e0315\", \"f13044f6-bdc4-463f-9ed2-f4aaf5d7ce84\"], \"total_duration\": 1722.0, \"total_sessions\": 8, \"mean_week_duration\": 8.009}}, {\"14285\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-09-20 17:36:52.000000+00:00\", \"2022-04-11 19:55:01.000000+00:00\", \"2019-02-09 11:06:04.000000+00:00\", \"2020-06-26 06:15:28.000000+00:00\", \"2023-06-07 08:29:41.000000+00:00\"], \"session_ids\": [\"d94c997a-0169-42dd-9e0c-21af4bd55fb1\", \"cd6c83dd-9d80-4019-843d-a2c103305fb0\", \"cc0cd28a-af1d-45da-99cb-b99888eb639b\", \"f848e01a-be41-4d41-8909-7aad89e2c924\", \"05f06adc-1607-42f0-93e0-ccba045b117c\"], \"total_duration\": 136.0, \"total_sessions\": 5, \"mean_week_duration\": 0.602}}, {\"86133\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-10 07:28:37.000000+00:00\", \"2023-06-26 16:28:45.000000+00:00\"], \"session_ids\": [\"b0383906-1714-41b7-9b17-59e1a87e4f62\", \"012593f8-c6c7-4e2d-894e-d28ba8675b55\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.082}}, {\"14078\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-09-18 07:08:32.000000+00:00\", \"2023-04-20 14:01:46.000000+00:00\", \"2022-10-09 03:00:50.000000+00:00\", \"2022-11-17 06:53:52.000000+00:00\", \"2023-04-05 17:49:56.000000+00:00\"], \"session_ids\": [\"16aa5366-99f8-4d36-ad0f-6389d252f219\", \"7bb3e4e1-84a2-4da8-ba6d-7ed2f804bcf8\", \"b6e7861e-c6fb-47c5-bb3a-41f83fa294a5\", \"12a74ebc-fa0e-4f21-9bbb-1859bca1de44\", \"ccd02b08-9101-4e06-9d47-e7ce6ff52dad\"], \"total_duration\": 261.0, \"total_sessions\": 5, \"mean_week_duration\": 1.933}}, {\"82287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-09-26 22:44:26.000000+00:00\", \"2019-02-06 00:31:00.000000+00:00\", \"2019-03-01 18:16:56.000000+00:00\", \"2019-08-24 05:12:07.000000+00:00\"], \"session_ids\": [\"cd195af6-4df5-41d5-ad93-408156f0593a\", \"60b0f4b9-13f6-493f-93e9-88495b0a6103\", \"3ce9c6c0-377c-4d4a-9762-4e6c5245bad3\", \"caf588ac-4d65-403c-8cbd-64818d0b5b66\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.147}}]\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[{\"13618\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Beijing\", \"datetimes\": [\"2020-01-13 13:48:22.000000+00:00\", \"2020-02-27 00:20:09.000000+00:00\"], \"session_ids\": [\"da526e18-b209-4e34-bc3a-33d5e26a8187\", \"96b98d0d-8677-45f8-8649-c1076ce675f3\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 3.857}}, {\"42457\": {\"keyflows\": {\"Sign In Flow\": 4}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-06-04 02:54:22.000000+00:00\", \"2020-09-16 00:05:58.000000+00:00\", \"2022-01-21 16:38:54.000000+00:00\", \"2020-07-06 02:24:49.000000+00:00\", \"2023-02-28 01:43:14.000000+00:00\", \"2022-09-29 21:34:43.000000+00:00\", \"2019-01-20 18:24:52.000000+00:00\", \"2020-09-25 22:54:10.000000+00:00\"], \"session_ids\": [\"2217e237-2c85-411c-b9c9-fa62180cdf69\", \"748a6f70-bc5c-42f1-b472-159c4b5b5337\", \"bc1b37c3-7bd2-4844-8d6a-9429f3e9224b\", \"1ae3c131-45c6-46f5-988a-c8d48e8e155a\", \"7b625416-6ac5-4a29-9033-e7ea7e8c209a\", \"2e42bb78-12d6-4d3d-873d-dc4566c1ac06\", \"132e32de-447f-4994-a422-6a8b125e0315\", \"f13044f6-bdc4-463f-9ed2-f4aaf5d7ce84\"], \"total_duration\": 1722.0, \"total_sessions\": 8, \"mean_week_duration\": 8.009}}, {\"14285\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-09-20 17:36:52.000000+00:00\", \"2022-04-11 19:55:01.000000+00:00\", \"2019-02-09 11:06:04.000000+00:00\", \"2020-06-26 06:15:28.000000+00:00\", \"2023-06-07 08:29:41.000000+00:00\"], \"session_ids\": [\"d94c997a-0169-42dd-9e0c-21af4bd55fb1\", \"cd6c83dd-9d80-4019-843d-a2c103305fb0\", \"cc0cd28a-af1d-45da-99cb-b99888eb639b\", \"f848e01a-be41-4d41-8909-7aad89e2c924\", \"05f06adc-1607-42f0-93e0-ccba045b117c\"], \"total_duration\": 136.0, \"total_sessions\": 5, \"mean_week_duration\": 0.602}}, {\"86133\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-07-10 07:28:37.000000+00:00\", \"2023-06-26 16:28:45.000000+00:00\"], \"session_ids\": [\"b0383906-1714-41b7-9b17-59e1a87e4f62\", \"012593f8-c6c7-4e2d-894e-d28ba8675b55\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.082}}, {\"14078\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-09-18 07:08:32.000000+00:00\", \"2023-04-20 14:01:46.000000+00:00\", \"2022-10-09 03:00:50.000000+00:00\", \"2022-11-17 06:53:52.000000+00:00\", \"2023-04-05 17:49:56.000000+00:00\"], \"session_ids\": [\"16aa5366-99f8-4d36-ad0f-6389d252f219\", \"7bb3e4e1-84a2-4da8-ba6d-7ed2f804bcf8\", \"b6e7861e-c6fb-47c5-bb3a-41f83fa294a5\", \"12a74ebc-fa0e-4f21-9bbb-1859bca1de44\", \"ccd02b08-9101-4e06-9d47-e7ce6ff52dad\"], \"total_duration\": 261.0, \"total_sessions\": 5, \"mean_week_duration\": 1.933}}, {\"82287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-09-26 22:44:26.000000+00:00\", \"2019-02-06 00:31:00.000000+00:00\", \"2019-03-01 18:16:56.000000+00:00\", \"2019-08-24 05:12:07.000000+00:00\"], \"session_ids\": [\"cd195af6-4df5-41d5-ad93-408156f0593a\", \"60b0f4b9-13f6-493f-93e9-88495b0a6103\", \"3ce9c6c0-377c-4d4a-9762-4e6c5245bad3\", \"caf588ac-4d65-403c-8cbd-64818d0b5b66\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.147}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into 5 users with a all sessions quantity that is above 5 and below 2 + do sorting by average_week_duration in asc additionaly remain only 2 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83818\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-02-02 04:40:46.000000+00:00\", \"2020-05-28 14:09:20.000000+00:00\"], \"session_ids\": [\"6ed1b6fa-6fc2-4e6d-ab1a-7df7f2f2df17\", \"7c0c042c-7a4c-48cb-bd60-494b431ee352\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}, \"50154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-08-10 13:41:27.000000+00:00\", \"2019-11-23 09:51:03.000000+00:00\"], \"session_ids\": [\"a0ebf22e-c7ac-4300-9a77-ccd6b905f266\", \"793ef75c-f869-4142-bc72-20ccfdf9c3a1\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 2.822}, \"73773\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-08-16 00:32:43.000000+00:00\", \"2020-09-14 07:59:16.000000+00:00\"], \"session_ids\": [\"3614ef49-d134-4414-8ea2-23346b5d6328\", \"ea180999-2055-4790-9067-c498e17d1f6a\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 1.368}, \"24134\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-07-16 14:03:06.000000+00:00\", \"2022-07-21 02:26:50.000000+00:00\"], \"session_ids\": [\"c8956bfa-5846-460c-aab3-439cb6b74c76\", \"fa132720-f22f-4bd2-840e-52beeca070e9\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.467}, \"36973\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-28 20:57:26.000000+00:00\", \"2022-01-25 16:27:06.000000+00:00\"], \"session_ids\": [\"fe244fbf-d359-4d99-84d9-b54abf832001\", \"fcf00f70-d7f9-45ce-ba5f-f7ff585bdf39\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 3.444}, \"60323\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-04-02 01:49:06.000000+00:00\", \"2020-10-27 01:20:01.000000+00:00\"], \"session_ids\": [\"605fb738-fa71-4e27-9d98-6987fd567098\", \"63b970de-bd71-4a34-8f33-4d313daa344b\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 4.049}, \"51638\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-03-23 11:58:15.000000+00:00\", \"2023-06-10 11:13:17.000000+00:00\", \"2020-05-08 14:42:28.000000+00:00\", \"2021-04-20 21:03:18.000000+00:00\", \"2020-01-10 13:30:10.000000+00:00\", \"2021-01-25 16:09:10.000000+00:00\", \"2022-08-25 23:46:28.000000+00:00\", \"2021-02-28 15:04:32.000000+00:00\"], \"session_ids\": [\"3283b094-67ea-4727-b9f7-97bd8972aef4\", \"5b677732-72d1-4cf8-9fcc-f5318fe10a82\", \"c55fc7d5-1257-4002-94db-f5bfc8e873fc\", \"7e306488-fcbc-42be-814b-d771aac17f8b\", \"578a3eaa-735b-475c-b92a-061be5ffc2a4\", \"1abb8e79-85cf-429e-91ae-9e97152665a0\", \"c7117caf-5ff3-41c0-98de-64db67415d65\", \"744f94ef-135d-43b3-8538-a5ad6c4acee8\"], \"total_duration\": 941.0, \"total_sessions\": 8, \"mean_week_duration\": 5.287}, \"57579\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-12 10:01:05.000000+00:00\", \"2022-06-11 00:53:42.000000+00:00\"], \"session_ids\": [\"f5ee8053-8459-44c3-9bfb-bdf7f69f1df9\", \"d49c2c0d-16a0-40f3-84a6-f3c97c2f76d4\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 2.458}, \"84057\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-24 21:27:33.000000+00:00\", \"2023-04-18 21:26:58.000000+00:00\"], \"session_ids\": [\"ffe52475-9f4a-4bcb-a1b8-6d3766ce5779\", \"3f8a4d7a-be26-45f8-ba0b-6f1bc55863e5\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.066}, \"54068\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-28 13:19:21.000000+00:00\", \"2022-01-27 05:13:18.000000+00:00\", \"2021-12-12 21:29:46.000000+00:00\", \"2020-09-15 02:42:40.000000+00:00\", \"2022-12-24 15:46:14.000000+00:00\", \"2020-04-02 00:38:33.000000+00:00\", \"2022-11-23 13:58:52.000000+00:00\", \"2021-01-10 20:51:42.000000+00:00\", \"2021-04-05 08:45:50.000000+00:00\", \"2019-10-22 17:42:42.000000+00:00\", \"2020-04-02 16:18:30.000000+00:00\"], \"session_ids\": [\"e15e464d-a270-4f5b-beec-752c0703deff\", \"0435fd4a-09d8-4c84-8300-145043fc58ad\", \"b163acb6-05c9-4c02-84e5-356042df6a7c\", \"759aaf07-14d8-4e3e-9880-55d53e872d65\", \"3f2d2f2c-6804-4f32-913c-99758ddb8431\", \"2a69a5c4-a543-4318-a101-78faa6a7affd\", \"648358eb-60b0-4dfa-bf07-2848a92ae3e1\", \"4c0fcfab-4903-4820-99ef-22afd3a72d27\", \"a71dc534-9d9b-44a8-ae84-1e43756ab560\", \"85e5c31a-f63a-4367-a021-d7d278637099\", \"36d82548-de5f-4743-875c-d086668fdaac\"], \"total_duration\": 7009.0, \"total_sessions\": 11, \"mean_week_duration\": 42.223}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 2 and are equal or greater than 5" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"83818\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-02-02 04:40:46.000000+00:00\", \"2020-05-28 14:09:20.000000+00:00\"], \"session_ids\": [\"6ed1b6fa-6fc2-4e6d-ab1a-7df7f2f2df17\", \"7c0c042c-7a4c-48cb-bd60-494b431ee352\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}, \"50154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-08-10 13:41:27.000000+00:00\", \"2019-11-23 09:51:03.000000+00:00\"], \"session_ids\": [\"a0ebf22e-c7ac-4300-9a77-ccd6b905f266\", \"793ef75c-f869-4142-bc72-20ccfdf9c3a1\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 2.822}, \"73773\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-08-16 00:32:43.000000+00:00\", \"2020-09-14 07:59:16.000000+00:00\"], \"session_ids\": [\"3614ef49-d134-4414-8ea2-23346b5d6328\", \"ea180999-2055-4790-9067-c498e17d1f6a\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 1.368}, \"24134\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-07-16 14:03:06.000000+00:00\", \"2022-07-21 02:26:50.000000+00:00\"], \"session_ids\": [\"c8956bfa-5846-460c-aab3-439cb6b74c76\", \"fa132720-f22f-4bd2-840e-52beeca070e9\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.467}, \"36973\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-28 20:57:26.000000+00:00\", \"2022-01-25 16:27:06.000000+00:00\"], \"session_ids\": [\"fe244fbf-d359-4d99-84d9-b54abf832001\", \"fcf00f70-d7f9-45ce-ba5f-f7ff585bdf39\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 3.444}, \"60323\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-04-02 01:49:06.000000+00:00\", \"2020-10-27 01:20:01.000000+00:00\"], \"session_ids\": [\"605fb738-fa71-4e27-9d98-6987fd567098\", \"63b970de-bd71-4a34-8f33-4d313daa344b\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 4.049}, \"57579\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-12 10:01:05.000000+00:00\", \"2022-06-11 00:53:42.000000+00:00\"], \"session_ids\": [\"f5ee8053-8459-44c3-9bfb-bdf7f69f1df9\", \"d49c2c0d-16a0-40f3-84a6-f3c97c2f76d4\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 2.458}, \"84057\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-24 21:27:33.000000+00:00\", \"2023-04-18 21:26:58.000000+00:00\"], \"session_ids\": [\"ffe52475-9f4a-4bcb-a1b8-6d3766ce5779\", \"3f8a4d7a-be26-45f8-ba0b-6f1bc55863e5\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.066}, \"51638\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-03-23 11:58:15.000000+00:00\", \"2023-06-10 11:13:17.000000+00:00\", \"2020-05-08 14:42:28.000000+00:00\", \"2021-04-20 21:03:18.000000+00:00\", \"2020-01-10 13:30:10.000000+00:00\", \"2021-01-25 16:09:10.000000+00:00\", \"2022-08-25 23:46:28.000000+00:00\", \"2021-02-28 15:04:32.000000+00:00\"], \"session_ids\": [\"3283b094-67ea-4727-b9f7-97bd8972aef4\", \"5b677732-72d1-4cf8-9fcc-f5318fe10a82\", \"c55fc7d5-1257-4002-94db-f5bfc8e873fc\", \"7e306488-fcbc-42be-814b-d771aac17f8b\", \"578a3eaa-735b-475c-b92a-061be5ffc2a4\", \"1abb8e79-85cf-429e-91ae-9e97152665a0\", \"c7117caf-5ff3-41c0-98de-64db67415d65\", \"744f94ef-135d-43b3-8538-a5ad6c4acee8\"], \"total_duration\": 941.0, \"total_sessions\": 8, \"mean_week_duration\": 5.287}, \"54068\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-28 13:19:21.000000+00:00\", \"2022-01-27 05:13:18.000000+00:00\", \"2021-12-12 21:29:46.000000+00:00\", \"2020-09-15 02:42:40.000000+00:00\", \"2022-12-24 15:46:14.000000+00:00\", \"2020-04-02 00:38:33.000000+00:00\", \"2022-11-23 13:58:52.000000+00:00\", \"2021-01-10 20:51:42.000000+00:00\", \"2021-04-05 08:45:50.000000+00:00\", \"2019-10-22 17:42:42.000000+00:00\", \"2020-04-02 16:18:30.000000+00:00\"], \"session_ids\": [\"e15e464d-a270-4f5b-beec-752c0703deff\", \"0435fd4a-09d8-4c84-8300-145043fc58ad\", \"b163acb6-05c9-4c02-84e5-356042df6a7c\", \"759aaf07-14d8-4e3e-9880-55d53e872d65\", \"3f2d2f2c-6804-4f32-913c-99758ddb8431\", \"2a69a5c4-a543-4318-a101-78faa6a7affd\", \"648358eb-60b0-4dfa-bf07-2848a92ae3e1\", \"4c0fcfab-4903-4820-99ef-22afd3a72d27\", \"a71dc534-9d9b-44a8-ae84-1e43756ab560\", \"85e5c31a-f63a-4367-a021-d7d278637099\", \"36d82548-de5f-4743-875c-d086668fdaac\"], \"total_duration\": 7009.0, \"total_sessions\": 11, \"mean_week_duration\": 42.223}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"83818\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-02-02 04:40:46.000000+00:00\", \"2020-05-28 14:09:20.000000+00:00\"], \"session_ids\": [\"6ed1b6fa-6fc2-4e6d-ab1a-7df7f2f2df17\", \"7c0c042c-7a4c-48cb-bd60-494b431ee352\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}}, {\"84057\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-24 21:27:33.000000+00:00\", \"2023-04-18 21:26:58.000000+00:00\"], \"session_ids\": [\"ffe52475-9f4a-4bcb-a1b8-6d3766ce5779\", \"3f8a4d7a-be26-45f8-ba0b-6f1bc55863e5\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.066}}, {\"73773\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-08-16 00:32:43.000000+00:00\", \"2020-09-14 07:59:16.000000+00:00\"], \"session_ids\": [\"3614ef49-d134-4414-8ea2-23346b5d6328\", \"ea180999-2055-4790-9067-c498e17d1f6a\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 1.368}}, {\"24134\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-07-16 14:03:06.000000+00:00\", \"2022-07-21 02:26:50.000000+00:00\"], \"session_ids\": [\"c8956bfa-5846-460c-aab3-439cb6b74c76\", \"fa132720-f22f-4bd2-840e-52beeca070e9\"], \"total_duration\": 154.0, \"total_sessions\": 2, \"mean_week_duration\": 1.467}}, {\"57579\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-12 10:01:05.000000+00:00\", \"2022-06-11 00:53:42.000000+00:00\"], \"session_ids\": [\"f5ee8053-8459-44c3-9bfb-bdf7f69f1df9\", \"d49c2c0d-16a0-40f3-84a6-f3c97c2f76d4\"], \"total_duration\": 118.0, \"total_sessions\": 2, \"mean_week_duration\": 2.458}}, {\"50154\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-08-10 13:41:27.000000+00:00\", \"2019-11-23 09:51:03.000000+00:00\"], \"session_ids\": [\"a0ebf22e-c7ac-4300-9a77-ccd6b905f266\", \"793ef75c-f869-4142-bc72-20ccfdf9c3a1\"], \"total_duration\": 254.0, \"total_sessions\": 2, \"mean_week_duration\": 2.822}}, {\"36973\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-28 20:57:26.000000+00:00\", \"2022-01-25 16:27:06.000000+00:00\"], \"session_ids\": [\"fe244fbf-d359-4d99-84d9-b54abf832001\", \"fcf00f70-d7f9-45ce-ba5f-f7ff585bdf39\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 3.444}}, {\"60323\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 5}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-04-02 01:49:06.000000+00:00\", \"2020-10-27 01:20:01.000000+00:00\"], \"session_ids\": [\"605fb738-fa71-4e27-9d98-6987fd567098\", \"63b970de-bd71-4a34-8f33-4d313daa344b\"], \"total_duration\": 332.0, \"total_sessions\": 2, \"mean_week_duration\": 4.049}}, {\"51638\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2023-03-23 11:58:15.000000+00:00\", \"2023-06-10 11:13:17.000000+00:00\", \"2020-05-08 14:42:28.000000+00:00\", \"2021-04-20 21:03:18.000000+00:00\", \"2020-01-10 13:30:10.000000+00:00\", \"2021-01-25 16:09:10.000000+00:00\", \"2022-08-25 23:46:28.000000+00:00\", \"2021-02-28 15:04:32.000000+00:00\"], \"session_ids\": [\"3283b094-67ea-4727-b9f7-97bd8972aef4\", \"5b677732-72d1-4cf8-9fcc-f5318fe10a82\", \"c55fc7d5-1257-4002-94db-f5bfc8e873fc\", \"7e306488-fcbc-42be-814b-d771aac17f8b\", \"578a3eaa-735b-475c-b92a-061be5ffc2a4\", \"1abb8e79-85cf-429e-91ae-9e97152665a0\", \"c7117caf-5ff3-41c0-98de-64db67415d65\", \"744f94ef-135d-43b3-8538-a5ad6c4acee8\"], \"total_duration\": 941.0, \"total_sessions\": 8, \"mean_week_duration\": 5.287}}, {\"54068\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-28 13:19:21.000000+00:00\", \"2022-01-27 05:13:18.000000+00:00\", \"2021-12-12 21:29:46.000000+00:00\", \"2020-09-15 02:42:40.000000+00:00\", \"2022-12-24 15:46:14.000000+00:00\", \"2020-04-02 00:38:33.000000+00:00\", \"2022-11-23 13:58:52.000000+00:00\", \"2021-01-10 20:51:42.000000+00:00\", \"2021-04-05 08:45:50.000000+00:00\", \"2019-10-22 17:42:42.000000+00:00\", \"2020-04-02 16:18:30.000000+00:00\"], \"session_ids\": [\"e15e464d-a270-4f5b-beec-752c0703deff\", \"0435fd4a-09d8-4c84-8300-145043fc58ad\", \"b163acb6-05c9-4c02-84e5-356042df6a7c\", \"759aaf07-14d8-4e3e-9880-55d53e872d65\", \"3f2d2f2c-6804-4f32-913c-99758ddb8431\", \"2a69a5c4-a543-4318-a101-78faa6a7affd\", \"648358eb-60b0-4dfa-bf07-2848a92ae3e1\", \"4c0fcfab-4903-4820-99ef-22afd3a72d27\", \"a71dc534-9d9b-44a8-ae84-1e43756ab560\", \"85e5c31a-f63a-4367-a021-d7d278637099\", \"36d82548-de5f-4743-875c-d086668fdaac\"], \"total_duration\": 7009.0, \"total_sessions\": 11, \"mean_week_duration\": 42.223}}]\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[{\"83818\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-02-02 04:40:46.000000+00:00\", \"2020-05-28 14:09:20.000000+00:00\"], \"session_ids\": [\"6ed1b6fa-6fc2-4e6d-ab1a-7df7f2f2df17\", \"7c0c042c-7a4c-48cb-bd60-494b431ee352\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}}, {\"84057\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-24 21:27:33.000000+00:00\", \"2023-04-18 21:26:58.000000+00:00\"], \"session_ids\": [\"ffe52475-9f4a-4bcb-a1b8-6d3766ce5779\", \"3f8a4d7a-be26-45f8-ba0b-6f1bc55863e5\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.066}}]\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[{\"83818\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-02-02 04:40:46.000000+00:00\", \"2020-05-28 14:09:20.000000+00:00\"], \"session_ids\": [\"6ed1b6fa-6fc2-4e6d-ab1a-7df7f2f2df17\", \"7c0c042c-7a4c-48cb-bd60-494b431ee352\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}}, {\"84057\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-12-24 21:27:33.000000+00:00\", \"2023-04-18 21:26:58.000000+00:00\"], \"session_ids\": [\"ffe52475-9f4a-4bcb-a1b8-6d3766ce5779\", \"3f8a4d7a-be26-45f8-ba0b-6f1bc55863e5\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 1.066}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on user whose sum of duration of sessions per week is strictly less than 8 and put to use sorting by sum of duration from the largest to the smallest." } ]
[ { "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{\"94771\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-16 00:57:20.000000+00:00\", \"2023-05-09 07:51:14.000000+00:00\"], \"session_ids\": [\"3a4f6837-8202-41f6-b747-cbf32585f34b\", \"1112fec8-577a-427a-aa59-cef95c6639fe\"], \"total_duration\": 224.0, \"total_sessions\": 2, \"mean_week_duration\": 3.733}, \"18024\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-10-24 01:27:32.000000+00:00\", \"2022-06-20 14:15:24.000000+00:00\", \"2022-10-25 20:44:09.000000+00:00\", \"2021-02-24 23:45:42.000000+00:00\"], \"session_ids\": [\"d5b77568-ff63-4e91-9c59-b10912baa6a4\", \"a9315d74-fd82-4ad8-a279-88680e3ad9d6\", \"c3c9e2ec-17b7-405a-a38c-efd17bd813b3\", \"754ae4e9-306d-4dc8-915a-4f4ffc571a87\"], \"total_duration\": 196.0, \"total_sessions\": 4, \"mean_week_duration\": 2.253}, \"87931\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-03-31 13:33:21.000000+00:00\", \"2023-05-16 05:51:39.000000+00:00\", \"2019-12-26 09:48:37.000000+00:00\"], \"session_ids\": [\"536959bd-534b-40f3-981c-11442dd800f1\", \"18723128-b2ff-40e2-8afc-03cbd2451d23\", \"651f19ef-c94f-46ff-b21e-b1898167d06e\"], \"total_duration\": 103.0, \"total_sessions\": 3, \"mean_week_duration\": 0.582}, \"15570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-09-13 05:34:09.000000+00:00\", \"2020-04-16 10:02:07.000000+00:00\"], \"session_ids\": [\"a09b975a-6f1d-4b41-a04c-582635063540\", \"fa690368-2266-4854-b896-adabf8a2a55e\"], \"total_duration\": 441.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}, \"58327\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-02 05:46:21.000000+00:00\", \"2019-03-02 14:54:44.000000+00:00\", \"2019-06-23 02:03:44.000000+00:00\", \"2022-04-23 16:05:39.000000+00:00\", \"2020-03-31 03:39:30.000000+00:00\", \"2020-04-02 03:51:18.000000+00:00\"], \"session_ids\": [\"06523161-c749-42ef-83a0-0b01d962b13d\", \"dad2b7e3-a1c2-4ed4-a530-d6290aff9828\", \"05ca10df-e0cb-4d41-925c-8bc5bf28c491\", \"370ac3a8-6264-42e7-88de-54c1b8c89e12\", \"1c390f41-17c1-4dac-8280-22b3f7393b73\", \"4dd567e7-37b1-4929-b53f-3ec78d2cc6f9\"], \"total_duration\": 108.0, \"total_sessions\": 6, \"mean_week_duration\": 0.659}, \"16370\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-07-09 16:59:32.000000+00:00\", \"2019-12-17 02:40:38.000000+00:00\"], \"session_ids\": [\"fb07b390-f6c7-45c9-a1ce-61db8242023e\", \"0ec70f88-8957-4be5-b512-c1fdb3a38f83\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 0.716}, \"20609\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-17 22:38:17.000000+00:00\", \"2020-07-04 06:41:25.000000+00:00\", \"2020-07-27 08:43:25.000000+00:00\", \"2019-04-23 12:40:43.000000+00:00\"], \"session_ids\": [\"d1868716-f1b4-4121-aa9e-f58d84b3720b\", \"39130678-580e-48a5-a11b-8c3197013f4d\", \"34496947-d4b1-474f-b97b-5c1587fec716\", \"25fc1d3d-29dc-424f-8022-b10ce7dd0741\"], \"total_duration\": 64.0, \"total_sessions\": 4, \"mean_week_duration\": 0.295}, \"7699\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-19 06:54:11.000000+00:00\", \"2023-01-13 14:14:24.000000+00:00\"], \"session_ids\": [\"030f6146-4659-466a-a5cb-6060474afe88\", \"396282c0-fe69-453d-8f71-0d03c47a334c\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.483}, \"36844\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-07-11 00:15:53.000000+00:00\", \"2022-11-13 14:10:54.000000+00:00\", \"2021-04-06 21:42:39.000000+00:00\", \"2021-09-14 16:51:42.000000+00:00\"], \"session_ids\": [\"6b850aed-9558-472f-a115-073b0d4efa3c\", \"6d929065-bd59-4a29-9973-6e42237d5557\", \"40961519-5030-417d-bcbf-1334721a1e1f\", \"f631019f-0c97-4284-9cb7-65bb539e138e\"], \"total_duration\": 2135.0, \"total_sessions\": 4, \"mean_week_duration\": 12.2}, \"28524\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-11-07 17:16:18.000000+00:00\", \"2023-05-05 14:05:55.000000+00:00\"], \"session_ids\": [\"ccabd847-b474-458c-8171-d62084b289a4\", \"aa214f83-7a6c-48a0-8c33-9964fb6f54bb\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 1.852}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[8, 38]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"94771\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-16 00:57:20.000000+00:00\", \"2023-05-09 07:51:14.000000+00:00\"], \"session_ids\": [\"3a4f6837-8202-41f6-b747-cbf32585f34b\", \"1112fec8-577a-427a-aa59-cef95c6639fe\"], \"total_duration\": 224.0, \"total_sessions\": 2, \"mean_week_duration\": 3.733}, \"18024\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-10-24 01:27:32.000000+00:00\", \"2022-06-20 14:15:24.000000+00:00\", \"2022-10-25 20:44:09.000000+00:00\", \"2021-02-24 23:45:42.000000+00:00\"], \"session_ids\": [\"d5b77568-ff63-4e91-9c59-b10912baa6a4\", \"a9315d74-fd82-4ad8-a279-88680e3ad9d6\", \"c3c9e2ec-17b7-405a-a38c-efd17bd813b3\", \"754ae4e9-306d-4dc8-915a-4f4ffc571a87\"], \"total_duration\": 196.0, \"total_sessions\": 4, \"mean_week_duration\": 2.253}, \"87931\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-03-31 13:33:21.000000+00:00\", \"2023-05-16 05:51:39.000000+00:00\", \"2019-12-26 09:48:37.000000+00:00\"], \"session_ids\": [\"536959bd-534b-40f3-981c-11442dd800f1\", \"18723128-b2ff-40e2-8afc-03cbd2451d23\", \"651f19ef-c94f-46ff-b21e-b1898167d06e\"], \"total_duration\": 103.0, \"total_sessions\": 3, \"mean_week_duration\": 0.582}, \"15570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-09-13 05:34:09.000000+00:00\", \"2020-04-16 10:02:07.000000+00:00\"], \"session_ids\": [\"a09b975a-6f1d-4b41-a04c-582635063540\", \"fa690368-2266-4854-b896-adabf8a2a55e\"], \"total_duration\": 441.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}, \"58327\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-02 05:46:21.000000+00:00\", \"2019-03-02 14:54:44.000000+00:00\", \"2019-06-23 02:03:44.000000+00:00\", \"2022-04-23 16:05:39.000000+00:00\", \"2020-03-31 03:39:30.000000+00:00\", \"2020-04-02 03:51:18.000000+00:00\"], \"session_ids\": [\"06523161-c749-42ef-83a0-0b01d962b13d\", \"dad2b7e3-a1c2-4ed4-a530-d6290aff9828\", \"05ca10df-e0cb-4d41-925c-8bc5bf28c491\", \"370ac3a8-6264-42e7-88de-54c1b8c89e12\", \"1c390f41-17c1-4dac-8280-22b3f7393b73\", \"4dd567e7-37b1-4929-b53f-3ec78d2cc6f9\"], \"total_duration\": 108.0, \"total_sessions\": 6, \"mean_week_duration\": 0.659}, \"16370\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-07-09 16:59:32.000000+00:00\", \"2019-12-17 02:40:38.000000+00:00\"], \"session_ids\": [\"fb07b390-f6c7-45c9-a1ce-61db8242023e\", \"0ec70f88-8957-4be5-b512-c1fdb3a38f83\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 0.716}, \"20609\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-17 22:38:17.000000+00:00\", \"2020-07-04 06:41:25.000000+00:00\", \"2020-07-27 08:43:25.000000+00:00\", \"2019-04-23 12:40:43.000000+00:00\"], \"session_ids\": [\"d1868716-f1b4-4121-aa9e-f58d84b3720b\", \"39130678-580e-48a5-a11b-8c3197013f4d\", \"34496947-d4b1-474f-b97b-5c1587fec716\", \"25fc1d3d-29dc-424f-8022-b10ce7dd0741\"], \"total_duration\": 64.0, \"total_sessions\": 4, \"mean_week_duration\": 0.295}, \"7699\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-19 06:54:11.000000+00:00\", \"2023-01-13 14:14:24.000000+00:00\"], \"session_ids\": [\"030f6146-4659-466a-a5cb-6060474afe88\", \"396282c0-fe69-453d-8f71-0d03c47a334c\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.483}, \"28524\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-11-07 17:16:18.000000+00:00\", \"2023-05-05 14:05:55.000000+00:00\"], \"session_ids\": [\"ccabd847-b474-458c-8171-d62084b289a4\", \"aa214f83-7a6c-48a0-8c33-9964fb6f54bb\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 1.852}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"15570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-09-13 05:34:09.000000+00:00\", \"2020-04-16 10:02:07.000000+00:00\"], \"session_ids\": [\"a09b975a-6f1d-4b41-a04c-582635063540\", \"fa690368-2266-4854-b896-adabf8a2a55e\"], \"total_duration\": 441.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}}, {\"28524\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-11-07 17:16:18.000000+00:00\", \"2023-05-05 14:05:55.000000+00:00\"], \"session_ids\": [\"ccabd847-b474-458c-8171-d62084b289a4\", \"aa214f83-7a6c-48a0-8c33-9964fb6f54bb\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 1.852}}, {\"94771\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-03-16 00:57:20.000000+00:00\", \"2023-05-09 07:51:14.000000+00:00\"], \"session_ids\": [\"3a4f6837-8202-41f6-b747-cbf32585f34b\", \"1112fec8-577a-427a-aa59-cef95c6639fe\"], \"total_duration\": 224.0, \"total_sessions\": 2, \"mean_week_duration\": 3.733}}, {\"18024\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-10-24 01:27:32.000000+00:00\", \"2022-06-20 14:15:24.000000+00:00\", \"2022-10-25 20:44:09.000000+00:00\", \"2021-02-24 23:45:42.000000+00:00\"], \"session_ids\": [\"d5b77568-ff63-4e91-9c59-b10912baa6a4\", \"a9315d74-fd82-4ad8-a279-88680e3ad9d6\", \"c3c9e2ec-17b7-405a-a38c-efd17bd813b3\", \"754ae4e9-306d-4dc8-915a-4f4ffc571a87\"], \"total_duration\": 196.0, \"total_sessions\": 4, \"mean_week_duration\": 2.253}}, {\"58327\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-04-02 05:46:21.000000+00:00\", \"2019-03-02 14:54:44.000000+00:00\", \"2019-06-23 02:03:44.000000+00:00\", \"2022-04-23 16:05:39.000000+00:00\", \"2020-03-31 03:39:30.000000+00:00\", \"2020-04-02 03:51:18.000000+00:00\"], \"session_ids\": [\"06523161-c749-42ef-83a0-0b01d962b13d\", \"dad2b7e3-a1c2-4ed4-a530-d6290aff9828\", \"05ca10df-e0cb-4d41-925c-8bc5bf28c491\", \"370ac3a8-6264-42e7-88de-54c1b8c89e12\", \"1c390f41-17c1-4dac-8280-22b3f7393b73\", \"4dd567e7-37b1-4929-b53f-3ec78d2cc6f9\"], \"total_duration\": 108.0, \"total_sessions\": 6, \"mean_week_duration\": 0.659}}, {\"87931\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-03-31 13:33:21.000000+00:00\", \"2023-05-16 05:51:39.000000+00:00\", \"2019-12-26 09:48:37.000000+00:00\"], \"session_ids\": [\"536959bd-534b-40f3-981c-11442dd800f1\", \"18723128-b2ff-40e2-8afc-03cbd2451d23\", \"651f19ef-c94f-46ff-b21e-b1898167d06e\"], \"total_duration\": 103.0, \"total_sessions\": 3, \"mean_week_duration\": 0.582}}, {\"16370\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-07-09 16:59:32.000000+00:00\", \"2019-12-17 02:40:38.000000+00:00\"], \"session_ids\": [\"fb07b390-f6c7-45c9-a1ce-61db8242023e\", \"0ec70f88-8957-4be5-b512-c1fdb3a38f83\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 0.716}}, {\"7699\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2019-09-19 06:54:11.000000+00:00\", \"2023-01-13 14:14:24.000000+00:00\"], \"session_ids\": [\"030f6146-4659-466a-a5cb-6060474afe88\", \"396282c0-fe69-453d-8f71-0d03c47a334c\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.483}}, {\"20609\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-06-17 22:38:17.000000+00:00\", \"2020-07-04 06:41:25.000000+00:00\", \"2020-07-27 08:43:25.000000+00:00\", \"2019-04-23 12:40:43.000000+00:00\"], \"session_ids\": [\"d1868716-f1b4-4121-aa9e-f58d84b3720b\", \"39130678-580e-48a5-a11b-8c3197013f4d\", \"34496947-d4b1-474f-b97b-5c1587fec716\", \"25fc1d3d-29dc-424f-8022-b10ce7dd0741\"], \"total_duration\": 64.0, \"total_sessions\": 4, \"mean_week_duration\": 0.295}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 1 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"15570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-09-13 05:34:09.000000+00:00\", \"2020-04-16 10:02:07.000000+00:00\"], \"session_ids\": [\"a09b975a-6f1d-4b41-a04c-582635063540\", \"fa690368-2266-4854-b896-adabf8a2a55e\"], \"total_duration\": 441.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}}]\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[{\"15570\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-09-13 05:34:09.000000+00:00\", \"2020-04-16 10:02:07.000000+00:00\"], \"session_ids\": [\"a09b975a-6f1d-4b41-a04c-582635063540\", \"fa690368-2266-4854-b896-adabf8a2a55e\"], \"total_duration\": 441.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about 8 users who have overall total sessions bigger than 5 and smaller than 9 in addition implement sorting by average_week_duration in descending order." } ]
[ { "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{\"74686\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-08 06:54:45.000000+00:00\", \"2019-02-15 03:07:53.000000+00:00\", \"2021-11-13 23:27:01.000000+00:00\", \"2021-12-15 23:52:46.000000+00:00\", \"2019-01-28 19:35:59.000000+00:00\", \"2020-12-04 12:06:51.000000+00:00\", \"2019-06-13 23:17:23.000000+00:00\", \"2020-11-24 22:40:01.000000+00:00\"], \"session_ids\": [\"df57a851-405d-4146-8863-89581d4ed95a\", \"26db81d4-bc39-4a29-81a7-2c03c161b131\", \"8e1685f1-c17f-4b55-8188-0559354b4e93\", \"a6cacb4e-5728-4522-9f53-da4dbaed0de3\", \"1fe78820-de08-482b-8337-acf4faae3c03\", \"7df16548-4ec9-4f65-9b72-c70bf00d4d51\", \"9c101060-3b37-42e5-ab52-cffb3f4de0ef\", \"303a256b-faac-4fdf-9040-48788c2ad6af\"], \"total_duration\": 1428.0, \"total_sessions\": 8, \"mean_week_duration\": 9.457}, \"88610\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 11}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-06-23 03:21:26.000000+00:00\", \"2022-03-12 15:57:04.000000+00:00\"], \"session_ids\": [\"815524e8-a43f-4781-88f9-b24abcc48206\", \"54798cc8-e17c-422a-8bad-e0f7dc7cde38\"], \"total_duration\": 266.0, \"total_sessions\": 2, \"mean_week_duration\": 17.733}, \"44333\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-06-04 05:08:32.000000+00:00\", \"2019-06-09 22:49:55.000000+00:00\", \"2019-05-12 18:54:57.000000+00:00\"], \"session_ids\": [\"4874d3d7-82bf-405d-8c09-de85fd4d89de\", \"09bdc53a-af8f-42d6-8865-2478dc0b239f\", \"334efcc6-a608-4378-9858-288e1f26e26c\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 0.944}, \"7138\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-01 10:52:17.000000+00:00\", \"2021-11-19 10:33:02.000000+00:00\", \"2022-07-09 16:06:04.000000+00:00\", \"2022-10-24 03:31:02.000000+00:00\"], \"session_ids\": [\"aeb28dc4-b73f-4e65-add8-7572c9608a85\", \"2a13f8de-b0dd-4126-a94f-a1decedb205a\", \"90f25eab-9ce1-47c5-8b91-f2705436c14c\", \"ea2270c4-5005-44b0-a9ab-d8a377cfccb1\"], \"total_duration\": 170.0, \"total_sessions\": 4, \"mean_week_duration\": 0.983}, \"64510\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-01-19 19:04:49.000000+00:00\", \"2021-08-06 17:48:37.000000+00:00\"], \"session_ids\": [\"0f19cdc9-cb4d-4e3f-a172-8f2cc7c8d387\", \"4c5e0f3f-68ad-4f1e-92c0-f57223d0c517\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 2.222}, \"64956\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-26 06:33:34.000000+00:00\", \"2022-01-17 00:19:01.000000+00:00\"], \"session_ids\": [\"7b31cb1d-0b08-41f9-94aa-5dc266d1a931\", \"8424e13d-c420-4e23-b1d1-71b8eb356321\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 1.042}, \"53811\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-15 03:33:25.000000+00:00\", \"2021-01-16 19:18:59.000000+00:00\", \"2021-07-01 12:46:59.000000+00:00\", \"2022-01-31 03:01:24.000000+00:00\", \"2019-02-15 00:27:34.000000+00:00\", \"2021-01-26 16:06:33.000000+00:00\"], \"session_ids\": [\"5fd97088-f049-4da5-938d-185409971df7\", \"ed4b21a2-2d05-405c-93e1-3fbc45fbbf7c\", \"444a6db6-b623-471a-9df9-02c893df80c7\", \"c97f1a41-f974-4e16-ab7d-430d5819344a\", \"adb6e43f-0830-4df1-bb25-e5eda7845bff\", \"2ac383bc-6a58-4f87-9411-03780834a20f\"], \"total_duration\": 6777.0, \"total_sessions\": 6, \"mean_week_duration\": 30.527}, \"58305\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 4}, \"city_name\": \"Dublin\", \"datetimes\": [\"2023-05-21 11:14:24.000000+00:00\", \"2021-09-07 14:24:50.000000+00:00\"], \"session_ids\": [\"32445450-4824-4258-affe-b64e7522b2b6\", \"297a33f4-1d18-4da4-90af-cb13b09ac1db\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 3.404}, \"68959\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-04-02 15:48:30.000000+00:00\", \"2019-09-18 04:19:28.000000+00:00\"], \"session_ids\": [\"e847bfed-b9d5-4b5f-a31c-03217eabe415\", \"a918f160-11c2-4d28-b4e7-ce01fa69efc8\"], \"total_duration\": 141.0, \"total_sessions\": 2, \"mean_week_duration\": 1.06}, \"66968\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-09-21 14:51:41.000000+00:00\", \"2020-04-30 19:32:50.000000+00:00\"], \"session_ids\": [\"60d86b9b-0f2c-416d-bd06-b0b85cc6df94\", \"237090b7-debd-4f99-85c3-bd5f3d2cfb5b\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 2.844}}\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 5 and are equal or less than 9" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[5, 9]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"74686\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-08 06:54:45.000000+00:00\", \"2019-02-15 03:07:53.000000+00:00\", \"2021-11-13 23:27:01.000000+00:00\", \"2021-12-15 23:52:46.000000+00:00\", \"2019-01-28 19:35:59.000000+00:00\", \"2020-12-04 12:06:51.000000+00:00\", \"2019-06-13 23:17:23.000000+00:00\", \"2020-11-24 22:40:01.000000+00:00\"], \"session_ids\": [\"df57a851-405d-4146-8863-89581d4ed95a\", \"26db81d4-bc39-4a29-81a7-2c03c161b131\", \"8e1685f1-c17f-4b55-8188-0559354b4e93\", \"a6cacb4e-5728-4522-9f53-da4dbaed0de3\", \"1fe78820-de08-482b-8337-acf4faae3c03\", \"7df16548-4ec9-4f65-9b72-c70bf00d4d51\", \"9c101060-3b37-42e5-ab52-cffb3f4de0ef\", \"303a256b-faac-4fdf-9040-48788c2ad6af\"], \"total_duration\": 1428.0, \"total_sessions\": 8, \"mean_week_duration\": 9.457}, \"53811\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-15 03:33:25.000000+00:00\", \"2021-01-16 19:18:59.000000+00:00\", \"2021-07-01 12:46:59.000000+00:00\", \"2022-01-31 03:01:24.000000+00:00\", \"2019-02-15 00:27:34.000000+00:00\", \"2021-01-26 16:06:33.000000+00:00\"], \"session_ids\": [\"5fd97088-f049-4da5-938d-185409971df7\", \"ed4b21a2-2d05-405c-93e1-3fbc45fbbf7c\", \"444a6db6-b623-471a-9df9-02c893df80c7\", \"c97f1a41-f974-4e16-ab7d-430d5819344a\", \"adb6e43f-0830-4df1-bb25-e5eda7845bff\", \"2ac383bc-6a58-4f87-9411-03780834a20f\"], \"total_duration\": 6777.0, \"total_sessions\": 6, \"mean_week_duration\": 30.527}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"53811\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-15 03:33:25.000000+00:00\", \"2021-01-16 19:18:59.000000+00:00\", \"2021-07-01 12:46:59.000000+00:00\", \"2022-01-31 03:01:24.000000+00:00\", \"2019-02-15 00:27:34.000000+00:00\", \"2021-01-26 16:06:33.000000+00:00\"], \"session_ids\": [\"5fd97088-f049-4da5-938d-185409971df7\", \"ed4b21a2-2d05-405c-93e1-3fbc45fbbf7c\", \"444a6db6-b623-471a-9df9-02c893df80c7\", \"c97f1a41-f974-4e16-ab7d-430d5819344a\", \"adb6e43f-0830-4df1-bb25-e5eda7845bff\", \"2ac383bc-6a58-4f87-9411-03780834a20f\"], \"total_duration\": 6777.0, \"total_sessions\": 6, \"mean_week_duration\": 30.527}}, {\"74686\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-08 06:54:45.000000+00:00\", \"2019-02-15 03:07:53.000000+00:00\", \"2021-11-13 23:27:01.000000+00:00\", \"2021-12-15 23:52:46.000000+00:00\", \"2019-01-28 19:35:59.000000+00:00\", \"2020-12-04 12:06:51.000000+00:00\", \"2019-06-13 23:17:23.000000+00:00\", \"2020-11-24 22:40:01.000000+00:00\"], \"session_ids\": [\"df57a851-405d-4146-8863-89581d4ed95a\", \"26db81d4-bc39-4a29-81a7-2c03c161b131\", \"8e1685f1-c17f-4b55-8188-0559354b4e93\", \"a6cacb4e-5728-4522-9f53-da4dbaed0de3\", \"1fe78820-de08-482b-8337-acf4faae3c03\", \"7df16548-4ec9-4f65-9b72-c70bf00d4d51\", \"9c101060-3b37-42e5-ab52-cffb3f4de0ef\", \"303a256b-faac-4fdf-9040-48788c2ad6af\"], \"total_duration\": 1428.0, \"total_sessions\": 8, \"mean_week_duration\": 9.457}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 8 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"53811\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-15 03:33:25.000000+00:00\", \"2021-01-16 19:18:59.000000+00:00\", \"2021-07-01 12:46:59.000000+00:00\", \"2022-01-31 03:01:24.000000+00:00\", \"2019-02-15 00:27:34.000000+00:00\", \"2021-01-26 16:06:33.000000+00:00\"], \"session_ids\": [\"5fd97088-f049-4da5-938d-185409971df7\", \"ed4b21a2-2d05-405c-93e1-3fbc45fbbf7c\", \"444a6db6-b623-471a-9df9-02c893df80c7\", \"c97f1a41-f974-4e16-ab7d-430d5819344a\", \"adb6e43f-0830-4df1-bb25-e5eda7845bff\", \"2ac383bc-6a58-4f87-9411-03780834a20f\"], \"total_duration\": 6777.0, \"total_sessions\": 6, \"mean_week_duration\": 30.527}}, {\"74686\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-08 06:54:45.000000+00:00\", \"2019-02-15 03:07:53.000000+00:00\", \"2021-11-13 23:27:01.000000+00:00\", \"2021-12-15 23:52:46.000000+00:00\", \"2019-01-28 19:35:59.000000+00:00\", \"2020-12-04 12:06:51.000000+00:00\", \"2019-06-13 23:17:23.000000+00:00\", \"2020-11-24 22:40:01.000000+00:00\"], \"session_ids\": [\"df57a851-405d-4146-8863-89581d4ed95a\", \"26db81d4-bc39-4a29-81a7-2c03c161b131\", \"8e1685f1-c17f-4b55-8188-0559354b4e93\", \"a6cacb4e-5728-4522-9f53-da4dbaed0de3\", \"1fe78820-de08-482b-8337-acf4faae3c03\", \"7df16548-4ec9-4f65-9b72-c70bf00d4d51\", \"9c101060-3b37-42e5-ab52-cffb3f4de0ef\", \"303a256b-faac-4fdf-9040-48788c2ad6af\"], \"total_duration\": 1428.0, \"total_sessions\": 8, \"mean_week_duration\": 9.457}}]\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[{\"53811\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-05-15 03:33:25.000000+00:00\", \"2021-01-16 19:18:59.000000+00:00\", \"2021-07-01 12:46:59.000000+00:00\", \"2022-01-31 03:01:24.000000+00:00\", \"2019-02-15 00:27:34.000000+00:00\", \"2021-01-26 16:06:33.000000+00:00\"], \"session_ids\": [\"5fd97088-f049-4da5-938d-185409971df7\", \"ed4b21a2-2d05-405c-93e1-3fbc45fbbf7c\", \"444a6db6-b623-471a-9df9-02c893df80c7\", \"c97f1a41-f974-4e16-ab7d-430d5819344a\", \"adb6e43f-0830-4df1-bb25-e5eda7845bff\", \"2ac383bc-6a58-4f87-9411-03780834a20f\"], \"total_duration\": 6777.0, \"total_sessions\": 6, \"mean_week_duration\": 30.527}}, {\"74686\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-08 06:54:45.000000+00:00\", \"2019-02-15 03:07:53.000000+00:00\", \"2021-11-13 23:27:01.000000+00:00\", \"2021-12-15 23:52:46.000000+00:00\", \"2019-01-28 19:35:59.000000+00:00\", \"2020-12-04 12:06:51.000000+00:00\", \"2019-06-13 23:17:23.000000+00:00\", \"2020-11-24 22:40:01.000000+00:00\"], \"session_ids\": [\"df57a851-405d-4146-8863-89581d4ed95a\", \"26db81d4-bc39-4a29-81a7-2c03c161b131\", \"8e1685f1-c17f-4b55-8188-0559354b4e93\", \"a6cacb4e-5728-4522-9f53-da4dbaed0de3\", \"1fe78820-de08-482b-8337-acf4faae3c03\", \"7df16548-4ec9-4f65-9b72-c70bf00d4d51\", \"9c101060-3b37-42e5-ab52-cffb3f4de0ef\", \"303a256b-faac-4fdf-9040-48788c2ad6af\"], \"total_duration\": 1428.0, \"total_sessions\": 8, \"mean_week_duration\": 9.457}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on user whose time spent on the site per week is greater than 15 and less than 25 and put to use sorting by duration of sessions per week descending , moreover keep only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"64279\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-28 20:19:54.000000+00:00\", \"2023-02-06 00:31:48.000000+00:00\"], \"session_ids\": [\"9ab94275-7002-4f67-8698-f3bae3f895f1\", \"e27a1f66-d249-4c51-9536-28e1f81cf9ac\"], \"total_duration\": 87.0, \"total_sessions\": 2, \"mean_week_duration\": 0.617}, \"34067\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2019-09-18 07:18:14.000000+00:00\", \"2023-01-26 23:23:06.000000+00:00\", \"2019-09-11 22:57:24.000000+00:00\", \"2022-07-18 04:41:16.000000+00:00\", \"2019-07-13 06:33:16.000000+00:00\"], \"session_ids\": [\"00d82208-5a25-41d4-933b-337e9b871c97\", \"189bd1c8-7194-40d5-935d-825ebed41a00\", \"76bb7677-c010-4a54-88a9-8bf06c4e2357\", \"3a4762fc-fb3c-498e-85c6-52016e006b17\", \"bc35d80d-3602-4782-bf5a-b5af2d480140\"], \"total_duration\": 2505.0, \"total_sessions\": 5, \"mean_week_duration\": 13.541}, \"72926\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2023-03-03 07:48:32.000000+00:00\", \"2022-03-29 11:18:14.000000+00:00\", \"2023-03-03 23:13:35.000000+00:00\"], \"session_ids\": [\"42bb66c3-cbee-4afd-a74d-781d56859371\", \"669591d9-b3b9-4d4a-a5be-0caf949ed960\", \"9acf1b78-e4ac-4fbd-aa1b-9ac87b53b73d\"], \"total_duration\": 320.0, \"total_sessions\": 3, \"mean_week_duration\": 6.531}, \"65732\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-12 18:45:37.000000+00:00\", \"2020-12-10 02:03:54.000000+00:00\"], \"session_ids\": [\"e9952db9-49bd-4cf4-a708-5a2d4565bc60\", \"b74021bd-0519-492e-9f94-cd13a518c019\"], \"total_duration\": 109.0, \"total_sessions\": 2, \"mean_week_duration\": 1.652}, \"38059\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-06-01 23:09:25.000000+00:00\", \"2022-03-20 14:15:57.000000+00:00\"], \"session_ids\": [\"19822d57-3b6a-4055-8cb5-1a42b7be394c\", \"50ad30e7-0c18-4938-8607-2fd445a994f3\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 2.357}, \"25486\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-08-10 22:29:31.000000+00:00\", \"2019-03-09 10:07:33.000000+00:00\", \"2023-02-17 08:36:01.000000+00:00\", \"2023-05-07 17:53:58.000000+00:00\", \"2021-07-24 08:37:53.000000+00:00\", \"2020-11-07 06:44:41.000000+00:00\", \"2022-12-09 07:13:04.000000+00:00\", \"2023-05-22 15:07:14.000000+00:00\"], \"session_ids\": [\"4253103f-7837-418c-8e42-8ba817a95f1b\", \"a01af5bc-1e9a-4059-8a79-8b3736a1c9b7\", \"e19c62eb-8686-43b5-a68a-52e5b86f9fd9\", \"0bd209a3-b26a-4803-a8a7-3967583a22ac\", \"09692b74-566c-4673-a5a2-ca137a4ce19b\", \"e9f49e01-8554-4362-a9c8-cc10bd67bd1a\", \"b564c5d1-4fba-4abd-b76a-2aca175535f6\", \"ac5dc356-6dba-4802-8809-83a3e8bb8b22\"], \"total_duration\": 746.0, \"total_sessions\": 8, \"mean_week_duration\": 3.391}, \"33902\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-06-16 20:22:35.000000+00:00\", \"2020-08-25 08:03:28.000000+00:00\"], \"session_ids\": [\"1ec08701-6c25-4532-a6ae-338c8136443b\", \"4bf1dc6f-2aeb-49e1-a605-5bc78d3a571c\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 5.2}, \"78839\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-07 21:14:54.000000+00:00\", \"2022-02-19 14:18:03.000000+00:00\"], \"session_ids\": [\"0614b415-26ad-48ba-abc5-b624affd41e4\", \"7abf6e9e-86c0-4294-9839-91f5157bcc22\"], \"total_duration\": 135.0, \"total_sessions\": 2, \"mean_week_duration\": 2.109}, \"88407\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-03-03 22:36:01.000000+00:00\", \"2022-12-06 20:55:22.000000+00:00\", \"2019-01-14 19:19:39.000000+00:00\"], \"session_ids\": [\"8f70ac25-df07-4f68-b60c-8c526d9580e5\", \"9b1eb539-34fa-4b35-a161-edf25737a551\", \"76c82453-5e8a-4e12-9c8c-b7dac3282be1\"], \"total_duration\": 128.0, \"total_sessions\": 3, \"mean_week_duration\": 0.627}, \"43085\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-04-09 18:47:35.000000+00:00\", \"2020-06-05 11:55:59.000000+00:00\"], \"session_ids\": [\"3f16a2a4-c175-4161-a36b-fdd33992a5c4\", \"009ee920-2729-4f16-ac86-2c083dc8bc2b\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 0.423}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or greater than 15 and are equal or less than 25" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[15, 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 close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about users whose overall total sessions is same as 3 also put to use sorting by urban center name 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{\"60961\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-02-26 07:36:08.000000+00:00\", \"2020-10-21 02:24:48.000000+00:00\", \"2020-05-10 16:02:22.000000+00:00\", \"2020-11-15 07:20:51.000000+00:00\"], \"session_ids\": [\"b75c6a53-f2f6-47f4-81e0-a0ba02ede48a\", \"1eaf1199-6b0d-4d2a-8e76-b76e7fd70c2e\", \"0fd39233-f88a-4221-bd6a-bdc1ce15c17d\", \"25676a68-a296-4773-9840-5367a37a7838\"], \"total_duration\": 1428.0, \"total_sessions\": 4, \"mean_week_duration\": 37.579}, \"58137\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-06-27 14:42:26.000000+00:00\", \"2019-01-24 03:15:52.000000+00:00\"], \"session_ids\": [\"ed0981f4-e119-48b1-9ed6-0283c5b2c2a1\", \"557565b4-4cc0-4678-9ed5-3fe77500ddf6\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 1.874}, \"26982\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-04-14 05:55:41.000000+00:00\", \"2019-08-01 12:47:36.000000+00:00\", \"2021-03-01 10:48:25.000000+00:00\", \"2021-12-17 12:10:01.000000+00:00\", \"2022-08-17 14:01:02.000000+00:00\"], \"session_ids\": [\"d071367f-26dd-430b-83bd-9a592bcbc102\", \"c27aa912-a034-452d-82df-c43fe21077df\", \"133260de-433d-494a-98be-c2e93cd4d68b\", \"f2cf4245-5d80-490d-8080-27f783cbe1e4\", \"a18aaa7f-7eed-4351-8a82-c9cc088c4b17\"], \"total_duration\": 2374.0, \"total_sessions\": 5, \"mean_week_duration\": 13.566}, \"26979\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-09 08:46:42.000000+00:00\", \"2019-06-26 14:33:05.000000+00:00\", \"2020-08-28 14:51:14.000000+00:00\"], \"session_ids\": [\"daffe795-16eb-480a-a17b-f5ff60cb7f06\", \"7fd005a4-2860-4627-8690-23194c05cbee\", \"28183f60-43bd-4272-9d15-af0a8cc4897d\"], \"total_duration\": 821.0, \"total_sessions\": 3, \"mean_week_duration\": 4.146}, \"32589\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-03-29 19:41:19.000000+00:00\", \"2021-08-23 11:42:47.000000+00:00\"], \"session_ids\": [\"0a6b9da5-9ead-40b8-afe7-db49fbfef13f\", \"d5a5a0c5-58bc-4ac3-a1d8-0eb92e9bbfad\"], \"total_duration\": 51.0, \"total_sessions\": 2, \"mean_week_duration\": 1.594}, \"95947\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-04-26 22:01:19.000000+00:00\", \"2019-05-23 10:06:01.000000+00:00\", \"2020-10-05 07:29:27.000000+00:00\"], \"session_ids\": [\"8819967f-14e7-4377-b779-3b1714aef891\", \"ff32b3fb-10a5-4745-9d7a-ccd7ec61a921\", \"72540801-d664-45e7-9a9f-9002fc66bfac\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.238}, \"51874\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-01-20 11:19:14.000000+00:00\", \"2021-04-15 04:27:30.000000+00:00\"], \"session_ids\": [\"1827ebfb-b54a-4d02-82ea-39f27eb161ec\", \"6e7023aa-2ed1-4657-bcca-2ad2cff7f9fa\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 27.333}, \"9128\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-30 14:30:54.000000+00:00\", \"2020-12-22 08:00:13.000000+00:00\", \"2020-09-23 22:17:29.000000+00:00\"], \"session_ids\": [\"59d3e68d-47d4-43ad-aa05-45f13a101709\", \"fcd40429-4246-426b-bcbb-9422bc5d5da8\", \"e3573fae-f05f-4183-8163-9863b78ff035\"], \"total_duration\": 673.0, \"total_sessions\": 3, \"mean_week_duration\": 7.315}, \"94354\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-26 04:58:48.000000+00:00\", \"2022-05-15 03:52:49.000000+00:00\"], \"session_ids\": [\"a73031a4-888e-4f80-b658-b43f11e1198d\", \"478feef9-1bbd-4490-88cf-6b0ffb6ec1ed\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 2.054}, \"81706\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-27 08:53:18.000000+00:00\", \"2020-11-17 15:48:01.000000+00:00\", \"2020-11-23 02:46:57.000000+00:00\"], \"session_ids\": [\"c59f7e3f-c5cc-4461-b065-1cecab7993d0\", \"629963f2-6140-4bd1-a1f2-cbfa5065cbc3\", \"795709a2-5523-4e07-8c80-9929a02095f0\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 0.632}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are 3" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[3, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"26979\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-09 08:46:42.000000+00:00\", \"2019-06-26 14:33:05.000000+00:00\", \"2020-08-28 14:51:14.000000+00:00\"], \"session_ids\": [\"daffe795-16eb-480a-a17b-f5ff60cb7f06\", \"7fd005a4-2860-4627-8690-23194c05cbee\", \"28183f60-43bd-4272-9d15-af0a8cc4897d\"], \"total_duration\": 821.0, \"total_sessions\": 3, \"mean_week_duration\": 4.146}, \"95947\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-04-26 22:01:19.000000+00:00\", \"2019-05-23 10:06:01.000000+00:00\", \"2020-10-05 07:29:27.000000+00:00\"], \"session_ids\": [\"8819967f-14e7-4377-b779-3b1714aef891\", \"ff32b3fb-10a5-4745-9d7a-ccd7ec61a921\", \"72540801-d664-45e7-9a9f-9002fc66bfac\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.238}, \"9128\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-30 14:30:54.000000+00:00\", \"2020-12-22 08:00:13.000000+00:00\", \"2020-09-23 22:17:29.000000+00:00\"], \"session_ids\": [\"59d3e68d-47d4-43ad-aa05-45f13a101709\", \"fcd40429-4246-426b-bcbb-9422bc5d5da8\", \"e3573fae-f05f-4183-8163-9863b78ff035\"], \"total_duration\": 673.0, \"total_sessions\": 3, \"mean_week_duration\": 7.315}, \"81706\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-27 08:53:18.000000+00:00\", \"2020-11-17 15:48:01.000000+00:00\", \"2020-11-23 02:46:57.000000+00:00\"], \"session_ids\": [\"c59f7e3f-c5cc-4461-b065-1cecab7993d0\", \"629963f2-6140-4bd1-a1f2-cbfa5065cbc3\", \"795709a2-5523-4e07-8c80-9929a02095f0\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 0.632}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"95947\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-04-26 22:01:19.000000+00:00\", \"2019-05-23 10:06:01.000000+00:00\", \"2020-10-05 07:29:27.000000+00:00\"], \"session_ids\": [\"8819967f-14e7-4377-b779-3b1714aef891\", \"ff32b3fb-10a5-4745-9d7a-ccd7ec61a921\", \"72540801-d664-45e7-9a9f-9002fc66bfac\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.238}}, {\"9128\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-30 14:30:54.000000+00:00\", \"2020-12-22 08:00:13.000000+00:00\", \"2020-09-23 22:17:29.000000+00:00\"], \"session_ids\": [\"59d3e68d-47d4-43ad-aa05-45f13a101709\", \"fcd40429-4246-426b-bcbb-9422bc5d5da8\", \"e3573fae-f05f-4183-8163-9863b78ff035\"], \"total_duration\": 673.0, \"total_sessions\": 3, \"mean_week_duration\": 7.315}}, {\"81706\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-27 08:53:18.000000+00:00\", \"2020-11-17 15:48:01.000000+00:00\", \"2020-11-23 02:46:57.000000+00:00\"], \"session_ids\": [\"c59f7e3f-c5cc-4461-b065-1cecab7993d0\", \"629963f2-6140-4bd1-a1f2-cbfa5065cbc3\", \"795709a2-5523-4e07-8c80-9929a02095f0\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 0.632}}, {\"26979\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-09 08:46:42.000000+00:00\", \"2019-06-26 14:33:05.000000+00:00\", \"2020-08-28 14:51:14.000000+00:00\"], \"session_ids\": [\"daffe795-16eb-480a-a17b-f5ff60cb7f06\", \"7fd005a4-2860-4627-8690-23194c05cbee\", \"28183f60-43bd-4272-9d15-af0a8cc4897d\"], \"total_duration\": 821.0, \"total_sessions\": 3, \"mean_week_duration\": 4.146}}]\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[{\"95947\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-04-26 22:01:19.000000+00:00\", \"2019-05-23 10:06:01.000000+00:00\", \"2020-10-05 07:29:27.000000+00:00\"], \"session_ids\": [\"8819967f-14e7-4377-b779-3b1714aef891\", \"ff32b3fb-10a5-4745-9d7a-ccd7ec61a921\", \"72540801-d664-45e7-9a9f-9002fc66bfac\"], \"total_duration\": 24.0, \"total_sessions\": 3, \"mean_week_duration\": 0.238}}, {\"9128\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-30 14:30:54.000000+00:00\", \"2020-12-22 08:00:13.000000+00:00\", \"2020-09-23 22:17:29.000000+00:00\"], \"session_ids\": [\"59d3e68d-47d4-43ad-aa05-45f13a101709\", \"fcd40429-4246-426b-bcbb-9422bc5d5da8\", \"e3573fae-f05f-4183-8163-9863b78ff035\"], \"total_duration\": 673.0, \"total_sessions\": 3, \"mean_week_duration\": 7.315}}, {\"81706\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-01-27 08:53:18.000000+00:00\", \"2020-11-17 15:48:01.000000+00:00\", \"2020-11-23 02:46:57.000000+00:00\"], \"session_ids\": [\"c59f7e3f-c5cc-4461-b065-1cecab7993d0\", \"629963f2-6140-4bd1-a1f2-cbfa5065cbc3\", \"795709a2-5523-4e07-8c80-9929a02095f0\"], \"total_duration\": 60.0, \"total_sessions\": 3, \"mean_week_duration\": 0.632}}, {\"26979\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2023-04-09 08:46:42.000000+00:00\", \"2019-06-26 14:33:05.000000+00:00\", \"2020-08-28 14:51:14.000000+00:00\"], \"session_ids\": [\"daffe795-16eb-480a-a17b-f5ff60cb7f06\", \"7fd005a4-2860-4627-8690-23194c05cbee\", \"28183f60-43bd-4272-9d15-af0a8cc4897d\"], \"total_duration\": 821.0, \"total_sessions\": 3, \"mean_week_duration\": 4.146}}]\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": "Can you give me information regarding users with a time in app is precisely 2052 , sort by city naming in desc 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{\"73555\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2019-09-30 12:37:56.000000+00:00\", \"2019-11-09 22:00:45.000000+00:00\"], \"session_ids\": [\"f7934cf0-858b-4a1d-90fe-10ff083041ce\", \"e6b4afe3-c247-486d-b435-595a5d3dffb2\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}, \"70838\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-03-10 14:50:39.000000+00:00\", \"2019-05-13 08:02:55.000000+00:00\"], \"session_ids\": [\"f9a0075f-ff16-46c6-8014-869eef2feabd\", \"f58dc8c3-0652-4c1e-a849-83ff548cba94\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.165}, \"40487\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-07-22 16:59:32.000000+00:00\", \"2022-02-21 06:50:58.000000+00:00\"], \"session_ids\": [\"d6c47eaa-8f2e-48a5-ab92-92bc30ab132f\", \"2dc08863-e0a8-4709-89a8-02501aaf11f6\"], \"total_duration\": 383.0, \"total_sessions\": 2, \"mean_week_duration\": 12.355}, \"16817\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-04-20 01:30:01.000000+00:00\", \"2022-01-02 03:43:14.000000+00:00\", \"2022-01-19 12:45:39.000000+00:00\", \"2022-09-22 02:31:29.000000+00:00\", \"2021-07-20 03:18:33.000000+00:00\", \"2019-12-16 14:56:48.000000+00:00\", \"2022-02-12 20:20:59.000000+00:00\", \"2019-05-23 17:30:01.000000+00:00\", \"2022-08-07 10:36:36.000000+00:00\", \"2023-06-30 15:05:10.000000+00:00\", \"2021-09-09 07:29:31.000000+00:00\"], \"session_ids\": [\"1e5b43d2-513f-420f-88ad-3af369b614eb\", \"f375194c-de60-4f76-a534-208e8ed39948\", \"1fcd9998-42e1-49f5-8751-247fa1416677\", \"d159032c-9dfb-4f01-b5e9-79260addbfed\", \"bd812352-912f-455d-867b-d4a17f52242e\", \"19ee7419-c6d9-4529-93f0-d68ef92abd15\", \"4536bd47-dc4f-4a63-bc84-9e0c89626eac\", \"bb92379f-731f-416d-af28-618696d74969\", \"9b88cbe0-3ced-4d40-94dc-d1f53d23c9fb\", \"1d7d0b38-5c44-41d6-9460-9be691002365\", \"36e2ec9e-9f8c-41a5-be15-183e5f84d71a\"], \"total_duration\": 28085.0, \"total_sessions\": 11, \"mean_week_duration\": 131.238}, \"43957\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-05-27 23:27:08.000000+00:00\", \"2022-09-04 17:37:58.000000+00:00\"], \"session_ids\": [\"4267ed42-deae-4516-96ec-1d562d391825\", \"8182e8c0-6e15-4a71-b9e3-2a20add25b5a\"], \"total_duration\": 171.0, \"total_sessions\": 2, \"mean_week_duration\": 11.4}, \"30305\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2021-11-07 00:08:13.000000+00:00\", \"2022-08-28 06:00:01.000000+00:00\"], \"session_ids\": [\"8456e2f8-052a-41ca-8a8e-b2ddec44546e\", \"bf271023-dd36-4a2b-9abe-ad9d345de7b6\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.929}, \"72776\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-02-20 11:24:53.000000+00:00\", \"2019-08-16 22:46:05.000000+00:00\"], \"session_ids\": [\"db19937e-4b18-47d5-8b89-63db6630a367\", \"cbf64f71-d90a-4bd4-a532-9cc0fbdfe8be\"], \"total_duration\": 95.0, \"total_sessions\": 2, \"mean_week_duration\": 3.654}, \"74927\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-06-26 00:27:30.000000+00:00\", \"2022-02-26 12:07:45.000000+00:00\"], \"session_ids\": [\"6a4687ec-5caf-48a0-97b0-c9c27c24fe8c\", \"a764b490-774c-4a25-b103-18c5beb7a384\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.882}, \"11756\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-03-01 16:18:12.000000+00:00\", \"2019-12-22 03:58:14.000000+00:00\", \"2020-12-06 11:18:10.000000+00:00\"], \"session_ids\": [\"d5565a26-cbd4-41cd-a164-a5ffbb2387f9\", \"879a1d9d-a22b-4787-9416-719ed7ffbb91\", \"a835094b-164b-4c5c-96d5-b259e98e311f\"], \"total_duration\": 112.0, \"total_sessions\": 3, \"mean_week_duration\": 0.974}, \"54528\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-10-12 05:04:19.000000+00:00\", \"2019-06-18 14:36:30.000000+00:00\", \"2019-07-30 03:53:42.000000+00:00\"], \"session_ids\": [\"178ca24e-86cd-4fe9-be1a-b54a96360367\", \"6535f12b-57e6-45c7-b2d0-42a94aede4f5\", \"dc01e9ad-cf26-4dbd-9d5b-23761e3e01fe\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.156}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are 2052" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"==\"]]}, \"all_values\": {\"total_duration\": [[2052, 4140]]}}}\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 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": "Display to me 7 users pieces of information with a total amount of duration that is above 4548 and below 1474, exclusively and in addition execute sorting by town_name in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"42487\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-11 02:59:12.000000+00:00\", \"2023-02-26 09:03:26.000000+00:00\", \"2022-08-17 21:11:58.000000+00:00\", \"2022-02-10 08:31:27.000000+00:00\"], \"session_ids\": [\"a11848cc-2e17-4adb-95e1-8862efe4fbd2\", \"16dda7a2-2f75-4317-a79b-5e114a01b99a\", \"75d6f84a-ce02-484d-9211-9e1ee55682f9\", \"c7adf99c-c4a2-41b6-8572-affb2f8fe0a6\"], \"total_duration\": 2052.0, \"total_sessions\": 4, \"mean_week_duration\": 37.309}, \"31677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-18 22:57:35.000000+00:00\", \"2022-10-12 09:54:38.000000+00:00\"], \"session_ids\": [\"45f0c127-9331-4ee8-a79c-3885bad9bb4b\", \"ecbbcd0c-3cce-4709-8dd7-fa5d901d8e1c\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 68.0}, \"58098\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-30 06:02:10.000000+00:00\", \"2019-01-29 09:14:47.000000+00:00\"], \"session_ids\": [\"58db736c-3fb7-4f3d-8be5-5bd890db3057\", \"96060186-5ba1-4f40-974a-5d253bc11251\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.41}, \"95457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-10 05:05:59.000000+00:00\", \"2023-05-29 13:26:16.000000+00:00\", \"2021-08-31 12:27:08.000000+00:00\", \"2020-12-02 13:30:57.000000+00:00\"], \"session_ids\": [\"29087ce1-4dc1-4d0a-847c-4d0e6b0c6947\", \"d6416eee-fdf7-48b8-b34a-c105309023c4\", \"86108973-ba8c-446c-87a8-1a8d2a3f1d2d\", \"aa0d9404-4a16-4fb8-ade1-43d4a02b21be\"], \"total_duration\": 154.0, \"total_sessions\": 4, \"mean_week_duration\": 0.917}, \"73118\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-17 22:08:32.000000+00:00\", \"2022-10-09 03:23:34.000000+00:00\"], \"session_ids\": [\"d309bb87-038c-48b1-8494-a5dbfaa12e32\", \"139b1bee-f39b-4d32-9298-5436f4760256\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 43.167}, \"87322\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-10-19 18:46:29.000000+00:00\", \"2020-06-18 05:52:31.000000+00:00\", \"2019-11-17 19:14:41.000000+00:00\", \"2021-11-13 14:00:31.000000+00:00\", \"2021-10-28 03:13:20.000000+00:00\", \"2022-08-25 13:35:29.000000+00:00\", \"2020-04-07 01:15:28.000000+00:00\"], \"session_ids\": [\"291f2797-af27-49f7-a13c-49bd83d72caa\", \"30945db2-65d3-49f0-98ff-ba118e086f83\", \"6736f73c-3abd-4661-b8cc-9c4ba8ac0946\", \"4d03b94e-e605-4641-8783-91107c170290\", \"0d2cd2b5-43fc-4534-95e0-040951c6f06c\", \"ad185e4e-a37e-4c8b-a287-761dca1bf307\", \"5ff87b90-c217-4d42-8bf6-2ebff9bfe13a\"], \"total_duration\": 632.0, \"total_sessions\": 7, \"mean_week_duration\": 4.359}, \"53908\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-12 03:23:59.000000+00:00\", \"2019-04-16 00:10:39.000000+00:00\"], \"session_ids\": [\"e7c31cf6-731a-4cda-94b9-150bfa200e46\", \"3d97f382-f37c-439a-acdb-f6b0d19e8ab5\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}, \"72651\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-12 10:28:56.000000+00:00\", \"2020-06-14 03:31:41.000000+00:00\"], \"session_ids\": [\"25011489-a7d5-4a34-89f9-39cbe404330f\", \"d1e5c631-ac19-496e-b0b3-76b6c6b58e44\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.298}, \"43592\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-28 06:21:04.000000+00:00\", \"2020-06-15 15:07:29.000000+00:00\"], \"session_ids\": [\"b74b7059-3c20-4fd0-ab4d-e262b1c1e3f7\", \"9e5020b2-23b0-416f-9580-2a3014f44d4f\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 0.994}, \"80421\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-29 04:25:17.000000+00:00\", \"2023-06-28 21:02:05.000000+00:00\"], \"session_ids\": [\"edbff7b9-4e02-4ccd-abde-8135dbe22b71\", \"1538828b-8030-4c6c-bc5d-b3ef5509d951\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 0.778}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are less than 1474 and are greater than 4548" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[1474, 4548]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"31677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-18 22:57:35.000000+00:00\", \"2022-10-12 09:54:38.000000+00:00\"], \"session_ids\": [\"45f0c127-9331-4ee8-a79c-3885bad9bb4b\", \"ecbbcd0c-3cce-4709-8dd7-fa5d901d8e1c\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 68.0}, \"58098\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-30 06:02:10.000000+00:00\", \"2019-01-29 09:14:47.000000+00:00\"], \"session_ids\": [\"58db736c-3fb7-4f3d-8be5-5bd890db3057\", \"96060186-5ba1-4f40-974a-5d253bc11251\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.41}, \"95457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-10 05:05:59.000000+00:00\", \"2023-05-29 13:26:16.000000+00:00\", \"2021-08-31 12:27:08.000000+00:00\", \"2020-12-02 13:30:57.000000+00:00\"], \"session_ids\": [\"29087ce1-4dc1-4d0a-847c-4d0e6b0c6947\", \"d6416eee-fdf7-48b8-b34a-c105309023c4\", \"86108973-ba8c-446c-87a8-1a8d2a3f1d2d\", \"aa0d9404-4a16-4fb8-ade1-43d4a02b21be\"], \"total_duration\": 154.0, \"total_sessions\": 4, \"mean_week_duration\": 0.917}, \"73118\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-17 22:08:32.000000+00:00\", \"2022-10-09 03:23:34.000000+00:00\"], \"session_ids\": [\"d309bb87-038c-48b1-8494-a5dbfaa12e32\", \"139b1bee-f39b-4d32-9298-5436f4760256\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 43.167}, \"87322\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-10-19 18:46:29.000000+00:00\", \"2020-06-18 05:52:31.000000+00:00\", \"2019-11-17 19:14:41.000000+00:00\", \"2021-11-13 14:00:31.000000+00:00\", \"2021-10-28 03:13:20.000000+00:00\", \"2022-08-25 13:35:29.000000+00:00\", \"2020-04-07 01:15:28.000000+00:00\"], \"session_ids\": [\"291f2797-af27-49f7-a13c-49bd83d72caa\", \"30945db2-65d3-49f0-98ff-ba118e086f83\", \"6736f73c-3abd-4661-b8cc-9c4ba8ac0946\", \"4d03b94e-e605-4641-8783-91107c170290\", \"0d2cd2b5-43fc-4534-95e0-040951c6f06c\", \"ad185e4e-a37e-4c8b-a287-761dca1bf307\", \"5ff87b90-c217-4d42-8bf6-2ebff9bfe13a\"], \"total_duration\": 632.0, \"total_sessions\": 7, \"mean_week_duration\": 4.359}, \"53908\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-12 03:23:59.000000+00:00\", \"2019-04-16 00:10:39.000000+00:00\"], \"session_ids\": [\"e7c31cf6-731a-4cda-94b9-150bfa200e46\", \"3d97f382-f37c-439a-acdb-f6b0d19e8ab5\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}, \"72651\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-12 10:28:56.000000+00:00\", \"2020-06-14 03:31:41.000000+00:00\"], \"session_ids\": [\"25011489-a7d5-4a34-89f9-39cbe404330f\", \"d1e5c631-ac19-496e-b0b3-76b6c6b58e44\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.298}, \"43592\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-28 06:21:04.000000+00:00\", \"2020-06-15 15:07:29.000000+00:00\"], \"session_ids\": [\"b74b7059-3c20-4fd0-ab4d-e262b1c1e3f7\", \"9e5020b2-23b0-416f-9580-2a3014f44d4f\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 0.994}, \"80421\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-29 04:25:17.000000+00:00\", \"2023-06-28 21:02:05.000000+00:00\"], \"session_ids\": [\"edbff7b9-4e02-4ccd-abde-8135dbe22b71\", \"1538828b-8030-4c6c-bc5d-b3ef5509d951\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 0.778}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"58098\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-30 06:02:10.000000+00:00\", \"2019-01-29 09:14:47.000000+00:00\"], \"session_ids\": [\"58db736c-3fb7-4f3d-8be5-5bd890db3057\", \"96060186-5ba1-4f40-974a-5d253bc11251\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.41}}, {\"87322\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-10-19 18:46:29.000000+00:00\", \"2020-06-18 05:52:31.000000+00:00\", \"2019-11-17 19:14:41.000000+00:00\", \"2021-11-13 14:00:31.000000+00:00\", \"2021-10-28 03:13:20.000000+00:00\", \"2022-08-25 13:35:29.000000+00:00\", \"2020-04-07 01:15:28.000000+00:00\"], \"session_ids\": [\"291f2797-af27-49f7-a13c-49bd83d72caa\", \"30945db2-65d3-49f0-98ff-ba118e086f83\", \"6736f73c-3abd-4661-b8cc-9c4ba8ac0946\", \"4d03b94e-e605-4641-8783-91107c170290\", \"0d2cd2b5-43fc-4534-95e0-040951c6f06c\", \"ad185e4e-a37e-4c8b-a287-761dca1bf307\", \"5ff87b90-c217-4d42-8bf6-2ebff9bfe13a\"], \"total_duration\": 632.0, \"total_sessions\": 7, \"mean_week_duration\": 4.359}}, {\"31677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-18 22:57:35.000000+00:00\", \"2022-10-12 09:54:38.000000+00:00\"], \"session_ids\": [\"45f0c127-9331-4ee8-a79c-3885bad9bb4b\", \"ecbbcd0c-3cce-4709-8dd7-fa5d901d8e1c\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 68.0}}, {\"72651\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-12 10:28:56.000000+00:00\", \"2020-06-14 03:31:41.000000+00:00\"], \"session_ids\": [\"25011489-a7d5-4a34-89f9-39cbe404330f\", \"d1e5c631-ac19-496e-b0b3-76b6c6b58e44\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.298}}, {\"80421\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-29 04:25:17.000000+00:00\", \"2023-06-28 21:02:05.000000+00:00\"], \"session_ids\": [\"edbff7b9-4e02-4ccd-abde-8135dbe22b71\", \"1538828b-8030-4c6c-bc5d-b3ef5509d951\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 0.778}}, {\"53908\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-12 03:23:59.000000+00:00\", \"2019-04-16 00:10:39.000000+00:00\"], \"session_ids\": [\"e7c31cf6-731a-4cda-94b9-150bfa200e46\", \"3d97f382-f37c-439a-acdb-f6b0d19e8ab5\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}}, {\"95457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-10 05:05:59.000000+00:00\", \"2023-05-29 13:26:16.000000+00:00\", \"2021-08-31 12:27:08.000000+00:00\", \"2020-12-02 13:30:57.000000+00:00\"], \"session_ids\": [\"29087ce1-4dc1-4d0a-847c-4d0e6b0c6947\", \"d6416eee-fdf7-48b8-b34a-c105309023c4\", \"86108973-ba8c-446c-87a8-1a8d2a3f1d2d\", \"aa0d9404-4a16-4fb8-ade1-43d4a02b21be\"], \"total_duration\": 154.0, \"total_sessions\": 4, \"mean_week_duration\": 0.917}}, {\"73118\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-11-17 22:08:32.000000+00:00\", \"2022-10-09 03:23:34.000000+00:00\"], \"session_ids\": [\"d309bb87-038c-48b1-8494-a5dbfaa12e32\", \"139b1bee-f39b-4d32-9298-5436f4760256\"], \"total_duration\": 259.0, \"total_sessions\": 2, \"mean_week_duration\": 43.167}}, {\"43592\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 8, \"Fallout Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-05-28 06:21:04.000000+00:00\", \"2020-06-15 15:07:29.000000+00:00\"], \"session_ids\": [\"b74b7059-3c20-4fd0-ab4d-e262b1c1e3f7\", \"9e5020b2-23b0-416f-9580-2a3014f44d4f\"], \"total_duration\": 153.0, \"total_sessions\": 2, \"mean_week_duration\": 0.994}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 7 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"58098\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-30 06:02:10.000000+00:00\", \"2019-01-29 09:14:47.000000+00:00\"], \"session_ids\": [\"58db736c-3fb7-4f3d-8be5-5bd890db3057\", \"96060186-5ba1-4f40-974a-5d253bc11251\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.41}}, {\"87322\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-10-19 18:46:29.000000+00:00\", \"2020-06-18 05:52:31.000000+00:00\", \"2019-11-17 19:14:41.000000+00:00\", \"2021-11-13 14:00:31.000000+00:00\", \"2021-10-28 03:13:20.000000+00:00\", \"2022-08-25 13:35:29.000000+00:00\", \"2020-04-07 01:15:28.000000+00:00\"], \"session_ids\": [\"291f2797-af27-49f7-a13c-49bd83d72caa\", \"30945db2-65d3-49f0-98ff-ba118e086f83\", \"6736f73c-3abd-4661-b8cc-9c4ba8ac0946\", \"4d03b94e-e605-4641-8783-91107c170290\", \"0d2cd2b5-43fc-4534-95e0-040951c6f06c\", \"ad185e4e-a37e-4c8b-a287-761dca1bf307\", \"5ff87b90-c217-4d42-8bf6-2ebff9bfe13a\"], \"total_duration\": 632.0, \"total_sessions\": 7, \"mean_week_duration\": 4.359}}, {\"31677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-18 22:57:35.000000+00:00\", \"2022-10-12 09:54:38.000000+00:00\"], \"session_ids\": [\"45f0c127-9331-4ee8-a79c-3885bad9bb4b\", \"ecbbcd0c-3cce-4709-8dd7-fa5d901d8e1c\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 68.0}}, {\"72651\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-12 10:28:56.000000+00:00\", \"2020-06-14 03:31:41.000000+00:00\"], \"session_ids\": [\"25011489-a7d5-4a34-89f9-39cbe404330f\", \"d1e5c631-ac19-496e-b0b3-76b6c6b58e44\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.298}}, {\"80421\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-29 04:25:17.000000+00:00\", \"2023-06-28 21:02:05.000000+00:00\"], \"session_ids\": [\"edbff7b9-4e02-4ccd-abde-8135dbe22b71\", \"1538828b-8030-4c6c-bc5d-b3ef5509d951\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 0.778}}, {\"53908\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-12 03:23:59.000000+00:00\", \"2019-04-16 00:10:39.000000+00:00\"], \"session_ids\": [\"e7c31cf6-731a-4cda-94b9-150bfa200e46\", \"3d97f382-f37c-439a-acdb-f6b0d19e8ab5\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}}, {\"95457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-10 05:05:59.000000+00:00\", \"2023-05-29 13:26:16.000000+00:00\", \"2021-08-31 12:27:08.000000+00:00\", \"2020-12-02 13:30:57.000000+00:00\"], \"session_ids\": [\"29087ce1-4dc1-4d0a-847c-4d0e6b0c6947\", \"d6416eee-fdf7-48b8-b34a-c105309023c4\", \"86108973-ba8c-446c-87a8-1a8d2a3f1d2d\", \"aa0d9404-4a16-4fb8-ade1-43d4a02b21be\"], \"total_duration\": 154.0, \"total_sessions\": 4, \"mean_week_duration\": 0.917}}]\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[{\"58098\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-08-30 06:02:10.000000+00:00\", \"2019-01-29 09:14:47.000000+00:00\"], \"session_ids\": [\"58db736c-3fb7-4f3d-8be5-5bd890db3057\", \"96060186-5ba1-4f40-974a-5d253bc11251\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 3.41}}, {\"87322\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2021-10-19 18:46:29.000000+00:00\", \"2020-06-18 05:52:31.000000+00:00\", \"2019-11-17 19:14:41.000000+00:00\", \"2021-11-13 14:00:31.000000+00:00\", \"2021-10-28 03:13:20.000000+00:00\", \"2022-08-25 13:35:29.000000+00:00\", \"2020-04-07 01:15:28.000000+00:00\"], \"session_ids\": [\"291f2797-af27-49f7-a13c-49bd83d72caa\", \"30945db2-65d3-49f0-98ff-ba118e086f83\", \"6736f73c-3abd-4661-b8cc-9c4ba8ac0946\", \"4d03b94e-e605-4641-8783-91107c170290\", \"0d2cd2b5-43fc-4534-95e0-040951c6f06c\", \"ad185e4e-a37e-4c8b-a287-761dca1bf307\", \"5ff87b90-c217-4d42-8bf6-2ebff9bfe13a\"], \"total_duration\": 632.0, \"total_sessions\": 7, \"mean_week_duration\": 4.359}}, {\"31677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2022-10-18 22:57:35.000000+00:00\", \"2022-10-12 09:54:38.000000+00:00\"], \"session_ids\": [\"45f0c127-9331-4ee8-a79c-3885bad9bb4b\", \"ecbbcd0c-3cce-4709-8dd7-fa5d901d8e1c\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 68.0}}, {\"72651\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-07-12 10:28:56.000000+00:00\", \"2020-06-14 03:31:41.000000+00:00\"], \"session_ids\": [\"25011489-a7d5-4a34-89f9-39cbe404330f\", \"d1e5c631-ac19-496e-b0b3-76b6c6b58e44\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.298}}, {\"80421\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-09-29 04:25:17.000000+00:00\", \"2023-06-28 21:02:05.000000+00:00\"], \"session_ids\": [\"edbff7b9-4e02-4ccd-abde-8135dbe22b71\", \"1538828b-8030-4c6c-bc5d-b3ef5509d951\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 0.778}}, {\"53908\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-02-12 03:23:59.000000+00:00\", \"2019-04-16 00:10:39.000000+00:00\"], \"session_ids\": [\"e7c31cf6-731a-4cda-94b9-150bfa200e46\", \"3d97f382-f37c-439a-acdb-f6b0d19e8ab5\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}}, {\"95457\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-10 05:05:59.000000+00:00\", \"2023-05-29 13:26:16.000000+00:00\", \"2021-08-31 12:27:08.000000+00:00\", \"2020-12-02 13:30:57.000000+00:00\"], \"session_ids\": [\"29087ce1-4dc1-4d0a-847c-4d0e6b0c6947\", \"d6416eee-fdf7-48b8-b34a-c105309023c4\", \"86108973-ba8c-446c-87a8-1a8d2a3f1d2d\", \"aa0d9404-4a16-4fb8-ade1-43d4a02b21be\"], \"total_duration\": 154.0, \"total_sessions\": 4, \"mean_week_duration\": 0.917}}]\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 4 users with a time spent on the site that is above 4241 and below 2127 additionaly perform sorting by town naming from the smallest value to the largest value." } ]
[ { "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{\"8328\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-06-28 18:40:04.000000+00:00\", \"2021-01-20 09:19:27.000000+00:00\"], \"session_ids\": [\"5baa816c-7350-47ef-afbb-6e5624426e33\", \"c473f837-ffd4-461d-8e76-49da2e3afce5\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.744}, \"64439\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-08 12:13:35.000000+00:00\", \"2023-05-02 06:12:47.000000+00:00\"], \"session_ids\": [\"63e601d8-21de-45be-8bdb-b3acabbe1e2d\", \"cd800697-d5b5-40d8-bf38-dc6450882eab\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 1.342}, \"3580\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-28 08:36:18.000000+00:00\", \"2023-01-26 05:07:23.000000+00:00\"], \"session_ids\": [\"ba7cd7e5-a639-4465-8b22-0eb0312b83c1\", \"02b0b33a-c772-4b88-bdfb-07ca660a4dd2\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.156}, \"43568\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-12-02 00:31:19.000000+00:00\", \"2022-12-30 12:51:34.000000+00:00\"], \"session_ids\": [\"ec54e87c-9ad9-41c4-95d2-33b5e1066b4f\", \"c3c46295-45a6-45f6-8c9e-97980547d599\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 3.734}, \"2863\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-07 00:03:40.000000+00:00\", \"2022-07-19 05:30:17.000000+00:00\", \"2022-05-14 09:07:14.000000+00:00\", \"2019-09-27 02:05:07.000000+00:00\", \"2022-06-29 17:41:13.000000+00:00\", \"2021-07-12 20:30:07.000000+00:00\"], \"session_ids\": [\"025df94e-1aa9-4f8d-9dff-c01a25a46507\", \"210bb2e7-f00b-4921-9d92-4d007a012a4e\", \"c0201a94-53b2-46bb-ad23-30b04a87aead\", \"850e7320-c94a-4447-ae13-be453e6c47d5\", \"5bd94360-9fdb-4a9e-a166-360a459c7c84\", \"aa1c2516-ed6d-4271-ab42-38972054d2c7\"], \"total_duration\": 1600.0, \"total_sessions\": 6, \"mean_week_duration\": 9.091}, \"53686\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-08-04 08:23:15.000000+00:00\", \"2020-11-04 07:23:46.000000+00:00\"], \"session_ids\": [\"b79cfe8b-079c-4890-a874-c00fb28a9da9\", \"9f70e1bc-66c7-412f-8a80-f63394650a76\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}, \"20849\": {\"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\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-30 04:22:31.000000+00:00\", \"2019-06-24 05:12:43.000000+00:00\", \"2019-08-23 23:38:24.000000+00:00\"], \"session_ids\": [\"c3ec897c-9206-40f2-a6e1-9e0d01a28125\", \"13c5a7f8-fdeb-473e-8c94-adca4bb62958\", \"d83269bd-8d1c-4757-81c6-d7fa3e420ad7\"], \"total_duration\": 360.0, \"total_sessions\": 3, \"mean_week_duration\": 18.947}, \"92572\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-12-11 03:35:40.000000+00:00\", \"2022-12-05 18:00:50.000000+00:00\"], \"session_ids\": [\"82a79d94-69ad-41c3-a8d9-be14870f5b81\", \"a81fbc0c-b84c-4859-8294-951f5d2f6c3d\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 1.026}, \"32741\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-03-28 11:26:19.000000+00:00\", \"2021-05-19 22:25:59.000000+00:00\", \"2021-11-30 03:39:58.000000+00:00\", \"2019-06-24 14:57:58.000000+00:00\", \"2019-06-27 09:32:43.000000+00:00\", \"2021-05-23 17:59:24.000000+00:00\"], \"session_ids\": [\"ea027073-3b86-4042-b1d5-fe5e06096be7\", \"5f9c8a22-8c4c-4c1c-aa9d-08514cad7855\", \"17c705e3-4c29-49a0-af80-816c23bcf309\", \"c657b917-f36d-4c21-a022-be27ef539150\", \"4f3e6861-af40-41c0-81b8-ea3d4329846a\", \"7407b19f-5a5a-45d9-92cf-9e2785205a53\"], \"total_duration\": 653.0, \"total_sessions\": 6, \"mean_week_duration\": 4.535}, \"78960\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-07 04:04:11.000000+00:00\", \"2021-03-01 16:52:02.000000+00:00\"], \"session_ids\": [\"d310d52d-d560-4c7b-997f-0b3f5caee507\", \"4ef97502-4533-46b0-b31c-914447359341\"], \"total_duration\": 172.0, \"total_sessions\": 2, \"mean_week_duration\": 2.205}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or less than 2127 and are equal or greater than 4241" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[2127, 4241]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"8328\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-06-28 18:40:04.000000+00:00\", \"2021-01-20 09:19:27.000000+00:00\"], \"session_ids\": [\"5baa816c-7350-47ef-afbb-6e5624426e33\", \"c473f837-ffd4-461d-8e76-49da2e3afce5\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.744}, \"64439\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-08 12:13:35.000000+00:00\", \"2023-05-02 06:12:47.000000+00:00\"], \"session_ids\": [\"63e601d8-21de-45be-8bdb-b3acabbe1e2d\", \"cd800697-d5b5-40d8-bf38-dc6450882eab\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 1.342}, \"3580\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-28 08:36:18.000000+00:00\", \"2023-01-26 05:07:23.000000+00:00\"], \"session_ids\": [\"ba7cd7e5-a639-4465-8b22-0eb0312b83c1\", \"02b0b33a-c772-4b88-bdfb-07ca660a4dd2\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.156}, \"43568\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-12-02 00:31:19.000000+00:00\", \"2022-12-30 12:51:34.000000+00:00\"], \"session_ids\": [\"ec54e87c-9ad9-41c4-95d2-33b5e1066b4f\", \"c3c46295-45a6-45f6-8c9e-97980547d599\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 3.734}, \"2863\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-07 00:03:40.000000+00:00\", \"2022-07-19 05:30:17.000000+00:00\", \"2022-05-14 09:07:14.000000+00:00\", \"2019-09-27 02:05:07.000000+00:00\", \"2022-06-29 17:41:13.000000+00:00\", \"2021-07-12 20:30:07.000000+00:00\"], \"session_ids\": [\"025df94e-1aa9-4f8d-9dff-c01a25a46507\", \"210bb2e7-f00b-4921-9d92-4d007a012a4e\", \"c0201a94-53b2-46bb-ad23-30b04a87aead\", \"850e7320-c94a-4447-ae13-be453e6c47d5\", \"5bd94360-9fdb-4a9e-a166-360a459c7c84\", \"aa1c2516-ed6d-4271-ab42-38972054d2c7\"], \"total_duration\": 1600.0, \"total_sessions\": 6, \"mean_week_duration\": 9.091}, \"53686\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-08-04 08:23:15.000000+00:00\", \"2020-11-04 07:23:46.000000+00:00\"], \"session_ids\": [\"b79cfe8b-079c-4890-a874-c00fb28a9da9\", \"9f70e1bc-66c7-412f-8a80-f63394650a76\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}, \"20849\": {\"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\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-30 04:22:31.000000+00:00\", \"2019-06-24 05:12:43.000000+00:00\", \"2019-08-23 23:38:24.000000+00:00\"], \"session_ids\": [\"c3ec897c-9206-40f2-a6e1-9e0d01a28125\", \"13c5a7f8-fdeb-473e-8c94-adca4bb62958\", \"d83269bd-8d1c-4757-81c6-d7fa3e420ad7\"], \"total_duration\": 360.0, \"total_sessions\": 3, \"mean_week_duration\": 18.947}, \"92572\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-12-11 03:35:40.000000+00:00\", \"2022-12-05 18:00:50.000000+00:00\"], \"session_ids\": [\"82a79d94-69ad-41c3-a8d9-be14870f5b81\", \"a81fbc0c-b84c-4859-8294-951f5d2f6c3d\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 1.026}, \"32741\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-03-28 11:26:19.000000+00:00\", \"2021-05-19 22:25:59.000000+00:00\", \"2021-11-30 03:39:58.000000+00:00\", \"2019-06-24 14:57:58.000000+00:00\", \"2019-06-27 09:32:43.000000+00:00\", \"2021-05-23 17:59:24.000000+00:00\"], \"session_ids\": [\"ea027073-3b86-4042-b1d5-fe5e06096be7\", \"5f9c8a22-8c4c-4c1c-aa9d-08514cad7855\", \"17c705e3-4c29-49a0-af80-816c23bcf309\", \"c657b917-f36d-4c21-a022-be27ef539150\", \"4f3e6861-af40-41c0-81b8-ea3d4329846a\", \"7407b19f-5a5a-45d9-92cf-9e2785205a53\"], \"total_duration\": 653.0, \"total_sessions\": 6, \"mean_week_duration\": 4.535}, \"78960\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-07 04:04:11.000000+00:00\", \"2021-03-01 16:52:02.000000+00:00\"], \"session_ids\": [\"d310d52d-d560-4c7b-997f-0b3f5caee507\", \"4ef97502-4533-46b0-b31c-914447359341\"], \"total_duration\": 172.0, \"total_sessions\": 2, \"mean_week_duration\": 2.205}}\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[{\"53686\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-08-04 08:23:15.000000+00:00\", \"2020-11-04 07:23:46.000000+00:00\"], \"session_ids\": [\"b79cfe8b-079c-4890-a874-c00fb28a9da9\", \"9f70e1bc-66c7-412f-8a80-f63394650a76\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}}, {\"3580\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-28 08:36:18.000000+00:00\", \"2023-01-26 05:07:23.000000+00:00\"], \"session_ids\": [\"ba7cd7e5-a639-4465-8b22-0eb0312b83c1\", \"02b0b33a-c772-4b88-bdfb-07ca660a4dd2\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.156}}, {\"32741\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-03-28 11:26:19.000000+00:00\", \"2021-05-19 22:25:59.000000+00:00\", \"2021-11-30 03:39:58.000000+00:00\", \"2019-06-24 14:57:58.000000+00:00\", \"2019-06-27 09:32:43.000000+00:00\", \"2021-05-23 17:59:24.000000+00:00\"], \"session_ids\": [\"ea027073-3b86-4042-b1d5-fe5e06096be7\", \"5f9c8a22-8c4c-4c1c-aa9d-08514cad7855\", \"17c705e3-4c29-49a0-af80-816c23bcf309\", \"c657b917-f36d-4c21-a022-be27ef539150\", \"4f3e6861-af40-41c0-81b8-ea3d4329846a\", \"7407b19f-5a5a-45d9-92cf-9e2785205a53\"], \"total_duration\": 653.0, \"total_sessions\": 6, \"mean_week_duration\": 4.535}}, {\"2863\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-07 00:03:40.000000+00:00\", \"2022-07-19 05:30:17.000000+00:00\", \"2022-05-14 09:07:14.000000+00:00\", \"2019-09-27 02:05:07.000000+00:00\", \"2022-06-29 17:41:13.000000+00:00\", \"2021-07-12 20:30:07.000000+00:00\"], \"session_ids\": [\"025df94e-1aa9-4f8d-9dff-c01a25a46507\", \"210bb2e7-f00b-4921-9d92-4d007a012a4e\", \"c0201a94-53b2-46bb-ad23-30b04a87aead\", \"850e7320-c94a-4447-ae13-be453e6c47d5\", \"5bd94360-9fdb-4a9e-a166-360a459c7c84\", \"aa1c2516-ed6d-4271-ab42-38972054d2c7\"], \"total_duration\": 1600.0, \"total_sessions\": 6, \"mean_week_duration\": 9.091}}, {\"78960\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-09-07 04:04:11.000000+00:00\", \"2021-03-01 16:52:02.000000+00:00\"], \"session_ids\": [\"d310d52d-d560-4c7b-997f-0b3f5caee507\", \"4ef97502-4533-46b0-b31c-914447359341\"], \"total_duration\": 172.0, \"total_sessions\": 2, \"mean_week_duration\": 2.205}}, {\"8328\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-06-28 18:40:04.000000+00:00\", \"2021-01-20 09:19:27.000000+00:00\"], \"session_ids\": [\"5baa816c-7350-47ef-afbb-6e5624426e33\", \"c473f837-ffd4-461d-8e76-49da2e3afce5\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.744}}, {\"20849\": {\"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\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-30 04:22:31.000000+00:00\", \"2019-06-24 05:12:43.000000+00:00\", \"2019-08-23 23:38:24.000000+00:00\"], \"session_ids\": [\"c3ec897c-9206-40f2-a6e1-9e0d01a28125\", \"13c5a7f8-fdeb-473e-8c94-adca4bb62958\", \"d83269bd-8d1c-4757-81c6-d7fa3e420ad7\"], \"total_duration\": 360.0, \"total_sessions\": 3, \"mean_week_duration\": 18.947}}, {\"43568\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-12-02 00:31:19.000000+00:00\", \"2022-12-30 12:51:34.000000+00:00\"], \"session_ids\": [\"ec54e87c-9ad9-41c4-95d2-33b5e1066b4f\", \"c3c46295-45a6-45f6-8c9e-97980547d599\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 3.734}}, {\"64439\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-07-08 12:13:35.000000+00:00\", \"2023-05-02 06:12:47.000000+00:00\"], \"session_ids\": [\"63e601d8-21de-45be-8bdb-b3acabbe1e2d\", \"cd800697-d5b5-40d8-bf38-dc6450882eab\"], \"total_duration\": 267.0, \"total_sessions\": 2, \"mean_week_duration\": 1.342}}, {\"92572\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-12-11 03:35:40.000000+00:00\", \"2022-12-05 18:00:50.000000+00:00\"], \"session_ids\": [\"82a79d94-69ad-41c3-a8d9-be14870f5b81\", \"a81fbc0c-b84c-4859-8294-951f5d2f6c3d\"], \"total_duration\": 160.0, \"total_sessions\": 2, \"mean_week_duration\": 1.026}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 4 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"53686\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-08-04 08:23:15.000000+00:00\", \"2020-11-04 07:23:46.000000+00:00\"], \"session_ids\": [\"b79cfe8b-079c-4890-a874-c00fb28a9da9\", \"9f70e1bc-66c7-412f-8a80-f63394650a76\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}}, {\"3580\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-28 08:36:18.000000+00:00\", \"2023-01-26 05:07:23.000000+00:00\"], \"session_ids\": [\"ba7cd7e5-a639-4465-8b22-0eb0312b83c1\", \"02b0b33a-c772-4b88-bdfb-07ca660a4dd2\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.156}}, {\"32741\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-03-28 11:26:19.000000+00:00\", \"2021-05-19 22:25:59.000000+00:00\", \"2021-11-30 03:39:58.000000+00:00\", \"2019-06-24 14:57:58.000000+00:00\", \"2019-06-27 09:32:43.000000+00:00\", \"2021-05-23 17:59:24.000000+00:00\"], \"session_ids\": [\"ea027073-3b86-4042-b1d5-fe5e06096be7\", \"5f9c8a22-8c4c-4c1c-aa9d-08514cad7855\", \"17c705e3-4c29-49a0-af80-816c23bcf309\", \"c657b917-f36d-4c21-a022-be27ef539150\", \"4f3e6861-af40-41c0-81b8-ea3d4329846a\", \"7407b19f-5a5a-45d9-92cf-9e2785205a53\"], \"total_duration\": 653.0, \"total_sessions\": 6, \"mean_week_duration\": 4.535}}, {\"2863\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-07 00:03:40.000000+00:00\", \"2022-07-19 05:30:17.000000+00:00\", \"2022-05-14 09:07:14.000000+00:00\", \"2019-09-27 02:05:07.000000+00:00\", \"2022-06-29 17:41:13.000000+00:00\", \"2021-07-12 20:30:07.000000+00:00\"], \"session_ids\": [\"025df94e-1aa9-4f8d-9dff-c01a25a46507\", \"210bb2e7-f00b-4921-9d92-4d007a012a4e\", \"c0201a94-53b2-46bb-ad23-30b04a87aead\", \"850e7320-c94a-4447-ae13-be453e6c47d5\", \"5bd94360-9fdb-4a9e-a166-360a459c7c84\", \"aa1c2516-ed6d-4271-ab42-38972054d2c7\"], \"total_duration\": 1600.0, \"total_sessions\": 6, \"mean_week_duration\": 9.091}}]\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[{\"53686\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-08-04 08:23:15.000000+00:00\", \"2020-11-04 07:23:46.000000+00:00\"], \"session_ids\": [\"b79cfe8b-079c-4890-a874-c00fb28a9da9\", \"9f70e1bc-66c7-412f-8a80-f63394650a76\"], \"total_duration\": 88.0, \"total_sessions\": 2, \"mean_week_duration\": 1.333}}, {\"3580\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-06-28 08:36:18.000000+00:00\", \"2023-01-26 05:07:23.000000+00:00\"], \"session_ids\": [\"ba7cd7e5-a639-4465-8b22-0eb0312b83c1\", \"02b0b33a-c772-4b88-bdfb-07ca660a4dd2\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.156}}, {\"32741\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-03-28 11:26:19.000000+00:00\", \"2021-05-19 22:25:59.000000+00:00\", \"2021-11-30 03:39:58.000000+00:00\", \"2019-06-24 14:57:58.000000+00:00\", \"2019-06-27 09:32:43.000000+00:00\", \"2021-05-23 17:59:24.000000+00:00\"], \"session_ids\": [\"ea027073-3b86-4042-b1d5-fe5e06096be7\", \"5f9c8a22-8c4c-4c1c-aa9d-08514cad7855\", \"17c705e3-4c29-49a0-af80-816c23bcf309\", \"c657b917-f36d-4c21-a022-be27ef539150\", \"4f3e6861-af40-41c0-81b8-ea3d4329846a\", \"7407b19f-5a5a-45d9-92cf-9e2785205a53\"], \"total_duration\": 653.0, \"total_sessions\": 6, \"mean_week_duration\": 4.535}}, {\"2863\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-02-07 00:03:40.000000+00:00\", \"2022-07-19 05:30:17.000000+00:00\", \"2022-05-14 09:07:14.000000+00:00\", \"2019-09-27 02:05:07.000000+00:00\", \"2022-06-29 17:41:13.000000+00:00\", \"2021-07-12 20:30:07.000000+00:00\"], \"session_ids\": [\"025df94e-1aa9-4f8d-9dff-c01a25a46507\", \"210bb2e7-f00b-4921-9d92-4d007a012a4e\", \"c0201a94-53b2-46bb-ad23-30b04a87aead\", \"850e7320-c94a-4447-ae13-be453e6c47d5\", \"5bd94360-9fdb-4a9e-a166-360a459c7c84\", \"aa1c2516-ed6d-4271-ab42-38972054d2c7\"], \"total_duration\": 1600.0, \"total_sessions\": 6, \"mean_week_duration\": 9.091}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me users pieces of information whose duration of sessions per week exceed 24, exclusively 24 additionaly put to use sorting by average_week_duration desc additionaly show me only 2 records." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"28981\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-04 14:49:18.000000+00:00\", \"2020-03-07 07:34:14.000000+00:00\", \"2019-04-15 10:04:25.000000+00:00\", \"2021-09-12 11:49:11.000000+00:00\", \"2019-05-28 23:07:08.000000+00:00\", \"2019-11-15 10:41:56.000000+00:00\"], \"session_ids\": [\"12b51620-dc0f-46b7-913b-a99c17b44445\", \"083ebd31-1814-4111-b903-31e2bb3108bf\", \"0ef2bb72-0b14-4d9a-8b01-f2af0a654eb9\", \"a2a04791-cbe0-47a2-aded-e1c51847309c\", \"0b396e17-0436-4209-9ee6-c3364e636849\", \"31c8378c-13a8-4fc0-9759-0e15c45c90a9\"], \"total_duration\": 2400.0, \"total_sessions\": 6, \"mean_week_duration\": 19.048}, \"18411\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-12 17:56:01.000000+00:00\", \"2021-09-06 21:37:47.000000+00:00\"], \"session_ids\": [\"8fac2d97-712d-4776-8364-b99a76e7c013\", \"0503bbc5-2697-4295-a807-62511d1732d9\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 29.5}, \"26465\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-21 12:28:36.000000+00:00\", \"2022-06-11 04:57:37.000000+00:00\"], \"session_ids\": [\"8dedf5e3-e569-404e-98e5-34430cdf2ba8\", \"a1af38c3-640f-455c-90c5-e63ca9cfd6e0\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"20517\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2023-06-18 23:46:17.000000+00:00\", \"2022-06-25 12:16:27.000000+00:00\"], \"session_ids\": [\"2f072cdf-ae39-499b-8d95-fc504653fcb8\", \"c12b0b05-279c-4ae6-8262-592a2dc4b8b3\"], \"total_duration\": 432.0, \"total_sessions\": 2, \"mean_week_duration\": 8.308}, \"24601\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-03-16 14:07:28.000000+00:00\", \"2021-07-20 20:40:21.000000+00:00\", \"2022-08-18 18:06:05.000000+00:00\", \"2020-08-29 13:51:07.000000+00:00\", \"2019-08-16 20:46:58.000000+00:00\", \"2019-09-11 00:26:33.000000+00:00\", \"2022-04-02 05:29:51.000000+00:00\", \"2020-04-20 19:09:49.000000+00:00\", \"2021-09-06 15:25:30.000000+00:00\", \"2019-02-03 18:03:47.000000+00:00\", \"2022-01-07 21:22:23.000000+00:00\"], \"session_ids\": [\"6298ccad-f33a-4e6e-b998-1e1413cc495d\", \"b242d737-4ae0-4867-958b-f66aa81ddd79\", \"e33106ea-8c77-49cc-8e1a-90512c838d6e\", \"7e7b13c5-a18b-41f8-8ebc-d66dd74991cb\", \"7e79a26c-dd4a-4895-aac5-8b3070ba0838\", \"ffdcaa5c-66db-41f2-b6e2-251c889cb93d\", \"5e14c811-a364-4c07-9e3a-40678d857094\", \"41ad7615-30b4-4c88-b265-130f0bac8230\", \"95428890-8903-46d9-8bcf-134fbe8c411c\", \"5487d063-64dc-445b-bf89-188392eeb275\", \"1069474d-a63e-4b34-ab9d-2dc388d16f43\"], \"total_duration\": 140.0, \"total_sessions\": 11, \"mean_week_duration\": 0.757}, \"47533\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-16 03:05:31.000000+00:00\", \"2021-12-22 07:36:35.000000+00:00\", \"2020-09-25 08:49:57.000000+00:00\"], \"session_ids\": [\"28ae7ab3-37ab-41c8-9918-e673545fd015\", \"9390af49-2292-4aec-85a4-589d81cab892\", \"140a0e34-25aa-43c5-9064-8b0c46518e4c\"], \"total_duration\": 858.0, \"total_sessions\": 3, \"mean_week_duration\": 11.753}, \"72803\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-28 18:38:31.000000+00:00\", \"2022-01-18 20:41:04.000000+00:00\"], \"session_ids\": [\"a716168d-9dd1-412b-a83e-83821bc7de1c\", \"10a16a95-069c-4800-b5da-a2cc72c98892\"], \"total_duration\": 407.0, \"total_sessions\": 2, \"mean_week_duration\": 5.732}, \"44558\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Zurich\", \"datetimes\": [\"2023-02-18 18:15:14.000000+00:00\", \"2021-01-18 18:39:54.000000+00:00\", \"2019-11-07 08:32:15.000000+00:00\"], \"session_ids\": [\"4e068eaf-8b80-483b-bd46-4229562d61d0\", \"f964919d-df39-49a8-b576-bf61bf065569\", \"51aa1e58-0489-4160-ae9a-56dda23e2556\"], \"total_duration\": 470.0, \"total_sessions\": 3, \"mean_week_duration\": 2.733}, \"84330\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2023-05-01 08:07:01.000000+00:00\", \"2022-04-24 05:29:35.000000+00:00\"], \"session_ids\": [\"33417a05-35ae-4583-adad-70eb43453b43\", \"c7854882-4a8b-4c19-8ccb-05d023799702\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 2.574}, \"75368\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-03-21 14:42:10.000000+00:00\", \"2019-05-25 04:07:01.000000+00:00\", \"2022-07-12 01:47:45.000000+00:00\"], \"session_ids\": [\"65516f2f-4425-4b44-9d7e-c2ac43afac7f\", \"258a5d43-2da7-4199-9923-fc36b9acd4f9\", \"e15901a8-0ad2-430d-941c-be1c9499b660\"], \"total_duration\": 71.0, \"total_sessions\": 3, \"mean_week_duration\": 0.433}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are greater than 24" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\"]]}, \"all_values\": {\"mean_week_duration\": [[24, 40]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"18411\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-12 17:56:01.000000+00:00\", \"2021-09-06 21:37:47.000000+00:00\"], \"session_ids\": [\"8fac2d97-712d-4776-8364-b99a76e7c013\", \"0503bbc5-2697-4295-a807-62511d1732d9\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 29.5}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"18411\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-12 17:56:01.000000+00:00\", \"2021-09-06 21:37:47.000000+00:00\"], \"session_ids\": [\"8fac2d97-712d-4776-8364-b99a76e7c013\", \"0503bbc5-2697-4295-a807-62511d1732d9\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 29.5}}]\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[{\"18411\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-12 17:56:01.000000+00:00\", \"2021-09-06 21:37:47.000000+00:00\"], \"session_ids\": [\"8fac2d97-712d-4776-8364-b99a76e7c013\", \"0503bbc5-2697-4295-a807-62511d1732d9\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 29.5}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"18411\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-12 17:56:01.000000+00:00\", \"2021-09-06 21:37:47.000000+00:00\"], \"session_ids\": [\"8fac2d97-712d-4776-8364-b99a76e7c013\", \"0503bbc5-2697-4295-a807-62511d1732d9\"], \"total_duration\": 295.0, \"total_sessions\": 2, \"mean_week_duration\": 29.5}}]\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": "Please provide insights on 3 users who have site usage time per week less than 12 ( not including) + implement sorting by total sessions decliningly in addition display only 4 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{\"77985\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-26 01:12:55.000000+00:00\", \"2020-11-13 07:39:24.000000+00:00\", \"2021-03-22 18:07:09.000000+00:00\", \"2022-05-15 01:33:13.000000+00:00\"], \"session_ids\": [\"1b9bded0-8430-49be-af10-69c1c3dd053c\", \"e481edbb-cba4-498a-9597-205fc5215e72\", \"571b8c2e-6a1f-485a-9d4f-eaad56857bb2\", \"efba9739-d31c-4777-a70f-6d0034ede6bd\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.315}, \"66892\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2023-02-02 04:53:01.000000+00:00\", \"2019-05-23 13:08:42.000000+00:00\"], \"session_ids\": [\"a8c72ebd-473f-4fad-a11f-ca317b129a97\", \"1672ae56-c6fa-43bd-a32c-6aa77cff0e75\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.352}, \"55800\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-12-31 05:29:24.000000+00:00\", \"2019-12-13 05:15:20.000000+00:00\"], \"session_ids\": [\"ed4d2155-0925-4bbe-b34a-27b68cc8b61d\", \"c4a566b0-9107-40bd-ba40-f3bc7c4536c3\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}, \"22823\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-06 08:43:10.000000+00:00\", \"2022-08-26 22:03:58.000000+00:00\", \"2020-06-30 01:17:22.000000+00:00\"], \"session_ids\": [\"1c40966d-b687-4f08-b773-920ca9bb31b6\", \"4835966a-3b66-4e48-8b50-72287f087ccf\", \"189d4d0a-5b6c-4bb5-a870-8f8bb7833e19\"], \"total_duration\": 319.0, \"total_sessions\": 3, \"mean_week_duration\": 2.823}, \"13894\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-10-31 12:02:56.000000+00:00\", \"2019-04-15 03:25:43.000000+00:00\", \"2019-01-05 13:52:15.000000+00:00\"], \"session_ids\": [\"cb943d04-e6d4-466e-80bc-0c3c894f374f\", \"f2844029-01ee-4324-bdc2-d1cc63505768\", \"93e8fe5c-62d5-4867-9a17-4d679cf0bdda\"], \"total_duration\": 598.0, \"total_sessions\": 3, \"mean_week_duration\": 13.907}, \"90749\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-16 04:24:40.000000+00:00\", \"2021-04-24 01:56:44.000000+00:00\", \"2020-01-10 20:34:47.000000+00:00\"], \"session_ids\": [\"56032409-a1a8-4418-a3a0-020ae3b66f88\", \"d0a8c101-b108-487f-853d-8a3301e875ee\", \"c9e55a37-07d6-47e5-b1db-fe79e7173458\"], \"total_duration\": 119.0, \"total_sessions\": 3, \"mean_week_duration\": 1.044}, \"5920\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-06 17:18:33.000000+00:00\", \"2022-09-24 22:16:42.000000+00:00\", \"2022-08-13 18:41:18.000000+00:00\"], \"session_ids\": [\"b72b1491-b1c0-410d-8962-e7bc102d936f\", \"c56d1def-f1be-49bd-aca4-d1fef91ffcdc\", \"b260c7de-9ac8-40a4-85a9-271c7c5d0f6e\"], \"total_duration\": 385.0, \"total_sessions\": 3, \"mean_week_duration\": 8.953}, \"68493\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-03-16 06:57:08.000000+00:00\", \"2022-07-04 21:20:47.000000+00:00\", \"2019-02-12 03:18:32.000000+00:00\", \"2020-01-04 22:08:11.000000+00:00\", \"2019-10-21 00:26:40.000000+00:00\"], \"session_ids\": [\"a6d6842f-1f74-4b98-b15d-2be44feeb601\", \"fbc6c545-f05e-42e1-b30d-e04931a0291f\", \"468b4a3d-5667-4694-bf26-44e77f23ac87\", \"a66ab7b5-5ad6-4e27-8bc0-e4d7be49ddb4\", \"ce5276ef-42e9-4383-a273-03de5c3c38b9\"], \"total_duration\": 1377.0, \"total_sessions\": 5, \"mean_week_duration\": 7.78}, \"47936\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-09-14 07:14:19.000000+00:00\", \"2022-08-27 04:39:42.000000+00:00\"], \"session_ids\": [\"a3fb5b2d-4cee-48d1-a277-c2fb7588b4f2\", \"eea70859-3092-4190-ab3b-99a78f6bec29\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.182}, \"75554\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Budapest\", \"datetimes\": [\"2022-10-10 15:43:50.000000+00:00\", \"2019-02-05 00:21:59.000000+00:00\", \"2021-01-27 11:38:42.000000+00:00\", \"2019-11-16 08:52:52.000000+00:00\", \"2022-05-14 21:03:20.000000+00:00\", \"2021-01-17 00:41:28.000000+00:00\", \"2022-12-22 17:40:14.000000+00:00\"], \"session_ids\": [\"8c569734-60f1-4d8f-8d9f-e45c562d7e15\", \"b05cacad-c399-4c90-a390-92d3ef7cb96f\", \"d096106f-4189-4e22-9194-afff2d3d7fb9\", \"a5fdfa6c-0bc3-4e79-8ac0-7aa5b8123c61\", \"168c5c5f-5f46-4d0b-9b21-1754c427f3db\", \"49e0721f-2b56-4a47-9aa6-ee24e2c5f67e\", \"2849c038-edff-4d97-8cd1-06e5520fb16e\"], \"total_duration\": 4217.0, \"total_sessions\": 7, \"mean_week_duration\": 20.773}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are less than 12" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[12, 37]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"77985\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-26 01:12:55.000000+00:00\", \"2020-11-13 07:39:24.000000+00:00\", \"2021-03-22 18:07:09.000000+00:00\", \"2022-05-15 01:33:13.000000+00:00\"], \"session_ids\": [\"1b9bded0-8430-49be-af10-69c1c3dd053c\", \"e481edbb-cba4-498a-9597-205fc5215e72\", \"571b8c2e-6a1f-485a-9d4f-eaad56857bb2\", \"efba9739-d31c-4777-a70f-6d0034ede6bd\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.315}, \"66892\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2023-02-02 04:53:01.000000+00:00\", \"2019-05-23 13:08:42.000000+00:00\"], \"session_ids\": [\"a8c72ebd-473f-4fad-a11f-ca317b129a97\", \"1672ae56-c6fa-43bd-a32c-6aa77cff0e75\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.352}, \"55800\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-12-31 05:29:24.000000+00:00\", \"2019-12-13 05:15:20.000000+00:00\"], \"session_ids\": [\"ed4d2155-0925-4bbe-b34a-27b68cc8b61d\", \"c4a566b0-9107-40bd-ba40-f3bc7c4536c3\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}, \"22823\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-06 08:43:10.000000+00:00\", \"2022-08-26 22:03:58.000000+00:00\", \"2020-06-30 01:17:22.000000+00:00\"], \"session_ids\": [\"1c40966d-b687-4f08-b773-920ca9bb31b6\", \"4835966a-3b66-4e48-8b50-72287f087ccf\", \"189d4d0a-5b6c-4bb5-a870-8f8bb7833e19\"], \"total_duration\": 319.0, \"total_sessions\": 3, \"mean_week_duration\": 2.823}, \"90749\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-16 04:24:40.000000+00:00\", \"2021-04-24 01:56:44.000000+00:00\", \"2020-01-10 20:34:47.000000+00:00\"], \"session_ids\": [\"56032409-a1a8-4418-a3a0-020ae3b66f88\", \"d0a8c101-b108-487f-853d-8a3301e875ee\", \"c9e55a37-07d6-47e5-b1db-fe79e7173458\"], \"total_duration\": 119.0, \"total_sessions\": 3, \"mean_week_duration\": 1.044}, \"5920\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-06 17:18:33.000000+00:00\", \"2022-09-24 22:16:42.000000+00:00\", \"2022-08-13 18:41:18.000000+00:00\"], \"session_ids\": [\"b72b1491-b1c0-410d-8962-e7bc102d936f\", \"c56d1def-f1be-49bd-aca4-d1fef91ffcdc\", \"b260c7de-9ac8-40a4-85a9-271c7c5d0f6e\"], \"total_duration\": 385.0, \"total_sessions\": 3, \"mean_week_duration\": 8.953}, \"68493\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-03-16 06:57:08.000000+00:00\", \"2022-07-04 21:20:47.000000+00:00\", \"2019-02-12 03:18:32.000000+00:00\", \"2020-01-04 22:08:11.000000+00:00\", \"2019-10-21 00:26:40.000000+00:00\"], \"session_ids\": [\"a6d6842f-1f74-4b98-b15d-2be44feeb601\", \"fbc6c545-f05e-42e1-b30d-e04931a0291f\", \"468b4a3d-5667-4694-bf26-44e77f23ac87\", \"a66ab7b5-5ad6-4e27-8bc0-e4d7be49ddb4\", \"ce5276ef-42e9-4383-a273-03de5c3c38b9\"], \"total_duration\": 1377.0, \"total_sessions\": 5, \"mean_week_duration\": 7.78}, \"47936\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-09-14 07:14:19.000000+00:00\", \"2022-08-27 04:39:42.000000+00:00\"], \"session_ids\": [\"a3fb5b2d-4cee-48d1-a277-c2fb7588b4f2\", \"eea70859-3092-4190-ab3b-99a78f6bec29\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.182}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to total_sessions attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"68493\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-03-16 06:57:08.000000+00:00\", \"2022-07-04 21:20:47.000000+00:00\", \"2019-02-12 03:18:32.000000+00:00\", \"2020-01-04 22:08:11.000000+00:00\", \"2019-10-21 00:26:40.000000+00:00\"], \"session_ids\": [\"a6d6842f-1f74-4b98-b15d-2be44feeb601\", \"fbc6c545-f05e-42e1-b30d-e04931a0291f\", \"468b4a3d-5667-4694-bf26-44e77f23ac87\", \"a66ab7b5-5ad6-4e27-8bc0-e4d7be49ddb4\", \"ce5276ef-42e9-4383-a273-03de5c3c38b9\"], \"total_duration\": 1377.0, \"total_sessions\": 5, \"mean_week_duration\": 7.78}}, {\"77985\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-26 01:12:55.000000+00:00\", \"2020-11-13 07:39:24.000000+00:00\", \"2021-03-22 18:07:09.000000+00:00\", \"2022-05-15 01:33:13.000000+00:00\"], \"session_ids\": [\"1b9bded0-8430-49be-af10-69c1c3dd053c\", \"e481edbb-cba4-498a-9597-205fc5215e72\", \"571b8c2e-6a1f-485a-9d4f-eaad56857bb2\", \"efba9739-d31c-4777-a70f-6d0034ede6bd\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.315}}, {\"22823\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-06 08:43:10.000000+00:00\", \"2022-08-26 22:03:58.000000+00:00\", \"2020-06-30 01:17:22.000000+00:00\"], \"session_ids\": [\"1c40966d-b687-4f08-b773-920ca9bb31b6\", \"4835966a-3b66-4e48-8b50-72287f087ccf\", \"189d4d0a-5b6c-4bb5-a870-8f8bb7833e19\"], \"total_duration\": 319.0, \"total_sessions\": 3, \"mean_week_duration\": 2.823}}, {\"90749\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-16 04:24:40.000000+00:00\", \"2021-04-24 01:56:44.000000+00:00\", \"2020-01-10 20:34:47.000000+00:00\"], \"session_ids\": [\"56032409-a1a8-4418-a3a0-020ae3b66f88\", \"d0a8c101-b108-487f-853d-8a3301e875ee\", \"c9e55a37-07d6-47e5-b1db-fe79e7173458\"], \"total_duration\": 119.0, \"total_sessions\": 3, \"mean_week_duration\": 1.044}}, {\"5920\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-06-06 17:18:33.000000+00:00\", \"2022-09-24 22:16:42.000000+00:00\", \"2022-08-13 18:41:18.000000+00:00\"], \"session_ids\": [\"b72b1491-b1c0-410d-8962-e7bc102d936f\", \"c56d1def-f1be-49bd-aca4-d1fef91ffcdc\", \"b260c7de-9ac8-40a4-85a9-271c7c5d0f6e\"], \"total_duration\": 385.0, \"total_sessions\": 3, \"mean_week_duration\": 8.953}}, {\"66892\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Mexico City\", \"datetimes\": [\"2023-02-02 04:53:01.000000+00:00\", \"2019-05-23 13:08:42.000000+00:00\"], \"session_ids\": [\"a8c72ebd-473f-4fad-a11f-ca317b129a97\", \"1672ae56-c6fa-43bd-a32c-6aa77cff0e75\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.352}}, {\"55800\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-12-31 05:29:24.000000+00:00\", \"2019-12-13 05:15:20.000000+00:00\"], \"session_ids\": [\"ed4d2155-0925-4bbe-b34a-27b68cc8b61d\", \"c4a566b0-9107-40bd-ba40-f3bc7c4536c3\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.364}}, {\"47936\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-09-14 07:14:19.000000+00:00\", \"2022-08-27 04:39:42.000000+00:00\"], \"session_ids\": [\"a3fb5b2d-4cee-48d1-a277-c2fb7588b4f2\", \"eea70859-3092-4190-ab3b-99a78f6bec29\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.182}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"68493\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-03-16 06:57:08.000000+00:00\", \"2022-07-04 21:20:47.000000+00:00\", \"2019-02-12 03:18:32.000000+00:00\", \"2020-01-04 22:08:11.000000+00:00\", \"2019-10-21 00:26:40.000000+00:00\"], \"session_ids\": [\"a6d6842f-1f74-4b98-b15d-2be44feeb601\", \"fbc6c545-f05e-42e1-b30d-e04931a0291f\", \"468b4a3d-5667-4694-bf26-44e77f23ac87\", \"a66ab7b5-5ad6-4e27-8bc0-e4d7be49ddb4\", \"ce5276ef-42e9-4383-a273-03de5c3c38b9\"], \"total_duration\": 1377.0, \"total_sessions\": 5, \"mean_week_duration\": 7.78}}, {\"77985\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-26 01:12:55.000000+00:00\", \"2020-11-13 07:39:24.000000+00:00\", \"2021-03-22 18:07:09.000000+00:00\", \"2022-05-15 01:33:13.000000+00:00\"], \"session_ids\": [\"1b9bded0-8430-49be-af10-69c1c3dd053c\", \"e481edbb-cba4-498a-9597-205fc5215e72\", \"571b8c2e-6a1f-485a-9d4f-eaad56857bb2\", \"efba9739-d31c-4777-a70f-6d0034ede6bd\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.315}}, {\"22823\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-06 08:43:10.000000+00:00\", \"2022-08-26 22:03:58.000000+00:00\", \"2020-06-30 01:17:22.000000+00:00\"], \"session_ids\": [\"1c40966d-b687-4f08-b773-920ca9bb31b6\", \"4835966a-3b66-4e48-8b50-72287f087ccf\", \"189d4d0a-5b6c-4bb5-a870-8f8bb7833e19\"], \"total_duration\": 319.0, \"total_sessions\": 3, \"mean_week_duration\": 2.823}}, {\"90749\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-16 04:24:40.000000+00:00\", \"2021-04-24 01:56:44.000000+00:00\", \"2020-01-10 20:34:47.000000+00:00\"], \"session_ids\": [\"56032409-a1a8-4418-a3a0-020ae3b66f88\", \"d0a8c101-b108-487f-853d-8a3301e875ee\", \"c9e55a37-07d6-47e5-b1db-fe79e7173458\"], \"total_duration\": 119.0, \"total_sessions\": 3, \"mean_week_duration\": 1.044}}]\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[{\"68493\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-03-16 06:57:08.000000+00:00\", \"2022-07-04 21:20:47.000000+00:00\", \"2019-02-12 03:18:32.000000+00:00\", \"2020-01-04 22:08:11.000000+00:00\", \"2019-10-21 00:26:40.000000+00:00\"], \"session_ids\": [\"a6d6842f-1f74-4b98-b15d-2be44feeb601\", \"fbc6c545-f05e-42e1-b30d-e04931a0291f\", \"468b4a3d-5667-4694-bf26-44e77f23ac87\", \"a66ab7b5-5ad6-4e27-8bc0-e4d7be49ddb4\", \"ce5276ef-42e9-4383-a273-03de5c3c38b9\"], \"total_duration\": 1377.0, \"total_sessions\": 5, \"mean_week_duration\": 7.78}}, {\"77985\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-07-26 01:12:55.000000+00:00\", \"2020-11-13 07:39:24.000000+00:00\", \"2021-03-22 18:07:09.000000+00:00\", \"2022-05-15 01:33:13.000000+00:00\"], \"session_ids\": [\"1b9bded0-8430-49be-af10-69c1c3dd053c\", \"e481edbb-cba4-498a-9597-205fc5215e72\", \"571b8c2e-6a1f-485a-9d4f-eaad56857bb2\", \"efba9739-d31c-4777-a70f-6d0034ede6bd\"], \"total_duration\": 28.0, \"total_sessions\": 4, \"mean_week_duration\": 0.315}}, {\"22823\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-06 08:43:10.000000+00:00\", \"2022-08-26 22:03:58.000000+00:00\", \"2020-06-30 01:17:22.000000+00:00\"], \"session_ids\": [\"1c40966d-b687-4f08-b773-920ca9bb31b6\", \"4835966a-3b66-4e48-8b50-72287f087ccf\", \"189d4d0a-5b6c-4bb5-a870-8f8bb7833e19\"], \"total_duration\": 319.0, \"total_sessions\": 3, \"mean_week_duration\": 2.823}}, {\"90749\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-02-16 04:24:40.000000+00:00\", \"2021-04-24 01:56:44.000000+00:00\", \"2020-01-10 20:34:47.000000+00:00\"], \"session_ids\": [\"56032409-a1a8-4418-a3a0-020ae3b66f88\", \"d0a8c101-b108-487f-853d-8a3301e875ee\", \"c9e55a37-07d6-47e5-b1db-fe79e7173458\"], \"total_duration\": 119.0, \"total_sessions\": 3, \"mean_week_duration\": 1.044}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about users who have total duration amount strictly bigger than 3298 and smaller than 110 , moreover execute sorting by average of total time spent in the app per week form the highest value to the lowest value." } ]
[ { "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{\"19407\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-01-26 08:32:16.000000+00:00\", \"2021-09-23 20:24:50.000000+00:00\", \"2022-11-13 14:43:13.000000+00:00\"], \"session_ids\": [\"51aa87bc-8816-4b14-9f83-ea17c76c2c4b\", \"c93de090-642c-418b-97c1-b01e2b479a30\", \"928dcb88-d1e9-4d1e-a582-aa26a05d726d\"], \"total_duration\": 475.0, \"total_sessions\": 3, \"mean_week_duration\": 3.253}, \"3713\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-12-03 13:21:21.000000+00:00\", \"2022-07-24 20:58:29.000000+00:00\", \"2021-09-13 18:40:43.000000+00:00\", \"2019-08-24 17:37:15.000000+00:00\", \"2022-06-14 05:01:58.000000+00:00\"], \"session_ids\": [\"c19463ff-1a4f-418b-87d8-b2808aac3af5\", \"59baa0e9-0a05-42da-bd33-d37f656fa48d\", \"60cb6bfd-e994-4b68-9ff1-c4f331144753\", \"dfbb2b04-3bc2-4c43-8e7b-68b25568403a\", \"bb0d1dfb-19b7-4fab-9402-2052fb5576a1\"], \"total_duration\": 3570.0, \"total_sessions\": 5, \"mean_week_duration\": 20.877}, \"79010\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-04-18 03:51:51.000000+00:00\", \"2021-01-19 18:47:42.000000+00:00\", \"2020-03-29 19:44:29.000000+00:00\", \"2020-01-15 17:00:06.000000+00:00\", \"2022-03-10 10:59:41.000000+00:00\"], \"session_ids\": [\"ff0df6d6-a98d-4101-9cad-1b291d51d372\", \"7e4d5909-02cc-4d9a-8596-8f96570db186\", \"0da9a7b4-09a3-4c24-abf6-646a1da022ef\", \"24526d7f-9f3b-4c0f-8c31-db8058c4b86f\", \"65afb076-7afe-4174-9b2a-470d2b07045f\"], \"total_duration\": 3268.0, \"total_sessions\": 5, \"mean_week_duration\": 29.179}, \"42315\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-06-24 04:08:45.000000+00:00\", \"2022-07-23 06:04:53.000000+00:00\", \"2019-04-03 12:37:24.000000+00:00\"], \"session_ids\": [\"685a5500-cdd9-409a-9411-f5956b28f28c\", \"92b8e702-3390-4883-a67a-502c877308cd\", \"69f38c81-2a3b-466b-8ace-0aa8765bd9d0\"], \"total_duration\": 1012.0, \"total_sessions\": 3, \"mean_week_duration\": 4.579}, \"69741\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-25 10:15:01.000000+00:00\", \"2020-03-10 20:05:52.000000+00:00\", \"2021-08-25 00:42:08.000000+00:00\", \"2023-01-10 00:51:46.000000+00:00\"], \"session_ids\": [\"89f78416-632d-4453-9d84-903aadfe1513\", \"745163a4-8385-4108-8338-56fcac467f34\", \"04262e07-bffa-438d-acb0-79c693a62adf\", \"5e84e681-953d-4734-b5a0-1407d7a142d6\"], \"total_duration\": 1861.0, \"total_sessions\": 4, \"mean_week_duration\": 9.593}, \"91517\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-07-05 05:14:49.000000+00:00\", \"2023-01-22 08:43:35.000000+00:00\"], \"session_ids\": [\"8077d8e7-5114-4c61-adfd-d4fb673f020d\", \"20c8b39e-7e72-43e9-9fdb-bb61ad719a9e\"], \"total_duration\": 152.0, \"total_sessions\": 2, \"mean_week_duration\": 1.877}, \"53066\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-18 09:41:17.000000+00:00\", \"2023-06-14 11:42:16.000000+00:00\", \"2019-11-05 19:23:43.000000+00:00\", \"2023-01-21 13:22:53.000000+00:00\", \"2019-06-26 16:29:19.000000+00:00\"], \"session_ids\": [\"9e5d7b13-0254-4975-90a8-c5a83cd19f9d\", \"0cc50fd3-005d-48e1-a2fd-d741aa4dbd9c\", \"53772076-314d-4df7-a3b1-2c2ff992dbe2\", \"04960526-6a1c-4a58-b936-d159a6030632\", \"7cce0ad5-4678-4623-a185-0f70419bec1e\"], \"total_duration\": 123.0, \"total_sessions\": 5, \"mean_week_duration\": 0.594}, \"64455\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-11-20 08:12:41.000000+00:00\", \"2021-11-22 10:39:31.000000+00:00\"], \"session_ids\": [\"d2a81d95-27ae-4659-8e58-e5164229e567\", \"03acda6e-979b-4e86-8c88-183ac7113de5\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.162}, \"73609\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-01 10:13:11.000000+00:00\", \"2020-10-06 15:22:46.000000+00:00\", \"2020-01-05 09:58:24.000000+00:00\", \"2021-02-04 19:47:27.000000+00:00\"], \"session_ids\": [\"be5a2f44-531f-42c4-a501-d379e0e4e0fa\", \"8eb38f86-65c0-4309-942f-3aab58961f6f\", \"c6f628c3-9a81-4944-8bac-9216f684fcac\", \"59cf5cd3-2323-4f40-9fe5-e607a0de27dc\"], \"total_duration\": 620.0, \"total_sessions\": 4, \"mean_week_duration\": 4.593}, \"6089\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-05-27 22:53:05.000000+00:00\", \"2019-11-22 03:14:31.000000+00:00\", \"2020-06-15 14:04:57.000000+00:00\"], \"session_ids\": [\"d039e9b1-14f3-4c48-af1c-84e08405dae6\", \"a91e7156-23dd-4603-b55b-d3b2393c58aa\", \"67833a6a-8947-4114-9d24-7b2fe74e8672\"], \"total_duration\": 816.0, \"total_sessions\": 3, \"mean_week_duration\": 27.2}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or less than 110 and are greater than 3298" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[110, 3298]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"64455\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-11-20 08:12:41.000000+00:00\", \"2021-11-22 10:39:31.000000+00:00\"], \"session_ids\": [\"d2a81d95-27ae-4659-8e58-e5164229e567\", \"03acda6e-979b-4e86-8c88-183ac7113de5\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.162}, \"3713\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-12-03 13:21:21.000000+00:00\", \"2022-07-24 20:58:29.000000+00:00\", \"2021-09-13 18:40:43.000000+00:00\", \"2019-08-24 17:37:15.000000+00:00\", \"2022-06-14 05:01:58.000000+00:00\"], \"session_ids\": [\"c19463ff-1a4f-418b-87d8-b2808aac3af5\", \"59baa0e9-0a05-42da-bd33-d37f656fa48d\", \"60cb6bfd-e994-4b68-9ff1-c4f331144753\", \"dfbb2b04-3bc2-4c43-8e7b-68b25568403a\", \"bb0d1dfb-19b7-4fab-9402-2052fb5576a1\"], \"total_duration\": 3570.0, \"total_sessions\": 5, \"mean_week_duration\": 20.877}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute descendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"3713\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-12-03 13:21:21.000000+00:00\", \"2022-07-24 20:58:29.000000+00:00\", \"2021-09-13 18:40:43.000000+00:00\", \"2019-08-24 17:37:15.000000+00:00\", \"2022-06-14 05:01:58.000000+00:00\"], \"session_ids\": [\"c19463ff-1a4f-418b-87d8-b2808aac3af5\", \"59baa0e9-0a05-42da-bd33-d37f656fa48d\", \"60cb6bfd-e994-4b68-9ff1-c4f331144753\", \"dfbb2b04-3bc2-4c43-8e7b-68b25568403a\", \"bb0d1dfb-19b7-4fab-9402-2052fb5576a1\"], \"total_duration\": 3570.0, \"total_sessions\": 5, \"mean_week_duration\": 20.877}}, {\"64455\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-11-20 08:12:41.000000+00:00\", \"2021-11-22 10:39:31.000000+00:00\"], \"session_ids\": [\"d2a81d95-27ae-4659-8e58-e5164229e567\", \"03acda6e-979b-4e86-8c88-183ac7113de5\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.162}}]\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[{\"3713\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-12-03 13:21:21.000000+00:00\", \"2022-07-24 20:58:29.000000+00:00\", \"2021-09-13 18:40:43.000000+00:00\", \"2019-08-24 17:37:15.000000+00:00\", \"2022-06-14 05:01:58.000000+00:00\"], \"session_ids\": [\"c19463ff-1a4f-418b-87d8-b2808aac3af5\", \"59baa0e9-0a05-42da-bd33-d37f656fa48d\", \"60cb6bfd-e994-4b68-9ff1-c4f331144753\", \"dfbb2b04-3bc2-4c43-8e7b-68b25568403a\", \"bb0d1dfb-19b7-4fab-9402-2052fb5576a1\"], \"total_duration\": 3570.0, \"total_sessions\": 5, \"mean_week_duration\": 20.877}}, {\"64455\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-11-20 08:12:41.000000+00:00\", \"2021-11-22 10:39:31.000000+00:00\"], \"session_ids\": [\"d2a81d95-27ae-4659-8e58-e5164229e567\", \"03acda6e-979b-4e86-8c88-183ac7113de5\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.162}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about 2 users with a overall total duration that is higher than 1942, exclusive num 1942 and do sorting by time using the app asc , provide me only with 2 pieces of data." } ]
[ { "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{\"51453\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-14 21:21:06.000000+00:00\", \"2019-09-07 14:49:34.000000+00:00\", \"2019-01-31 07:56:25.000000+00:00\", \"2023-04-01 18:49:55.000000+00:00\", \"2021-03-22 19:17:07.000000+00:00\", \"2020-09-22 04:54:26.000000+00:00\", \"2021-07-28 13:32:24.000000+00:00\", \"2022-08-06 00:37:55.000000+00:00\", \"2022-07-13 05:32:24.000000+00:00\", \"2019-07-14 06:02:04.000000+00:00\", \"2020-09-13 04:25:31.000000+00:00\"], \"session_ids\": [\"c50adfc4-99cb-4a63-ba4a-ebe4f1ddf85c\", \"40a4fcb0-20f3-4be6-a399-4d4d1dd20f22\", \"294cc70c-87c9-4bdf-b9be-b35adff17694\", \"59f7dc13-3ef3-4845-89ba-387951318b77\", \"2d516b52-e69b-456c-add3-a7bc5154fafe\", \"e09458f6-7f07-43b6-8edb-4898bf7876cf\", \"6514fdfc-3b45-42c6-8644-17bace9d6f03\", \"764cb508-ad44-4642-a622-097422af300e\", \"97d95673-ca49-48a9-a4ed-815bc16e610e\", \"68cc9afb-9e83-409c-99e9-1cb57b5a0153\", \"8e1bc6ee-c062-4893-9e71-cf57ab2f548f\"], \"total_duration\": 22539.0, \"total_sessions\": 11, \"mean_week_duration\": 103.39}, \"95305\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-10-19 14:53:07.000000+00:00\", \"2020-07-28 10:10:44.000000+00:00\"], \"session_ids\": [\"f9e299c9-917b-4830-b8ac-411e830c59cd\", \"e88602a8-cb63-4abb-ac95-dee22c464315\"], \"total_duration\": 102.0, \"total_sessions\": 2, \"mean_week_duration\": 1.594}, \"43569\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-08-31 06:50:29.000000+00:00\", \"2020-10-27 19:42:37.000000+00:00\", \"2023-04-29 01:37:54.000000+00:00\", \"2021-10-21 22:03:44.000000+00:00\", \"2022-11-13 00:14:15.000000+00:00\"], \"session_ids\": [\"863a30e8-a9e7-423f-8797-d97133b39c26\", \"f79070c3-ed24-408c-8ebf-e6443a2daf5c\", \"35ac1540-e99e-45a3-9412-1bda9469d09a\", \"d50ae95a-f3c8-4f81-a585-6e9e3fa3e435\", \"7bbf5658-2dba-4dc1-81de-192007163acb\"], \"total_duration\": 1737.0, \"total_sessions\": 5, \"mean_week_duration\": 12.496}, \"19101\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-11-01 20:11:51.000000+00:00\", \"2019-08-01 18:02:27.000000+00:00\", \"2020-12-18 04:36:23.000000+00:00\", \"2021-02-06 21:58:14.000000+00:00\", \"2020-04-10 07:34:55.000000+00:00\", \"2019-02-03 15:31:02.000000+00:00\", \"2022-10-31 12:22:57.000000+00:00\", \"2022-09-13 14:18:23.000000+00:00\", \"2022-09-10 21:32:56.000000+00:00\", \"2020-11-15 09:06:47.000000+00:00\"], \"session_ids\": [\"d2035b00-0953-479b-a35b-001be3b74af1\", \"35c2295d-c981-4fd4-833b-aaae846f137d\", \"ab172f3e-082c-46a7-b795-7ed6270805a5\", \"7c7f0138-f82f-41c1-8786-ecf5d3736ffa\", \"c010ffc6-a6e6-496f-bc10-2ea3155a0f16\", \"4182d195-d074-4937-9a12-32b741c6b2e5\", \"7ecf83cc-671a-4d15-9ad3-2d40da05b371\", \"02e1e92c-b58a-4152-bcd6-091c5571874a\", \"40751797-a0f4-433c-ac2d-53b4d5923a5f\", \"e7983bd2-5e33-45bf-90cc-5991d12cefd2\"], \"total_duration\": 25740.0, \"total_sessions\": 10, \"mean_week_duration\": 132.0}, \"66147\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-02 13:30:38.000000+00:00\", \"2019-01-08 08:05:50.000000+00:00\", \"2019-01-17 07:52:22.000000+00:00\", \"2020-12-11 06:33:29.000000+00:00\", \"2022-06-28 03:58:05.000000+00:00\"], \"session_ids\": [\"8abb961c-0b4f-4870-99b3-b82735c06fa0\", \"7541c9f1-9018-4840-8ca1-be191372eb85\", \"8c9df5fd-702f-4bea-bec2-aacc6d42451a\", \"52f62d67-ef41-4e97-a417-40417bdac8c1\", \"a34d4e2f-6fbd-4994-b1c4-e62e0000ebe5\"], \"total_duration\": 2877.0, \"total_sessions\": 5, \"mean_week_duration\": 15.468}, \"68581\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-09-04 15:40:48.000000+00:00\", \"2022-04-17 15:48:16.000000+00:00\", \"2021-10-16 13:25:44.000000+00:00\", \"2023-02-06 01:31:10.000000+00:00\", \"2023-05-19 06:21:29.000000+00:00\"], \"session_ids\": [\"5827f227-24af-48dc-87c0-9faec493f296\", \"533a2a88-474e-47e1-bdcd-5e683a2d37e2\", \"dc5f6f55-32e4-45ee-b44b-b5168b76ef84\", \"0f02d2e9-5bb4-4fe0-8231-a54a2d5a38e8\", \"e4694b4a-716d-4b93-ac15-38fcfd8f30bf\"], \"total_duration\": 235.0, \"total_sessions\": 5, \"mean_week_duration\": 2.831}, \"98566\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-10-31 09:28:22.000000+00:00\", \"2021-02-15 21:28:14.000000+00:00\", \"2019-03-31 16:51:43.000000+00:00\", \"2019-01-13 22:47:41.000000+00:00\"], \"session_ids\": [\"23b83dc9-04ef-4255-b16a-d764bd4b2eee\", \"bf4a91f8-5211-4722-bbb2-31850b0fe217\", \"6fd62b1a-9b51-42fb-973f-db5eb7146e6a\", \"d9c2a770-dd2f-4945-b8ae-3908b62d14ed\"], \"total_duration\": 411.0, \"total_sessions\": 4, \"mean_week_duration\": 2.815}, \"6415\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-02-15 02:08:12.000000+00:00\", \"2022-08-06 15:59:36.000000+00:00\", \"2020-05-10 14:52:17.000000+00:00\"], \"session_ids\": [\"ebc7cb86-4526-4889-af60-5858b78d5254\", \"46ee5519-91b1-46f8-9b1a-862c7404f743\", \"57988e56-459e-4b67-932c-35183bdb7048\"], \"total_duration\": 576.0, \"total_sessions\": 3, \"mean_week_duration\": 4.923}, \"47140\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2019-04-03 19:28:55.000000+00:00\", \"2022-01-29 16:39:03.000000+00:00\"], \"session_ids\": [\"36993aa5-1c89-4d73-9f32-618865292a04\", \"bb33c7aa-af11-425b-8096-a08742849de8\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 0.73}, \"37804\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2020-03-15 18:13:05.000000+00:00\", \"2021-03-09 15:07:14.000000+00:00\"], \"session_ids\": [\"3e351890-d74c-49c0-9bfe-9d27a40751f0\", \"562a8002-1051-45f8-9c09-358aea7c6cba\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 6.25}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are greater than 1942" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[1942, 4209]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"51453\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-14 21:21:06.000000+00:00\", \"2019-09-07 14:49:34.000000+00:00\", \"2019-01-31 07:56:25.000000+00:00\", \"2023-04-01 18:49:55.000000+00:00\", \"2021-03-22 19:17:07.000000+00:00\", \"2020-09-22 04:54:26.000000+00:00\", \"2021-07-28 13:32:24.000000+00:00\", \"2022-08-06 00:37:55.000000+00:00\", \"2022-07-13 05:32:24.000000+00:00\", \"2019-07-14 06:02:04.000000+00:00\", \"2020-09-13 04:25:31.000000+00:00\"], \"session_ids\": [\"c50adfc4-99cb-4a63-ba4a-ebe4f1ddf85c\", \"40a4fcb0-20f3-4be6-a399-4d4d1dd20f22\", \"294cc70c-87c9-4bdf-b9be-b35adff17694\", \"59f7dc13-3ef3-4845-89ba-387951318b77\", \"2d516b52-e69b-456c-add3-a7bc5154fafe\", \"e09458f6-7f07-43b6-8edb-4898bf7876cf\", \"6514fdfc-3b45-42c6-8644-17bace9d6f03\", \"764cb508-ad44-4642-a622-097422af300e\", \"97d95673-ca49-48a9-a4ed-815bc16e610e\", \"68cc9afb-9e83-409c-99e9-1cb57b5a0153\", \"8e1bc6ee-c062-4893-9e71-cf57ab2f548f\"], \"total_duration\": 22539.0, \"total_sessions\": 11, \"mean_week_duration\": 103.39}, \"19101\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-11-01 20:11:51.000000+00:00\", \"2019-08-01 18:02:27.000000+00:00\", \"2020-12-18 04:36:23.000000+00:00\", \"2021-02-06 21:58:14.000000+00:00\", \"2020-04-10 07:34:55.000000+00:00\", \"2019-02-03 15:31:02.000000+00:00\", \"2022-10-31 12:22:57.000000+00:00\", \"2022-09-13 14:18:23.000000+00:00\", \"2022-09-10 21:32:56.000000+00:00\", \"2020-11-15 09:06:47.000000+00:00\"], \"session_ids\": [\"d2035b00-0953-479b-a35b-001be3b74af1\", \"35c2295d-c981-4fd4-833b-aaae846f137d\", \"ab172f3e-082c-46a7-b795-7ed6270805a5\", \"7c7f0138-f82f-41c1-8786-ecf5d3736ffa\", \"c010ffc6-a6e6-496f-bc10-2ea3155a0f16\", \"4182d195-d074-4937-9a12-32b741c6b2e5\", \"7ecf83cc-671a-4d15-9ad3-2d40da05b371\", \"02e1e92c-b58a-4152-bcd6-091c5571874a\", \"40751797-a0f4-433c-ac2d-53b4d5923a5f\", \"e7983bd2-5e33-45bf-90cc-5991d12cefd2\"], \"total_duration\": 25740.0, \"total_sessions\": 10, \"mean_week_duration\": 132.0}, \"66147\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-02 13:30:38.000000+00:00\", \"2019-01-08 08:05:50.000000+00:00\", \"2019-01-17 07:52:22.000000+00:00\", \"2020-12-11 06:33:29.000000+00:00\", \"2022-06-28 03:58:05.000000+00:00\"], \"session_ids\": [\"8abb961c-0b4f-4870-99b3-b82735c06fa0\", \"7541c9f1-9018-4840-8ca1-be191372eb85\", \"8c9df5fd-702f-4bea-bec2-aacc6d42451a\", \"52f62d67-ef41-4e97-a417-40417bdac8c1\", \"a34d4e2f-6fbd-4994-b1c4-e62e0000ebe5\"], \"total_duration\": 2877.0, \"total_sessions\": 5, \"mean_week_duration\": 15.468}}\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[{\"66147\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-02 13:30:38.000000+00:00\", \"2019-01-08 08:05:50.000000+00:00\", \"2019-01-17 07:52:22.000000+00:00\", \"2020-12-11 06:33:29.000000+00:00\", \"2022-06-28 03:58:05.000000+00:00\"], \"session_ids\": [\"8abb961c-0b4f-4870-99b3-b82735c06fa0\", \"7541c9f1-9018-4840-8ca1-be191372eb85\", \"8c9df5fd-702f-4bea-bec2-aacc6d42451a\", \"52f62d67-ef41-4e97-a417-40417bdac8c1\", \"a34d4e2f-6fbd-4994-b1c4-e62e0000ebe5\"], \"total_duration\": 2877.0, \"total_sessions\": 5, \"mean_week_duration\": 15.468}}, {\"51453\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-14 21:21:06.000000+00:00\", \"2019-09-07 14:49:34.000000+00:00\", \"2019-01-31 07:56:25.000000+00:00\", \"2023-04-01 18:49:55.000000+00:00\", \"2021-03-22 19:17:07.000000+00:00\", \"2020-09-22 04:54:26.000000+00:00\", \"2021-07-28 13:32:24.000000+00:00\", \"2022-08-06 00:37:55.000000+00:00\", \"2022-07-13 05:32:24.000000+00:00\", \"2019-07-14 06:02:04.000000+00:00\", \"2020-09-13 04:25:31.000000+00:00\"], \"session_ids\": [\"c50adfc4-99cb-4a63-ba4a-ebe4f1ddf85c\", \"40a4fcb0-20f3-4be6-a399-4d4d1dd20f22\", \"294cc70c-87c9-4bdf-b9be-b35adff17694\", \"59f7dc13-3ef3-4845-89ba-387951318b77\", \"2d516b52-e69b-456c-add3-a7bc5154fafe\", \"e09458f6-7f07-43b6-8edb-4898bf7876cf\", \"6514fdfc-3b45-42c6-8644-17bace9d6f03\", \"764cb508-ad44-4642-a622-097422af300e\", \"97d95673-ca49-48a9-a4ed-815bc16e610e\", \"68cc9afb-9e83-409c-99e9-1cb57b5a0153\", \"8e1bc6ee-c062-4893-9e71-cf57ab2f548f\"], \"total_duration\": 22539.0, \"total_sessions\": 11, \"mean_week_duration\": 103.39}}, {\"19101\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-11-01 20:11:51.000000+00:00\", \"2019-08-01 18:02:27.000000+00:00\", \"2020-12-18 04:36:23.000000+00:00\", \"2021-02-06 21:58:14.000000+00:00\", \"2020-04-10 07:34:55.000000+00:00\", \"2019-02-03 15:31:02.000000+00:00\", \"2022-10-31 12:22:57.000000+00:00\", \"2022-09-13 14:18:23.000000+00:00\", \"2022-09-10 21:32:56.000000+00:00\", \"2020-11-15 09:06:47.000000+00:00\"], \"session_ids\": [\"d2035b00-0953-479b-a35b-001be3b74af1\", \"35c2295d-c981-4fd4-833b-aaae846f137d\", \"ab172f3e-082c-46a7-b795-7ed6270805a5\", \"7c7f0138-f82f-41c1-8786-ecf5d3736ffa\", \"c010ffc6-a6e6-496f-bc10-2ea3155a0f16\", \"4182d195-d074-4937-9a12-32b741c6b2e5\", \"7ecf83cc-671a-4d15-9ad3-2d40da05b371\", \"02e1e92c-b58a-4152-bcd6-091c5571874a\", \"40751797-a0f4-433c-ac2d-53b4d5923a5f\", \"e7983bd2-5e33-45bf-90cc-5991d12cefd2\"], \"total_duration\": 25740.0, \"total_sessions\": 10, \"mean_week_duration\": 132.0}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"66147\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-02 13:30:38.000000+00:00\", \"2019-01-08 08:05:50.000000+00:00\", \"2019-01-17 07:52:22.000000+00:00\", \"2020-12-11 06:33:29.000000+00:00\", \"2022-06-28 03:58:05.000000+00:00\"], \"session_ids\": [\"8abb961c-0b4f-4870-99b3-b82735c06fa0\", \"7541c9f1-9018-4840-8ca1-be191372eb85\", \"8c9df5fd-702f-4bea-bec2-aacc6d42451a\", \"52f62d67-ef41-4e97-a417-40417bdac8c1\", \"a34d4e2f-6fbd-4994-b1c4-e62e0000ebe5\"], \"total_duration\": 2877.0, \"total_sessions\": 5, \"mean_week_duration\": 15.468}}, {\"51453\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-14 21:21:06.000000+00:00\", \"2019-09-07 14:49:34.000000+00:00\", \"2019-01-31 07:56:25.000000+00:00\", \"2023-04-01 18:49:55.000000+00:00\", \"2021-03-22 19:17:07.000000+00:00\", \"2020-09-22 04:54:26.000000+00:00\", \"2021-07-28 13:32:24.000000+00:00\", \"2022-08-06 00:37:55.000000+00:00\", \"2022-07-13 05:32:24.000000+00:00\", \"2019-07-14 06:02:04.000000+00:00\", \"2020-09-13 04:25:31.000000+00:00\"], \"session_ids\": [\"c50adfc4-99cb-4a63-ba4a-ebe4f1ddf85c\", \"40a4fcb0-20f3-4be6-a399-4d4d1dd20f22\", \"294cc70c-87c9-4bdf-b9be-b35adff17694\", \"59f7dc13-3ef3-4845-89ba-387951318b77\", \"2d516b52-e69b-456c-add3-a7bc5154fafe\", \"e09458f6-7f07-43b6-8edb-4898bf7876cf\", \"6514fdfc-3b45-42c6-8644-17bace9d6f03\", \"764cb508-ad44-4642-a622-097422af300e\", \"97d95673-ca49-48a9-a4ed-815bc16e610e\", \"68cc9afb-9e83-409c-99e9-1cb57b5a0153\", \"8e1bc6ee-c062-4893-9e71-cf57ab2f548f\"], \"total_duration\": 22539.0, \"total_sessions\": 11, \"mean_week_duration\": 103.39}}]\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[{\"66147\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-08-02 13:30:38.000000+00:00\", \"2019-01-08 08:05:50.000000+00:00\", \"2019-01-17 07:52:22.000000+00:00\", \"2020-12-11 06:33:29.000000+00:00\", \"2022-06-28 03:58:05.000000+00:00\"], \"session_ids\": [\"8abb961c-0b4f-4870-99b3-b82735c06fa0\", \"7541c9f1-9018-4840-8ca1-be191372eb85\", \"8c9df5fd-702f-4bea-bec2-aacc6d42451a\", \"52f62d67-ef41-4e97-a417-40417bdac8c1\", \"a34d4e2f-6fbd-4994-b1c4-e62e0000ebe5\"], \"total_duration\": 2877.0, \"total_sessions\": 5, \"mean_week_duration\": 15.468}}, {\"51453\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-11-14 21:21:06.000000+00:00\", \"2019-09-07 14:49:34.000000+00:00\", \"2019-01-31 07:56:25.000000+00:00\", \"2023-04-01 18:49:55.000000+00:00\", \"2021-03-22 19:17:07.000000+00:00\", \"2020-09-22 04:54:26.000000+00:00\", \"2021-07-28 13:32:24.000000+00:00\", \"2022-08-06 00:37:55.000000+00:00\", \"2022-07-13 05:32:24.000000+00:00\", \"2019-07-14 06:02:04.000000+00:00\", \"2020-09-13 04:25:31.000000+00:00\"], \"session_ids\": [\"c50adfc4-99cb-4a63-ba4a-ebe4f1ddf85c\", \"40a4fcb0-20f3-4be6-a399-4d4d1dd20f22\", \"294cc70c-87c9-4bdf-b9be-b35adff17694\", \"59f7dc13-3ef3-4845-89ba-387951318b77\", \"2d516b52-e69b-456c-add3-a7bc5154fafe\", \"e09458f6-7f07-43b6-8edb-4898bf7876cf\", \"6514fdfc-3b45-42c6-8644-17bace9d6f03\", \"764cb508-ad44-4642-a622-097422af300e\", \"97d95673-ca49-48a9-a4ed-815bc16e610e\", \"68cc9afb-9e83-409c-99e9-1cb57b5a0153\", \"8e1bc6ee-c062-4893-9e71-cf57ab2f548f\"], \"total_duration\": 22539.0, \"total_sessions\": 11, \"mean_week_duration\": 103.39}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I need to get information about user who has site usage time strictly smaller than 2565 and also strictly bigger than 594 + carry out sorting by total sessoins count in desc 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{\"65432\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-10-08 07:57:56.000000+00:00\", \"2021-06-02 17:26:47.000000+00:00\"], \"session_ids\": [\"6f23f978-16bd-466a-bc3a-4ee74face6e2\", \"e4bac788-bbdf-4d09-955b-b0187add693f\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 1.352}, \"47129\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-17 10:05:11.000000+00:00\", \"2019-03-13 10:48:07.000000+00:00\", \"2023-05-17 08:53:59.000000+00:00\"], \"session_ids\": [\"185ec7fa-5390-4f1f-aa0f-595af20c19a9\", \"27c800c9-93d4-4f61-a857-fb11dcbe0bf8\", \"b42bef1d-1c2e-4de5-882e-c3e4a00489f1\"], \"total_duration\": 814.0, \"total_sessions\": 3, \"mean_week_duration\": 3.734}, \"65284\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-09-30 04:00:58.000000+00:00\", \"2020-08-16 23:40:46.000000+00:00\"], \"session_ids\": [\"ee3bc9e7-2a03-413b-9581-7a3e05d6cfaa\", \"fc14a29b-1b6e-42c2-9cd1-87e9cc59e794\"], \"total_duration\": 206.0, \"total_sessions\": 2, \"mean_week_duration\": 4.478}, \"70913\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-03-08 06:36:32.000000+00:00\", \"2022-03-15 04:55:20.000000+00:00\", \"2023-05-21 06:03:23.000000+00:00\", \"2022-03-20 20:59:15.000000+00:00\"], \"session_ids\": [\"45201dff-54ce-44fc-95ac-aa141a6ea36f\", \"ad6e1088-8ca7-4785-bc4d-5ba6796baaf4\", \"efede86d-92f2-47bc-a90e-9827651442c8\", \"9d493315-3939-448b-ba39-80e7762b069e\"], \"total_duration\": 411.0, \"total_sessions\": 4, \"mean_week_duration\": 1.868}, \"21819\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-08-27 20:49:08.000000+00:00\", \"2020-04-06 16:01:49.000000+00:00\"], \"session_ids\": [\"0011b1df-e8ec-482d-9136-700cad7098f6\", \"b4524636-a0b4-45dc-84fe-3ffda19cfd99\"], \"total_duration\": 248.0, \"total_sessions\": 2, \"mean_week_duration\": 11.81}, \"74070\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-07-23 20:08:16.000000+00:00\", \"2021-09-19 20:45:26.000000+00:00\"], \"session_ids\": [\"bbffd761-18b2-4c4c-ad2c-5f0480f48fcb\", \"d1bb0856-3fd8-4d18-bcb7-df1931ef78c3\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 39.778}, \"5683\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-03-20 03:04:40.000000+00:00\", \"2020-07-25 07:54:58.000000+00:00\"], \"session_ids\": [\"f690580e-e93b-46a6-9be3-a34a9edf1b86\", \"11706568-4576-4064-80b8-bb0ada23cf2f\"], \"total_duration\": 44.0, \"total_sessions\": 2, \"mean_week_duration\": 0.317}, \"91848\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2020-01-19 19:30:05.000000+00:00\", \"2022-01-15 13:54:37.000000+00:00\", \"2021-03-06 12:00:52.000000+00:00\"], \"session_ids\": [\"d12b6735-b6f4-4690-b201-d970f4c1c68e\", \"e1447aae-f2a3-4c43-97a4-1e5611dd1267\", \"49453067-8179-46cf-ad78-88d213be1271\"], \"total_duration\": 303.0, \"total_sessions\": 3, \"mean_week_duration\": 2.913}, \"12421\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-12-03 03:25:19.000000+00:00\", \"2021-07-30 22:38:03.000000+00:00\"], \"session_ids\": [\"2023fc8c-e6cf-415c-a7b8-110a6bee0179\", \"72afcc36-95c1-4805-8bc1-3cbfeb50847a\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 17.278}, \"22643\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-07-09 18:45:32.000000+00:00\", \"2023-03-24 01:26:28.000000+00:00\"], \"session_ids\": [\"70b67c49-0f92-44df-94a3-fa97c0667c70\", \"524733b2-37a6-45f6-aea6-5668bea5ca4f\"], \"total_duration\": 197.0, \"total_sessions\": 2, \"mean_week_duration\": 5.324}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 594 and are less than 2565" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"total_duration\": [[594, 2565]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"47129\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-17 10:05:11.000000+00:00\", \"2019-03-13 10:48:07.000000+00:00\", \"2023-05-17 08:53:59.000000+00:00\"], \"session_ids\": [\"185ec7fa-5390-4f1f-aa0f-595af20c19a9\", \"27c800c9-93d4-4f61-a857-fb11dcbe0bf8\", \"b42bef1d-1c2e-4de5-882e-c3e4a00489f1\"], \"total_duration\": 814.0, \"total_sessions\": 3, \"mean_week_duration\": 3.734}}\n```\n" } ]