conversations
list
[ { "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": "Inform me regarding 3 users who are the primary users in terms of sum of sessions , moreover carry out sorting by city name form the lowest value to the highest 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{\"51868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-14 11:07:55.000000+00:00\", \"2020-01-14 13:58:11.000000+00:00\", \"2023-01-29 11:51:37.000000+00:00\"], \"session_ids\": [\"c33fe04b-6b66-4070-b2d6-2c47bae56601\", \"883ce136-f83f-410c-99ee-00c307ea3d50\", \"d6169049-3c27-4fa7-8a26-d5fa97832af5\"], \"total_duration\": 330.0, \"total_sessions\": 3, \"mean_week_duration\": 1.897}, \"68446\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-08-19 06:53:59.000000+00:00\", \"2021-09-02 14:21:57.000000+00:00\"], \"session_ids\": [\"39d086bd-11fa-4c6c-b961-26128c665b94\", \"f0fa0377-e51b-411f-b95d-dbf45c47c5e1\"], \"total_duration\": 54.0, \"total_sessions\": 2, \"mean_week_duration\": 0.505}, \"33049\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-02-01 12:13:56.000000+00:00\", \"2019-07-24 04:11:20.000000+00:00\", \"2020-06-14 23:17:09.000000+00:00\", \"2022-03-12 16:23:02.000000+00:00\", \"2023-01-15 08:06:27.000000+00:00\", \"2023-04-01 12:52:13.000000+00:00\"], \"session_ids\": [\"83356551-3cc7-4912-91b4-8004431a2d82\", \"6147d5e4-db7f-46ef-bbc4-28cab40ef248\", \"bf6a8899-9413-43dc-a302-3ef43850466a\", \"79dcac83-30af-4d46-822b-fbbb81478a38\", \"833b0362-754a-4a57-9034-8cbf4c8afed6\", \"c10b96bc-8ffd-4ea3-a125-ab14e9d56c8d\"], \"total_duration\": 6496.0, \"total_sessions\": 6, \"mean_week_duration\": 29.798}, \"96867\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-05-23 10:22:38.000000+00:00\", \"2021-01-01 23:58:25.000000+00:00\"], \"session_ids\": [\"ff69eb34-2fc0-4b5c-8fff-bd80ede7c4d2\", \"286568eb-f22e-4594-bf40-0b108d9828f6\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 2.0}, \"2129\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-07-09 04:10:53.000000+00:00\", \"2021-08-10 14:27:13.000000+00:00\", \"2020-03-18 11:42:34.000000+00:00\"], \"session_ids\": [\"3d4f5cd8-c1b3-490b-bed0-6a98bb561ffb\", \"4896308f-abe8-48dc-898a-729b6be240e6\", \"6f89235e-a3bc-417a-b0de-d843a1a39d85\"], \"total_duration\": 589.0, \"total_sessions\": 3, \"mean_week_duration\": 8.068}, \"52784\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-11-15 10:19:45.000000+00:00\", \"2022-08-10 16:06:54.000000+00:00\", \"2020-08-18 22:57:05.000000+00:00\"], \"session_ids\": [\"8ac7553d-bb97-4e93-b64d-7604af976b9d\", \"6813e713-5dae-4cab-931e-ccf565dffbca\", \"21e6ae33-9181-47c2-a459-0da50e56f86d\"], \"total_duration\": 994.0, \"total_sessions\": 3, \"mean_week_duration\": 9.65}, \"30613\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-03-05 18:00:48.000000+00:00\", \"2020-11-01 08:35:34.000000+00:00\"], \"session_ids\": [\"2c26b9d4-2ccf-4b41-8b01-671f87371c8a\", \"01b9bafc-dd0f-4247-a165-4183b14f23f4\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 1.086}, \"77198\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-19 20:48:50.000000+00:00\", \"2022-03-28 06:52:35.000000+00:00\", \"2023-02-07 08:40:48.000000+00:00\", \"2021-09-20 14:12:36.000000+00:00\"], \"session_ids\": [\"12b61e6d-f600-4752-a76c-c76199e66a46\", \"4ceb1441-f185-48c2-96b1-cfed9db18951\", \"51ec4cc1-fd72-4e77-9b93-843cbc70172d\", \"f710a545-d1ca-4f29-a958-53ce34f15d24\"], \"total_duration\": 58.0, \"total_sessions\": 4, \"mean_week_duration\": 0.362}, \"59497\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-03-22 22:06:20.000000+00:00\", \"2020-07-22 10:56:01.000000+00:00\"], \"session_ids\": [\"e103069b-a79a-4814-ba45-9b7a71e274ae\", \"1dedf593-6841-4927-a6f4-b15249aadea6\"], \"total_duration\": 311.0, \"total_sessions\": 2, \"mean_week_duration\": 3.575}, \"9001\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-09-02 00:08:34.000000+00:00\", \"2022-09-07 19:04:00.000000+00:00\", \"2019-12-11 10:42:44.000000+00:00\"], \"session_ids\": [\"2c36526c-a937-4221-b77a-61ee1f21db33\", \"efb4a345-5897-42fc-8f7a-7d7eb8ff237b\", \"d4b02349-79fb-4522-92e1-56c3a6408735\"], \"total_duration\": 162.0, \"total_sessions\": 3, \"mean_week_duration\": 1.133}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the highest 3 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": 3}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"33049\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-02-01 12:13:56.000000+00:00\", \"2019-07-24 04:11:20.000000+00:00\", \"2020-06-14 23:17:09.000000+00:00\", \"2022-03-12 16:23:02.000000+00:00\", \"2023-01-15 08:06:27.000000+00:00\", \"2023-04-01 12:52:13.000000+00:00\"], \"session_ids\": [\"83356551-3cc7-4912-91b4-8004431a2d82\", \"6147d5e4-db7f-46ef-bbc4-28cab40ef248\", \"bf6a8899-9413-43dc-a302-3ef43850466a\", \"79dcac83-30af-4d46-822b-fbbb81478a38\", \"833b0362-754a-4a57-9034-8cbf4c8afed6\", \"c10b96bc-8ffd-4ea3-a125-ab14e9d56c8d\"], \"total_duration\": 6496.0, \"total_sessions\": 6, \"mean_week_duration\": 29.798}}, {\"77198\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-19 20:48:50.000000+00:00\", \"2022-03-28 06:52:35.000000+00:00\", \"2023-02-07 08:40:48.000000+00:00\", \"2021-09-20 14:12:36.000000+00:00\"], \"session_ids\": [\"12b61e6d-f600-4752-a76c-c76199e66a46\", \"4ceb1441-f185-48c2-96b1-cfed9db18951\", \"51ec4cc1-fd72-4e77-9b93-843cbc70172d\", \"f710a545-d1ca-4f29-a958-53ce34f15d24\"], \"total_duration\": 58.0, \"total_sessions\": 4, \"mean_week_duration\": 0.362}}, {\"51868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-14 11:07:55.000000+00:00\", \"2020-01-14 13:58:11.000000+00:00\", \"2023-01-29 11:51:37.000000+00:00\"], \"session_ids\": [\"c33fe04b-6b66-4070-b2d6-2c47bae56601\", \"883ce136-f83f-410c-99ee-00c307ea3d50\", \"d6169049-3c27-4fa7-8a26-d5fa97832af5\"], \"total_duration\": 330.0, \"total_sessions\": 3, \"mean_week_duration\": 1.897}}]\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[{\"77198\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-19 20:48:50.000000+00:00\", \"2022-03-28 06:52:35.000000+00:00\", \"2023-02-07 08:40:48.000000+00:00\", \"2021-09-20 14:12:36.000000+00:00\"], \"session_ids\": [\"12b61e6d-f600-4752-a76c-c76199e66a46\", \"4ceb1441-f185-48c2-96b1-cfed9db18951\", \"51ec4cc1-fd72-4e77-9b93-843cbc70172d\", \"f710a545-d1ca-4f29-a958-53ce34f15d24\"], \"total_duration\": 58.0, \"total_sessions\": 4, \"mean_week_duration\": 0.362}}, {\"33049\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-02-01 12:13:56.000000+00:00\", \"2019-07-24 04:11:20.000000+00:00\", \"2020-06-14 23:17:09.000000+00:00\", \"2022-03-12 16:23:02.000000+00:00\", \"2023-01-15 08:06:27.000000+00:00\", \"2023-04-01 12:52:13.000000+00:00\"], \"session_ids\": [\"83356551-3cc7-4912-91b4-8004431a2d82\", \"6147d5e4-db7f-46ef-bbc4-28cab40ef248\", \"bf6a8899-9413-43dc-a302-3ef43850466a\", \"79dcac83-30af-4d46-822b-fbbb81478a38\", \"833b0362-754a-4a57-9034-8cbf4c8afed6\", \"c10b96bc-8ffd-4ea3-a125-ab14e9d56c8d\"], \"total_duration\": 6496.0, \"total_sessions\": 6, \"mean_week_duration\": 29.798}}, {\"51868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-14 11:07:55.000000+00:00\", \"2020-01-14 13:58:11.000000+00:00\", \"2023-01-29 11:51:37.000000+00:00\"], \"session_ids\": [\"c33fe04b-6b66-4070-b2d6-2c47bae56601\", \"883ce136-f83f-410c-99ee-00c307ea3d50\", \"d6169049-3c27-4fa7-8a26-d5fa97832af5\"], \"total_duration\": 330.0, \"total_sessions\": 3, \"mean_week_duration\": 1.897}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 3 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"77198\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-19 20:48:50.000000+00:00\", \"2022-03-28 06:52:35.000000+00:00\", \"2023-02-07 08:40:48.000000+00:00\", \"2021-09-20 14:12:36.000000+00:00\"], \"session_ids\": [\"12b61e6d-f600-4752-a76c-c76199e66a46\", \"4ceb1441-f185-48c2-96b1-cfed9db18951\", \"51ec4cc1-fd72-4e77-9b93-843cbc70172d\", \"f710a545-d1ca-4f29-a958-53ce34f15d24\"], \"total_duration\": 58.0, \"total_sessions\": 4, \"mean_week_duration\": 0.362}}, {\"33049\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-02-01 12:13:56.000000+00:00\", \"2019-07-24 04:11:20.000000+00:00\", \"2020-06-14 23:17:09.000000+00:00\", \"2022-03-12 16:23:02.000000+00:00\", \"2023-01-15 08:06:27.000000+00:00\", \"2023-04-01 12:52:13.000000+00:00\"], \"session_ids\": [\"83356551-3cc7-4912-91b4-8004431a2d82\", \"6147d5e4-db7f-46ef-bbc4-28cab40ef248\", \"bf6a8899-9413-43dc-a302-3ef43850466a\", \"79dcac83-30af-4d46-822b-fbbb81478a38\", \"833b0362-754a-4a57-9034-8cbf4c8afed6\", \"c10b96bc-8ffd-4ea3-a125-ab14e9d56c8d\"], \"total_duration\": 6496.0, \"total_sessions\": 6, \"mean_week_duration\": 29.798}}, {\"51868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-14 11:07:55.000000+00:00\", \"2020-01-14 13:58:11.000000+00:00\", \"2023-01-29 11:51:37.000000+00:00\"], \"session_ids\": [\"c33fe04b-6b66-4070-b2d6-2c47bae56601\", \"883ce136-f83f-410c-99ee-00c307ea3d50\", \"d6169049-3c27-4fa7-8a26-d5fa97832af5\"], \"total_duration\": 330.0, \"total_sessions\": 3, \"mean_week_duration\": 1.897}}]\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[{\"77198\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-19 20:48:50.000000+00:00\", \"2022-03-28 06:52:35.000000+00:00\", \"2023-02-07 08:40:48.000000+00:00\", \"2021-09-20 14:12:36.000000+00:00\"], \"session_ids\": [\"12b61e6d-f600-4752-a76c-c76199e66a46\", \"4ceb1441-f185-48c2-96b1-cfed9db18951\", \"51ec4cc1-fd72-4e77-9b93-843cbc70172d\", \"f710a545-d1ca-4f29-a958-53ce34f15d24\"], \"total_duration\": 58.0, \"total_sessions\": 4, \"mean_week_duration\": 0.362}}, {\"33049\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-02-01 12:13:56.000000+00:00\", \"2019-07-24 04:11:20.000000+00:00\", \"2020-06-14 23:17:09.000000+00:00\", \"2022-03-12 16:23:02.000000+00:00\", \"2023-01-15 08:06:27.000000+00:00\", \"2023-04-01 12:52:13.000000+00:00\"], \"session_ids\": [\"83356551-3cc7-4912-91b4-8004431a2d82\", \"6147d5e4-db7f-46ef-bbc4-28cab40ef248\", \"bf6a8899-9413-43dc-a302-3ef43850466a\", \"79dcac83-30af-4d46-822b-fbbb81478a38\", \"833b0362-754a-4a57-9034-8cbf4c8afed6\", \"c10b96bc-8ffd-4ea3-a125-ab14e9d56c8d\"], \"total_duration\": 6496.0, \"total_sessions\": 6, \"mean_week_duration\": 29.798}}, {\"51868\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2023-05-14 11:07:55.000000+00:00\", \"2020-01-14 13:58:11.000000+00:00\", \"2023-01-29 11:51:37.000000+00:00\"], \"session_ids\": [\"c33fe04b-6b66-4070-b2d6-2c47bae56601\", \"883ce136-f83f-410c-99ee-00c307ea3d50\", \"d6169049-3c27-4fa7-8a26-d5fa97832af5\"], \"total_duration\": 330.0, \"total_sessions\": 3, \"mean_week_duration\": 1.897}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Offer me knowledge about 3 users whose overall total sessions is same as 2 also apply sorting by site usage time per week in ascending 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{\"16779\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-04-09 04:48:16.000000+00:00\", \"2022-03-11 19:05:21.000000+00:00\"], \"session_ids\": [\"1c7b0e4f-a8a6-4364-afb6-131e6084406d\", \"72563dd9-2d17-435d-a897-bba67ff173c0\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 94.5}, \"85496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-02-17 16:39:57.000000+00:00\", \"2021-08-09 10:17:26.000000+00:00\"], \"session_ids\": [\"6c69807a-a3e5-49f1-b180-29eb655645ec\", \"9ba035d0-ec74-420a-be93-07a53ba7560c\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 5.623}, \"95389\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-07-25 13:41:49.000000+00:00\", \"2023-03-01 13:15:41.000000+00:00\"], \"session_ids\": [\"e64f6067-41a2-4bb9-a3e8-8647f96cc522\", \"3b8eab3a-259d-439a-b2ee-80da88b98c00\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.095}, \"88305\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-10-18 04:14:24.000000+00:00\", \"2023-02-04 07:39:25.000000+00:00\", \"2019-11-18 02:25:38.000000+00:00\", \"2019-11-08 07:44:48.000000+00:00\", \"2020-05-15 21:26:48.000000+00:00\", \"2019-07-15 05:22:31.000000+00:00\", \"2020-05-08 16:46:54.000000+00:00\", \"2019-06-27 19:53:04.000000+00:00\", \"2019-11-16 04:24:48.000000+00:00\"], \"session_ids\": [\"df3c838e-e0c9-4102-8a80-f1ff0e0bfcd4\", \"5ac2de21-a1b2-4791-88ac-1a0d7a80bb0f\", \"6f46f270-600c-4987-abe9-604bdc72877e\", \"cf355461-025c-4a9b-ada3-5599e8b56c3e\", \"55885945-deb9-451d-a383-f47358a0270c\", \"b196a60d-9527-45eb-8f51-531a674ba6d9\", \"4d1da78c-e18f-4002-89c6-a39963923f4e\", \"39ebb899-73e3-4577-8c17-7ab4fb6612c9\", \"60d9eb68-41c0-46f1-bee9-406cfc5ed52e\"], \"total_duration\": 10063.0, \"total_sessions\": 9, \"mean_week_duration\": 53.243}, \"36296\": {\"keyflows\": {\"Sign In Flow\": 5}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-12-29 23:55:18.000000+00:00\", \"2019-11-09 05:40:33.000000+00:00\", \"2019-10-02 13:06:50.000000+00:00\", \"2019-03-04 23:10:47.000000+00:00\"], \"session_ids\": [\"c6d34e1f-d7dc-46b4-b000-237abffdc569\", \"212d2aa9-4d8c-42d3-9ded-353cfd87358f\", \"12b1f54f-dc44-4145-8e52-8ef5f29bbddc\", \"224d3673-8295-4aca-a5ae-681aa10d9aeb\"], \"total_duration\": 207.0, \"total_sessions\": 4, \"mean_week_duration\": 2.156}, \"4984\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-12-09 05:11:50.000000+00:00\", \"2022-03-03 12:30:11.000000+00:00\"], \"session_ids\": [\"19c010d6-477f-4ec5-8e68-a32e5d5fe2ab\", \"5c37c785-75ce-477e-99ee-c74edef75ac8\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.975}, \"10686\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-11-14 01:01:51.000000+00:00\", \"2019-08-18 14:27:44.000000+00:00\"], \"session_ids\": [\"502777e6-0d79-4476-943a-e9bf72ff9d23\", \"68fa49d9-83cd-42f1-9415-781a18421cbe\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}, \"17808\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Rome\", \"datetimes\": [\"2019-01-16 21:09:15.000000+00:00\", \"2021-02-09 19:31:45.000000+00:00\", \"2022-05-10 07:41:04.000000+00:00\", \"2022-11-22 17:11:25.000000+00:00\", \"2019-01-29 17:26:23.000000+00:00\"], \"session_ids\": [\"f50ff86a-0724-414a-81d0-a65ad3faac4a\", \"6b768aa1-7580-4656-9347-1193e0715f22\", \"8862f69b-f0a1-46df-877f-a3dabd04d0ca\", \"6a75e336-8296-4ede-8119-df6e315161f7\", \"78d3d495-e118-4401-8b0c-3bf24afdfb52\"], \"total_duration\": 3232.0, \"total_sessions\": 5, \"mean_week_duration\": 16.08}, \"17360\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-09-29 02:15:03.000000+00:00\", \"2022-01-21 18:12:28.000000+00:00\", \"2021-01-28 18:26:21.000000+00:00\"], \"session_ids\": [\"3af8588d-c9b2-4b14-a9aa-2032f7e93812\", \"c64f3af0-c4d1-4ee3-a355-58f56b60627a\", \"7b1aa524-6318-4615-b874-d8e11ae63851\"], \"total_duration\": 1083.0, \"total_sessions\": 3, \"mean_week_duration\": 15.696}, \"20828\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-09-12 15:41:19.000000+00:00\", \"2019-06-08 15:54:57.000000+00:00\", \"2021-03-03 12:30:35.000000+00:00\"], \"session_ids\": [\"66dd2f7c-5a5f-45f6-9bcc-5bbd9a3feacc\", \"d4b4e825-484d-40e6-afd9-3d0229dd85fa\", \"adaaac22-4429-44f2-b57c-45616ec87c5b\"], \"total_duration\": 255.0, \"total_sessions\": 3, \"mean_week_duration\": 1.491}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"==\"]]}, \"all_values\": {\"total_sessions\": [[2, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"16779\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-04-09 04:48:16.000000+00:00\", \"2022-03-11 19:05:21.000000+00:00\"], \"session_ids\": [\"1c7b0e4f-a8a6-4364-afb6-131e6084406d\", \"72563dd9-2d17-435d-a897-bba67ff173c0\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 94.5}, \"85496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-02-17 16:39:57.000000+00:00\", \"2021-08-09 10:17:26.000000+00:00\"], \"session_ids\": [\"6c69807a-a3e5-49f1-b180-29eb655645ec\", \"9ba035d0-ec74-420a-be93-07a53ba7560c\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 5.623}, \"95389\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-07-25 13:41:49.000000+00:00\", \"2023-03-01 13:15:41.000000+00:00\"], \"session_ids\": [\"e64f6067-41a2-4bb9-a3e8-8647f96cc522\", \"3b8eab3a-259d-439a-b2ee-80da88b98c00\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.095}, \"4984\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-12-09 05:11:50.000000+00:00\", \"2022-03-03 12:30:11.000000+00:00\"], \"session_ids\": [\"19c010d6-477f-4ec5-8e68-a32e5d5fe2ab\", \"5c37c785-75ce-477e-99ee-c74edef75ac8\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.975}, \"10686\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-11-14 01:01:51.000000+00:00\", \"2019-08-18 14:27:44.000000+00:00\"], \"session_ids\": [\"502777e6-0d79-4476-943a-e9bf72ff9d23\", \"68fa49d9-83cd-42f1-9415-781a18421cbe\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}\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[{\"10686\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-11-14 01:01:51.000000+00:00\", \"2019-08-18 14:27:44.000000+00:00\"], \"session_ids\": [\"502777e6-0d79-4476-943a-e9bf72ff9d23\", \"68fa49d9-83cd-42f1-9415-781a18421cbe\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}, {\"4984\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-12-09 05:11:50.000000+00:00\", \"2022-03-03 12:30:11.000000+00:00\"], \"session_ids\": [\"19c010d6-477f-4ec5-8e68-a32e5d5fe2ab\", \"5c37c785-75ce-477e-99ee-c74edef75ac8\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.975}}, {\"95389\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-07-25 13:41:49.000000+00:00\", \"2023-03-01 13:15:41.000000+00:00\"], \"session_ids\": [\"e64f6067-41a2-4bb9-a3e8-8647f96cc522\", \"3b8eab3a-259d-439a-b2ee-80da88b98c00\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.095}}, {\"85496\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-02-17 16:39:57.000000+00:00\", \"2021-08-09 10:17:26.000000+00:00\"], \"session_ids\": [\"6c69807a-a3e5-49f1-b180-29eb655645ec\", \"9ba035d0-ec74-420a-be93-07a53ba7560c\"], \"total_duration\": 433.0, \"total_sessions\": 2, \"mean_week_duration\": 5.623}}, {\"16779\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Seoul\", \"datetimes\": [\"2022-04-09 04:48:16.000000+00:00\", \"2022-03-11 19:05:21.000000+00:00\"], \"session_ids\": [\"1c7b0e4f-a8a6-4364-afb6-131e6084406d\", \"72563dd9-2d17-435d-a897-bba67ff173c0\"], \"total_duration\": 378.0, \"total_sessions\": 2, \"mean_week_duration\": 94.5}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"10686\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-11-14 01:01:51.000000+00:00\", \"2019-08-18 14:27:44.000000+00:00\"], \"session_ids\": [\"502777e6-0d79-4476-943a-e9bf72ff9d23\", \"68fa49d9-83cd-42f1-9415-781a18421cbe\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}, {\"4984\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-12-09 05:11:50.000000+00:00\", \"2022-03-03 12:30:11.000000+00:00\"], \"session_ids\": [\"19c010d6-477f-4ec5-8e68-a32e5d5fe2ab\", \"5c37c785-75ce-477e-99ee-c74edef75ac8\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.975}}, {\"95389\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-07-25 13:41:49.000000+00:00\", \"2023-03-01 13:15:41.000000+00:00\"], \"session_ids\": [\"e64f6067-41a2-4bb9-a3e8-8647f96cc522\", \"3b8eab3a-259d-439a-b2ee-80da88b98c00\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.095}}]\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[{\"10686\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Moscow\", \"datetimes\": [\"2021-11-14 01:01:51.000000+00:00\", \"2019-08-18 14:27:44.000000+00:00\"], \"session_ids\": [\"502777e6-0d79-4476-943a-e9bf72ff9d23\", \"68fa49d9-83cd-42f1-9415-781a18421cbe\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}, {\"4984\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-12-09 05:11:50.000000+00:00\", \"2022-03-03 12:30:11.000000+00:00\"], \"session_ids\": [\"19c010d6-477f-4ec5-8e68-a32e5d5fe2ab\", \"5c37c785-75ce-477e-99ee-c74edef75ac8\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.975}}, {\"95389\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-07-25 13:41:49.000000+00:00\", \"2023-03-01 13:15:41.000000+00:00\"], \"session_ids\": [\"e64f6067-41a2-4bb9-a3e8-8647f96cc522\", \"3b8eab3a-259d-439a-b2ee-80da88b98c00\"], \"total_duration\": 92.0, \"total_sessions\": 2, \"mean_week_duration\": 1.095}}]\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 4 users who are residing in cities Tokyo, Copenhagen, Athens, Helsinki, Kuala Lumpur, Panama City , implement sorting by total sessoins count descendingly plus save 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{\"60458\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-01-04 04:01:43.000000+00:00\", \"2023-04-03 16:26:24.000000+00:00\"], \"session_ids\": [\"4826ae16-671c-4b86-8542-a0b6274ac961\", \"717f55af-e2e8-430d-b74e-df895855d349\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.292}, \"63201\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-04-11 12:52:57.000000+00:00\", \"2022-04-22 06:52:34.000000+00:00\", \"2022-03-12 09:44:18.000000+00:00\", \"2020-06-13 05:01:51.000000+00:00\", \"2019-03-15 07:12:01.000000+00:00\", \"2020-08-20 20:29:31.000000+00:00\", \"2021-11-17 11:32:00.000000+00:00\", \"2021-05-21 13:49:23.000000+00:00\", \"2022-07-05 23:00:36.000000+00:00\"], \"session_ids\": [\"3c66b450-dfc8-4656-b291-42961c51e294\", \"9dcaa98a-14cf-4491-b9e9-6ab34e244b1e\", \"8be7eb3f-5db8-4fe1-ada2-61f0217a9ca5\", \"e610c3c3-6695-4747-b283-f6807137b327\", \"86a09e7d-9588-4230-8432-4138c1266164\", \"12c90005-30c8-4a7a-995c-33af6f2f5b45\", \"cb2ef09c-d3f9-4da5-aa47-5711c5b5fb61\", \"391ca3fc-66fb-4135-9484-f4388ffb3c09\", \"11e5f81d-61f8-4424-b416-457c7bdd0fe3\"], \"total_duration\": 2300.0, \"total_sessions\": 9, \"mean_week_duration\": 13.295}, \"8133\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-12-29 11:35:21.000000+00:00\", \"2020-01-12 11:45:49.000000+00:00\"], \"session_ids\": [\"d6342788-a918-4f4e-912d-d5ff9bd484d3\", \"55fb83a6-b0c6-4f2c-8420-583c95a885eb\"], \"total_duration\": 163.0, \"total_sessions\": 2, \"mean_week_duration\": 1.052}, \"67776\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-02-14 09:22:56.000000+00:00\", \"2022-12-24 06:04:00.000000+00:00\", \"2021-12-21 18:50:20.000000+00:00\"], \"session_ids\": [\"21124e3a-a3c4-4c62-8cdc-7c3c2ae155f8\", \"85f20fbf-58ad-4143-bcb5-34d8431ee3f1\", \"64a4cdd5-3932-42a1-a881-0f430c3a38b9\"], \"total_duration\": 890.0, \"total_sessions\": 3, \"mean_week_duration\": 4.406}, \"44483\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-06-14 13:05:04.000000+00:00\", \"2023-02-02 10:55:01.000000+00:00\", \"2019-10-24 18:29:35.000000+00:00\", \"2021-06-30 12:56:53.000000+00:00\", \"2022-07-13 11:31:14.000000+00:00\", \"2022-03-21 04:24:12.000000+00:00\", \"2023-04-02 04:45:10.000000+00:00\", \"2021-11-18 02:11:21.000000+00:00\", \"2020-08-03 02:33:01.000000+00:00\"], \"session_ids\": [\"b37364b4-8af5-4802-819b-ae37c4d3ef45\", \"b2e15246-333f-43c9-bcb8-229eae321277\", \"05160f2c-792b-44c8-a363-683c5c31a344\", \"9c6e49cb-8658-4783-9b6a-1006236d4cd5\", \"2782c5dc-5455-4362-98d2-756d263259e6\", \"81b7fcc9-a82c-477c-856f-d57b32b3d5df\", \"e15874e2-5491-462e-b608-712af7653137\", \"de2bc243-fce1-49f1-b050-759104f344dd\", \"dcc4dcd7-9801-46ac-aaf7-c9d3a7cfbfdf\"], \"total_duration\": 13429.0, \"total_sessions\": 9, \"mean_week_duration\": 74.606}, \"81519\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-01-05 19:54:04.000000+00:00\", \"2020-01-30 00:36:11.000000+00:00\", \"2021-10-18 23:06:48.000000+00:00\", \"2019-09-17 07:18:04.000000+00:00\", \"2021-06-12 10:57:32.000000+00:00\", \"2021-05-10 11:59:40.000000+00:00\", \"2022-06-25 11:34:53.000000+00:00\"], \"session_ids\": [\"7f19bfcf-47ed-4e97-b0af-43274dbd3ab5\", \"59d8555a-8abf-4552-91d6-1d561d6690c9\", \"5feff052-d3d3-4d70-8f4f-05d98416af7c\", \"a53d7132-7bb9-44b2-8f34-caee2a0041ec\", \"3950fdfb-2c6e-42b3-8685-69fe27f40d9a\", \"7f299209-19b8-45fe-909e-fe20a3a36ad0\", \"51f20370-f0a9-4567-bbe5-3777e01aec3a\"], \"total_duration\": 1863.0, \"total_sessions\": 7, \"mean_week_duration\": 10.293}, \"88621\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-01-18 10:45:23.000000+00:00\", \"2022-02-15 18:22:54.000000+00:00\"], \"session_ids\": [\"c4f0b3cd-0f2c-4e60-84d6-817be608db3a\", \"d2aeaba9-6c7b-4ae9-be78-90ecbae18ccb\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 3.596}, \"77305\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-09-29 00:14:21.000000+00:00\", \"2023-03-01 18:04:08.000000+00:00\", \"2019-05-17 16:11:01.000000+00:00\", \"2019-12-23 17:43:42.000000+00:00\", \"2022-10-16 08:58:01.000000+00:00\"], \"session_ids\": [\"bc4c4040-fc98-4915-8f91-f2b365889b20\", \"7ded347b-3744-4702-babd-802494fcdf02\", \"d53de136-c259-4b8d-9d78-d01e1cbf60b2\", \"0d5abc26-c124-4d7f-a752-fe7d4052bf5b\", \"589ef345-90f4-46ec-86e7-b65ffdb6d100\"], \"total_duration\": 70.0, \"total_sessions\": 5, \"mean_week_duration\": 0.354}, \"71478\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-06-09 03:53:09.000000+00:00\", \"2022-05-16 22:28:19.000000+00:00\", \"2022-12-19 17:15:54.000000+00:00\"], \"session_ids\": [\"7c399d88-19fa-4336-ad5d-86ee0a3a544e\", \"d3c7e3c7-628a-4cde-9cbc-7caae96df9f0\", \"f47c961b-81c1-4e12-99a5-d84fe274c4e5\"], \"total_duration\": 772.0, \"total_sessions\": 3, \"mean_week_duration\": 5.848}, \"38668\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-16 06:17:20.000000+00:00\", \"2021-06-28 00:32:00.000000+00:00\"], \"session_ids\": [\"a3a131ba-4703-44c8-84fb-3d44076a7efd\", \"77f79fde-3a58-4fe8-8fde-46ff9ba8b236\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 2.778}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name are Tokyo, Copenhagen, Athens, Helsinki, Kuala Lumpur, Panama City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Tokyo\", \"Copenhagen\", \"Athens\", \"Helsinki\", \"Kuala Lumpur\", \"Panama City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about 3 users who have overall total duration smaller than 4074 and strictly bigger than 428 plus sort by median of duration of sessions per week in desc in addition provide me only with 4 pieces of data." } ]
[ { "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{\"63593\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-08-06 10:39:45.000000+00:00\", \"2020-12-03 12:08:07.000000+00:00\"], \"session_ids\": [\"c2297c82-41e3-4e91-97e4-7f48b7a9be2c\", \"1ceaa210-e0f5-4c1e-98f4-a89d4470c8d9\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 3.086}, \"97247\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-08-24 10:08:46.000000+00:00\", \"2022-09-07 15:05:51.000000+00:00\"], \"session_ids\": [\"30ad55a6-2ba1-4851-95eb-ce0e70919fd5\", \"cac0c73c-37b2-43bd-8693-6b10c4f6c7ec\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 9.0}, \"29325\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-12-02 04:20:49.000000+00:00\", \"2022-01-07 17:33:30.000000+00:00\"], \"session_ids\": [\"336b8f90-9d49-44d0-9c57-7d8756107d63\", \"d62ab274-a6ad-4ee9-8e61-0de13b6f6dcb\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 0.618}, \"33996\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-06 20:06:11.000000+00:00\", \"2022-01-28 19:48:35.000000+00:00\", \"2020-05-19 16:43:35.000000+00:00\", \"2022-06-06 23:31:38.000000+00:00\"], \"session_ids\": [\"e5e2f5c5-e9c2-4bdf-99fe-0e59834302f0\", \"f0be4647-6efe-4fb0-a2c0-b3f1064e2a2c\", \"c38ee0be-6292-4a95-86c2-1ef11f7c9ecb\", \"add0f05d-586d-4938-b374-0949914247c2\"], \"total_duration\": 1724.0, \"total_sessions\": 4, \"mean_week_duration\": 16.112}, \"93355\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-03 07:34:58.000000+00:00\", \"2020-04-01 07:46:33.000000+00:00\", \"2023-01-03 14:52:17.000000+00:00\", \"2019-10-01 01:16:39.000000+00:00\", \"2022-10-12 16:55:30.000000+00:00\"], \"session_ids\": [\"48b00c28-c6a5-423f-b702-15df5ba54969\", \"6f60d7cd-f126-4d92-8a82-5ec7fd2d5457\", \"9cb9c8ca-11aa-40ee-8fa8-c0685b52eb40\", \"fb55089a-3259-4194-b4b4-00d8e4bc97cc\", \"d6ff0da6-4e79-4174-88cd-ef3123d5108f\"], \"total_duration\": 38.0, \"total_sessions\": 5, \"mean_week_duration\": 0.224}, \"5905\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 4, \"Play Game Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-06-08 10:33:37.000000+00:00\", \"2019-11-23 23:18:00.000000+00:00\", \"2020-05-06 16:44:52.000000+00:00\"], \"session_ids\": [\"c9b3e4ee-0fa1-40b6-8e73-6dad3e223ea1\", \"f4708203-ac55-4312-8f4d-da02f7dc9b6e\", \"7ac9b845-489c-4149-a93c-6dbd332d87ef\"], \"total_duration\": 22.0, \"total_sessions\": 3, \"mean_week_duration\": 0.759}, \"51311\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-05-19 21:47:26.000000+00:00\", \"2022-06-16 02:55:11.000000+00:00\"], \"session_ids\": [\"3fd3e406-6feb-41e5-a386-1fc121cdaeb0\", \"79ed9b87-f690-4a99-ad12-08abdf65fadf\"], \"total_duration\": 229.0, \"total_sessions\": 2, \"mean_week_duration\": 4.673}, \"69900\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-03-10 11:42:00.000000+00:00\", \"2023-01-12 19:31:51.000000+00:00\"], \"session_ids\": [\"4a403589-cdbc-47f5-87ae-9b1b22ea410b\", \"bc256d17-ca11-482d-ae19-734f7428f06a\"], \"total_duration\": 426.0, \"total_sessions\": 2, \"mean_week_duration\": 2.859}, \"7925\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-02-20 10:32:32.000000+00:00\", \"2021-02-11 09:03:37.000000+00:00\"], \"session_ids\": [\"d4ea8934-13f8-4712-b64b-6a2717a46a39\", \"362c6759-3e77-4af4-8bd7-6fceb7ef3650\"], \"total_duration\": 91.0, \"total_sessions\": 2, \"mean_week_duration\": 1.685}, \"48443\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2023-03-07 12:30:17.000000+00:00\", \"2020-01-24 10:52:33.000000+00:00\"], \"session_ids\": [\"ac24a46a-8d8b-42d1-8e7d-483425d5c2a9\", \"8f4f1b04-ff9c-431a-8ba0-7ee2181eb13d\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 2.098}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are greater than 428 and are equal or less than 4074" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_duration\": [[428, 4074]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"33996\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-06 20:06:11.000000+00:00\", \"2022-01-28 19:48:35.000000+00:00\", \"2020-05-19 16:43:35.000000+00:00\", \"2022-06-06 23:31:38.000000+00:00\"], \"session_ids\": [\"e5e2f5c5-e9c2-4bdf-99fe-0e59834302f0\", \"f0be4647-6efe-4fb0-a2c0-b3f1064e2a2c\", \"c38ee0be-6292-4a95-86c2-1ef11f7c9ecb\", \"add0f05d-586d-4938-b374-0949914247c2\"], \"total_duration\": 1724.0, \"total_sessions\": 4, \"mean_week_duration\": 16.112}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"33996\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-06 20:06:11.000000+00:00\", \"2022-01-28 19:48:35.000000+00:00\", \"2020-05-19 16:43:35.000000+00:00\", \"2022-06-06 23:31:38.000000+00:00\"], \"session_ids\": [\"e5e2f5c5-e9c2-4bdf-99fe-0e59834302f0\", \"f0be4647-6efe-4fb0-a2c0-b3f1064e2a2c\", \"c38ee0be-6292-4a95-86c2-1ef11f7c9ecb\", \"add0f05d-586d-4938-b374-0949914247c2\"], \"total_duration\": 1724.0, \"total_sessions\": 4, \"mean_week_duration\": 16.112}}]\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[{\"33996\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-06 20:06:11.000000+00:00\", \"2022-01-28 19:48:35.000000+00:00\", \"2020-05-19 16:43:35.000000+00:00\", \"2022-06-06 23:31:38.000000+00:00\"], \"session_ids\": [\"e5e2f5c5-e9c2-4bdf-99fe-0e59834302f0\", \"f0be4647-6efe-4fb0-a2c0-b3f1064e2a2c\", \"c38ee0be-6292-4a95-86c2-1ef11f7c9ecb\", \"add0f05d-586d-4938-b374-0949914247c2\"], \"total_duration\": 1724.0, \"total_sessions\": 4, \"mean_week_duration\": 16.112}}]\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[{\"33996\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-06 20:06:11.000000+00:00\", \"2022-01-28 19:48:35.000000+00:00\", \"2020-05-19 16:43:35.000000+00:00\", \"2022-06-06 23:31:38.000000+00:00\"], \"session_ids\": [\"e5e2f5c5-e9c2-4bdf-99fe-0e59834302f0\", \"f0be4647-6efe-4fb0-a2c0-b3f1064e2a2c\", \"c38ee0be-6292-4a95-86c2-1ef11f7c9ecb\", \"add0f05d-586d-4938-b374-0949914247c2\"], \"total_duration\": 1724.0, \"total_sessions\": 4, \"mean_week_duration\": 16.112}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show me user who has total duration smaller than 1798 and bigger than 4517 + put to use sorting by total sessions in asc 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{\"30865\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-04-29 13:43:01.000000+00:00\", \"2020-12-21 11:39:47.000000+00:00\", \"2020-05-30 03:04:12.000000+00:00\"], \"session_ids\": [\"4eca6f9a-8070-4093-a3d9-a8605a863fdc\", \"6d939528-56ee-47ce-aeb1-e63350faa20f\", \"875925bf-ee6c-4e12-a346-94e0aa3e2eca\"], \"total_duration\": 652.0, \"total_sessions\": 3, \"mean_week_duration\": 13.583}, \"43930\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-04 06:19:46.000000+00:00\", \"2021-08-08 22:27:03.000000+00:00\"], \"session_ids\": [\"705e7213-4570-40a9-9b8a-fe83dd8e1905\", \"51304e56-534e-4230-88a4-93574b53bdc5\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}, \"26351\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-07 17:18:32.000000+00:00\", \"2022-07-29 02:05:35.000000+00:00\"], \"session_ids\": [\"5597a236-1784-41a5-b8ee-669b5f5fba96\", \"e45503ab-d3b4-405e-bfce-9bc39db96381\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 2.017}, \"45139\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-12-30 06:28:52.000000+00:00\", \"2022-01-10 08:06:07.000000+00:00\", \"2021-09-23 22:41:59.000000+00:00\", \"2020-02-19 09:01:03.000000+00:00\", \"2021-07-16 19:40:43.000000+00:00\", \"2020-03-18 21:08:29.000000+00:00\", \"2023-06-01 09:31:49.000000+00:00\", \"2019-06-20 03:11:14.000000+00:00\", \"2021-05-27 03:12:28.000000+00:00\", \"2023-01-02 05:36:07.000000+00:00\"], \"session_ids\": [\"2d0acd56-81fd-47f1-9995-802cc892e177\", \"30fc8407-63aa-40b1-ba38-2c27817c3b8e\", \"13da5f95-bd14-4643-a426-0ca5d74b44bf\", \"cf495e0d-cb29-480a-884d-889ad96fc5de\", \"05189f18-63a4-4188-922d-0356e004a529\", \"e7974f49-1622-477f-a2fc-1d6925891370\", \"7abf36dd-a139-4298-9d08-04025385254a\", \"5bf338f6-421f-4bfc-b25a-ae15bbb446c8\", \"df7de62e-b26e-4537-a5ac-266dd6a48122\", \"c6b9b749-843d-4523-b5f3-370ee7ea1d41\"], \"total_duration\": 254.0, \"total_sessions\": 10, \"mean_week_duration\": 1.233}, \"96239\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-13 22:51:18.000000+00:00\", \"2019-07-10 17:03:26.000000+00:00\"], \"session_ids\": [\"d94f9af3-9ba9-4ed8-b7d0-cf26869e2d51\", \"760eb9b5-5128-4ec8-9d87-f39d93d0ac8f\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 1.819}, \"82930\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 9, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-02-19 11:52:34.000000+00:00\", \"2021-10-22 07:56:14.000000+00:00\", \"2021-09-19 22:39:58.000000+00:00\"], \"session_ids\": [\"2774e122-ffb8-44a2-95b5-257a5b87cc2b\", \"6a89b536-7c40-43c2-a7dc-8e8f087656aa\", \"8d003941-609a-45f4-833b-64220c28197f\"], \"total_duration\": 73.0, \"total_sessions\": 3, \"mean_week_duration\": 0.83}, \"94316\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-05-12 14:51:00.000000+00:00\", \"2022-05-16 06:26:04.000000+00:00\", \"2022-01-15 22:09:09.000000+00:00\", \"2021-10-27 08:43:09.000000+00:00\", \"2022-11-26 01:25:18.000000+00:00\", \"2020-05-16 03:24:23.000000+00:00\"], \"session_ids\": [\"15079a36-e709-4cdb-8f89-1a6780375085\", \"d0d20a45-89f3-48ea-913b-0654aac68383\", \"26e189b3-037d-4512-9562-43e26d6900c4\", \"331960f8-5777-4bc3-8f94-f4eba1e3c2c2\", \"2f2fff73-6194-4d63-bdc8-7f4a76b5e79e\", \"f6ffa702-4d71-4be4-b50a-d732bed9f23a\"], \"total_duration\": 1494.0, \"total_sessions\": 6, \"mean_week_duration\": 11.233}, \"90728\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-01-08 16:13:16.000000+00:00\", \"2020-11-30 13:00:22.000000+00:00\"], \"session_ids\": [\"53620f35-1f3e-4d90-a79e-fd3eeedd91e6\", \"5a04a26a-2ba7-4da2-8ca1-1c9e00fbf083\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.723}, \"20139\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-27 02:06:50.000000+00:00\", \"2019-03-23 02:13:52.000000+00:00\", \"2022-05-26 21:50:36.000000+00:00\"], \"session_ids\": [\"e4d358d1-5df6-4574-8d13-f1d89e12af22\", \"3489f6ac-2439-441c-97af-17bbd5142beb\", \"b2f576d2-80a3-47f8-beee-e1b41dbcb366\"], \"total_duration\": 77.0, \"total_sessions\": 3, \"mean_week_duration\": 0.464}, \"77781\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-06-05 03:51:25.000000+00:00\", \"2023-05-27 07:47:18.000000+00:00\", \"2021-08-31 16:50:35.000000+00:00\", \"2022-03-06 08:07:15.000000+00:00\", \"2021-05-05 11:33:17.000000+00:00\", \"2020-10-02 05:35:08.000000+00:00\", \"2020-04-11 09:56:43.000000+00:00\"], \"session_ids\": [\"d9e7db3e-cfee-4533-8020-faf347fe1ff8\", \"1f1ea256-aa53-4a58-a6d2-5ddc640c78c6\", \"ddb23df6-bcc0-4d5c-b406-9d9cde4b040e\", \"d5fb2b5b-63fc-4ff0-805c-16f40a0cb2b5\", \"8bf4e6e4-e880-4fba-bfce-d2e670ea9fd6\", \"8650e8d3-afe6-476a-b8f6-9b703f413d34\", \"805d8286-da4e-4618-9472-2cab7a37c457\"], \"total_duration\": 573.0, \"total_sessions\": 7, \"mean_week_duration\": 3.515}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or less than 1798 and are equal or greater than 4517" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[1798, 4517]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"30865\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-04-29 13:43:01.000000+00:00\", \"2020-12-21 11:39:47.000000+00:00\", \"2020-05-30 03:04:12.000000+00:00\"], \"session_ids\": [\"4eca6f9a-8070-4093-a3d9-a8605a863fdc\", \"6d939528-56ee-47ce-aeb1-e63350faa20f\", \"875925bf-ee6c-4e12-a346-94e0aa3e2eca\"], \"total_duration\": 652.0, \"total_sessions\": 3, \"mean_week_duration\": 13.583}, \"43930\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-04 06:19:46.000000+00:00\", \"2021-08-08 22:27:03.000000+00:00\"], \"session_ids\": [\"705e7213-4570-40a9-9b8a-fe83dd8e1905\", \"51304e56-534e-4230-88a4-93574b53bdc5\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}, \"26351\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-07 17:18:32.000000+00:00\", \"2022-07-29 02:05:35.000000+00:00\"], \"session_ids\": [\"5597a236-1784-41a5-b8ee-669b5f5fba96\", \"e45503ab-d3b4-405e-bfce-9bc39db96381\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 2.017}, \"45139\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-12-30 06:28:52.000000+00:00\", \"2022-01-10 08:06:07.000000+00:00\", \"2021-09-23 22:41:59.000000+00:00\", \"2020-02-19 09:01:03.000000+00:00\", \"2021-07-16 19:40:43.000000+00:00\", \"2020-03-18 21:08:29.000000+00:00\", \"2023-06-01 09:31:49.000000+00:00\", \"2019-06-20 03:11:14.000000+00:00\", \"2021-05-27 03:12:28.000000+00:00\", \"2023-01-02 05:36:07.000000+00:00\"], \"session_ids\": [\"2d0acd56-81fd-47f1-9995-802cc892e177\", \"30fc8407-63aa-40b1-ba38-2c27817c3b8e\", \"13da5f95-bd14-4643-a426-0ca5d74b44bf\", \"cf495e0d-cb29-480a-884d-889ad96fc5de\", \"05189f18-63a4-4188-922d-0356e004a529\", \"e7974f49-1622-477f-a2fc-1d6925891370\", \"7abf36dd-a139-4298-9d08-04025385254a\", \"5bf338f6-421f-4bfc-b25a-ae15bbb446c8\", \"df7de62e-b26e-4537-a5ac-266dd6a48122\", \"c6b9b749-843d-4523-b5f3-370ee7ea1d41\"], \"total_duration\": 254.0, \"total_sessions\": 10, \"mean_week_duration\": 1.233}, \"96239\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-13 22:51:18.000000+00:00\", \"2019-07-10 17:03:26.000000+00:00\"], \"session_ids\": [\"d94f9af3-9ba9-4ed8-b7d0-cf26869e2d51\", \"760eb9b5-5128-4ec8-9d87-f39d93d0ac8f\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 1.819}, \"82930\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 9, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-02-19 11:52:34.000000+00:00\", \"2021-10-22 07:56:14.000000+00:00\", \"2021-09-19 22:39:58.000000+00:00\"], \"session_ids\": [\"2774e122-ffb8-44a2-95b5-257a5b87cc2b\", \"6a89b536-7c40-43c2-a7dc-8e8f087656aa\", \"8d003941-609a-45f4-833b-64220c28197f\"], \"total_duration\": 73.0, \"total_sessions\": 3, \"mean_week_duration\": 0.83}, \"94316\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-05-12 14:51:00.000000+00:00\", \"2022-05-16 06:26:04.000000+00:00\", \"2022-01-15 22:09:09.000000+00:00\", \"2021-10-27 08:43:09.000000+00:00\", \"2022-11-26 01:25:18.000000+00:00\", \"2020-05-16 03:24:23.000000+00:00\"], \"session_ids\": [\"15079a36-e709-4cdb-8f89-1a6780375085\", \"d0d20a45-89f3-48ea-913b-0654aac68383\", \"26e189b3-037d-4512-9562-43e26d6900c4\", \"331960f8-5777-4bc3-8f94-f4eba1e3c2c2\", \"2f2fff73-6194-4d63-bdc8-7f4a76b5e79e\", \"f6ffa702-4d71-4be4-b50a-d732bed9f23a\"], \"total_duration\": 1494.0, \"total_sessions\": 6, \"mean_week_duration\": 11.233}, \"90728\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-01-08 16:13:16.000000+00:00\", \"2020-11-30 13:00:22.000000+00:00\"], \"session_ids\": [\"53620f35-1f3e-4d90-a79e-fd3eeedd91e6\", \"5a04a26a-2ba7-4da2-8ca1-1c9e00fbf083\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.723}, \"20139\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-27 02:06:50.000000+00:00\", \"2019-03-23 02:13:52.000000+00:00\", \"2022-05-26 21:50:36.000000+00:00\"], \"session_ids\": [\"e4d358d1-5df6-4574-8d13-f1d89e12af22\", \"3489f6ac-2439-441c-97af-17bbd5142beb\", \"b2f576d2-80a3-47f8-beee-e1b41dbcb366\"], \"total_duration\": 77.0, \"total_sessions\": 3, \"mean_week_duration\": 0.464}, \"77781\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-06-05 03:51:25.000000+00:00\", \"2023-05-27 07:47:18.000000+00:00\", \"2021-08-31 16:50:35.000000+00:00\", \"2022-03-06 08:07:15.000000+00:00\", \"2021-05-05 11:33:17.000000+00:00\", \"2020-10-02 05:35:08.000000+00:00\", \"2020-04-11 09:56:43.000000+00:00\"], \"session_ids\": [\"d9e7db3e-cfee-4533-8020-faf347fe1ff8\", \"1f1ea256-aa53-4a58-a6d2-5ddc640c78c6\", \"ddb23df6-bcc0-4d5c-b406-9d9cde4b040e\", \"d5fb2b5b-63fc-4ff0-805c-16f40a0cb2b5\", \"8bf4e6e4-e880-4fba-bfce-d2e670ea9fd6\", \"8650e8d3-afe6-476a-b8f6-9b703f413d34\", \"805d8286-da4e-4618-9472-2cab7a37c457\"], \"total_duration\": 573.0, \"total_sessions\": 7, \"mean_week_duration\": 3.515}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"43930\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-04 06:19:46.000000+00:00\", \"2021-08-08 22:27:03.000000+00:00\"], \"session_ids\": [\"705e7213-4570-40a9-9b8a-fe83dd8e1905\", \"51304e56-534e-4230-88a4-93574b53bdc5\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}, {\"26351\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-02-07 17:18:32.000000+00:00\", \"2022-07-29 02:05:35.000000+00:00\"], \"session_ids\": [\"5597a236-1784-41a5-b8ee-669b5f5fba96\", \"e45503ab-d3b4-405e-bfce-9bc39db96381\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 2.017}}, {\"96239\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-09-13 22:51:18.000000+00:00\", \"2019-07-10 17:03:26.000000+00:00\"], \"session_ids\": [\"d94f9af3-9ba9-4ed8-b7d0-cf26869e2d51\", \"760eb9b5-5128-4ec8-9d87-f39d93d0ac8f\"], \"total_duration\": 302.0, \"total_sessions\": 2, \"mean_week_duration\": 1.819}}, {\"90728\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Rome\", \"datetimes\": [\"2020-01-08 16:13:16.000000+00:00\", \"2020-11-30 13:00:22.000000+00:00\"], \"session_ids\": [\"53620f35-1f3e-4d90-a79e-fd3eeedd91e6\", \"5a04a26a-2ba7-4da2-8ca1-1c9e00fbf083\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.723}}, {\"30865\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-04-29 13:43:01.000000+00:00\", \"2020-12-21 11:39:47.000000+00:00\", \"2020-05-30 03:04:12.000000+00:00\"], \"session_ids\": [\"4eca6f9a-8070-4093-a3d9-a8605a863fdc\", \"6d939528-56ee-47ce-aeb1-e63350faa20f\", \"875925bf-ee6c-4e12-a346-94e0aa3e2eca\"], \"total_duration\": 652.0, \"total_sessions\": 3, \"mean_week_duration\": 13.583}}, {\"82930\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 9, \"Play Game Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-02-19 11:52:34.000000+00:00\", \"2021-10-22 07:56:14.000000+00:00\", \"2021-09-19 22:39:58.000000+00:00\"], \"session_ids\": [\"2774e122-ffb8-44a2-95b5-257a5b87cc2b\", \"6a89b536-7c40-43c2-a7dc-8e8f087656aa\", \"8d003941-609a-45f4-833b-64220c28197f\"], \"total_duration\": 73.0, \"total_sessions\": 3, \"mean_week_duration\": 0.83}}, {\"20139\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-08-27 02:06:50.000000+00:00\", \"2019-03-23 02:13:52.000000+00:00\", \"2022-05-26 21:50:36.000000+00:00\"], \"session_ids\": [\"e4d358d1-5df6-4574-8d13-f1d89e12af22\", \"3489f6ac-2439-441c-97af-17bbd5142beb\", \"b2f576d2-80a3-47f8-beee-e1b41dbcb366\"], \"total_duration\": 77.0, \"total_sessions\": 3, \"mean_week_duration\": 0.464}}, {\"94316\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-05-12 14:51:00.000000+00:00\", \"2022-05-16 06:26:04.000000+00:00\", \"2022-01-15 22:09:09.000000+00:00\", \"2021-10-27 08:43:09.000000+00:00\", \"2022-11-26 01:25:18.000000+00:00\", \"2020-05-16 03:24:23.000000+00:00\"], \"session_ids\": [\"15079a36-e709-4cdb-8f89-1a6780375085\", \"d0d20a45-89f3-48ea-913b-0654aac68383\", \"26e189b3-037d-4512-9562-43e26d6900c4\", \"331960f8-5777-4bc3-8f94-f4eba1e3c2c2\", \"2f2fff73-6194-4d63-bdc8-7f4a76b5e79e\", \"f6ffa702-4d71-4be4-b50a-d732bed9f23a\"], \"total_duration\": 1494.0, \"total_sessions\": 6, \"mean_week_duration\": 11.233}}, {\"77781\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-06-05 03:51:25.000000+00:00\", \"2023-05-27 07:47:18.000000+00:00\", \"2021-08-31 16:50:35.000000+00:00\", \"2022-03-06 08:07:15.000000+00:00\", \"2021-05-05 11:33:17.000000+00:00\", \"2020-10-02 05:35:08.000000+00:00\", \"2020-04-11 09:56:43.000000+00:00\"], \"session_ids\": [\"d9e7db3e-cfee-4533-8020-faf347fe1ff8\", \"1f1ea256-aa53-4a58-a6d2-5ddc640c78c6\", \"ddb23df6-bcc0-4d5c-b406-9d9cde4b040e\", \"d5fb2b5b-63fc-4ff0-805c-16f40a0cb2b5\", \"8bf4e6e4-e880-4fba-bfce-d2e670ea9fd6\", \"8650e8d3-afe6-476a-b8f6-9b703f413d34\", \"805d8286-da4e-4618-9472-2cab7a37c457\"], \"total_duration\": 573.0, \"total_sessions\": 7, \"mean_week_duration\": 3.515}}, {\"45139\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-12-30 06:28:52.000000+00:00\", \"2022-01-10 08:06:07.000000+00:00\", \"2021-09-23 22:41:59.000000+00:00\", \"2020-02-19 09:01:03.000000+00:00\", \"2021-07-16 19:40:43.000000+00:00\", \"2020-03-18 21:08:29.000000+00:00\", \"2023-06-01 09:31:49.000000+00:00\", \"2019-06-20 03:11:14.000000+00:00\", \"2021-05-27 03:12:28.000000+00:00\", \"2023-01-02 05:36:07.000000+00:00\"], \"session_ids\": [\"2d0acd56-81fd-47f1-9995-802cc892e177\", \"30fc8407-63aa-40b1-ba38-2c27817c3b8e\", \"13da5f95-bd14-4643-a426-0ca5d74b44bf\", \"cf495e0d-cb29-480a-884d-889ad96fc5de\", \"05189f18-63a4-4188-922d-0356e004a529\", \"e7974f49-1622-477f-a2fc-1d6925891370\", \"7abf36dd-a139-4298-9d08-04025385254a\", \"5bf338f6-421f-4bfc-b25a-ae15bbb446c8\", \"df7de62e-b26e-4537-a5ac-266dd6a48122\", \"c6b9b749-843d-4523-b5f3-370ee7ea1d41\"], \"total_duration\": 254.0, \"total_sessions\": 10, \"mean_week_duration\": 1.233}}]\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[{\"43930\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-04 06:19:46.000000+00:00\", \"2021-08-08 22:27:03.000000+00:00\"], \"session_ids\": [\"705e7213-4570-40a9-9b8a-fe83dd8e1905\", \"51304e56-534e-4230-88a4-93574b53bdc5\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to accomplish that task and transfer the data to the requester." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"43930\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-04 06:19:46.000000+00:00\", \"2021-08-08 22:27:03.000000+00:00\"], \"session_ids\": [\"705e7213-4570-40a9-9b8a-fe83dd8e1905\", \"51304e56-534e-4230-88a4-93574b53bdc5\"], \"total_duration\": 35.0, \"total_sessions\": 2, \"mean_week_duration\": 0.333}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on 8 users with a total duration that is higher than 4535 and lower than 2060, exclusively additionaly sort by overall total duration form the lowest to the highest also display me only 4 records." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"45061\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 4}, \"city_name\": \"Kingston\", \"datetimes\": [\"2022-12-30 21:35:06.000000+00:00\", \"2021-08-07 11:07:01.000000+00:00\", \"2021-04-05 16:22:48.000000+00:00\", \"2022-07-06 12:26:06.000000+00:00\", \"2021-02-21 16:18:31.000000+00:00\", \"2021-07-26 19:16:08.000000+00:00\", \"2022-03-20 20:16:05.000000+00:00\", \"2019-06-15 08:56:56.000000+00:00\", \"2020-02-25 06:02:05.000000+00:00\", \"2020-10-04 06:17:47.000000+00:00\"], \"session_ids\": [\"cd15fd61-b141-4eae-ba17-01c91421c34c\", \"a76b9342-63f7-46f2-97d6-351d6e7838d1\", \"c3c5bb74-5093-416b-9674-67896dfedd89\", \"32ce1532-5a67-4433-a4d2-a24d04da95e0\", \"47433be2-d908-4b8a-b1fa-2af25c0024fc\", \"19e2e791-d2a9-411b-ac51-0fa611825801\", \"8fb67ade-6f41-40f6-aff7-11996a66bf14\", \"62b2b43a-0630-4654-a9e2-8e5d59532e4a\", \"bdc1eb8e-81e2-4a1d-ba0c-61dc3abfd71a\", \"c153f1b7-58d2-465e-9786-1a7a0a99475f\"], \"total_duration\": 4519.0, \"total_sessions\": 10, \"mean_week_duration\": 24.427}, \"15553\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-31 05:57:03.000000+00:00\", \"2020-08-23 11:06:07.000000+00:00\", \"2022-08-24 18:56:10.000000+00:00\", \"2021-06-28 01:07:24.000000+00:00\", \"2021-06-21 10:53:51.000000+00:00\", \"2021-11-03 19:36:50.000000+00:00\", \"2021-08-28 05:22:27.000000+00:00\", \"2023-05-21 08:14:39.000000+00:00\", \"2020-07-04 13:35:39.000000+00:00\"], \"session_ids\": [\"450d8989-df6b-40cf-9691-bc2da7d4e939\", \"cbe47def-13dd-4813-8ce8-fb989fa6ecbf\", \"29501159-08ac-41b9-878c-3882881e9627\", \"c4e89262-b55b-4f9f-8c2f-017fe98bf29a\", \"ec469e17-5597-4f46-b994-7b40f8827591\", \"cf35e89f-a776-4783-a70c-e8e861a6a5f4\", \"7d1466f3-7a37-4c7d-82a8-d8fd60e01c60\", \"69b7a857-311c-4370-8003-bbf8efeb7b56\", \"a14a11bf-ec33-4fa6-a824-e13aeb04b99f\"], \"total_duration\": 3107.0, \"total_sessions\": 9, \"mean_week_duration\": 20.713}, \"87257\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-16 23:33:36.000000+00:00\", \"2020-01-16 16:57:39.000000+00:00\"], \"session_ids\": [\"d77302a3-1b06-442a-ae77-97ea0d75366e\", \"0a106593-c420-4baa-9667-de7529085720\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 4.229}, \"38765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-03-26 00:48:54.000000+00:00\", \"2021-05-25 07:26:38.000000+00:00\", \"2020-07-03 22:30:30.000000+00:00\", \"2022-10-13 03:10:09.000000+00:00\"], \"session_ids\": [\"e6e76fba-d42f-44c5-8849-4339da1e015b\", \"0a62afd7-3ac9-4c0a-9c5f-67f60e4327c9\", \"276597cc-7a6b-4c71-bb48-617b01204ba1\", \"ee0d943e-f22c-48d3-8e2c-7bf90ff9c6b1\"], \"total_duration\": 67.0, \"total_sessions\": 4, \"mean_week_duration\": 0.563}, \"96314\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-01-17 04:08:48.000000+00:00\", \"2021-01-22 10:55:57.000000+00:00\", \"2019-05-16 09:55:10.000000+00:00\"], \"session_ids\": [\"2996d154-b2a6-4724-a44d-a1e008075bc2\", \"2127b720-2e45-4f44-8fb4-a441118307e4\", \"46d91094-eeb9-4425-8611-a3e88b570dc9\"], \"total_duration\": 809.0, \"total_sessions\": 3, \"mean_week_duration\": 9.09}, \"47775\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-04 06:02:17.000000+00:00\", \"2022-02-03 17:43:51.000000+00:00\"], \"session_ids\": [\"daa38f48-f72e-4626-87bb-f9ff17ce5cd3\", \"57692e0b-2a24-445a-b815-30cfef960ba3\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.446}, \"42257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-02 10:24:46.000000+00:00\", \"2021-02-26 01:42:16.000000+00:00\", \"2023-06-30 20:42:38.000000+00:00\", \"2021-06-09 13:27:07.000000+00:00\", \"2021-07-02 04:00:47.000000+00:00\", \"2021-08-09 05:22:49.000000+00:00\", \"2022-02-09 16:36:15.000000+00:00\", \"2021-01-11 09:03:35.000000+00:00\", \"2019-11-14 15:45:26.000000+00:00\"], \"session_ids\": [\"4f14f1af-550e-4ac5-a2e6-31441bf92287\", \"c7ba83fe-e287-4534-95b7-83b436849d0a\", \"c3605f3b-10e7-4a6b-994b-c6ea6b3ff626\", \"40082aa2-cd0b-4ef3-adc0-66a4025d40bb\", \"bed70dc0-8fbf-40f2-b90f-c5ac67a48747\", \"ba9058ad-f50e-4f9d-9394-940fa1c3d04e\", \"1052a0ca-12fa-485b-a784-3bac974ebcf7\", \"ce226074-ae35-4ba9-a87b-a0ebb85472a8\", \"2366bd2b-e8c9-44fd-830e-86bf7d5951a6\"], \"total_duration\": 11746.0, \"total_sessions\": 9, \"mean_week_duration\": 56.201}, \"64089\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2023-04-29 04:01:04.000000+00:00\", \"2019-10-28 08:30:45.000000+00:00\"], \"session_ids\": [\"c181f875-d606-4826-ae21-60127b0e7439\", \"031416fe-de8e-4767-ac6a-6aefec94738c\"], \"total_duration\": 473.0, \"total_sessions\": 2, \"mean_week_duration\": 2.585}, \"13221\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-02 20:09:23.000000+00:00\", \"2023-03-15 19:02:18.000000+00:00\"], \"session_ids\": [\"675fc74b-0c2e-4350-b395-2b14433e23f1\", \"e70b6e72-57ad-4156-a334-5b4220069eff\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 6.333}, \"54318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-02 09:17:54.000000+00:00\", \"2019-12-14 21:31:12.000000+00:00\", \"2021-03-10 20:32:14.000000+00:00\", \"2021-10-14 22:51:02.000000+00:00\", \"2022-11-16 03:15:43.000000+00:00\", \"2021-07-15 08:55:11.000000+00:00\", \"2020-11-13 00:14:09.000000+00:00\", \"2021-07-05 01:03:00.000000+00:00\", \"2019-01-03 06:07:02.000000+00:00\", \"2022-10-09 12:05:13.000000+00:00\"], \"session_ids\": [\"21324bf1-5fb1-4a6a-9a56-a37814207574\", \"3c6e36e8-6c64-4285-8f7b-6609cbb14a10\", \"775a0053-ae04-4b67-bc33-7827ce151ce5\", \"7646ba38-68d5-4c28-9cc6-60f7d7209dd5\", \"9a91aba4-987c-4707-a602-41f9df2467f7\", \"a762ae64-09ac-46fe-b527-a387ce4da916\", \"3379c5c1-9e0b-49c7-b86a-bfb84ca1babc\", \"892d0181-6b86-4e0a-8593-f0d627b744dc\", \"984f0196-41f7-4715-8225-8b739d233e2c\", \"3116e022-c070-4df5-9879-6d70c993f4a8\"], \"total_duration\": 860.0, \"total_sessions\": 10, \"mean_week_duration\": 4.257}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are less than 2060 and are greater than 4535" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[2060, 4535]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"87257\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-16 23:33:36.000000+00:00\", \"2020-01-16 16:57:39.000000+00:00\"], \"session_ids\": [\"d77302a3-1b06-442a-ae77-97ea0d75366e\", \"0a106593-c420-4baa-9667-de7529085720\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 4.229}, \"38765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-03-26 00:48:54.000000+00:00\", \"2021-05-25 07:26:38.000000+00:00\", \"2020-07-03 22:30:30.000000+00:00\", \"2022-10-13 03:10:09.000000+00:00\"], \"session_ids\": [\"e6e76fba-d42f-44c5-8849-4339da1e015b\", \"0a62afd7-3ac9-4c0a-9c5f-67f60e4327c9\", \"276597cc-7a6b-4c71-bb48-617b01204ba1\", \"ee0d943e-f22c-48d3-8e2c-7bf90ff9c6b1\"], \"total_duration\": 67.0, \"total_sessions\": 4, \"mean_week_duration\": 0.563}, \"96314\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-01-17 04:08:48.000000+00:00\", \"2021-01-22 10:55:57.000000+00:00\", \"2019-05-16 09:55:10.000000+00:00\"], \"session_ids\": [\"2996d154-b2a6-4724-a44d-a1e008075bc2\", \"2127b720-2e45-4f44-8fb4-a441118307e4\", \"46d91094-eeb9-4425-8611-a3e88b570dc9\"], \"total_duration\": 809.0, \"total_sessions\": 3, \"mean_week_duration\": 9.09}, \"47775\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-04 06:02:17.000000+00:00\", \"2022-02-03 17:43:51.000000+00:00\"], \"session_ids\": [\"daa38f48-f72e-4626-87bb-f9ff17ce5cd3\", \"57692e0b-2a24-445a-b815-30cfef960ba3\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.446}, \"64089\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2023-04-29 04:01:04.000000+00:00\", \"2019-10-28 08:30:45.000000+00:00\"], \"session_ids\": [\"c181f875-d606-4826-ae21-60127b0e7439\", \"031416fe-de8e-4767-ac6a-6aefec94738c\"], \"total_duration\": 473.0, \"total_sessions\": 2, \"mean_week_duration\": 2.585}, \"13221\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-02 20:09:23.000000+00:00\", \"2023-03-15 19:02:18.000000+00:00\"], \"session_ids\": [\"675fc74b-0c2e-4350-b395-2b14433e23f1\", \"e70b6e72-57ad-4156-a334-5b4220069eff\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 6.333}, \"54318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-02 09:17:54.000000+00:00\", \"2019-12-14 21:31:12.000000+00:00\", \"2021-03-10 20:32:14.000000+00:00\", \"2021-10-14 22:51:02.000000+00:00\", \"2022-11-16 03:15:43.000000+00:00\", \"2021-07-15 08:55:11.000000+00:00\", \"2020-11-13 00:14:09.000000+00:00\", \"2021-07-05 01:03:00.000000+00:00\", \"2019-01-03 06:07:02.000000+00:00\", \"2022-10-09 12:05:13.000000+00:00\"], \"session_ids\": [\"21324bf1-5fb1-4a6a-9a56-a37814207574\", \"3c6e36e8-6c64-4285-8f7b-6609cbb14a10\", \"775a0053-ae04-4b67-bc33-7827ce151ce5\", \"7646ba38-68d5-4c28-9cc6-60f7d7209dd5\", \"9a91aba4-987c-4707-a602-41f9df2467f7\", \"a762ae64-09ac-46fe-b527-a387ce4da916\", \"3379c5c1-9e0b-49c7-b86a-bfb84ca1babc\", \"892d0181-6b86-4e0a-8593-f0d627b744dc\", \"984f0196-41f7-4715-8225-8b739d233e2c\", \"3116e022-c070-4df5-9879-6d70c993f4a8\"], \"total_duration\": 860.0, \"total_sessions\": 10, \"mean_week_duration\": 4.257}, \"42257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-02 10:24:46.000000+00:00\", \"2021-02-26 01:42:16.000000+00:00\", \"2023-06-30 20:42:38.000000+00:00\", \"2021-06-09 13:27:07.000000+00:00\", \"2021-07-02 04:00:47.000000+00:00\", \"2021-08-09 05:22:49.000000+00:00\", \"2022-02-09 16:36:15.000000+00:00\", \"2021-01-11 09:03:35.000000+00:00\", \"2019-11-14 15:45:26.000000+00:00\"], \"session_ids\": [\"4f14f1af-550e-4ac5-a2e6-31441bf92287\", \"c7ba83fe-e287-4534-95b7-83b436849d0a\", \"c3605f3b-10e7-4a6b-994b-c6ea6b3ff626\", \"40082aa2-cd0b-4ef3-adc0-66a4025d40bb\", \"bed70dc0-8fbf-40f2-b90f-c5ac67a48747\", \"ba9058ad-f50e-4f9d-9394-940fa1c3d04e\", \"1052a0ca-12fa-485b-a784-3bac974ebcf7\", \"ce226074-ae35-4ba9-a87b-a0ebb85472a8\", \"2366bd2b-e8c9-44fd-830e-86bf7d5951a6\"], \"total_duration\": 11746.0, \"total_sessions\": 9, \"mean_week_duration\": 56.201}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to total_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"47775\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-04 06:02:17.000000+00:00\", \"2022-02-03 17:43:51.000000+00:00\"], \"session_ids\": [\"daa38f48-f72e-4626-87bb-f9ff17ce5cd3\", \"57692e0b-2a24-445a-b815-30cfef960ba3\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.446}}, {\"13221\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-02 20:09:23.000000+00:00\", \"2023-03-15 19:02:18.000000+00:00\"], \"session_ids\": [\"675fc74b-0c2e-4350-b395-2b14433e23f1\", \"e70b6e72-57ad-4156-a334-5b4220069eff\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 6.333}}, {\"38765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-03-26 00:48:54.000000+00:00\", \"2021-05-25 07:26:38.000000+00:00\", \"2020-07-03 22:30:30.000000+00:00\", \"2022-10-13 03:10:09.000000+00:00\"], \"session_ids\": [\"e6e76fba-d42f-44c5-8849-4339da1e015b\", \"0a62afd7-3ac9-4c0a-9c5f-67f60e4327c9\", \"276597cc-7a6b-4c71-bb48-617b01204ba1\", \"ee0d943e-f22c-48d3-8e2c-7bf90ff9c6b1\"], \"total_duration\": 67.0, \"total_sessions\": 4, \"mean_week_duration\": 0.563}}, {\"87257\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-16 23:33:36.000000+00:00\", \"2020-01-16 16:57:39.000000+00:00\"], \"session_ids\": [\"d77302a3-1b06-442a-ae77-97ea0d75366e\", \"0a106593-c420-4baa-9667-de7529085720\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 4.229}}, {\"64089\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"New York City\", \"datetimes\": [\"2023-04-29 04:01:04.000000+00:00\", \"2019-10-28 08:30:45.000000+00:00\"], \"session_ids\": [\"c181f875-d606-4826-ae21-60127b0e7439\", \"031416fe-de8e-4767-ac6a-6aefec94738c\"], \"total_duration\": 473.0, \"total_sessions\": 2, \"mean_week_duration\": 2.585}}, {\"96314\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2021-01-17 04:08:48.000000+00:00\", \"2021-01-22 10:55:57.000000+00:00\", \"2019-05-16 09:55:10.000000+00:00\"], \"session_ids\": [\"2996d154-b2a6-4724-a44d-a1e008075bc2\", \"2127b720-2e45-4f44-8fb4-a441118307e4\", \"46d91094-eeb9-4425-8611-a3e88b570dc9\"], \"total_duration\": 809.0, \"total_sessions\": 3, \"mean_week_duration\": 9.09}}, {\"54318\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-07-02 09:17:54.000000+00:00\", \"2019-12-14 21:31:12.000000+00:00\", \"2021-03-10 20:32:14.000000+00:00\", \"2021-10-14 22:51:02.000000+00:00\", \"2022-11-16 03:15:43.000000+00:00\", \"2021-07-15 08:55:11.000000+00:00\", \"2020-11-13 00:14:09.000000+00:00\", \"2021-07-05 01:03:00.000000+00:00\", \"2019-01-03 06:07:02.000000+00:00\", \"2022-10-09 12:05:13.000000+00:00\"], \"session_ids\": [\"21324bf1-5fb1-4a6a-9a56-a37814207574\", \"3c6e36e8-6c64-4285-8f7b-6609cbb14a10\", \"775a0053-ae04-4b67-bc33-7827ce151ce5\", \"7646ba38-68d5-4c28-9cc6-60f7d7209dd5\", \"9a91aba4-987c-4707-a602-41f9df2467f7\", \"a762ae64-09ac-46fe-b527-a387ce4da916\", \"3379c5c1-9e0b-49c7-b86a-bfb84ca1babc\", \"892d0181-6b86-4e0a-8593-f0d627b744dc\", \"984f0196-41f7-4715-8225-8b739d233e2c\", \"3116e022-c070-4df5-9879-6d70c993f4a8\"], \"total_duration\": 860.0, \"total_sessions\": 10, \"mean_week_duration\": 4.257}}, {\"42257\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2019-07-02 10:24:46.000000+00:00\", \"2021-02-26 01:42:16.000000+00:00\", \"2023-06-30 20:42:38.000000+00:00\", \"2021-06-09 13:27:07.000000+00:00\", \"2021-07-02 04:00:47.000000+00:00\", \"2021-08-09 05:22:49.000000+00:00\", \"2022-02-09 16:36:15.000000+00:00\", \"2021-01-11 09:03:35.000000+00:00\", \"2019-11-14 15:45:26.000000+00:00\"], \"session_ids\": [\"4f14f1af-550e-4ac5-a2e6-31441bf92287\", \"c7ba83fe-e287-4534-95b7-83b436849d0a\", \"c3605f3b-10e7-4a6b-994b-c6ea6b3ff626\", \"40082aa2-cd0b-4ef3-adc0-66a4025d40bb\", \"bed70dc0-8fbf-40f2-b90f-c5ac67a48747\", \"ba9058ad-f50e-4f9d-9394-940fa1c3d04e\", \"1052a0ca-12fa-485b-a784-3bac974ebcf7\", \"ce226074-ae35-4ba9-a87b-a0ebb85472a8\", \"2366bd2b-e8c9-44fd-830e-86bf7d5951a6\"], \"total_duration\": 11746.0, \"total_sessions\": 9, \"mean_week_duration\": 56.201}}]\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[{\"47775\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-04 06:02:17.000000+00:00\", \"2022-02-03 17:43:51.000000+00:00\"], \"session_ids\": [\"daa38f48-f72e-4626-87bb-f9ff17ce5cd3\", \"57692e0b-2a24-445a-b815-30cfef960ba3\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.446}}, {\"13221\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-02 20:09:23.000000+00:00\", \"2023-03-15 19:02:18.000000+00:00\"], \"session_ids\": [\"675fc74b-0c2e-4350-b395-2b14433e23f1\", \"e70b6e72-57ad-4156-a334-5b4220069eff\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 6.333}}, {\"38765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-03-26 00:48:54.000000+00:00\", \"2021-05-25 07:26:38.000000+00:00\", \"2020-07-03 22:30:30.000000+00:00\", \"2022-10-13 03:10:09.000000+00:00\"], \"session_ids\": [\"e6e76fba-d42f-44c5-8849-4339da1e015b\", \"0a62afd7-3ac9-4c0a-9c5f-67f60e4327c9\", \"276597cc-7a6b-4c71-bb48-617b01204ba1\", \"ee0d943e-f22c-48d3-8e2c-7bf90ff9c6b1\"], \"total_duration\": 67.0, \"total_sessions\": 4, \"mean_week_duration\": 0.563}}, {\"87257\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-16 23:33:36.000000+00:00\", \"2020-01-16 16:57:39.000000+00:00\"], \"session_ids\": [\"d77302a3-1b06-442a-ae77-97ea0d75366e\", \"0a106593-c420-4baa-9667-de7529085720\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 4.229}}]\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[{\"47775\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-07-04 06:02:17.000000+00:00\", \"2022-02-03 17:43:51.000000+00:00\"], \"session_ids\": [\"daa38f48-f72e-4626-87bb-f9ff17ce5cd3\", \"57692e0b-2a24-445a-b815-30cfef960ba3\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.446}}, {\"13221\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-02-02 20:09:23.000000+00:00\", \"2023-03-15 19:02:18.000000+00:00\"], \"session_ids\": [\"675fc74b-0c2e-4350-b395-2b14433e23f1\", \"e70b6e72-57ad-4156-a334-5b4220069eff\"], \"total_duration\": 38.0, \"total_sessions\": 2, \"mean_week_duration\": 6.333}}, {\"38765\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 6}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-03-26 00:48:54.000000+00:00\", \"2021-05-25 07:26:38.000000+00:00\", \"2020-07-03 22:30:30.000000+00:00\", \"2022-10-13 03:10:09.000000+00:00\"], \"session_ids\": [\"e6e76fba-d42f-44c5-8849-4339da1e015b\", \"0a62afd7-3ac9-4c0a-9c5f-67f60e4327c9\", \"276597cc-7a6b-4c71-bb48-617b01204ba1\", \"ee0d943e-f22c-48d3-8e2c-7bf90ff9c6b1\"], \"total_duration\": 67.0, \"total_sessions\": 4, \"mean_week_duration\": 0.563}}, {\"87257\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-09-16 23:33:36.000000+00:00\", \"2020-01-16 16:57:39.000000+00:00\"], \"session_ids\": [\"d77302a3-1b06-442a-ae77-97ea0d75366e\", \"0a106593-c420-4baa-9667-de7529085720\"], \"total_duration\": 148.0, \"total_sessions\": 2, \"mean_week_duration\": 4.229}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me regarding 2 users who are bottom users based on overall time using the app per week as well as do sorting by number of sessions 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{\"57485\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-17 16:40:32.000000+00:00\", \"2023-06-30 00:41:16.000000+00:00\", \"2019-02-23 07:43:41.000000+00:00\", \"2019-05-04 04:30:59.000000+00:00\"], \"session_ids\": [\"0348ec94-3c9b-4d79-8552-c39e87bc77cc\", \"7a31af9f-25c0-4a3f-900e-2be74c5d74b7\", \"114fbb58-5ded-4ae7-9a67-84f75231b462\", \"cbc27baf-3387-4c4d-85d5-371e7e4e92d6\"], \"total_duration\": 1981.0, \"total_sessions\": 4, \"mean_week_duration\": 8.727}, \"6498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-13 23:58:13.000000+00:00\", \"2023-05-25 02:45:45.000000+00:00\"], \"session_ids\": [\"2f229d68-3da5-4c3e-9993-283d22137bfd\", \"fb4c0da5-0a22-4fe9-87e7-93fb5f26e155\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.789}, \"25460\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-27 18:02:37.000000+00:00\", \"2020-12-12 06:09:37.000000+00:00\", \"2021-06-27 06:51:52.000000+00:00\", \"2019-10-08 08:50:44.000000+00:00\", \"2020-12-12 10:34:37.000000+00:00\"], \"session_ids\": [\"724911fd-17cb-4909-8e81-0ea9974f4b62\", \"b44b5e13-fca4-4fdd-bc94-b8b975aaf328\", \"34b2a712-793c-4bc9-87f4-c8d21411cfbb\", \"d3004a62-5288-4a84-971f-57b925366318\", \"ea4e45bb-628f-4d6e-8156-322184314069\"], \"total_duration\": 242.0, \"total_sessions\": 5, \"mean_week_duration\": 2.305}, \"98561\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-14 16:17:50.000000+00:00\", \"2020-02-29 08:35:20.000000+00:00\"], \"session_ids\": [\"54a110b8-6344-41dc-b7e4-858f42ab4312\", \"735b6662-cf39-41b3-af1f-a711ce5bfd59\"], \"total_duration\": 199.0, \"total_sessions\": 2, \"mean_week_duration\": 6.862}, \"83234\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2019-02-15 22:26:40.000000+00:00\", \"2021-01-09 20:01:24.000000+00:00\", \"2020-08-15 20:09:15.000000+00:00\", \"2019-09-05 12:45:38.000000+00:00\"], \"session_ids\": [\"5005d723-5d05-4bcb-a946-fb36a8409709\", \"df2c08e1-5908-463a-bb04-5e390ec371e4\", \"4fb87131-9933-4334-9ccd-d8b856bcf07b\", \"85f5292d-f24a-42f1-b1c2-c05ed339eeae\"], \"total_duration\": 889.0, \"total_sessions\": 4, \"mean_week_duration\": 8.98}, \"99603\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-12-18 02:59:59.000000+00:00\", \"2021-09-07 23:41:29.000000+00:00\", \"2019-03-19 13:34:40.000000+00:00\", \"2023-05-03 09:01:47.000000+00:00\"], \"session_ids\": [\"81bcd882-5faa-45ff-9ee0-d6a6bd2fd2ae\", \"d4fa94d1-d6b1-451f-8a1d-14bb30288239\", \"d79bd1d6-cb3c-405f-9187-0f58855219c4\", \"7eedb2b9-7df4-4b22-9f43-4fa49cc14a6b\"], \"total_duration\": 1143.0, \"total_sessions\": 4, \"mean_week_duration\": 5.316}, \"66030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-31 20:43:51.000000+00:00\", \"2020-10-10 00:30:48.000000+00:00\"], \"session_ids\": [\"0155ad87-2d50-4fb7-9610-e01cd91431d1\", \"bbb14e94-8356-4c95-b646-aeaf9084f270\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.607}, \"17170\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 6, \"Apply Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-12-02 05:08:19.000000+00:00\", \"2021-01-05 23:28:53.000000+00:00\", \"2022-01-15 17:16:37.000000+00:00\"], \"session_ids\": [\"ada17b60-dec8-4115-92f9-999f89bc639a\", \"0b92fd16-00e2-43d9-8092-e609df4e11c0\", \"69fae344-091b-4530-b732-01f47d59b04c\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.63}, \"96284\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-09-28 20:43:45.000000+00:00\", \"2020-05-09 00:17:48.000000+00:00\", \"2021-01-07 08:13:44.000000+00:00\"], \"session_ids\": [\"bc5259f9-4973-414d-92b7-2f08521d8520\", \"88f218c6-c87d-486d-8ce7-895f0ca698ce\", \"ecc8559b-9523-478a-aee9-9cbe8f516af5\"], \"total_duration\": 235.0, \"total_sessions\": 3, \"mean_week_duration\": 1.88}, \"58851\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2020-10-06 07:26:36.000000+00:00\", \"2020-05-14 09:27:51.000000+00:00\"], \"session_ids\": [\"7ea0089a-5284-44e7-a157-a9bc7ec81922\", \"0824aa5b-55c0-48f8-8448-16659220159f\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 8.286}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get entries with the lowest 2 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": false, \"quant_to_remain\": 2}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"66030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-31 20:43:51.000000+00:00\", \"2020-10-10 00:30:48.000000+00:00\"], \"session_ids\": [\"0155ad87-2d50-4fb7-9610-e01cd91431d1\", \"bbb14e94-8356-4c95-b646-aeaf9084f270\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.607}}, {\"17170\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 6, \"Apply Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-12-02 05:08:19.000000+00:00\", \"2021-01-05 23:28:53.000000+00:00\", \"2022-01-15 17:16:37.000000+00:00\"], \"session_ids\": [\"ada17b60-dec8-4115-92f9-999f89bc639a\", \"0b92fd16-00e2-43d9-8092-e609df4e11c0\", \"69fae344-091b-4530-b732-01f47d59b04c\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.63}}, {\"6498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-13 23:58:13.000000+00:00\", \"2023-05-25 02:45:45.000000+00:00\"], \"session_ids\": [\"2f229d68-3da5-4c3e-9993-283d22137bfd\", \"fb4c0da5-0a22-4fe9-87e7-93fb5f26e155\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.789}}]\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[{\"17170\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 6, \"Apply Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-12-02 05:08:19.000000+00:00\", \"2021-01-05 23:28:53.000000+00:00\", \"2022-01-15 17:16:37.000000+00:00\"], \"session_ids\": [\"ada17b60-dec8-4115-92f9-999f89bc639a\", \"0b92fd16-00e2-43d9-8092-e609df4e11c0\", \"69fae344-091b-4530-b732-01f47d59b04c\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.63}}, {\"66030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-31 20:43:51.000000+00:00\", \"2020-10-10 00:30:48.000000+00:00\"], \"session_ids\": [\"0155ad87-2d50-4fb7-9610-e01cd91431d1\", \"bbb14e94-8356-4c95-b646-aeaf9084f270\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.607}}, {\"6498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-13 23:58:13.000000+00:00\", \"2023-05-25 02:45:45.000000+00:00\"], \"session_ids\": [\"2f229d68-3da5-4c3e-9993-283d22137bfd\", \"fb4c0da5-0a22-4fe9-87e7-93fb5f26e155\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.789}}]\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[{\"17170\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 6, \"Apply Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-12-02 05:08:19.000000+00:00\", \"2021-01-05 23:28:53.000000+00:00\", \"2022-01-15 17:16:37.000000+00:00\"], \"session_ids\": [\"ada17b60-dec8-4115-92f9-999f89bc639a\", \"0b92fd16-00e2-43d9-8092-e609df4e11c0\", \"69fae344-091b-4530-b732-01f47d59b04c\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.63}}, {\"66030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-31 20:43:51.000000+00:00\", \"2020-10-10 00:30:48.000000+00:00\"], \"session_ids\": [\"0155ad87-2d50-4fb7-9610-e01cd91431d1\", \"bbb14e94-8356-4c95-b646-aeaf9084f270\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.607}}]\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[{\"17170\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 6, \"Apply Skin Flow\": 1}, \"city_name\": \"Budapest\", \"datetimes\": [\"2021-12-02 05:08:19.000000+00:00\", \"2021-01-05 23:28:53.000000+00:00\", \"2022-01-15 17:16:37.000000+00:00\"], \"session_ids\": [\"ada17b60-dec8-4115-92f9-999f89bc639a\", \"0b92fd16-00e2-43d9-8092-e609df4e11c0\", \"69fae344-091b-4530-b732-01f47d59b04c\"], \"total_duration\": 34.0, \"total_sessions\": 3, \"mean_week_duration\": 0.63}}, {\"66030\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-31 20:43:51.000000+00:00\", \"2020-10-10 00:30:48.000000+00:00\"], \"session_ids\": [\"0155ad87-2d50-4fb7-9610-e01cd91431d1\", \"bbb14e94-8356-4c95-b646-aeaf9084f270\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.607}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about users who aren't folks of cities Dublin, Ho Chi Minh City, Kingston in addition carry out sorting by aver of time using the app per week asc." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"57259\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-05-10 09:28:17.000000+00:00\", \"2021-01-29 12:59:33.000000+00:00\"], \"session_ids\": [\"e13666b6-1cae-4d4d-bebc-d7f359db3ef6\", \"d94630bf-8aeb-43ed-be7c-6bd80810ab5e\"], \"total_duration\": 299.0, \"total_sessions\": 2, \"mean_week_duration\": 19.933}, \"55607\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-02-28 02:18:49.000000+00:00\", \"2023-06-05 12:34:52.000000+00:00\"], \"session_ids\": [\"1be741dc-8eec-49d8-86cc-76e865f0163d\", \"b547063c-10d0-4b20-9990-2215d00625fc\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}, \"62400\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-30 14:06:03.000000+00:00\", \"2019-09-11 18:58:21.000000+00:00\", \"2022-03-13 03:49:27.000000+00:00\", \"2019-05-21 21:13:30.000000+00:00\", \"2022-10-11 20:12:55.000000+00:00\", \"2023-02-16 20:54:39.000000+00:00\", \"2020-10-16 19:46:05.000000+00:00\", \"2019-02-28 20:58:38.000000+00:00\", \"2022-10-20 20:10:45.000000+00:00\", \"2023-01-30 22:24:29.000000+00:00\", \"2021-01-22 09:46:25.000000+00:00\"], \"session_ids\": [\"acfd37b8-356a-4b5d-b167-cd1322010a08\", \"ae4bb508-220b-4348-b07c-889ec51a563d\", \"ae513612-d2ec-4919-a690-95ad991ea89b\", \"d1ec49f0-b67d-4708-af3a-6d91552512de\", \"ea2ea3df-3bf8-415f-98de-1cf542297da9\", \"ebe90a7c-11d7-4464-8f74-f4d69c91ab69\", \"f8b24910-9751-4058-b6e6-be788a57643d\", \"a30af427-ffb5-4c7c-bedb-1bf167e63106\", \"4bcc2d53-b636-4d0d-8ab0-faee91fe08fe\", \"c3613bc5-a864-440b-95af-19c241416ad5\", \"efb4e59a-5c2d-4fd3-b811-126ca70c2022\"], \"total_duration\": 1148.0, \"total_sessions\": 11, \"mean_week_duration\": 5.546}, \"1641\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-16 03:20:10.000000+00:00\", \"2021-12-14 20:32:25.000000+00:00\"], \"session_ids\": [\"f2da1a3c-ff98-4bca-a01f-44bbed2ca2bf\", \"ddbaa5c5-f918-4df5-af7f-7070235ba07c\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.528}, \"1047\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-24 02:36:12.000000+00:00\", \"2019-12-22 06:18:36.000000+00:00\", \"2020-09-28 05:36:12.000000+00:00\", \"2022-10-09 15:58:03.000000+00:00\"], \"session_ids\": [\"bc903166-b4f0-4d46-af49-770c7acc6222\", \"563f6342-5292-4967-bd9f-9f6a1fa7e6bc\", \"9c0dc559-70be-4bca-8a51-b08271cb2b15\", \"20e0f848-30c9-4fdc-9e78-33f8b4c47eea\"], \"total_duration\": 154.0, \"total_sessions\": 4, \"mean_week_duration\": 0.851}, \"82809\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-08 17:53:07.000000+00:00\", \"2020-07-02 00:56:54.000000+00:00\", \"2022-09-04 02:47:48.000000+00:00\", \"2023-04-29 23:30:52.000000+00:00\", \"2021-11-17 22:34:58.000000+00:00\"], \"session_ids\": [\"951689b9-37a9-4203-991d-7c936bcd00f9\", \"72e41638-8d69-4ee9-b4c9-f4a495abc46a\", \"f7908035-ce53-4786-8cdb-9016410951a7\", \"68d86006-e776-48a9-b85d-cd03ca9f6437\", \"b38eb750-a786-4df8-b6b2-b9c20f17b52b\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.331}, \"72200\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-24 08:12:29.000000+00:00\", \"2021-02-19 05:15:20.000000+00:00\"], \"session_ids\": [\"e783c4e2-82f8-4f67-97eb-ca470cc88363\", \"342efcfc-5d4f-412b-bd13-116ad6251598\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 2.951}, \"16498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-04-24 21:08:18.000000+00:00\", \"2019-03-05 09:29:37.000000+00:00\", \"2020-11-16 16:16:55.000000+00:00\"], \"session_ids\": [\"79cef743-23c2-4858-ac25-dbd15ea8fca5\", \"e1446db8-352a-4cfb-813d-4ac27c48846d\", \"2f9200c5-e8b2-49a6-9521-0c2f2ec10adf\"], \"total_duration\": 379.0, \"total_sessions\": 3, \"mean_week_duration\": 4.258}, \"68907\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-04-24 20:16:25.000000+00:00\", \"2020-12-21 03:38:24.000000+00:00\"], \"session_ids\": [\"1ce561b2-bfaa-4cbf-b4be-01f9f2589e6a\", \"b368a98a-866a-4a7c-9c9c-f85d279378ca\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 6.778}, \"29330\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-21 08:45:47.000000+00:00\", \"2019-06-22 18:15:13.000000+00:00\"], \"session_ids\": [\"87579006-1038-4e46-ae3d-3fa1e0034133\", \"2a792b2e-09ee-4a98-a930-d01974994311\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.348}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name are not Dublin, Ho Chi Minh City, Kingston" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\", \"!=\", \"!=\"]]}, \"all_values\": {\"city_name\": [[\"Dublin\", \"Ho Chi Minh City\", \"Kingston\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"57259\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-05-10 09:28:17.000000+00:00\", \"2021-01-29 12:59:33.000000+00:00\"], \"session_ids\": [\"e13666b6-1cae-4d4d-bebc-d7f359db3ef6\", \"d94630bf-8aeb-43ed-be7c-6bd80810ab5e\"], \"total_duration\": 299.0, \"total_sessions\": 2, \"mean_week_duration\": 19.933}, \"55607\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-02-28 02:18:49.000000+00:00\", \"2023-06-05 12:34:52.000000+00:00\"], \"session_ids\": [\"1be741dc-8eec-49d8-86cc-76e865f0163d\", \"b547063c-10d0-4b20-9990-2215d00625fc\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}, \"62400\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-30 14:06:03.000000+00:00\", \"2019-09-11 18:58:21.000000+00:00\", \"2022-03-13 03:49:27.000000+00:00\", \"2019-05-21 21:13:30.000000+00:00\", \"2022-10-11 20:12:55.000000+00:00\", \"2023-02-16 20:54:39.000000+00:00\", \"2020-10-16 19:46:05.000000+00:00\", \"2019-02-28 20:58:38.000000+00:00\", \"2022-10-20 20:10:45.000000+00:00\", \"2023-01-30 22:24:29.000000+00:00\", \"2021-01-22 09:46:25.000000+00:00\"], \"session_ids\": [\"acfd37b8-356a-4b5d-b167-cd1322010a08\", \"ae4bb508-220b-4348-b07c-889ec51a563d\", \"ae513612-d2ec-4919-a690-95ad991ea89b\", \"d1ec49f0-b67d-4708-af3a-6d91552512de\", \"ea2ea3df-3bf8-415f-98de-1cf542297da9\", \"ebe90a7c-11d7-4464-8f74-f4d69c91ab69\", \"f8b24910-9751-4058-b6e6-be788a57643d\", \"a30af427-ffb5-4c7c-bedb-1bf167e63106\", \"4bcc2d53-b636-4d0d-8ab0-faee91fe08fe\", \"c3613bc5-a864-440b-95af-19c241416ad5\", \"efb4e59a-5c2d-4fd3-b811-126ca70c2022\"], \"total_duration\": 1148.0, \"total_sessions\": 11, \"mean_week_duration\": 5.546}, \"1641\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-16 03:20:10.000000+00:00\", \"2021-12-14 20:32:25.000000+00:00\"], \"session_ids\": [\"f2da1a3c-ff98-4bca-a01f-44bbed2ca2bf\", \"ddbaa5c5-f918-4df5-af7f-7070235ba07c\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.528}, \"1047\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-24 02:36:12.000000+00:00\", \"2019-12-22 06:18:36.000000+00:00\", \"2020-09-28 05:36:12.000000+00:00\", \"2022-10-09 15:58:03.000000+00:00\"], \"session_ids\": [\"bc903166-b4f0-4d46-af49-770c7acc6222\", \"563f6342-5292-4967-bd9f-9f6a1fa7e6bc\", \"9c0dc559-70be-4bca-8a51-b08271cb2b15\", \"20e0f848-30c9-4fdc-9e78-33f8b4c47eea\"], \"total_duration\": 154.0, \"total_sessions\": 4, \"mean_week_duration\": 0.851}, \"82809\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-08 17:53:07.000000+00:00\", \"2020-07-02 00:56:54.000000+00:00\", \"2022-09-04 02:47:48.000000+00:00\", \"2023-04-29 23:30:52.000000+00:00\", \"2021-11-17 22:34:58.000000+00:00\"], \"session_ids\": [\"951689b9-37a9-4203-991d-7c936bcd00f9\", \"72e41638-8d69-4ee9-b4c9-f4a495abc46a\", \"f7908035-ce53-4786-8cdb-9016410951a7\", \"68d86006-e776-48a9-b85d-cd03ca9f6437\", \"b38eb750-a786-4df8-b6b2-b9c20f17b52b\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.331}, \"72200\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-24 08:12:29.000000+00:00\", \"2021-02-19 05:15:20.000000+00:00\"], \"session_ids\": [\"e783c4e2-82f8-4f67-97eb-ca470cc88363\", \"342efcfc-5d4f-412b-bd13-116ad6251598\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 2.951}, \"16498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-04-24 21:08:18.000000+00:00\", \"2019-03-05 09:29:37.000000+00:00\", \"2020-11-16 16:16:55.000000+00:00\"], \"session_ids\": [\"79cef743-23c2-4858-ac25-dbd15ea8fca5\", \"e1446db8-352a-4cfb-813d-4ac27c48846d\", \"2f9200c5-e8b2-49a6-9521-0c2f2ec10adf\"], \"total_duration\": 379.0, \"total_sessions\": 3, \"mean_week_duration\": 4.258}, \"68907\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-04-24 20:16:25.000000+00:00\", \"2020-12-21 03:38:24.000000+00:00\"], \"session_ids\": [\"1ce561b2-bfaa-4cbf-b4be-01f9f2589e6a\", \"b368a98a-866a-4a7c-9c9c-f85d279378ca\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 6.778}, \"29330\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-21 08:45:47.000000+00:00\", \"2019-06-22 18:15:13.000000+00:00\"], \"session_ids\": [\"87579006-1038-4e46-ae3d-3fa1e0034133\", \"2a792b2e-09ee-4a98-a930-d01974994311\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.348}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by mean_week_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"82809\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-08 17:53:07.000000+00:00\", \"2020-07-02 00:56:54.000000+00:00\", \"2022-09-04 02:47:48.000000+00:00\", \"2023-04-29 23:30:52.000000+00:00\", \"2021-11-17 22:34:58.000000+00:00\"], \"session_ids\": [\"951689b9-37a9-4203-991d-7c936bcd00f9\", \"72e41638-8d69-4ee9-b4c9-f4a495abc46a\", \"f7908035-ce53-4786-8cdb-9016410951a7\", \"68d86006-e776-48a9-b85d-cd03ca9f6437\", \"b38eb750-a786-4df8-b6b2-b9c20f17b52b\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.331}}, {\"29330\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-21 08:45:47.000000+00:00\", \"2019-06-22 18:15:13.000000+00:00\"], \"session_ids\": [\"87579006-1038-4e46-ae3d-3fa1e0034133\", \"2a792b2e-09ee-4a98-a930-d01974994311\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.348}}, {\"55607\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-02-28 02:18:49.000000+00:00\", \"2023-06-05 12:34:52.000000+00:00\"], \"session_ids\": [\"1be741dc-8eec-49d8-86cc-76e865f0163d\", \"b547063c-10d0-4b20-9990-2215d00625fc\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}}, {\"1641\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-16 03:20:10.000000+00:00\", \"2021-12-14 20:32:25.000000+00:00\"], \"session_ids\": [\"f2da1a3c-ff98-4bca-a01f-44bbed2ca2bf\", \"ddbaa5c5-f918-4df5-af7f-7070235ba07c\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.528}}, {\"1047\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-24 02:36:12.000000+00:00\", \"2019-12-22 06:18:36.000000+00:00\", \"2020-09-28 05:36:12.000000+00:00\", \"2022-10-09 15:58:03.000000+00:00\"], \"session_ids\": [\"bc903166-b4f0-4d46-af49-770c7acc6222\", \"563f6342-5292-4967-bd9f-9f6a1fa7e6bc\", \"9c0dc559-70be-4bca-8a51-b08271cb2b15\", \"20e0f848-30c9-4fdc-9e78-33f8b4c47eea\"], \"total_duration\": 154.0, \"total_sessions\": 4, \"mean_week_duration\": 0.851}}, {\"72200\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-24 08:12:29.000000+00:00\", \"2021-02-19 05:15:20.000000+00:00\"], \"session_ids\": [\"e783c4e2-82f8-4f67-97eb-ca470cc88363\", \"342efcfc-5d4f-412b-bd13-116ad6251598\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 2.951}}, {\"16498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-04-24 21:08:18.000000+00:00\", \"2019-03-05 09:29:37.000000+00:00\", \"2020-11-16 16:16:55.000000+00:00\"], \"session_ids\": [\"79cef743-23c2-4858-ac25-dbd15ea8fca5\", \"e1446db8-352a-4cfb-813d-4ac27c48846d\", \"2f9200c5-e8b2-49a6-9521-0c2f2ec10adf\"], \"total_duration\": 379.0, \"total_sessions\": 3, \"mean_week_duration\": 4.258}}, {\"62400\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-30 14:06:03.000000+00:00\", \"2019-09-11 18:58:21.000000+00:00\", \"2022-03-13 03:49:27.000000+00:00\", \"2019-05-21 21:13:30.000000+00:00\", \"2022-10-11 20:12:55.000000+00:00\", \"2023-02-16 20:54:39.000000+00:00\", \"2020-10-16 19:46:05.000000+00:00\", \"2019-02-28 20:58:38.000000+00:00\", \"2022-10-20 20:10:45.000000+00:00\", \"2023-01-30 22:24:29.000000+00:00\", \"2021-01-22 09:46:25.000000+00:00\"], \"session_ids\": [\"acfd37b8-356a-4b5d-b167-cd1322010a08\", \"ae4bb508-220b-4348-b07c-889ec51a563d\", \"ae513612-d2ec-4919-a690-95ad991ea89b\", \"d1ec49f0-b67d-4708-af3a-6d91552512de\", \"ea2ea3df-3bf8-415f-98de-1cf542297da9\", \"ebe90a7c-11d7-4464-8f74-f4d69c91ab69\", \"f8b24910-9751-4058-b6e6-be788a57643d\", \"a30af427-ffb5-4c7c-bedb-1bf167e63106\", \"4bcc2d53-b636-4d0d-8ab0-faee91fe08fe\", \"c3613bc5-a864-440b-95af-19c241416ad5\", \"efb4e59a-5c2d-4fd3-b811-126ca70c2022\"], \"total_duration\": 1148.0, \"total_sessions\": 11, \"mean_week_duration\": 5.546}}, {\"68907\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-04-24 20:16:25.000000+00:00\", \"2020-12-21 03:38:24.000000+00:00\"], \"session_ids\": [\"1ce561b2-bfaa-4cbf-b4be-01f9f2589e6a\", \"b368a98a-866a-4a7c-9c9c-f85d279378ca\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 6.778}}, {\"57259\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-05-10 09:28:17.000000+00:00\", \"2021-01-29 12:59:33.000000+00:00\"], \"session_ids\": [\"e13666b6-1cae-4d4d-bebc-d7f359db3ef6\", \"d94630bf-8aeb-43ed-be7c-6bd80810ab5e\"], \"total_duration\": 299.0, \"total_sessions\": 2, \"mean_week_duration\": 19.933}}]\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[{\"82809\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 8, \"Play Game Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-02-08 17:53:07.000000+00:00\", \"2020-07-02 00:56:54.000000+00:00\", \"2022-09-04 02:47:48.000000+00:00\", \"2023-04-29 23:30:52.000000+00:00\", \"2021-11-17 22:34:58.000000+00:00\"], \"session_ids\": [\"951689b9-37a9-4203-991d-7c936bcd00f9\", \"72e41638-8d69-4ee9-b4c9-f4a495abc46a\", \"f7908035-ce53-4786-8cdb-9016410951a7\", \"68d86006-e776-48a9-b85d-cd03ca9f6437\", \"b38eb750-a786-4df8-b6b2-b9c20f17b52b\"], \"total_duration\": 49.0, \"total_sessions\": 5, \"mean_week_duration\": 0.331}}, {\"29330\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-01-21 08:45:47.000000+00:00\", \"2019-06-22 18:15:13.000000+00:00\"], \"session_ids\": [\"87579006-1038-4e46-ae3d-3fa1e0034133\", \"2a792b2e-09ee-4a98-a930-d01974994311\"], \"total_duration\": 47.0, \"total_sessions\": 2, \"mean_week_duration\": 0.348}}, {\"55607\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-02-28 02:18:49.000000+00:00\", \"2023-06-05 12:34:52.000000+00:00\"], \"session_ids\": [\"1be741dc-8eec-49d8-86cc-76e865f0163d\", \"b547063c-10d0-4b20-9990-2215d00625fc\"], \"total_duration\": 69.0, \"total_sessions\": 2, \"mean_week_duration\": 0.404}}, {\"1641\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-03-16 03:20:10.000000+00:00\", \"2021-12-14 20:32:25.000000+00:00\"], \"session_ids\": [\"f2da1a3c-ff98-4bca-a01f-44bbed2ca2bf\", \"ddbaa5c5-f918-4df5-af7f-7070235ba07c\"], \"total_duration\": 76.0, \"total_sessions\": 2, \"mean_week_duration\": 0.528}}, {\"1047\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-04-24 02:36:12.000000+00:00\", \"2019-12-22 06:18:36.000000+00:00\", \"2020-09-28 05:36:12.000000+00:00\", \"2022-10-09 15:58:03.000000+00:00\"], \"session_ids\": [\"bc903166-b4f0-4d46-af49-770c7acc6222\", \"563f6342-5292-4967-bd9f-9f6a1fa7e6bc\", \"9c0dc559-70be-4bca-8a51-b08271cb2b15\", \"20e0f848-30c9-4fdc-9e78-33f8b4c47eea\"], \"total_duration\": 154.0, \"total_sessions\": 4, \"mean_week_duration\": 0.851}}, {\"72200\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-12-24 08:12:29.000000+00:00\", \"2021-02-19 05:15:20.000000+00:00\"], \"session_ids\": [\"e783c4e2-82f8-4f67-97eb-ca470cc88363\", \"342efcfc-5d4f-412b-bd13-116ad6251598\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 2.951}}, {\"16498\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-04-24 21:08:18.000000+00:00\", \"2019-03-05 09:29:37.000000+00:00\", \"2020-11-16 16:16:55.000000+00:00\"], \"session_ids\": [\"79cef743-23c2-4858-ac25-dbd15ea8fca5\", \"e1446db8-352a-4cfb-813d-4ac27c48846d\", \"2f9200c5-e8b2-49a6-9521-0c2f2ec10adf\"], \"total_duration\": 379.0, \"total_sessions\": 3, \"mean_week_duration\": 4.258}}, {\"62400\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-04-30 14:06:03.000000+00:00\", \"2019-09-11 18:58:21.000000+00:00\", \"2022-03-13 03:49:27.000000+00:00\", \"2019-05-21 21:13:30.000000+00:00\", \"2022-10-11 20:12:55.000000+00:00\", \"2023-02-16 20:54:39.000000+00:00\", \"2020-10-16 19:46:05.000000+00:00\", \"2019-02-28 20:58:38.000000+00:00\", \"2022-10-20 20:10:45.000000+00:00\", \"2023-01-30 22:24:29.000000+00:00\", \"2021-01-22 09:46:25.000000+00:00\"], \"session_ids\": [\"acfd37b8-356a-4b5d-b167-cd1322010a08\", \"ae4bb508-220b-4348-b07c-889ec51a563d\", \"ae513612-d2ec-4919-a690-95ad991ea89b\", \"d1ec49f0-b67d-4708-af3a-6d91552512de\", \"ea2ea3df-3bf8-415f-98de-1cf542297da9\", \"ebe90a7c-11d7-4464-8f74-f4d69c91ab69\", \"f8b24910-9751-4058-b6e6-be788a57643d\", \"a30af427-ffb5-4c7c-bedb-1bf167e63106\", \"4bcc2d53-b636-4d0d-8ab0-faee91fe08fe\", \"c3613bc5-a864-440b-95af-19c241416ad5\", \"efb4e59a-5c2d-4fd3-b811-126ca70c2022\"], \"total_duration\": 1148.0, \"total_sessions\": 11, \"mean_week_duration\": 5.546}}, {\"68907\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-04-24 20:16:25.000000+00:00\", \"2020-12-21 03:38:24.000000+00:00\"], \"session_ids\": [\"1ce561b2-bfaa-4cbf-b4be-01f9f2589e6a\", \"b368a98a-866a-4a7c-9c9c-f85d279378ca\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 6.778}}, {\"57259\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2021-05-10 09:28:17.000000+00:00\", \"2021-01-29 12:59:33.000000+00:00\"], \"session_ids\": [\"e13666b6-1cae-4d4d-bebc-d7f359db3ef6\", \"d94630bf-8aeb-43ed-be7c-6bd80810ab5e\"], \"total_duration\": 299.0, \"total_sessions\": 2, \"mean_week_duration\": 19.933}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Could you enlighten me about 2 users whose overall total duration bigger than 3814 and smaller than 801 and implement sorting by duration of sessions per week decliningly." } ]
[ { "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{\"76816\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-26 23:32:29.000000+00:00\", \"2020-09-10 05:17:38.000000+00:00\"], \"session_ids\": [\"a7cc31ce-fa94-4770-a22a-b4f97f859c76\", \"3ababd3c-ccb7-4618-bb7e-458306795f2f\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.36}, \"29545\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-12-13 11:47:53.000000+00:00\", \"2022-06-27 09:52:45.000000+00:00\", \"2020-04-15 21:06:30.000000+00:00\", \"2022-10-09 10:31:24.000000+00:00\"], \"session_ids\": [\"8c4d3c5e-8cf2-4076-b552-f527e3f7de48\", \"16d6d202-369c-4e7c-81af-3e1db072ffef\", \"04e9ca60-c724-4e3c-bec9-a144a857e4a4\", \"abec771a-1a71-4b8a-9e92-911db5c71971\"], \"total_duration\": 1270.0, \"total_sessions\": 4, \"mean_week_duration\": 9.769}, \"31992\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-12-23 17:36:33.000000+00:00\", \"2021-01-11 00:08:33.000000+00:00\"], \"session_ids\": [\"6307ba91-8009-42ae-8006-1e3916518eb5\", \"0d765446-d18e-4922-98f2-8a08dbfda91c\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 0.882}, \"51489\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-12-29 03:46:00.000000+00:00\", \"2019-11-19 20:01:09.000000+00:00\"], \"session_ids\": [\"075f57f5-0895-4ab0-a3fb-5fd1be5798e2\", \"79ecd997-416a-4dcd-b2ab-f0c7f7fee286\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.374}, \"60187\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-04 16:21:26.000000+00:00\", \"2021-12-15 13:21:00.000000+00:00\"], \"session_ids\": [\"e8fad639-0d4f-4541-831a-12fbf35ad091\", \"10c41b26-0782-4cb5-9466-129251c8eff3\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 5.6}, \"84875\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-04 17:41:44.000000+00:00\", \"2023-01-21 01:09:46.000000+00:00\"], \"session_ids\": [\"57e50107-a777-4482-b077-05d5491234c6\", \"deacb498-3dc5-4716-bac3-4e440b0e58a1\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 1.475}, \"10440\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-07-17 11:13:24.000000+00:00\", \"2020-01-26 14:03:20.000000+00:00\"], \"session_ids\": [\"b5467d5c-de0b-497c-a7c3-b029f3482005\", \"18065dcf-2ceb-46d6-8459-db4cbf73bdd3\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.857}, \"32197\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-11 06:30:21.000000+00:00\", \"2022-12-15 09:23:23.000000+00:00\", \"2023-06-13 12:18:07.000000+00:00\", \"2022-02-20 18:18:30.000000+00:00\"], \"session_ids\": [\"334e70e2-fac8-4d3e-881e-e19497e1c6a7\", \"17aa413f-d1f1-4d3f-ad2c-2d269a40445b\", \"e9277faf-0f60-4318-b458-1020777e437c\", \"039f628c-a751-4e99-bb64-478a09fd5822\"], \"total_duration\": 756.0, \"total_sessions\": 4, \"mean_week_duration\": 10.957}, \"58721\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-12-05 10:33:41.000000+00:00\", \"2021-12-04 09:49:24.000000+00:00\", \"2023-02-16 06:16:46.000000+00:00\", \"2020-06-18 07:06:35.000000+00:00\", \"2019-12-01 20:03:28.000000+00:00\", \"2023-02-17 14:06:31.000000+00:00\"], \"session_ids\": [\"2f01022c-d0c5-4407-a6c4-1233a0daa759\", \"9017f265-c4f4-46cb-a581-aaea1797f848\", \"12c4c24c-83b0-40b8-9f72-c151b4f91ab9\", \"85455a30-84ba-4bfa-ac16-94315d0c80fa\", \"045d5ec1-32fc-48a5-9ff7-09423d9976a3\", \"0d9e798a-d061-41f7-b4ce-597766b287a0\"], \"total_duration\": 1276.0, \"total_sessions\": 6, \"mean_week_duration\": 7.595}, \"13728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-03-07 16:03:29.000000+00:00\", \"2020-01-17 21:20:14.000000+00:00\"], \"session_ids\": [\"2cb86a5f-da5b-4e46-8f26-81883cd181bd\", \"e3bfe076-2090-431e-8e13-0dbc89284f5b\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.617}}\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 801 and are equal or greater than 3814" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[801, 3814]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"76816\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-26 23:32:29.000000+00:00\", \"2020-09-10 05:17:38.000000+00:00\"], \"session_ids\": [\"a7cc31ce-fa94-4770-a22a-b4f97f859c76\", \"3ababd3c-ccb7-4618-bb7e-458306795f2f\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.36}, \"31992\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-12-23 17:36:33.000000+00:00\", \"2021-01-11 00:08:33.000000+00:00\"], \"session_ids\": [\"6307ba91-8009-42ae-8006-1e3916518eb5\", \"0d765446-d18e-4922-98f2-8a08dbfda91c\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 0.882}, \"51489\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-12-29 03:46:00.000000+00:00\", \"2019-11-19 20:01:09.000000+00:00\"], \"session_ids\": [\"075f57f5-0895-4ab0-a3fb-5fd1be5798e2\", \"79ecd997-416a-4dcd-b2ab-f0c7f7fee286\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.374}, \"60187\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-04 16:21:26.000000+00:00\", \"2021-12-15 13:21:00.000000+00:00\"], \"session_ids\": [\"e8fad639-0d4f-4541-831a-12fbf35ad091\", \"10c41b26-0782-4cb5-9466-129251c8eff3\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 5.6}, \"84875\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-04 17:41:44.000000+00:00\", \"2023-01-21 01:09:46.000000+00:00\"], \"session_ids\": [\"57e50107-a777-4482-b077-05d5491234c6\", \"deacb498-3dc5-4716-bac3-4e440b0e58a1\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 1.475}, \"10440\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-07-17 11:13:24.000000+00:00\", \"2020-01-26 14:03:20.000000+00:00\"], \"session_ids\": [\"b5467d5c-de0b-497c-a7c3-b029f3482005\", \"18065dcf-2ceb-46d6-8459-db4cbf73bdd3\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.857}, \"32197\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-11 06:30:21.000000+00:00\", \"2022-12-15 09:23:23.000000+00:00\", \"2023-06-13 12:18:07.000000+00:00\", \"2022-02-20 18:18:30.000000+00:00\"], \"session_ids\": [\"334e70e2-fac8-4d3e-881e-e19497e1c6a7\", \"17aa413f-d1f1-4d3f-ad2c-2d269a40445b\", \"e9277faf-0f60-4318-b458-1020777e437c\", \"039f628c-a751-4e99-bb64-478a09fd5822\"], \"total_duration\": 756.0, \"total_sessions\": 4, \"mean_week_duration\": 10.957}, \"13728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-03-07 16:03:29.000000+00:00\", \"2020-01-17 21:20:14.000000+00:00\"], \"session_ids\": [\"2cb86a5f-da5b-4e46-8f26-81883cd181bd\", \"e3bfe076-2090-431e-8e13-0dbc89284f5b\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.617}}\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[{\"32197\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-11 06:30:21.000000+00:00\", \"2022-12-15 09:23:23.000000+00:00\", \"2023-06-13 12:18:07.000000+00:00\", \"2022-02-20 18:18:30.000000+00:00\"], \"session_ids\": [\"334e70e2-fac8-4d3e-881e-e19497e1c6a7\", \"17aa413f-d1f1-4d3f-ad2c-2d269a40445b\", \"e9277faf-0f60-4318-b458-1020777e437c\", \"039f628c-a751-4e99-bb64-478a09fd5822\"], \"total_duration\": 756.0, \"total_sessions\": 4, \"mean_week_duration\": 10.957}}, {\"60187\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-04 16:21:26.000000+00:00\", \"2021-12-15 13:21:00.000000+00:00\"], \"session_ids\": [\"e8fad639-0d4f-4541-831a-12fbf35ad091\", \"10c41b26-0782-4cb5-9466-129251c8eff3\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 5.6}}, {\"84875\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-04 17:41:44.000000+00:00\", \"2023-01-21 01:09:46.000000+00:00\"], \"session_ids\": [\"57e50107-a777-4482-b077-05d5491234c6\", \"deacb498-3dc5-4716-bac3-4e440b0e58a1\"], \"total_duration\": 177.0, \"total_sessions\": 2, \"mean_week_duration\": 1.475}}, {\"76816\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-08-26 23:32:29.000000+00:00\", \"2020-09-10 05:17:38.000000+00:00\"], \"session_ids\": [\"a7cc31ce-fa94-4770-a22a-b4f97f859c76\", \"3ababd3c-ccb7-4618-bb7e-458306795f2f\"], \"total_duration\": 68.0, \"total_sessions\": 2, \"mean_week_duration\": 1.36}}, {\"31992\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Zurich\", \"datetimes\": [\"2022-12-23 17:36:33.000000+00:00\", \"2021-01-11 00:08:33.000000+00:00\"], \"session_ids\": [\"6307ba91-8009-42ae-8006-1e3916518eb5\", \"0d765446-d18e-4922-98f2-8a08dbfda91c\"], \"total_duration\": 90.0, \"total_sessions\": 2, \"mean_week_duration\": 0.882}}, {\"10440\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2019-07-17 11:13:24.000000+00:00\", \"2020-01-26 14:03:20.000000+00:00\"], \"session_ids\": [\"b5467d5c-de0b-497c-a7c3-b029f3482005\", \"18065dcf-2ceb-46d6-8459-db4cbf73bdd3\"], \"total_duration\": 24.0, \"total_sessions\": 2, \"mean_week_duration\": 0.857}}, {\"13728\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-03-07 16:03:29.000000+00:00\", \"2020-01-17 21:20:14.000000+00:00\"], \"session_ids\": [\"2cb86a5f-da5b-4e46-8f26-81883cd181bd\", \"e3bfe076-2090-431e-8e13-0dbc89284f5b\"], \"total_duration\": 37.0, \"total_sessions\": 2, \"mean_week_duration\": 0.617}}, {\"51489\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-12-29 03:46:00.000000+00:00\", \"2019-11-19 20:01:09.000000+00:00\"], \"session_ids\": [\"075f57f5-0895-4ab0-a3fb-5fd1be5798e2\", \"79ecd997-416a-4dcd-b2ab-f0c7f7fee286\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 0.374}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 2 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"32197\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-11 06:30:21.000000+00:00\", \"2022-12-15 09:23:23.000000+00:00\", \"2023-06-13 12:18:07.000000+00:00\", \"2022-02-20 18:18:30.000000+00:00\"], \"session_ids\": [\"334e70e2-fac8-4d3e-881e-e19497e1c6a7\", \"17aa413f-d1f1-4d3f-ad2c-2d269a40445b\", \"e9277faf-0f60-4318-b458-1020777e437c\", \"039f628c-a751-4e99-bb64-478a09fd5822\"], \"total_duration\": 756.0, \"total_sessions\": 4, \"mean_week_duration\": 10.957}}, {\"60187\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-04 16:21:26.000000+00:00\", \"2021-12-15 13:21:00.000000+00:00\"], \"session_ids\": [\"e8fad639-0d4f-4541-831a-12fbf35ad091\", \"10c41b26-0782-4cb5-9466-129251c8eff3\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 5.6}}]\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[{\"32197\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-11 06:30:21.000000+00:00\", \"2022-12-15 09:23:23.000000+00:00\", \"2023-06-13 12:18:07.000000+00:00\", \"2022-02-20 18:18:30.000000+00:00\"], \"session_ids\": [\"334e70e2-fac8-4d3e-881e-e19497e1c6a7\", \"17aa413f-d1f1-4d3f-ad2c-2d269a40445b\", \"e9277faf-0f60-4318-b458-1020777e437c\", \"039f628c-a751-4e99-bb64-478a09fd5822\"], \"total_duration\": 756.0, \"total_sessions\": 4, \"mean_week_duration\": 10.957}}, {\"60187\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-04 16:21:26.000000+00:00\", \"2021-12-15 13:21:00.000000+00:00\"], \"session_ids\": [\"e8fad639-0d4f-4541-831a-12fbf35ad091\", \"10c41b26-0782-4cb5-9466-129251c8eff3\"], \"total_duration\": 112.0, \"total_sessions\": 2, \"mean_week_duration\": 5.6}}]\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 interested in learning about 3 users with a total time using the app that is strictly higher than 2880 and lower than 321 in addition perform sorting by site usage time form the lowest value to the highest value also remain only 3 entries." } ]
[ { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"20340\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-06-28 07:20:57.000000+00:00\", \"2022-09-28 08:56:41.000000+00:00\"], \"session_ids\": [\"9269a4a4-42dc-4108-83d4-a753c375e162\", \"d78dce95-7bbc-4f94-ace8-0fa2fb88328f\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 1.89}, \"59783\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-01-03 02:23:26.000000+00:00\", \"2023-06-13 18:03:36.000000+00:00\"], \"session_ids\": [\"856b7446-eceb-49ee-aeaf-2223ceb355e2\", \"53669e53-bb54-45ec-8cc6-2342593be83a\"], \"total_duration\": 293.0, \"total_sessions\": 2, \"mean_week_duration\": 2.289}, \"93048\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-09 16:16:54.000000+00:00\", \"2020-01-29 15:17:24.000000+00:00\"], \"session_ids\": [\"5775f724-77fe-4cfb-95e9-c523ef26c757\", \"efd26fcd-07d9-4e30-94c9-0b07310b4374\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 3.357}, \"6028\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-02 06:00:16.000000+00:00\", \"2021-09-11 07:12:27.000000+00:00\"], \"session_ids\": [\"15306cd2-6e42-4a86-872c-7c8374f9e536\", \"3aad7601-80a6-4e18-a295-6d336f0f2e15\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 1.526}, \"63838\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-13 02:04:25.000000+00:00\", \"2023-01-21 07:02:57.000000+00:00\"], \"session_ids\": [\"0f7c3215-86ca-433a-a34a-b8e22907b3d0\", \"7b855472-a02f-4b0b-b239-b583844fe983\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 1.091}, \"8672\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-06-07 03:27:17.000000+00:00\", \"2023-06-10 21:54:24.000000+00:00\"], \"session_ids\": [\"3439b676-2e91-4095-a8eb-2cbd874b7d21\", \"c4795b5d-3914-48d9-8edf-a1f9f1ab38f4\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 0.857}, \"63816\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2019-08-19 11:32:29.000000+00:00\", \"2019-12-27 20:15:12.000000+00:00\"], \"session_ids\": [\"d93cda1b-3d44-44c7-81a9-1f74f7c8bc3b\", \"c167d8a0-18f4-4777-a67c-e3ed495fc1e5\"], \"total_duration\": 344.0, \"total_sessions\": 2, \"mean_week_duration\": 18.105}, \"16197\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-05 06:35:18.000000+00:00\", \"2023-01-05 23:10:22.000000+00:00\", \"2021-08-25 15:27:31.000000+00:00\"], \"session_ids\": [\"28252b89-c331-40c1-a86d-876d6e33ceff\", \"fef9ce1a-34e7-45a5-8ba6-675037fa60ad\", \"3575cf85-64a2-4254-a33d-d1f2b4d1428d\"], \"total_duration\": 258.0, \"total_sessions\": 3, \"mean_week_duration\": 3.583}, \"13666\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-21 22:22:29.000000+00:00\", \"2020-08-21 18:19:05.000000+00:00\", \"2023-04-26 21:30:42.000000+00:00\", \"2020-08-08 08:40:07.000000+00:00\", \"2021-02-03 07:38:49.000000+00:00\", \"2020-07-21 15:37:22.000000+00:00\", \"2019-11-09 15:06:04.000000+00:00\", \"2020-09-28 12:32:23.000000+00:00\", \"2021-11-03 03:19:53.000000+00:00\"], \"session_ids\": [\"73c28952-d86f-456f-b0e4-21fece028cfc\", \"d07e2b79-6b3e-4d10-a630-50e420537fab\", \"9459be37-a2da-4ffc-9745-3cd3337e90df\", \"22574470-9a58-41d9-90dd-bc416ba8c642\", \"f7a65bd0-93e6-4e50-ba87-cb79b18afdc5\", \"1ebc2e74-7402-4010-824e-e672cd1c137d\", \"893dc882-fc6a-4690-a21b-2254ff108d6a\", \"8edfcb18-7a8f-4b21-850f-63bac745860d\", \"49c41186-7478-426b-b59a-0530baa9feab\"], \"total_duration\": 4983.0, \"total_sessions\": 9, \"mean_week_duration\": 26.365}, \"80937\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-23 18:05:23.000000+00:00\", \"2019-01-18 20:37:32.000000+00:00\", \"2019-05-06 18:47:19.000000+00:00\"], \"session_ids\": [\"e8bfb2f2-80e8-4dca-8ab6-d69f6fd830d1\", \"3ee2f21b-cbf7-49bf-9182-00fa7463e0bc\", \"cc884592-362c-4100-bac7-72b9e685d963\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.098}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or less than 321 and are greater than 2880" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">\"]]}, \"all_values\": {\"total_duration\": [[321, 2880]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"20340\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-06-28 07:20:57.000000+00:00\", \"2022-09-28 08:56:41.000000+00:00\"], \"session_ids\": [\"9269a4a4-42dc-4108-83d4-a753c375e162\", \"d78dce95-7bbc-4f94-ace8-0fa2fb88328f\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 1.89}, \"59783\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-01-03 02:23:26.000000+00:00\", \"2023-06-13 18:03:36.000000+00:00\"], \"session_ids\": [\"856b7446-eceb-49ee-aeaf-2223ceb355e2\", \"53669e53-bb54-45ec-8cc6-2342593be83a\"], \"total_duration\": 293.0, \"total_sessions\": 2, \"mean_week_duration\": 2.289}, \"93048\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-09 16:16:54.000000+00:00\", \"2020-01-29 15:17:24.000000+00:00\"], \"session_ids\": [\"5775f724-77fe-4cfb-95e9-c523ef26c757\", \"efd26fcd-07d9-4e30-94c9-0b07310b4374\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 3.357}, \"6028\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-02 06:00:16.000000+00:00\", \"2021-09-11 07:12:27.000000+00:00\"], \"session_ids\": [\"15306cd2-6e42-4a86-872c-7c8374f9e536\", \"3aad7601-80a6-4e18-a295-6d336f0f2e15\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 1.526}, \"63838\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-13 02:04:25.000000+00:00\", \"2023-01-21 07:02:57.000000+00:00\"], \"session_ids\": [\"0f7c3215-86ca-433a-a34a-b8e22907b3d0\", \"7b855472-a02f-4b0b-b239-b583844fe983\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 1.091}, \"8672\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-06-07 03:27:17.000000+00:00\", \"2023-06-10 21:54:24.000000+00:00\"], \"session_ids\": [\"3439b676-2e91-4095-a8eb-2cbd874b7d21\", \"c4795b5d-3914-48d9-8edf-a1f9f1ab38f4\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 0.857}, \"16197\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-05 06:35:18.000000+00:00\", \"2023-01-05 23:10:22.000000+00:00\", \"2021-08-25 15:27:31.000000+00:00\"], \"session_ids\": [\"28252b89-c331-40c1-a86d-876d6e33ceff\", \"fef9ce1a-34e7-45a5-8ba6-675037fa60ad\", \"3575cf85-64a2-4254-a33d-d1f2b4d1428d\"], \"total_duration\": 258.0, \"total_sessions\": 3, \"mean_week_duration\": 3.583}, \"80937\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-23 18:05:23.000000+00:00\", \"2019-01-18 20:37:32.000000+00:00\", \"2019-05-06 18:47:19.000000+00:00\"], \"session_ids\": [\"e8bfb2f2-80e8-4dca-8ab6-d69f6fd830d1\", \"3ee2f21b-cbf7-49bf-9182-00fa7463e0bc\", \"cc884592-362c-4100-bac7-72b9e685d963\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.098}, \"13666\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-21 22:22:29.000000+00:00\", \"2020-08-21 18:19:05.000000+00:00\", \"2023-04-26 21:30:42.000000+00:00\", \"2020-08-08 08:40:07.000000+00:00\", \"2021-02-03 07:38:49.000000+00:00\", \"2020-07-21 15:37:22.000000+00:00\", \"2019-11-09 15:06:04.000000+00:00\", \"2020-09-28 12:32:23.000000+00:00\", \"2021-11-03 03:19:53.000000+00:00\"], \"session_ids\": [\"73c28952-d86f-456f-b0e4-21fece028cfc\", \"d07e2b79-6b3e-4d10-a630-50e420537fab\", \"9459be37-a2da-4ffc-9745-3cd3337e90df\", \"22574470-9a58-41d9-90dd-bc416ba8c642\", \"f7a65bd0-93e6-4e50-ba87-cb79b18afdc5\", \"1ebc2e74-7402-4010-824e-e672cd1c137d\", \"893dc882-fc6a-4690-a21b-2254ff108d6a\", \"8edfcb18-7a8f-4b21-850f-63bac745860d\", \"49c41186-7478-426b-b59a-0530baa9feab\"], \"total_duration\": 4983.0, \"total_sessions\": 9, \"mean_week_duration\": 26.365}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"80937\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-23 18:05:23.000000+00:00\", \"2019-01-18 20:37:32.000000+00:00\", \"2019-05-06 18:47:19.000000+00:00\"], \"session_ids\": [\"e8bfb2f2-80e8-4dca-8ab6-d69f6fd830d1\", \"3ee2f21b-cbf7-49bf-9182-00fa7463e0bc\", \"cc884592-362c-4100-bac7-72b9e685d963\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.098}}, {\"6028\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-02 06:00:16.000000+00:00\", \"2021-09-11 07:12:27.000000+00:00\"], \"session_ids\": [\"15306cd2-6e42-4a86-872c-7c8374f9e536\", \"3aad7601-80a6-4e18-a295-6d336f0f2e15\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 1.526}}, {\"93048\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-09 16:16:54.000000+00:00\", \"2020-01-29 15:17:24.000000+00:00\"], \"session_ids\": [\"5775f724-77fe-4cfb-95e9-c523ef26c757\", \"efd26fcd-07d9-4e30-94c9-0b07310b4374\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 3.357}}, {\"63838\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-07-13 02:04:25.000000+00:00\", \"2023-01-21 07:02:57.000000+00:00\"], \"session_ids\": [\"0f7c3215-86ca-433a-a34a-b8e22907b3d0\", \"7b855472-a02f-4b0b-b239-b583844fe983\"], \"total_duration\": 144.0, \"total_sessions\": 2, \"mean_week_duration\": 1.091}}, {\"8672\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2019-06-07 03:27:17.000000+00:00\", \"2023-06-10 21:54:24.000000+00:00\"], \"session_ids\": [\"3439b676-2e91-4095-a8eb-2cbd874b7d21\", \"c4795b5d-3914-48d9-8edf-a1f9f1ab38f4\"], \"total_duration\": 180.0, \"total_sessions\": 2, \"mean_week_duration\": 0.857}}, {\"20340\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Dubai\", \"datetimes\": [\"2020-06-28 07:20:57.000000+00:00\", \"2022-09-28 08:56:41.000000+00:00\"], \"session_ids\": [\"9269a4a4-42dc-4108-83d4-a753c375e162\", \"d78dce95-7bbc-4f94-ace8-0fa2fb88328f\"], \"total_duration\": 223.0, \"total_sessions\": 2, \"mean_week_duration\": 1.89}}, {\"16197\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-05 06:35:18.000000+00:00\", \"2023-01-05 23:10:22.000000+00:00\", \"2021-08-25 15:27:31.000000+00:00\"], \"session_ids\": [\"28252b89-c331-40c1-a86d-876d6e33ceff\", \"fef9ce1a-34e7-45a5-8ba6-675037fa60ad\", \"3575cf85-64a2-4254-a33d-d1f2b4d1428d\"], \"total_duration\": 258.0, \"total_sessions\": 3, \"mean_week_duration\": 3.583}}, {\"59783\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-01-03 02:23:26.000000+00:00\", \"2023-06-13 18:03:36.000000+00:00\"], \"session_ids\": [\"856b7446-eceb-49ee-aeaf-2223ceb355e2\", \"53669e53-bb54-45ec-8cc6-2342593be83a\"], \"total_duration\": 293.0, \"total_sessions\": 2, \"mean_week_duration\": 2.289}}, {\"13666\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-21 22:22:29.000000+00:00\", \"2020-08-21 18:19:05.000000+00:00\", \"2023-04-26 21:30:42.000000+00:00\", \"2020-08-08 08:40:07.000000+00:00\", \"2021-02-03 07:38:49.000000+00:00\", \"2020-07-21 15:37:22.000000+00:00\", \"2019-11-09 15:06:04.000000+00:00\", \"2020-09-28 12:32:23.000000+00:00\", \"2021-11-03 03:19:53.000000+00:00\"], \"session_ids\": [\"73c28952-d86f-456f-b0e4-21fece028cfc\", \"d07e2b79-6b3e-4d10-a630-50e420537fab\", \"9459be37-a2da-4ffc-9745-3cd3337e90df\", \"22574470-9a58-41d9-90dd-bc416ba8c642\", \"f7a65bd0-93e6-4e50-ba87-cb79b18afdc5\", \"1ebc2e74-7402-4010-824e-e672cd1c137d\", \"893dc882-fc6a-4690-a21b-2254ff108d6a\", \"8edfcb18-7a8f-4b21-850f-63bac745860d\", \"49c41186-7478-426b-b59a-0530baa9feab\"], \"total_duration\": 4983.0, \"total_sessions\": 9, \"mean_week_duration\": 26.365}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 3 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"80937\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-23 18:05:23.000000+00:00\", \"2019-01-18 20:37:32.000000+00:00\", \"2019-05-06 18:47:19.000000+00:00\"], \"session_ids\": [\"e8bfb2f2-80e8-4dca-8ab6-d69f6fd830d1\", \"3ee2f21b-cbf7-49bf-9182-00fa7463e0bc\", \"cc884592-362c-4100-bac7-72b9e685d963\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.098}}, {\"6028\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-02 06:00:16.000000+00:00\", \"2021-09-11 07:12:27.000000+00:00\"], \"session_ids\": [\"15306cd2-6e42-4a86-872c-7c8374f9e536\", \"3aad7601-80a6-4e18-a295-6d336f0f2e15\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 1.526}}, {\"93048\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-09 16:16:54.000000+00:00\", \"2020-01-29 15:17:24.000000+00:00\"], \"session_ids\": [\"5775f724-77fe-4cfb-95e9-c523ef26c757\", \"efd26fcd-07d9-4e30-94c9-0b07310b4374\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 3.357}}]\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[{\"80937\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-23 18:05:23.000000+00:00\", \"2019-01-18 20:37:32.000000+00:00\", \"2019-05-06 18:47:19.000000+00:00\"], \"session_ids\": [\"e8bfb2f2-80e8-4dca-8ab6-d69f6fd830d1\", \"3ee2f21b-cbf7-49bf-9182-00fa7463e0bc\", \"cc884592-362c-4100-bac7-72b9e685d963\"], \"total_duration\": 21.0, \"total_sessions\": 3, \"mean_week_duration\": 0.098}}, {\"6028\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-05-02 06:00:16.000000+00:00\", \"2021-09-11 07:12:27.000000+00:00\"], \"session_ids\": [\"15306cd2-6e42-4a86-872c-7c8374f9e536\", \"3aad7601-80a6-4e18-a295-6d336f0f2e15\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 1.526}}, {\"93048\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-08-09 16:16:54.000000+00:00\", \"2020-01-29 15:17:24.000000+00:00\"], \"session_ids\": [\"5775f724-77fe-4cfb-95e9-c523ef26c757\", \"efd26fcd-07d9-4e30-94c9-0b07310b4374\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 3.357}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about user with a sessions total that is above 5 and below 7, exclusive both nums additionaly carry out sorting by time using the app per week form the lowest value to the highest value , moreover get rid of all records, except 2." } ]
[ { "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{\"84239\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-28 21:01:03.000000+00:00\", \"2019-07-29 06:04:12.000000+00:00\", \"2023-04-22 02:51:41.000000+00:00\", \"2021-10-01 15:33:54.000000+00:00\"], \"session_ids\": [\"0b036857-dc74-49ab-9658-eeeffd09aee3\", \"20ab24ff-9e45-452e-91a4-0d1ea15927fc\", \"2e8e2bdf-decd-4461-814b-04639baaf4f0\", \"07b9dca7-bd59-40db-b7ec-fdc6ccd96218\"], \"total_duration\": 826.0, \"total_sessions\": 4, \"mean_week_duration\": 4.236}, \"52768\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-03-26 17:04:07.000000+00:00\", \"2022-01-04 01:45:27.000000+00:00\"], \"session_ids\": [\"b2243cf8-c13b-4325-9ee7-6c68515e5c79\", \"2550df49-ce46-4763-96b3-68efe016d682\"], \"total_duration\": 73.0, \"total_sessions\": 2, \"mean_week_duration\": 6.083}, \"55363\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-03-22 09:59:03.000000+00:00\", \"2022-08-20 09:06:48.000000+00:00\", \"2023-06-29 14:50:46.000000+00:00\", \"2021-06-13 01:58:22.000000+00:00\"], \"session_ids\": [\"3e44305f-f998-4bba-ac13-46df30e36f67\", \"07d0dbaf-e79e-4b4d-92c7-998ac9dc1712\", \"eec6b156-96d0-4b39-ab71-59f390c748e6\", \"c95b5dbf-62cf-4872-bfe5-c1d89c68cef4\"], \"total_duration\": 1599.0, \"total_sessions\": 4, \"mean_week_duration\": 9.351}, \"5267\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-25 16:13:10.000000+00:00\", \"2020-12-06 19:11:29.000000+00:00\", \"2023-06-23 20:55:01.000000+00:00\"], \"session_ids\": [\"5c3d1c42-8725-4cee-821a-aa09514c62c8\", \"35bf0cc2-0b18-4883-8d7f-4b3597d29e79\", \"3046ff53-ec92-4e26-ba27-dce9c0281dcd\"], \"total_duration\": 317.0, \"total_sessions\": 3, \"mean_week_duration\": 1.488}, \"1077\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-05 00:47:53.000000+00:00\", \"2019-02-13 00:31:11.000000+00:00\"], \"session_ids\": [\"25610763-f5ae-433c-bd7f-e8b0ae713076\", \"d94771bc-afec-4519-a44c-0cae5dfb2c8c\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 33.0}, \"94653\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2020-11-13 01:38:31.000000+00:00\", \"2020-11-25 07:46:13.000000+00:00\"], \"session_ids\": [\"d9996e08-cd38-4314-99fb-5349e7fbeaf7\", \"74c9e476-9d67-44f5-b1d5-79693645613f\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 19.5}, \"74878\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-05-01 17:15:57.000000+00:00\", \"2022-03-28 05:18:38.000000+00:00\"], \"session_ids\": [\"3014b993-80fd-496a-aa50-15fcbcb4f0e8\", \"eaf5b0b9-219d-49f5-b131-0101c18397ab\"], \"total_duration\": 427.0, \"total_sessions\": 2, \"mean_week_duration\": 85.4}, \"58840\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2022-12-28 01:05:31.000000+00:00\", \"2022-03-27 10:06:44.000000+00:00\", \"2020-12-05 05:06:49.000000+00:00\", \"2021-01-15 07:54:32.000000+00:00\", \"2020-08-30 23:11:18.000000+00:00\", \"2022-04-27 03:57:49.000000+00:00\", \"2020-05-21 01:11:52.000000+00:00\"], \"session_ids\": [\"db045886-6960-48a8-acc3-55644a5e5264\", \"613fcaf1-030c-4ae9-bf84-406aa1ecb0d9\", \"5d77b54a-4838-4cfe-92bd-a8fd5bee16ff\", \"e1cf326a-0b10-407f-99e5-64d9aff4a964\", \"8d3c1be4-3767-4f92-a1aa-1c20e72cfa35\", \"6de8a568-c256-464e-a08a-ee11f0ffa259\", \"167aac69-9a13-467d-98c0-7b05b4bca985\"], \"total_duration\": 7460.0, \"total_sessions\": 7, \"mean_week_duration\": 54.853}, \"94789\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-04-06 21:56:26.000000+00:00\", \"2022-10-10 16:03:32.000000+00:00\"], \"session_ids\": [\"b83ed16e-f3d4-4978-9765-b391e44cb093\", \"9cb4c8d1-5556-4758-9ebb-30b9695db01f\"], \"total_duration\": 475.0, \"total_sessions\": 2, \"mean_week_duration\": 17.593}, \"40506\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-07-30 15:39:48.000000+00:00\", \"2020-09-10 14:42:15.000000+00:00\", \"2023-01-09 06:44:22.000000+00:00\", \"2019-09-08 23:07:20.000000+00:00\"], \"session_ids\": [\"6aa063e1-9610-4625-8afd-ea2fc515485c\", \"cd4ec657-4d38-44bd-9fb6-d6ae54457777\", \"3f85320a-b325-4d6e-a321-cea09837b167\", \"c6a94b48-60db-4550-ab16-279f63ee0816\"], \"total_duration\": 485.0, \"total_sessions\": 4, \"mean_week_duration\": 2.787}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are greater than 5 and are less than 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[5, 7]]}}}\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 want to know about 4 users who have count of sessions less than 4 (not including) and greater than 5 , and sort by duration summation form the highest value to the lowest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"87005\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-14 12:15:08.000000+00:00\", \"2023-04-18 09:03:39.000000+00:00\"], \"session_ids\": [\"adae1396-17b4-47ca-84f6-f3f7a09d24bd\", \"cd4c151b-b6ca-487e-b0c0-d3f80481f024\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 5.306}, \"79716\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-12 13:40:15.000000+00:00\", \"2021-11-22 14:03:52.000000+00:00\"], \"session_ids\": [\"e0c4af75-340f-4a0b-9e7e-7342b0b10f31\", \"913ba35f-3da1-48f9-ae24-378652fe8f56\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 5.13}, \"7202\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-03-22 14:10:01.000000+00:00\", \"2019-05-30 14:58:03.000000+00:00\", \"2022-01-15 17:57:15.000000+00:00\", \"2020-06-27 08:42:56.000000+00:00\", \"2021-01-12 10:11:03.000000+00:00\"], \"session_ids\": [\"4c5daa0f-1c3b-42e6-95ad-a0a91c5457e3\", \"22e30b88-62d5-480f-b34b-16855037c8ef\", \"33ca9779-8d1c-4625-91e8-601849b1d56d\", \"1b9ae2d0-eeb2-4ba7-9483-f247218aa6ee\", \"3b60b5b2-4dcf-47c3-86a5-758e2b6d8770\"], \"total_duration\": 741.0, \"total_sessions\": 5, \"mean_week_duration\": 5.041}, \"93386\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-18 13:05:59.000000+00:00\", \"2023-02-07 05:12:32.000000+00:00\"], \"session_ids\": [\"ee26c61d-8469-4d65-a025-f03c3fec359e\", \"5c295665-4118-400e-8f35-0932e02f55ca\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 1.087}, \"38528\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-06-30 20:23:16.000000+00:00\", \"2023-03-01 01:22:14.000000+00:00\", \"2019-05-28 13:16:39.000000+00:00\"], \"session_ids\": [\"5be5d385-5b62-4b98-b21f-3baf5ef74c44\", \"fb565c61-0122-44ea-92e3-196f3719b551\", \"ac24c40d-f95c-4217-b6fa-98556024fbb9\"], \"total_duration\": 403.0, \"total_sessions\": 3, \"mean_week_duration\": 2.056}, \"17958\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-16 17:14:21.000000+00:00\", \"2020-09-01 02:22:10.000000+00:00\", \"2022-04-21 07:38:55.000000+00:00\", \"2022-10-03 09:27:45.000000+00:00\", \"2019-01-24 00:36:35.000000+00:00\", \"2020-11-10 10:59:35.000000+00:00\", \"2020-12-10 22:51:12.000000+00:00\", \"2019-11-30 10:02:24.000000+00:00\", \"2020-10-18 17:23:59.000000+00:00\", \"2022-04-08 19:54:25.000000+00:00\"], \"session_ids\": [\"989f4820-b42e-4ec2-bea6-be9f6e2b3cb4\", \"12e1dcdc-f578-4b3d-9e55-50af03fd64b2\", \"76fda844-0061-4778-b35e-81f3122c0686\", \"7d667f60-d36a-4cc1-8032-eea30fa00340\", \"3e16175a-c8e0-4e39-9414-176082488d61\", \"05f897c6-e094-4096-b6b0-c15ab8bea7f6\", \"bce04e07-8a5e-464a-92ab-ff601cf3bfba\", \"1d2cc407-7406-4cb0-8335-5536c5e8932d\", \"ce4b3e41-db60-4079-a429-05c7ee163660\", \"9b93fc3f-abd4-44db-a21a-8d78f141c9a4\"], \"total_duration\": 3537.0, \"total_sessions\": 10, \"mean_week_duration\": 18.326}, \"89132\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-17 12:05:10.000000+00:00\", \"2022-06-27 03:11:08.000000+00:00\"], \"session_ids\": [\"6acefdbf-30e0-4455-8d55-4eed4ffa2242\", \"23585b42-cb27-4b0a-8725-3fb70f6ad1d5\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.37}, \"23523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-08-07 08:12:17.000000+00:00\", \"2019-09-30 02:08:50.000000+00:00\"], \"session_ids\": [\"10b89b6d-16d0-44d4-9b5a-b4f2610e3936\", \"137c6477-6542-4371-b31c-7eebe76fdd27\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 7.778}, \"15720\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-18 20:30:52.000000+00:00\", \"2023-01-19 23:52:26.000000+00:00\"], \"session_ids\": [\"7b5a54de-325e-4c76-b295-84fda1ea637d\", \"50a119a2-28e3-4974-a50d-8fa67484fbb0\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 2.071}, \"99552\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-02-11 17:57:18.000000+00:00\", \"2021-12-29 14:09:41.000000+00:00\", \"2019-10-02 05:51:41.000000+00:00\", \"2022-10-06 22:15:27.000000+00:00\"], \"session_ids\": [\"92f6c821-fd87-41db-80af-4b392bfb494b\", \"f26770d5-a4e7-43b8-be80-4d88109c4a88\", \"f49fdaee-1ac0-4568-b886-ba17da836ae9\", \"515d5ff1-0a60-4b49-9295-b03c731a9327\"], \"total_duration\": 52.0, \"total_sessions\": 4, \"mean_week_duration\": 0.272}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are less than 4 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\": [[4, 5]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"87005\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-14 12:15:08.000000+00:00\", \"2023-04-18 09:03:39.000000+00:00\"], \"session_ids\": [\"adae1396-17b4-47ca-84f6-f3f7a09d24bd\", \"cd4c151b-b6ca-487e-b0c0-d3f80481f024\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 5.306}, \"79716\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-12 13:40:15.000000+00:00\", \"2021-11-22 14:03:52.000000+00:00\"], \"session_ids\": [\"e0c4af75-340f-4a0b-9e7e-7342b0b10f31\", \"913ba35f-3da1-48f9-ae24-378652fe8f56\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 5.13}, \"93386\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-18 13:05:59.000000+00:00\", \"2023-02-07 05:12:32.000000+00:00\"], \"session_ids\": [\"ee26c61d-8469-4d65-a025-f03c3fec359e\", \"5c295665-4118-400e-8f35-0932e02f55ca\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 1.087}, \"38528\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-06-30 20:23:16.000000+00:00\", \"2023-03-01 01:22:14.000000+00:00\", \"2019-05-28 13:16:39.000000+00:00\"], \"session_ids\": [\"5be5d385-5b62-4b98-b21f-3baf5ef74c44\", \"fb565c61-0122-44ea-92e3-196f3719b551\", \"ac24c40d-f95c-4217-b6fa-98556024fbb9\"], \"total_duration\": 403.0, \"total_sessions\": 3, \"mean_week_duration\": 2.056}, \"89132\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-17 12:05:10.000000+00:00\", \"2022-06-27 03:11:08.000000+00:00\"], \"session_ids\": [\"6acefdbf-30e0-4455-8d55-4eed4ffa2242\", \"23585b42-cb27-4b0a-8725-3fb70f6ad1d5\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.37}, \"23523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-08-07 08:12:17.000000+00:00\", \"2019-09-30 02:08:50.000000+00:00\"], \"session_ids\": [\"10b89b6d-16d0-44d4-9b5a-b4f2610e3936\", \"137c6477-6542-4371-b31c-7eebe76fdd27\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 7.778}, \"15720\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-18 20:30:52.000000+00:00\", \"2023-01-19 23:52:26.000000+00:00\"], \"session_ids\": [\"7b5a54de-325e-4c76-b295-84fda1ea637d\", \"50a119a2-28e3-4974-a50d-8fa67484fbb0\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 2.071}, \"7202\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-03-22 14:10:01.000000+00:00\", \"2019-05-30 14:58:03.000000+00:00\", \"2022-01-15 17:57:15.000000+00:00\", \"2020-06-27 08:42:56.000000+00:00\", \"2021-01-12 10:11:03.000000+00:00\"], \"session_ids\": [\"4c5daa0f-1c3b-42e6-95ad-a0a91c5457e3\", \"22e30b88-62d5-480f-b34b-16855037c8ef\", \"33ca9779-8d1c-4625-91e8-601849b1d56d\", \"1b9ae2d0-eeb2-4ba7-9483-f247218aa6ee\", \"3b60b5b2-4dcf-47c3-86a5-758e2b6d8770\"], \"total_duration\": 741.0, \"total_sessions\": 5, \"mean_week_duration\": 5.041}, \"17958\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-16 17:14:21.000000+00:00\", \"2020-09-01 02:22:10.000000+00:00\", \"2022-04-21 07:38:55.000000+00:00\", \"2022-10-03 09:27:45.000000+00:00\", \"2019-01-24 00:36:35.000000+00:00\", \"2020-11-10 10:59:35.000000+00:00\", \"2020-12-10 22:51:12.000000+00:00\", \"2019-11-30 10:02:24.000000+00:00\", \"2020-10-18 17:23:59.000000+00:00\", \"2022-04-08 19:54:25.000000+00:00\"], \"session_ids\": [\"989f4820-b42e-4ec2-bea6-be9f6e2b3cb4\", \"12e1dcdc-f578-4b3d-9e55-50af03fd64b2\", \"76fda844-0061-4778-b35e-81f3122c0686\", \"7d667f60-d36a-4cc1-8032-eea30fa00340\", \"3e16175a-c8e0-4e39-9414-176082488d61\", \"05f897c6-e094-4096-b6b0-c15ab8bea7f6\", \"bce04e07-8a5e-464a-92ab-ff601cf3bfba\", \"1d2cc407-7406-4cb0-8335-5536c5e8932d\", \"ce4b3e41-db60-4079-a429-05c7ee163660\", \"9b93fc3f-abd4-44db-a21a-8d78f141c9a4\"], \"total_duration\": 3537.0, \"total_sessions\": 10, \"mean_week_duration\": 18.326}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"17958\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-16 17:14:21.000000+00:00\", \"2020-09-01 02:22:10.000000+00:00\", \"2022-04-21 07:38:55.000000+00:00\", \"2022-10-03 09:27:45.000000+00:00\", \"2019-01-24 00:36:35.000000+00:00\", \"2020-11-10 10:59:35.000000+00:00\", \"2020-12-10 22:51:12.000000+00:00\", \"2019-11-30 10:02:24.000000+00:00\", \"2020-10-18 17:23:59.000000+00:00\", \"2022-04-08 19:54:25.000000+00:00\"], \"session_ids\": [\"989f4820-b42e-4ec2-bea6-be9f6e2b3cb4\", \"12e1dcdc-f578-4b3d-9e55-50af03fd64b2\", \"76fda844-0061-4778-b35e-81f3122c0686\", \"7d667f60-d36a-4cc1-8032-eea30fa00340\", \"3e16175a-c8e0-4e39-9414-176082488d61\", \"05f897c6-e094-4096-b6b0-c15ab8bea7f6\", \"bce04e07-8a5e-464a-92ab-ff601cf3bfba\", \"1d2cc407-7406-4cb0-8335-5536c5e8932d\", \"ce4b3e41-db60-4079-a429-05c7ee163660\", \"9b93fc3f-abd4-44db-a21a-8d78f141c9a4\"], \"total_duration\": 3537.0, \"total_sessions\": 10, \"mean_week_duration\": 18.326}}, {\"7202\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-03-22 14:10:01.000000+00:00\", \"2019-05-30 14:58:03.000000+00:00\", \"2022-01-15 17:57:15.000000+00:00\", \"2020-06-27 08:42:56.000000+00:00\", \"2021-01-12 10:11:03.000000+00:00\"], \"session_ids\": [\"4c5daa0f-1c3b-42e6-95ad-a0a91c5457e3\", \"22e30b88-62d5-480f-b34b-16855037c8ef\", \"33ca9779-8d1c-4625-91e8-601849b1d56d\", \"1b9ae2d0-eeb2-4ba7-9483-f247218aa6ee\", \"3b60b5b2-4dcf-47c3-86a5-758e2b6d8770\"], \"total_duration\": 741.0, \"total_sessions\": 5, \"mean_week_duration\": 5.041}}, {\"38528\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-06-30 20:23:16.000000+00:00\", \"2023-03-01 01:22:14.000000+00:00\", \"2019-05-28 13:16:39.000000+00:00\"], \"session_ids\": [\"5be5d385-5b62-4b98-b21f-3baf5ef74c44\", \"fb565c61-0122-44ea-92e3-196f3719b551\", \"ac24c40d-f95c-4217-b6fa-98556024fbb9\"], \"total_duration\": 403.0, \"total_sessions\": 3, \"mean_week_duration\": 2.056}}, {\"79716\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-12 13:40:15.000000+00:00\", \"2021-11-22 14:03:52.000000+00:00\"], \"session_ids\": [\"e0c4af75-340f-4a0b-9e7e-7342b0b10f31\", \"913ba35f-3da1-48f9-ae24-378652fe8f56\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 5.13}}, {\"15720\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-10-18 20:30:52.000000+00:00\", \"2023-01-19 23:52:26.000000+00:00\"], \"session_ids\": [\"7b5a54de-325e-4c76-b295-84fda1ea637d\", \"50a119a2-28e3-4974-a50d-8fa67484fbb0\"], \"total_duration\": 352.0, \"total_sessions\": 2, \"mean_week_duration\": 2.071}}, {\"23523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-08-07 08:12:17.000000+00:00\", \"2019-09-30 02:08:50.000000+00:00\"], \"session_ids\": [\"10b89b6d-16d0-44d4-9b5a-b4f2610e3936\", \"137c6477-6542-4371-b31c-7eebe76fdd27\"], \"total_duration\": 350.0, \"total_sessions\": 2, \"mean_week_duration\": 7.778}}, {\"93386\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-18 13:05:59.000000+00:00\", \"2023-02-07 05:12:32.000000+00:00\"], \"session_ids\": [\"ee26c61d-8469-4d65-a025-f03c3fec359e\", \"5c295665-4118-400e-8f35-0932e02f55ca\"], \"total_duration\": 212.0, \"total_sessions\": 2, \"mean_week_duration\": 1.087}}, {\"87005\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-08-14 12:15:08.000000+00:00\", \"2023-04-18 09:03:39.000000+00:00\"], \"session_ids\": [\"adae1396-17b4-47ca-84f6-f3f7a09d24bd\", \"cd4c151b-b6ca-487e-b0c0-d3f80481f024\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 5.306}}, {\"89132\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-17 12:05:10.000000+00:00\", \"2022-06-27 03:11:08.000000+00:00\"], \"session_ids\": [\"6acefdbf-30e0-4455-8d55-4eed4ffa2242\", \"23585b42-cb27-4b0a-8725-3fb70f6ad1d5\"], \"total_duration\": 57.0, \"total_sessions\": 2, \"mean_week_duration\": 0.37}}]\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[{\"17958\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-16 17:14:21.000000+00:00\", \"2020-09-01 02:22:10.000000+00:00\", \"2022-04-21 07:38:55.000000+00:00\", \"2022-10-03 09:27:45.000000+00:00\", \"2019-01-24 00:36:35.000000+00:00\", \"2020-11-10 10:59:35.000000+00:00\", \"2020-12-10 22:51:12.000000+00:00\", \"2019-11-30 10:02:24.000000+00:00\", \"2020-10-18 17:23:59.000000+00:00\", \"2022-04-08 19:54:25.000000+00:00\"], \"session_ids\": [\"989f4820-b42e-4ec2-bea6-be9f6e2b3cb4\", \"12e1dcdc-f578-4b3d-9e55-50af03fd64b2\", \"76fda844-0061-4778-b35e-81f3122c0686\", \"7d667f60-d36a-4cc1-8032-eea30fa00340\", \"3e16175a-c8e0-4e39-9414-176082488d61\", \"05f897c6-e094-4096-b6b0-c15ab8bea7f6\", \"bce04e07-8a5e-464a-92ab-ff601cf3bfba\", \"1d2cc407-7406-4cb0-8335-5536c5e8932d\", \"ce4b3e41-db60-4079-a429-05c7ee163660\", \"9b93fc3f-abd4-44db-a21a-8d78f141c9a4\"], \"total_duration\": 3537.0, \"total_sessions\": 10, \"mean_week_duration\": 18.326}}, {\"7202\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-03-22 14:10:01.000000+00:00\", \"2019-05-30 14:58:03.000000+00:00\", \"2022-01-15 17:57:15.000000+00:00\", \"2020-06-27 08:42:56.000000+00:00\", \"2021-01-12 10:11:03.000000+00:00\"], \"session_ids\": [\"4c5daa0f-1c3b-42e6-95ad-a0a91c5457e3\", \"22e30b88-62d5-480f-b34b-16855037c8ef\", \"33ca9779-8d1c-4625-91e8-601849b1d56d\", \"1b9ae2d0-eeb2-4ba7-9483-f247218aa6ee\", \"3b60b5b2-4dcf-47c3-86a5-758e2b6d8770\"], \"total_duration\": 741.0, \"total_sessions\": 5, \"mean_week_duration\": 5.041}}, {\"38528\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-06-30 20:23:16.000000+00:00\", \"2023-03-01 01:22:14.000000+00:00\", \"2019-05-28 13:16:39.000000+00:00\"], \"session_ids\": [\"5be5d385-5b62-4b98-b21f-3baf5ef74c44\", \"fb565c61-0122-44ea-92e3-196f3719b551\", \"ac24c40d-f95c-4217-b6fa-98556024fbb9\"], \"total_duration\": 403.0, \"total_sessions\": 3, \"mean_week_duration\": 2.056}}, {\"79716\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-12 13:40:15.000000+00:00\", \"2021-11-22 14:03:52.000000+00:00\"], \"session_ids\": [\"e0c4af75-340f-4a0b-9e7e-7342b0b10f31\", \"913ba35f-3da1-48f9-ae24-378652fe8f56\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 5.13}}]\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[{\"17958\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-16 17:14:21.000000+00:00\", \"2020-09-01 02:22:10.000000+00:00\", \"2022-04-21 07:38:55.000000+00:00\", \"2022-10-03 09:27:45.000000+00:00\", \"2019-01-24 00:36:35.000000+00:00\", \"2020-11-10 10:59:35.000000+00:00\", \"2020-12-10 22:51:12.000000+00:00\", \"2019-11-30 10:02:24.000000+00:00\", \"2020-10-18 17:23:59.000000+00:00\", \"2022-04-08 19:54:25.000000+00:00\"], \"session_ids\": [\"989f4820-b42e-4ec2-bea6-be9f6e2b3cb4\", \"12e1dcdc-f578-4b3d-9e55-50af03fd64b2\", \"76fda844-0061-4778-b35e-81f3122c0686\", \"7d667f60-d36a-4cc1-8032-eea30fa00340\", \"3e16175a-c8e0-4e39-9414-176082488d61\", \"05f897c6-e094-4096-b6b0-c15ab8bea7f6\", \"bce04e07-8a5e-464a-92ab-ff601cf3bfba\", \"1d2cc407-7406-4cb0-8335-5536c5e8932d\", \"ce4b3e41-db60-4079-a429-05c7ee163660\", \"9b93fc3f-abd4-44db-a21a-8d78f141c9a4\"], \"total_duration\": 3537.0, \"total_sessions\": 10, \"mean_week_duration\": 18.326}}, {\"7202\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-03-22 14:10:01.000000+00:00\", \"2019-05-30 14:58:03.000000+00:00\", \"2022-01-15 17:57:15.000000+00:00\", \"2020-06-27 08:42:56.000000+00:00\", \"2021-01-12 10:11:03.000000+00:00\"], \"session_ids\": [\"4c5daa0f-1c3b-42e6-95ad-a0a91c5457e3\", \"22e30b88-62d5-480f-b34b-16855037c8ef\", \"33ca9779-8d1c-4625-91e8-601849b1d56d\", \"1b9ae2d0-eeb2-4ba7-9483-f247218aa6ee\", \"3b60b5b2-4dcf-47c3-86a5-758e2b6d8770\"], \"total_duration\": 741.0, \"total_sessions\": 5, \"mean_week_duration\": 5.041}}, {\"38528\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-06-30 20:23:16.000000+00:00\", \"2023-03-01 01:22:14.000000+00:00\", \"2019-05-28 13:16:39.000000+00:00\"], \"session_ids\": [\"5be5d385-5b62-4b98-b21f-3baf5ef74c44\", \"fb565c61-0122-44ea-92e3-196f3719b551\", \"ac24c40d-f95c-4217-b6fa-98556024fbb9\"], \"total_duration\": 403.0, \"total_sessions\": 3, \"mean_week_duration\": 2.056}}, {\"79716\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-12 13:40:15.000000+00:00\", \"2021-11-22 14:03:52.000000+00:00\"], \"session_ids\": [\"e0c4af75-340f-4a0b-9e7e-7342b0b10f31\", \"913ba35f-3da1-48f9-ae24-378652fe8f56\"], \"total_duration\": 395.0, \"total_sessions\": 2, \"mean_week_duration\": 5.13}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about 5 users who have time using the app strictly bigger than 405 and sort by city naming form the highest value to the lowest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"68267\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-03 22:25:18.000000+00:00\", \"2019-05-31 15:47:43.000000+00:00\", \"2022-05-19 12:24:19.000000+00:00\", \"2020-10-31 23:50:51.000000+00:00\", \"2023-05-29 11:25:27.000000+00:00\", \"2023-05-03 02:24:13.000000+00:00\", \"2020-12-10 10:16:36.000000+00:00\", \"2020-04-06 21:35:50.000000+00:00\"], \"session_ids\": [\"a516f19e-36b9-46e5-a4c1-25f87bd19cf1\", \"50c6fa92-51a9-4905-a1f9-aa995cd1daf5\", \"3a950e83-bb06-4d1d-afee-ec492d257b2b\", \"09cb43bf-3f0a-4961-91b9-98f7a9804368\", \"888166fd-74b8-4ac8-b401-85942bcfc4b9\", \"566e8b8a-9a12-4e14-ba37-38be6290b7da\", \"03fd5b8a-58d7-4a1e-9990-461ee7f48083\", \"d1473483-77e5-4fdb-9944-db7dfedc16a0\"], \"total_duration\": 2468.0, \"total_sessions\": 8, \"mean_week_duration\": 11.809}, \"99118\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-11 05:37:15.000000+00:00\", \"2020-01-08 02:30:22.000000+00:00\", \"2023-05-09 01:14:35.000000+00:00\", \"2022-07-20 16:51:43.000000+00:00\", \"2021-11-26 06:16:43.000000+00:00\"], \"session_ids\": [\"455d8b46-3100-4fff-93ed-ef5c9c87538e\", \"398b6bd6-ea62-4ee1-9077-ef9abd9ef237\", \"d05b221d-3fe8-45ff-bd74-d7d1220cfc38\", \"c620cc70-54ca-45d3-86c3-2fdafce0ebde\", \"3298584c-f42d-48cb-99c3-e9d349e192ea\"], \"total_duration\": 935.0, \"total_sessions\": 5, \"mean_week_duration\": 5.374}, \"95256\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-03-27 12:30:10.000000+00:00\", \"2020-04-04 04:57:13.000000+00:00\"], \"session_ids\": [\"87bc1c30-00c9-4fe7-8d7e-da24e78a2248\", \"4bfb16e7-8fe4-4069-91bf-d1f5c0adb3b2\"], \"total_duration\": 394.0, \"total_sessions\": 2, \"mean_week_duration\": 3.788}, \"36793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-27 06:53:09.000000+00:00\", \"2020-06-06 20:32:20.000000+00:00\", \"2021-02-19 19:17:55.000000+00:00\"], \"session_ids\": [\"d0a6213c-079a-4a28-a53f-b61ec5e8942a\", \"22b79d47-8a47-4ec5-a439-af1b4e25f542\", \"d9d4812b-f764-4a34-936c-23d5ecb0cfd2\"], \"total_duration\": 590.0, \"total_sessions\": 3, \"mean_week_duration\": 5.96}, \"37333\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-12-27 23:33:08.000000+00:00\", \"2021-01-23 23:18:45.000000+00:00\"], \"session_ids\": [\"1d1ea571-e7dd-4e25-94f1-4986ae1dd731\", \"4ff17141-3492-4356-8ed1-da7d0590fe02\"], \"total_duration\": 174.0, \"total_sessions\": 2, \"mean_week_duration\": 1.723}, \"8920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-04-17 02:52:34.000000+00:00\", \"2022-01-22 03:37:20.000000+00:00\", \"2019-02-05 01:49:33.000000+00:00\", \"2019-07-11 22:32:12.000000+00:00\"], \"session_ids\": [\"01ecf499-e595-450a-9cde-666dfa5c73bc\", \"603b9066-f6a0-4db3-a754-52df7149902c\", \"6a0b1f3c-0a42-4abd-af5e-93b29a326e93\", \"f482ec8d-4865-4886-a2e8-bb03fddc58fe\"], \"total_duration\": 1673.0, \"total_sessions\": 4, \"mean_week_duration\": 10.794}, \"63030\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-24 10:55:15.000000+00:00\", \"2021-05-14 00:44:08.000000+00:00\"], \"session_ids\": [\"6f4dea39-b782-4bf2-9a29-33eb22b8a34f\", \"78b95634-18b8-4edc-9aab-b8eb6ffaa7e4\"], \"total_duration\": 215.0, \"total_sessions\": 2, \"mean_week_duration\": 5.658}, \"5087\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-01-17 19:25:58.000000+00:00\", \"2023-06-13 16:07:12.000000+00:00\"], \"session_ids\": [\"c924b07f-520e-4570-837a-d192d8b12eeb\", \"d21c0cd6-56b0-4483-84b9-f0edfb2cee71\"], \"total_duration\": 209.0, \"total_sessions\": 2, \"mean_week_duration\": 1.659}, \"4549\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-10 01:39:44.000000+00:00\", \"2021-11-11 20:38:56.000000+00:00\"], \"session_ids\": [\"6a00f86e-e490-4096-979d-7178e7505dde\", \"fd0f26e6-d94d-4cf4-9543-8645f5ed3d98\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 2.682}, \"71764\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2023-06-16 10:05:00.000000+00:00\", \"2022-06-12 03:26:44.000000+00:00\", \"2021-12-06 05:42:35.000000+00:00\", \"2022-09-30 18:31:26.000000+00:00\", \"2021-05-22 17:54:39.000000+00:00\", \"2021-04-13 00:12:21.000000+00:00\"], \"session_ids\": [\"d8fab708-4fff-40ab-a16c-14dcf042c351\", \"87917a6a-b128-4ed4-ba3c-38d62f9baf16\", \"588f8c4f-1582-4f6e-829f-d077a675a9a2\", \"67786a06-cfd2-4b9f-9213-d859c6bcc682\", \"c12628b0-92a4-4080-91ee-3ecce2cae30f\", \"119b25b6-075f-4545-8fa0-a00f3c74d339\"], \"total_duration\": 133.0, \"total_sessions\": 6, \"mean_week_duration\": 1.167}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 405" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[405, 2982]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"68267\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-03 22:25:18.000000+00:00\", \"2019-05-31 15:47:43.000000+00:00\", \"2022-05-19 12:24:19.000000+00:00\", \"2020-10-31 23:50:51.000000+00:00\", \"2023-05-29 11:25:27.000000+00:00\", \"2023-05-03 02:24:13.000000+00:00\", \"2020-12-10 10:16:36.000000+00:00\", \"2020-04-06 21:35:50.000000+00:00\"], \"session_ids\": [\"a516f19e-36b9-46e5-a4c1-25f87bd19cf1\", \"50c6fa92-51a9-4905-a1f9-aa995cd1daf5\", \"3a950e83-bb06-4d1d-afee-ec492d257b2b\", \"09cb43bf-3f0a-4961-91b9-98f7a9804368\", \"888166fd-74b8-4ac8-b401-85942bcfc4b9\", \"566e8b8a-9a12-4e14-ba37-38be6290b7da\", \"03fd5b8a-58d7-4a1e-9990-461ee7f48083\", \"d1473483-77e5-4fdb-9944-db7dfedc16a0\"], \"total_duration\": 2468.0, \"total_sessions\": 8, \"mean_week_duration\": 11.809}, \"99118\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-11 05:37:15.000000+00:00\", \"2020-01-08 02:30:22.000000+00:00\", \"2023-05-09 01:14:35.000000+00:00\", \"2022-07-20 16:51:43.000000+00:00\", \"2021-11-26 06:16:43.000000+00:00\"], \"session_ids\": [\"455d8b46-3100-4fff-93ed-ef5c9c87538e\", \"398b6bd6-ea62-4ee1-9077-ef9abd9ef237\", \"d05b221d-3fe8-45ff-bd74-d7d1220cfc38\", \"c620cc70-54ca-45d3-86c3-2fdafce0ebde\", \"3298584c-f42d-48cb-99c3-e9d349e192ea\"], \"total_duration\": 935.0, \"total_sessions\": 5, \"mean_week_duration\": 5.374}, \"36793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-27 06:53:09.000000+00:00\", \"2020-06-06 20:32:20.000000+00:00\", \"2021-02-19 19:17:55.000000+00:00\"], \"session_ids\": [\"d0a6213c-079a-4a28-a53f-b61ec5e8942a\", \"22b79d47-8a47-4ec5-a439-af1b4e25f542\", \"d9d4812b-f764-4a34-936c-23d5ecb0cfd2\"], \"total_duration\": 590.0, \"total_sessions\": 3, \"mean_week_duration\": 5.96}, \"8920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-04-17 02:52:34.000000+00:00\", \"2022-01-22 03:37:20.000000+00:00\", \"2019-02-05 01:49:33.000000+00:00\", \"2019-07-11 22:32:12.000000+00:00\"], \"session_ids\": [\"01ecf499-e595-450a-9cde-666dfa5c73bc\", \"603b9066-f6a0-4db3-a754-52df7149902c\", \"6a0b1f3c-0a42-4abd-af5e-93b29a326e93\", \"f482ec8d-4865-4886-a2e8-bb03fddc58fe\"], \"total_duration\": 1673.0, \"total_sessions\": 4, \"mean_week_duration\": 10.794}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data descendingly according to city_name attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"68267\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-03 22:25:18.000000+00:00\", \"2019-05-31 15:47:43.000000+00:00\", \"2022-05-19 12:24:19.000000+00:00\", \"2020-10-31 23:50:51.000000+00:00\", \"2023-05-29 11:25:27.000000+00:00\", \"2023-05-03 02:24:13.000000+00:00\", \"2020-12-10 10:16:36.000000+00:00\", \"2020-04-06 21:35:50.000000+00:00\"], \"session_ids\": [\"a516f19e-36b9-46e5-a4c1-25f87bd19cf1\", \"50c6fa92-51a9-4905-a1f9-aa995cd1daf5\", \"3a950e83-bb06-4d1d-afee-ec492d257b2b\", \"09cb43bf-3f0a-4961-91b9-98f7a9804368\", \"888166fd-74b8-4ac8-b401-85942bcfc4b9\", \"566e8b8a-9a12-4e14-ba37-38be6290b7da\", \"03fd5b8a-58d7-4a1e-9990-461ee7f48083\", \"d1473483-77e5-4fdb-9944-db7dfedc16a0\"], \"total_duration\": 2468.0, \"total_sessions\": 8, \"mean_week_duration\": 11.809}}, {\"99118\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-11 05:37:15.000000+00:00\", \"2020-01-08 02:30:22.000000+00:00\", \"2023-05-09 01:14:35.000000+00:00\", \"2022-07-20 16:51:43.000000+00:00\", \"2021-11-26 06:16:43.000000+00:00\"], \"session_ids\": [\"455d8b46-3100-4fff-93ed-ef5c9c87538e\", \"398b6bd6-ea62-4ee1-9077-ef9abd9ef237\", \"d05b221d-3fe8-45ff-bd74-d7d1220cfc38\", \"c620cc70-54ca-45d3-86c3-2fdafce0ebde\", \"3298584c-f42d-48cb-99c3-e9d349e192ea\"], \"total_duration\": 935.0, \"total_sessions\": 5, \"mean_week_duration\": 5.374}}, {\"8920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-04-17 02:52:34.000000+00:00\", \"2022-01-22 03:37:20.000000+00:00\", \"2019-02-05 01:49:33.000000+00:00\", \"2019-07-11 22:32:12.000000+00:00\"], \"session_ids\": [\"01ecf499-e595-450a-9cde-666dfa5c73bc\", \"603b9066-f6a0-4db3-a754-52df7149902c\", \"6a0b1f3c-0a42-4abd-af5e-93b29a326e93\", \"f482ec8d-4865-4886-a2e8-bb03fddc58fe\"], \"total_duration\": 1673.0, \"total_sessions\": 4, \"mean_week_duration\": 10.794}}, {\"36793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-27 06:53:09.000000+00:00\", \"2020-06-06 20:32:20.000000+00:00\", \"2021-02-19 19:17:55.000000+00:00\"], \"session_ids\": [\"d0a6213c-079a-4a28-a53f-b61ec5e8942a\", \"22b79d47-8a47-4ec5-a439-af1b4e25f542\", \"d9d4812b-f764-4a34-936c-23d5ecb0cfd2\"], \"total_duration\": 590.0, \"total_sessions\": 3, \"mean_week_duration\": 5.96}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 5 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 5, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"68267\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-03 22:25:18.000000+00:00\", \"2019-05-31 15:47:43.000000+00:00\", \"2022-05-19 12:24:19.000000+00:00\", \"2020-10-31 23:50:51.000000+00:00\", \"2023-05-29 11:25:27.000000+00:00\", \"2023-05-03 02:24:13.000000+00:00\", \"2020-12-10 10:16:36.000000+00:00\", \"2020-04-06 21:35:50.000000+00:00\"], \"session_ids\": [\"a516f19e-36b9-46e5-a4c1-25f87bd19cf1\", \"50c6fa92-51a9-4905-a1f9-aa995cd1daf5\", \"3a950e83-bb06-4d1d-afee-ec492d257b2b\", \"09cb43bf-3f0a-4961-91b9-98f7a9804368\", \"888166fd-74b8-4ac8-b401-85942bcfc4b9\", \"566e8b8a-9a12-4e14-ba37-38be6290b7da\", \"03fd5b8a-58d7-4a1e-9990-461ee7f48083\", \"d1473483-77e5-4fdb-9944-db7dfedc16a0\"], \"total_duration\": 2468.0, \"total_sessions\": 8, \"mean_week_duration\": 11.809}}, {\"99118\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-11 05:37:15.000000+00:00\", \"2020-01-08 02:30:22.000000+00:00\", \"2023-05-09 01:14:35.000000+00:00\", \"2022-07-20 16:51:43.000000+00:00\", \"2021-11-26 06:16:43.000000+00:00\"], \"session_ids\": [\"455d8b46-3100-4fff-93ed-ef5c9c87538e\", \"398b6bd6-ea62-4ee1-9077-ef9abd9ef237\", \"d05b221d-3fe8-45ff-bd74-d7d1220cfc38\", \"c620cc70-54ca-45d3-86c3-2fdafce0ebde\", \"3298584c-f42d-48cb-99c3-e9d349e192ea\"], \"total_duration\": 935.0, \"total_sessions\": 5, \"mean_week_duration\": 5.374}}, {\"8920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-04-17 02:52:34.000000+00:00\", \"2022-01-22 03:37:20.000000+00:00\", \"2019-02-05 01:49:33.000000+00:00\", \"2019-07-11 22:32:12.000000+00:00\"], \"session_ids\": [\"01ecf499-e595-450a-9cde-666dfa5c73bc\", \"603b9066-f6a0-4db3-a754-52df7149902c\", \"6a0b1f3c-0a42-4abd-af5e-93b29a326e93\", \"f482ec8d-4865-4886-a2e8-bb03fddc58fe\"], \"total_duration\": 1673.0, \"total_sessions\": 4, \"mean_week_duration\": 10.794}}, {\"36793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-27 06:53:09.000000+00:00\", \"2020-06-06 20:32:20.000000+00:00\", \"2021-02-19 19:17:55.000000+00:00\"], \"session_ids\": [\"d0a6213c-079a-4a28-a53f-b61ec5e8942a\", \"22b79d47-8a47-4ec5-a439-af1b4e25f542\", \"d9d4812b-f764-4a34-936c-23d5ecb0cfd2\"], \"total_duration\": 590.0, \"total_sessions\": 3, \"mean_week_duration\": 5.96}}]\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[{\"68267\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2022-09-03 22:25:18.000000+00:00\", \"2019-05-31 15:47:43.000000+00:00\", \"2022-05-19 12:24:19.000000+00:00\", \"2020-10-31 23:50:51.000000+00:00\", \"2023-05-29 11:25:27.000000+00:00\", \"2023-05-03 02:24:13.000000+00:00\", \"2020-12-10 10:16:36.000000+00:00\", \"2020-04-06 21:35:50.000000+00:00\"], \"session_ids\": [\"a516f19e-36b9-46e5-a4c1-25f87bd19cf1\", \"50c6fa92-51a9-4905-a1f9-aa995cd1daf5\", \"3a950e83-bb06-4d1d-afee-ec492d257b2b\", \"09cb43bf-3f0a-4961-91b9-98f7a9804368\", \"888166fd-74b8-4ac8-b401-85942bcfc4b9\", \"566e8b8a-9a12-4e14-ba37-38be6290b7da\", \"03fd5b8a-58d7-4a1e-9990-461ee7f48083\", \"d1473483-77e5-4fdb-9944-db7dfedc16a0\"], \"total_duration\": 2468.0, \"total_sessions\": 8, \"mean_week_duration\": 11.809}}, {\"99118\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-07-11 05:37:15.000000+00:00\", \"2020-01-08 02:30:22.000000+00:00\", \"2023-05-09 01:14:35.000000+00:00\", \"2022-07-20 16:51:43.000000+00:00\", \"2021-11-26 06:16:43.000000+00:00\"], \"session_ids\": [\"455d8b46-3100-4fff-93ed-ef5c9c87538e\", \"398b6bd6-ea62-4ee1-9077-ef9abd9ef237\", \"d05b221d-3fe8-45ff-bd74-d7d1220cfc38\", \"c620cc70-54ca-45d3-86c3-2fdafce0ebde\", \"3298584c-f42d-48cb-99c3-e9d349e192ea\"], \"total_duration\": 935.0, \"total_sessions\": 5, \"mean_week_duration\": 5.374}}, {\"8920\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2021-04-17 02:52:34.000000+00:00\", \"2022-01-22 03:37:20.000000+00:00\", \"2019-02-05 01:49:33.000000+00:00\", \"2019-07-11 22:32:12.000000+00:00\"], \"session_ids\": [\"01ecf499-e595-450a-9cde-666dfa5c73bc\", \"603b9066-f6a0-4db3-a754-52df7149902c\", \"6a0b1f3c-0a42-4abd-af5e-93b29a326e93\", \"f482ec8d-4865-4886-a2e8-bb03fddc58fe\"], \"total_duration\": 1673.0, \"total_sessions\": 4, \"mean_week_duration\": 10.794}}, {\"36793\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-04-27 06:53:09.000000+00:00\", \"2020-06-06 20:32:20.000000+00:00\", \"2021-02-19 19:17:55.000000+00:00\"], \"session_ids\": [\"d0a6213c-079a-4a28-a53f-b61ec5e8942a\", \"22b79d47-8a47-4ec5-a439-af1b4e25f542\", \"d9d4812b-f764-4a34-936c-23d5ecb0cfd2\"], \"total_duration\": 590.0, \"total_sessions\": 3, \"mean_week_duration\": 5.96}}]\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 users whose site usage time per week is smaller than 10 (not including) , carry out sorting by city_name ascendingly." } ]
[ { "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{\"85195\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-18 10:36:08.000000+00:00\", \"2022-08-30 21:13:03.000000+00:00\"], \"session_ids\": [\"513cbc36-8337-49c6-bd2f-6f1790b349ab\", \"e7866ae3-eecd-4aa6-8961-0178231fcd80\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 2.775}, \"94976\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-24 01:14:49.000000+00:00\", \"2022-03-13 14:12:27.000000+00:00\", \"2023-01-04 19:26:37.000000+00:00\", \"2020-08-24 04:15:18.000000+00:00\", \"2020-04-12 16:49:26.000000+00:00\", \"2022-07-11 08:34:46.000000+00:00\"], \"session_ids\": [\"2cae6c7f-5888-4def-a04e-3bb890a51ecf\", \"93cdd141-628a-436a-a692-51445e7602b1\", \"9743fafc-360f-4b40-b703-dcc26fb7976b\", \"8a59e42c-1a65-4150-9f27-2760bca8dc42\", \"8ed8d717-878d-4f49-8a00-215c53b02896\", \"108532c7-6791-47c5-b947-06a6f5db3e50\"], \"total_duration\": 496.0, \"total_sessions\": 6, \"mean_week_duration\": 3.469}, \"26111\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-16 19:25:32.000000+00:00\", \"2022-05-16 19:58:43.000000+00:00\", \"2020-09-22 12:12:10.000000+00:00\"], \"session_ids\": [\"11bcb0d8-dea9-441f-883f-4fca2c28de6c\", \"23b0088d-7846-41d4-a033-25eefccbe017\", \"19474f0a-df5e-4698-8583-4b18e45af58b\"], \"total_duration\": 107.0, \"total_sessions\": 3, \"mean_week_duration\": 1.244}, \"55860\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-04-04 22:54:16.000000+00:00\", \"2023-06-17 06:54:03.000000+00:00\", \"2020-01-30 01:48:53.000000+00:00\"], \"session_ids\": [\"6c5e02c6-5c0a-420d-b0cc-ff9544ef87fe\", \"4859fa63-dcb3-462d-b078-fde5cdb6c346\", \"8925fdf4-96fc-4345-836e-9853e8e89741\"], \"total_duration\": 1090.0, \"total_sessions\": 3, \"mean_week_duration\": 6.158}, \"48474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-24 11:44:30.000000+00:00\", \"2021-09-22 10:13:26.000000+00:00\", \"2022-03-17 01:18:34.000000+00:00\"], \"session_ids\": [\"d000c84c-4b59-4ca7-8e40-70135c503ee9\", \"a33918a8-e860-4523-8e0e-f51e25d423ae\", \"eacd4630-30c7-419a-95d8-0dcdd379fe2c\"], \"total_duration\": 216.0, \"total_sessions\": 3, \"mean_week_duration\": 1.929}, \"83350\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-13 20:17:20.000000+00:00\", \"2020-01-19 08:06:42.000000+00:00\", \"2021-10-30 10:57:20.000000+00:00\", \"2021-11-13 10:36:30.000000+00:00\", \"2022-12-07 18:41:33.000000+00:00\", \"2022-12-11 05:41:48.000000+00:00\"], \"session_ids\": [\"9bd7b8ae-10df-451b-b3ba-691607a49f07\", \"45018b79-d4d1-4652-826a-3c753ffb0785\", \"a858d7da-b624-4307-93c8-f2bfc68a0a08\", \"45388d36-dd2f-40c9-a2bf-e0ad67ca4e64\", \"c3093115-41b5-4565-87c4-09568ecc5737\", \"54373a06-9528-4120-b63e-b87b5493a365\"], \"total_duration\": 88.0, \"total_sessions\": 6, \"mean_week_duration\": 0.583}, \"81476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-14 16:13:18.000000+00:00\", \"2020-03-14 06:46:12.000000+00:00\", \"2021-11-10 20:08:27.000000+00:00\", \"2020-01-10 21:44:13.000000+00:00\"], \"session_ids\": [\"d5f0ba1f-de6b-469b-8230-c9827e32798d\", \"a22219e9-5e8d-4031-923e-239fb677235d\", \"8aa97575-759b-4427-a150-ed3ca8402239\", \"837c1ab1-476b-4055-b5be-0bc24c12b11c\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 0.482}, \"15482\": {\"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\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-05-28 00:21:32.000000+00:00\", \"2022-02-03 15:22:16.000000+00:00\", \"2019-04-17 12:09:34.000000+00:00\", \"2022-02-13 21:03:14.000000+00:00\", \"2021-01-28 03:48:24.000000+00:00\"], \"session_ids\": [\"5a584ef3-3a00-482c-99ad-fb58fd99f362\", \"d957c8ed-3f66-4124-bab7-c60606625f3f\", \"00794a59-e8aa-4759-a248-b5d788297850\", \"bce66636-5ce5-4a72-a574-ad06d3b7b58b\", \"4cb60870-c672-4bf9-9280-922586f7e226\"], \"total_duration\": 2503.0, \"total_sessions\": 5, \"mean_week_duration\": 16.912}, \"11304\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-10-28 08:59:44.000000+00:00\", \"2022-04-10 17:50:15.000000+00:00\", \"2019-03-03 10:57:01.000000+00:00\", \"2021-10-01 07:28:25.000000+00:00\", \"2022-01-13 10:29:00.000000+00:00\", \"2019-01-24 08:20:12.000000+00:00\", \"2022-03-23 00:43:10.000000+00:00\", \"2021-04-20 01:52:49.000000+00:00\", \"2023-01-15 09:37:16.000000+00:00\"], \"session_ids\": [\"f8237c65-d16b-4fd7-992d-c0da78bd91e0\", \"cb397b7e-bdc6-40e3-809a-97880a3430ce\", \"bd6e0429-f2de-424c-b3fe-4f8194fcc6f6\", \"fd649223-2165-499d-bf97-15bd2b7a58e7\", \"cf77a848-e6a6-454f-acce-1cb4bd29317e\", \"463357e6-2916-44da-8dfb-2f000a5a7a18\", \"64dc2111-88cd-40b9-8124-f484745e0029\", \"fda7c00b-904e-4645-a7c6-e19c4c205e7e\", \"8c3bdcf9-40a9-47a6-8d98-1da2e53c5286\"], \"total_duration\": 5229.0, \"total_sessions\": 9, \"mean_week_duration\": 25.139}, \"59383\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-01-06 03:22:54.000000+00:00\", \"2019-06-07 03:53:27.000000+00:00\"], \"session_ids\": [\"615d4294-0dc3-4b74-9155-a6a84c6feaf2\", \"fd457e97-dce8-42df-84d8-e3b896ac7e83\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 1.806}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are less than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\"]]}, \"all_values\": {\"mean_week_duration\": [[10, 30]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"85195\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-18 10:36:08.000000+00:00\", \"2022-08-30 21:13:03.000000+00:00\"], \"session_ids\": [\"513cbc36-8337-49c6-bd2f-6f1790b349ab\", \"e7866ae3-eecd-4aa6-8961-0178231fcd80\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 2.775}, \"94976\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-24 01:14:49.000000+00:00\", \"2022-03-13 14:12:27.000000+00:00\", \"2023-01-04 19:26:37.000000+00:00\", \"2020-08-24 04:15:18.000000+00:00\", \"2020-04-12 16:49:26.000000+00:00\", \"2022-07-11 08:34:46.000000+00:00\"], \"session_ids\": [\"2cae6c7f-5888-4def-a04e-3bb890a51ecf\", \"93cdd141-628a-436a-a692-51445e7602b1\", \"9743fafc-360f-4b40-b703-dcc26fb7976b\", \"8a59e42c-1a65-4150-9f27-2760bca8dc42\", \"8ed8d717-878d-4f49-8a00-215c53b02896\", \"108532c7-6791-47c5-b947-06a6f5db3e50\"], \"total_duration\": 496.0, \"total_sessions\": 6, \"mean_week_duration\": 3.469}, \"26111\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-16 19:25:32.000000+00:00\", \"2022-05-16 19:58:43.000000+00:00\", \"2020-09-22 12:12:10.000000+00:00\"], \"session_ids\": [\"11bcb0d8-dea9-441f-883f-4fca2c28de6c\", \"23b0088d-7846-41d4-a033-25eefccbe017\", \"19474f0a-df5e-4698-8583-4b18e45af58b\"], \"total_duration\": 107.0, \"total_sessions\": 3, \"mean_week_duration\": 1.244}, \"55860\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-04-04 22:54:16.000000+00:00\", \"2023-06-17 06:54:03.000000+00:00\", \"2020-01-30 01:48:53.000000+00:00\"], \"session_ids\": [\"6c5e02c6-5c0a-420d-b0cc-ff9544ef87fe\", \"4859fa63-dcb3-462d-b078-fde5cdb6c346\", \"8925fdf4-96fc-4345-836e-9853e8e89741\"], \"total_duration\": 1090.0, \"total_sessions\": 3, \"mean_week_duration\": 6.158}, \"48474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-24 11:44:30.000000+00:00\", \"2021-09-22 10:13:26.000000+00:00\", \"2022-03-17 01:18:34.000000+00:00\"], \"session_ids\": [\"d000c84c-4b59-4ca7-8e40-70135c503ee9\", \"a33918a8-e860-4523-8e0e-f51e25d423ae\", \"eacd4630-30c7-419a-95d8-0dcdd379fe2c\"], \"total_duration\": 216.0, \"total_sessions\": 3, \"mean_week_duration\": 1.929}, \"83350\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-13 20:17:20.000000+00:00\", \"2020-01-19 08:06:42.000000+00:00\", \"2021-10-30 10:57:20.000000+00:00\", \"2021-11-13 10:36:30.000000+00:00\", \"2022-12-07 18:41:33.000000+00:00\", \"2022-12-11 05:41:48.000000+00:00\"], \"session_ids\": [\"9bd7b8ae-10df-451b-b3ba-691607a49f07\", \"45018b79-d4d1-4652-826a-3c753ffb0785\", \"a858d7da-b624-4307-93c8-f2bfc68a0a08\", \"45388d36-dd2f-40c9-a2bf-e0ad67ca4e64\", \"c3093115-41b5-4565-87c4-09568ecc5737\", \"54373a06-9528-4120-b63e-b87b5493a365\"], \"total_duration\": 88.0, \"total_sessions\": 6, \"mean_week_duration\": 0.583}, \"81476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-14 16:13:18.000000+00:00\", \"2020-03-14 06:46:12.000000+00:00\", \"2021-11-10 20:08:27.000000+00:00\", \"2020-01-10 21:44:13.000000+00:00\"], \"session_ids\": [\"d5f0ba1f-de6b-469b-8230-c9827e32798d\", \"a22219e9-5e8d-4031-923e-239fb677235d\", \"8aa97575-759b-4427-a150-ed3ca8402239\", \"837c1ab1-476b-4055-b5be-0bc24c12b11c\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 0.482}, \"59383\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-01-06 03:22:54.000000+00:00\", \"2019-06-07 03:53:27.000000+00:00\"], \"session_ids\": [\"615d4294-0dc3-4b74-9155-a6a84c6feaf2\", \"fd457e97-dce8-42df-84d8-e3b896ac7e83\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 1.806}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"55860\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-04-04 22:54:16.000000+00:00\", \"2023-06-17 06:54:03.000000+00:00\", \"2020-01-30 01:48:53.000000+00:00\"], \"session_ids\": [\"6c5e02c6-5c0a-420d-b0cc-ff9544ef87fe\", \"4859fa63-dcb3-462d-b078-fde5cdb6c346\", \"8925fdf4-96fc-4345-836e-9853e8e89741\"], \"total_duration\": 1090.0, \"total_sessions\": 3, \"mean_week_duration\": 6.158}}, {\"59383\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-01-06 03:22:54.000000+00:00\", \"2019-06-07 03:53:27.000000+00:00\"], \"session_ids\": [\"615d4294-0dc3-4b74-9155-a6a84c6feaf2\", \"fd457e97-dce8-42df-84d8-e3b896ac7e83\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 1.806}}, {\"94976\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-24 01:14:49.000000+00:00\", \"2022-03-13 14:12:27.000000+00:00\", \"2023-01-04 19:26:37.000000+00:00\", \"2020-08-24 04:15:18.000000+00:00\", \"2020-04-12 16:49:26.000000+00:00\", \"2022-07-11 08:34:46.000000+00:00\"], \"session_ids\": [\"2cae6c7f-5888-4def-a04e-3bb890a51ecf\", \"93cdd141-628a-436a-a692-51445e7602b1\", \"9743fafc-360f-4b40-b703-dcc26fb7976b\", \"8a59e42c-1a65-4150-9f27-2760bca8dc42\", \"8ed8d717-878d-4f49-8a00-215c53b02896\", \"108532c7-6791-47c5-b947-06a6f5db3e50\"], \"total_duration\": 496.0, \"total_sessions\": 6, \"mean_week_duration\": 3.469}}, {\"26111\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-16 19:25:32.000000+00:00\", \"2022-05-16 19:58:43.000000+00:00\", \"2020-09-22 12:12:10.000000+00:00\"], \"session_ids\": [\"11bcb0d8-dea9-441f-883f-4fca2c28de6c\", \"23b0088d-7846-41d4-a033-25eefccbe017\", \"19474f0a-df5e-4698-8583-4b18e45af58b\"], \"total_duration\": 107.0, \"total_sessions\": 3, \"mean_week_duration\": 1.244}}, {\"48474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-24 11:44:30.000000+00:00\", \"2021-09-22 10:13:26.000000+00:00\", \"2022-03-17 01:18:34.000000+00:00\"], \"session_ids\": [\"d000c84c-4b59-4ca7-8e40-70135c503ee9\", \"a33918a8-e860-4523-8e0e-f51e25d423ae\", \"eacd4630-30c7-419a-95d8-0dcdd379fe2c\"], \"total_duration\": 216.0, \"total_sessions\": 3, \"mean_week_duration\": 1.929}}, {\"85195\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-18 10:36:08.000000+00:00\", \"2022-08-30 21:13:03.000000+00:00\"], \"session_ids\": [\"513cbc36-8337-49c6-bd2f-6f1790b349ab\", \"e7866ae3-eecd-4aa6-8961-0178231fcd80\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 2.775}}, {\"83350\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-13 20:17:20.000000+00:00\", \"2020-01-19 08:06:42.000000+00:00\", \"2021-10-30 10:57:20.000000+00:00\", \"2021-11-13 10:36:30.000000+00:00\", \"2022-12-07 18:41:33.000000+00:00\", \"2022-12-11 05:41:48.000000+00:00\"], \"session_ids\": [\"9bd7b8ae-10df-451b-b3ba-691607a49f07\", \"45018b79-d4d1-4652-826a-3c753ffb0785\", \"a858d7da-b624-4307-93c8-f2bfc68a0a08\", \"45388d36-dd2f-40c9-a2bf-e0ad67ca4e64\", \"c3093115-41b5-4565-87c4-09568ecc5737\", \"54373a06-9528-4120-b63e-b87b5493a365\"], \"total_duration\": 88.0, \"total_sessions\": 6, \"mean_week_duration\": 0.583}}, {\"81476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-14 16:13:18.000000+00:00\", \"2020-03-14 06:46:12.000000+00:00\", \"2021-11-10 20:08:27.000000+00:00\", \"2020-01-10 21:44:13.000000+00:00\"], \"session_ids\": [\"d5f0ba1f-de6b-469b-8230-c9827e32798d\", \"a22219e9-5e8d-4031-923e-239fb677235d\", \"8aa97575-759b-4427-a150-ed3ca8402239\", \"837c1ab1-476b-4055-b5be-0bc24c12b11c\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 0.482}}]\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[{\"55860\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-04-04 22:54:16.000000+00:00\", \"2023-06-17 06:54:03.000000+00:00\", \"2020-01-30 01:48:53.000000+00:00\"], \"session_ids\": [\"6c5e02c6-5c0a-420d-b0cc-ff9544ef87fe\", \"4859fa63-dcb3-462d-b078-fde5cdb6c346\", \"8925fdf4-96fc-4345-836e-9853e8e89741\"], \"total_duration\": 1090.0, \"total_sessions\": 3, \"mean_week_duration\": 6.158}}, {\"59383\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-01-06 03:22:54.000000+00:00\", \"2019-06-07 03:53:27.000000+00:00\"], \"session_ids\": [\"615d4294-0dc3-4b74-9155-a6a84c6feaf2\", \"fd457e97-dce8-42df-84d8-e3b896ac7e83\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 1.806}}, {\"94976\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-01-24 01:14:49.000000+00:00\", \"2022-03-13 14:12:27.000000+00:00\", \"2023-01-04 19:26:37.000000+00:00\", \"2020-08-24 04:15:18.000000+00:00\", \"2020-04-12 16:49:26.000000+00:00\", \"2022-07-11 08:34:46.000000+00:00\"], \"session_ids\": [\"2cae6c7f-5888-4def-a04e-3bb890a51ecf\", \"93cdd141-628a-436a-a692-51445e7602b1\", \"9743fafc-360f-4b40-b703-dcc26fb7976b\", \"8a59e42c-1a65-4150-9f27-2760bca8dc42\", \"8ed8d717-878d-4f49-8a00-215c53b02896\", \"108532c7-6791-47c5-b947-06a6f5db3e50\"], \"total_duration\": 496.0, \"total_sessions\": 6, \"mean_week_duration\": 3.469}}, {\"26111\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-05-16 19:25:32.000000+00:00\", \"2022-05-16 19:58:43.000000+00:00\", \"2020-09-22 12:12:10.000000+00:00\"], \"session_ids\": [\"11bcb0d8-dea9-441f-883f-4fca2c28de6c\", \"23b0088d-7846-41d4-a033-25eefccbe017\", \"19474f0a-df5e-4698-8583-4b18e45af58b\"], \"total_duration\": 107.0, \"total_sessions\": 3, \"mean_week_duration\": 1.244}}, {\"48474\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-01-24 11:44:30.000000+00:00\", \"2021-09-22 10:13:26.000000+00:00\", \"2022-03-17 01:18:34.000000+00:00\"], \"session_ids\": [\"d000c84c-4b59-4ca7-8e40-70135c503ee9\", \"a33918a8-e860-4523-8e0e-f51e25d423ae\", \"eacd4630-30c7-419a-95d8-0dcdd379fe2c\"], \"total_duration\": 216.0, \"total_sessions\": 3, \"mean_week_duration\": 1.929}}, {\"85195\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 4, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-09-18 10:36:08.000000+00:00\", \"2022-08-30 21:13:03.000000+00:00\"], \"session_ids\": [\"513cbc36-8337-49c6-bd2f-6f1790b349ab\", \"e7866ae3-eecd-4aa6-8961-0178231fcd80\"], \"total_duration\": 283.0, \"total_sessions\": 2, \"mean_week_duration\": 2.775}}, {\"83350\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-03-13 20:17:20.000000+00:00\", \"2020-01-19 08:06:42.000000+00:00\", \"2021-10-30 10:57:20.000000+00:00\", \"2021-11-13 10:36:30.000000+00:00\", \"2022-12-07 18:41:33.000000+00:00\", \"2022-12-11 05:41:48.000000+00:00\"], \"session_ids\": [\"9bd7b8ae-10df-451b-b3ba-691607a49f07\", \"45018b79-d4d1-4652-826a-3c753ffb0785\", \"a858d7da-b624-4307-93c8-f2bfc68a0a08\", \"45388d36-dd2f-40c9-a2bf-e0ad67ca4e64\", \"c3093115-41b5-4565-87c4-09568ecc5737\", \"54373a06-9528-4120-b63e-b87b5493a365\"], \"total_duration\": 88.0, \"total_sessions\": 6, \"mean_week_duration\": 0.583}}, {\"81476\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-14 16:13:18.000000+00:00\", \"2020-03-14 06:46:12.000000+00:00\", \"2021-11-10 20:08:27.000000+00:00\", \"2020-01-10 21:44:13.000000+00:00\"], \"session_ids\": [\"d5f0ba1f-de6b-469b-8230-c9827e32798d\", \"a22219e9-5e8d-4031-923e-239fb677235d\", \"8aa97575-759b-4427-a150-ed3ca8402239\", \"837c1ab1-476b-4055-b5be-0bc24c12b11c\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 0.482}}]\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 7 users whose sum of duration of sessions per week is smaller than 14 and in addition carry out sorting by city naming in ascending order." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"5454\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-07-16 08:45:40.000000+00:00\", \"2019-08-27 14:09:22.000000+00:00\", \"2019-09-26 14:09:49.000000+00:00\", \"2019-01-10 01:00:00.000000+00:00\", \"2022-05-15 02:30:18.000000+00:00\", \"2019-03-15 00:09:08.000000+00:00\"], \"session_ids\": [\"ce6dc5dc-e53e-45a1-a332-21a030e64c31\", \"199e5582-84b0-47cc-a14f-522a8bd1105c\", \"3dc1eeca-bba5-4318-a5ab-22abc4396937\", \"98ca22c3-4b79-4741-97c3-3ff72f1c56a4\", \"43a01eb0-706d-444b-a856-64f7d604c9fd\", \"e24e8979-7680-4e86-8706-cdf8febc3c50\"], \"total_duration\": 3262.0, \"total_sessions\": 6, \"mean_week_duration\": 18.64}, \"27617\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-02-28 21:23:59.000000+00:00\", \"2022-10-29 14:44:56.000000+00:00\"], \"session_ids\": [\"419067a0-08a3-45bf-bb32-a23809cb5cf5\", \"d3cdbb32-bbbf-447e-a73c-0e868e33193c\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.82}, \"91991\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-07-14 22:43:14.000000+00:00\", \"2022-06-16 07:38:13.000000+00:00\", \"2020-02-23 17:26:19.000000+00:00\", \"2019-10-21 11:30:13.000000+00:00\", \"2020-06-30 22:49:44.000000+00:00\", \"2019-03-28 06:46:33.000000+00:00\", \"2019-03-19 06:28:47.000000+00:00\"], \"session_ids\": [\"b8fb89a3-7369-4a59-861e-90e241c5df2f\", \"c4070790-4e30-4899-a583-99974a01ff14\", \"a8f3f489-8620-47d9-960e-d5b3f8b54461\", \"dba3030c-1a48-4e72-b773-28d921c55c11\", \"a0651e76-bbca-419a-9fd9-68d5ac10f52d\", \"7c3f464e-c5fd-41c3-add8-7e0f9863fa7e\", \"29cdd6fd-c98a-4203-bdfd-538bc621c426\"], \"total_duration\": 6871.0, \"total_sessions\": 7, \"mean_week_duration\": 40.418}, \"85125\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-22 08:09:56.000000+00:00\", \"2021-02-26 00:20:09.000000+00:00\", \"2023-01-10 14:36:07.000000+00:00\", \"2021-09-05 00:56:41.000000+00:00\"], \"session_ids\": [\"4650b982-bb3e-4924-8b4f-1a1380de005b\", \"7e318e55-d28a-4c70-bd18-e3b4a0a17b11\", \"e2f16549-8208-4666-aa1d-631470924829\", \"7738f401-e2db-492c-afa7-76591a7f3b35\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 0.837}, \"30238\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-12-31 19:02:11.000000+00:00\", \"2020-12-04 02:49:42.000000+00:00\", \"2020-10-28 08:23:06.000000+00:00\", \"2023-03-05 05:45:08.000000+00:00\", \"2023-02-03 11:21:11.000000+00:00\", \"2022-04-13 14:29:18.000000+00:00\", \"2022-09-22 06:41:22.000000+00:00\", \"2023-06-10 02:44:07.000000+00:00\", \"2021-10-10 20:25:47.000000+00:00\", \"2022-10-28 11:35:06.000000+00:00\"], \"session_ids\": [\"1402494e-f436-475f-afc2-0facb1bef764\", \"877fedf6-2248-46b5-b2f0-43a505584c47\", \"6d563be7-ea09-4222-87d0-97deb72a2bd7\", \"1f65fa2b-885a-4490-925c-07de8c20fc41\", \"7a92b360-43c8-463f-969c-d047139cb86e\", \"7a0670f6-58f1-420e-bd81-e4b980886d57\", \"8ae85063-3ba2-4ee7-b246-bcafa297e189\", \"6afa5a06-e468-472a-9aaf-46a6545a4966\", \"c723fb6b-8ac3-4631-a8ef-45a79bf34074\", \"57494e15-3893-4e98-9282-45159ae16f7a\"], \"total_duration\": 5100.0, \"total_sessions\": 10, \"mean_week_duration\": 37.226}, \"74011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-02-23 01:15:49.000000+00:00\", \"2022-08-22 20:04:13.000000+00:00\"], \"session_ids\": [\"1752ebdf-3ce9-4963-8304-33ea9e45500b\", \"031cd299-1eb0-4dfe-bcb8-a6cb664d3bac\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.284}, \"66392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-21 21:59:59.000000+00:00\", \"2021-03-19 19:38:23.000000+00:00\"], \"session_ids\": [\"05f6d0c3-dcc2-4558-921a-0e47ba1d6da0\", \"077b449e-9ca2-4221-a212-0180559dfaa9\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 10.452}, \"60717\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-20 18:53:10.000000+00:00\", \"2022-03-16 14:15:30.000000+00:00\"], \"session_ids\": [\"5f24d512-0ff7-482f-bb1e-037a6543f9ce\", \"e04264c0-abe3-470e-a579-b00e20329977\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 7.038}, \"68777\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-05-01 21:10:15.000000+00:00\", \"2022-10-13 09:55:45.000000+00:00\", \"2022-04-09 02:47:00.000000+00:00\", \"2020-08-24 18:15:32.000000+00:00\", \"2020-09-09 00:29:32.000000+00:00\", \"2021-02-13 08:00:54.000000+00:00\", \"2021-08-21 03:18:24.000000+00:00\", \"2020-11-27 05:14:58.000000+00:00\"], \"session_ids\": [\"9dd6fbf4-6aa2-4694-b069-757a6b651d9e\", \"e5b40c50-c1f2-4b86-8482-e6dd6062952c\", \"644b60b2-7c61-445e-a27b-5fc046459ec1\", \"1d1f497c-0f72-49a3-b424-d3ea2008eb00\", \"2ec5e84f-825a-4a13-a081-bb6d51203af4\", \"1cf0ec6c-f257-43cb-843d-151523238c2e\", \"66f48535-3b06-4092-8d46-9c7c5b3f6cf2\", \"9e239928-c98e-4ea9-9b53-31e1645b7cf2\"], \"total_duration\": 9820.0, \"total_sessions\": 8, \"mean_week_duration\": 87.679}, \"82649\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-24 15:55:30.000000+00:00\", \"2019-10-26 13:25:31.000000+00:00\"], \"session_ids\": [\"370c2249-a2ab-4994-b760-1d2d9fd02569\", \"438e233a-8ec4-44f4-aa39-92cf9e3dedf5\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 3.678}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or less than 14" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[14, 36]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"27617\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-02-28 21:23:59.000000+00:00\", \"2022-10-29 14:44:56.000000+00:00\"], \"session_ids\": [\"419067a0-08a3-45bf-bb32-a23809cb5cf5\", \"d3cdbb32-bbbf-447e-a73c-0e868e33193c\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.82}, \"85125\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-22 08:09:56.000000+00:00\", \"2021-02-26 00:20:09.000000+00:00\", \"2023-01-10 14:36:07.000000+00:00\", \"2021-09-05 00:56:41.000000+00:00\"], \"session_ids\": [\"4650b982-bb3e-4924-8b4f-1a1380de005b\", \"7e318e55-d28a-4c70-bd18-e3b4a0a17b11\", \"e2f16549-8208-4666-aa1d-631470924829\", \"7738f401-e2db-492c-afa7-76591a7f3b35\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 0.837}, \"74011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-02-23 01:15:49.000000+00:00\", \"2022-08-22 20:04:13.000000+00:00\"], \"session_ids\": [\"1752ebdf-3ce9-4963-8304-33ea9e45500b\", \"031cd299-1eb0-4dfe-bcb8-a6cb664d3bac\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.284}, \"66392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-21 21:59:59.000000+00:00\", \"2021-03-19 19:38:23.000000+00:00\"], \"session_ids\": [\"05f6d0c3-dcc2-4558-921a-0e47ba1d6da0\", \"077b449e-9ca2-4221-a212-0180559dfaa9\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 10.452}, \"60717\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-20 18:53:10.000000+00:00\", \"2022-03-16 14:15:30.000000+00:00\"], \"session_ids\": [\"5f24d512-0ff7-482f-bb1e-037a6543f9ce\", \"e04264c0-abe3-470e-a579-b00e20329977\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 7.038}, \"82649\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-24 15:55:30.000000+00:00\", \"2019-10-26 13:25:31.000000+00:00\"], \"session_ids\": [\"370c2249-a2ab-4994-b760-1d2d9fd02569\", \"438e233a-8ec4-44f4-aa39-92cf9e3dedf5\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 3.678}}\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[{\"60717\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-20 18:53:10.000000+00:00\", \"2022-03-16 14:15:30.000000+00:00\"], \"session_ids\": [\"5f24d512-0ff7-482f-bb1e-037a6543f9ce\", \"e04264c0-abe3-470e-a579-b00e20329977\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 7.038}}, {\"82649\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-24 15:55:30.000000+00:00\", \"2019-10-26 13:25:31.000000+00:00\"], \"session_ids\": [\"370c2249-a2ab-4994-b760-1d2d9fd02569\", \"438e233a-8ec4-44f4-aa39-92cf9e3dedf5\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 3.678}}, {\"74011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-02-23 01:15:49.000000+00:00\", \"2022-08-22 20:04:13.000000+00:00\"], \"session_ids\": [\"1752ebdf-3ce9-4963-8304-33ea9e45500b\", \"031cd299-1eb0-4dfe-bcb8-a6cb664d3bac\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.284}}, {\"27617\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-02-28 21:23:59.000000+00:00\", \"2022-10-29 14:44:56.000000+00:00\"], \"session_ids\": [\"419067a0-08a3-45bf-bb32-a23809cb5cf5\", \"d3cdbb32-bbbf-447e-a73c-0e868e33193c\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.82}}, {\"66392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-21 21:59:59.000000+00:00\", \"2021-03-19 19:38:23.000000+00:00\"], \"session_ids\": [\"05f6d0c3-dcc2-4558-921a-0e47ba1d6da0\", \"077b449e-9ca2-4221-a212-0180559dfaa9\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 10.452}}, {\"85125\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-22 08:09:56.000000+00:00\", \"2021-02-26 00:20:09.000000+00:00\", \"2023-01-10 14:36:07.000000+00:00\", \"2021-09-05 00:56:41.000000+00:00\"], \"session_ids\": [\"4650b982-bb3e-4924-8b4f-1a1380de005b\", \"7e318e55-d28a-4c70-bd18-e3b4a0a17b11\", \"e2f16549-8208-4666-aa1d-631470924829\", \"7738f401-e2db-492c-afa7-76591a7f3b35\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 0.837}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 7 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"60717\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-20 18:53:10.000000+00:00\", \"2022-03-16 14:15:30.000000+00:00\"], \"session_ids\": [\"5f24d512-0ff7-482f-bb1e-037a6543f9ce\", \"e04264c0-abe3-470e-a579-b00e20329977\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 7.038}}, {\"82649\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-24 15:55:30.000000+00:00\", \"2019-10-26 13:25:31.000000+00:00\"], \"session_ids\": [\"370c2249-a2ab-4994-b760-1d2d9fd02569\", \"438e233a-8ec4-44f4-aa39-92cf9e3dedf5\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 3.678}}, {\"74011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-02-23 01:15:49.000000+00:00\", \"2022-08-22 20:04:13.000000+00:00\"], \"session_ids\": [\"1752ebdf-3ce9-4963-8304-33ea9e45500b\", \"031cd299-1eb0-4dfe-bcb8-a6cb664d3bac\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.284}}, {\"27617\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-02-28 21:23:59.000000+00:00\", \"2022-10-29 14:44:56.000000+00:00\"], \"session_ids\": [\"419067a0-08a3-45bf-bb32-a23809cb5cf5\", \"d3cdbb32-bbbf-447e-a73c-0e868e33193c\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.82}}, {\"66392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-21 21:59:59.000000+00:00\", \"2021-03-19 19:38:23.000000+00:00\"], \"session_ids\": [\"05f6d0c3-dcc2-4558-921a-0e47ba1d6da0\", \"077b449e-9ca2-4221-a212-0180559dfaa9\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 10.452}}, {\"85125\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-22 08:09:56.000000+00:00\", \"2021-02-26 00:20:09.000000+00:00\", \"2023-01-10 14:36:07.000000+00:00\", \"2021-09-05 00:56:41.000000+00:00\"], \"session_ids\": [\"4650b982-bb3e-4924-8b4f-1a1380de005b\", \"7e318e55-d28a-4c70-bd18-e3b4a0a17b11\", \"e2f16549-8208-4666-aa1d-631470924829\", \"7738f401-e2db-492c-afa7-76591a7f3b35\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 0.837}}]\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[{\"60717\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-09-20 18:53:10.000000+00:00\", \"2022-03-16 14:15:30.000000+00:00\"], \"session_ids\": [\"5f24d512-0ff7-482f-bb1e-037a6543f9ce\", \"e04264c0-abe3-470e-a579-b00e20329977\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 7.038}}, {\"82649\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-24 15:55:30.000000+00:00\", \"2019-10-26 13:25:31.000000+00:00\"], \"session_ids\": [\"370c2249-a2ab-4994-b760-1d2d9fd02569\", \"438e233a-8ec4-44f4-aa39-92cf9e3dedf5\"], \"total_duration\": 434.0, \"total_sessions\": 2, \"mean_week_duration\": 3.678}}, {\"74011\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2019-02-23 01:15:49.000000+00:00\", \"2022-08-22 20:04:13.000000+00:00\"], \"session_ids\": [\"1752ebdf-3ce9-4963-8304-33ea9e45500b\", \"031cd299-1eb0-4dfe-bcb8-a6cb664d3bac\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 0.284}}, {\"27617\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2020-02-28 21:23:59.000000+00:00\", \"2022-10-29 14:44:56.000000+00:00\"], \"session_ids\": [\"419067a0-08a3-45bf-bb32-a23809cb5cf5\", \"d3cdbb32-bbbf-447e-a73c-0e868e33193c\"], \"total_duration\": 114.0, \"total_sessions\": 2, \"mean_week_duration\": 0.82}}, {\"66392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-10-21 21:59:59.000000+00:00\", \"2021-03-19 19:38:23.000000+00:00\"], \"session_ids\": [\"05f6d0c3-dcc2-4558-921a-0e47ba1d6da0\", \"077b449e-9ca2-4221-a212-0180559dfaa9\"], \"total_duration\": 324.0, \"total_sessions\": 2, \"mean_week_duration\": 10.452}}, {\"85125\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-07-22 08:09:56.000000+00:00\", \"2021-02-26 00:20:09.000000+00:00\", \"2023-01-10 14:36:07.000000+00:00\", \"2021-09-05 00:56:41.000000+00:00\"], \"session_ids\": [\"4650b982-bb3e-4924-8b4f-1a1380de005b\", \"7e318e55-d28a-4c70-bd18-e3b4a0a17b11\", \"e2f16549-8208-4666-aa1d-631470924829\", \"7738f401-e2db-492c-afa7-76591a7f3b35\"], \"total_duration\": 82.0, \"total_sessions\": 4, \"mean_week_duration\": 0.837}}]\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 2 users who have overall quantity of sessions greater than 6 and strictly less than 2 in addition implement sorting by sessions total 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{\"77997\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-10-29 13:35:45.000000+00:00\", \"2021-12-03 17:50:31.000000+00:00\", \"2021-06-27 06:21:02.000000+00:00\", \"2023-06-05 00:14:58.000000+00:00\", \"2019-06-03 00:25:13.000000+00:00\"], \"session_ids\": [\"0fe07e39-14b9-443f-a221-7aa6efeb07a8\", \"32ef8f6b-eb10-4f32-b8bd-2fc84bf9c489\", \"6282f646-e4d6-46a5-863e-d6cbc644d0be\", \"1ef28976-c9fb-4dd9-8d4e-b7232aad6f02\", \"57e1d2a2-0e12-4166-9cee-f0d09d2092f8\"], \"total_duration\": 2756.0, \"total_sessions\": 5, \"mean_week_duration\": 13.187}, \"27138\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2022-08-24 16:34:50.000000+00:00\", \"2023-01-18 22:38:21.000000+00:00\"], \"session_ids\": [\"ffa83d24-ef81-48f9-8508-8c44db4ad31f\", \"54dc023a-7ecd-49e4-a6ad-57c1210b47cc\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 1.0}, \"41865\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-07-13 23:41:11.000000+00:00\", \"2020-11-28 03:24:35.000000+00:00\", \"2022-04-29 16:33:39.000000+00:00\", \"2019-11-26 23:09:46.000000+00:00\", \"2019-02-12 12:21:04.000000+00:00\"], \"session_ids\": [\"331e0354-6a69-4149-9539-173127f4aacb\", \"3eeb503c-09f1-44c9-b5ce-98510a42d7ad\", \"c25d8eb0-5052-4441-ae01-82043bc0acfa\", \"e1f1f123-c844-445e-8979-5417b136ec1c\", \"3cdebcc8-c582-4f88-a079-1ad7a1bc97ad\"], \"total_duration\": 628.0, \"total_sessions\": 5, \"mean_week_duration\": 3.738}, \"19084\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-01-12 10:43:35.000000+00:00\", \"2023-04-19 13:46:15.000000+00:00\"], \"session_ids\": [\"40dfb3df-f3e7-4c9a-b323-ec6578fe4641\", \"e6dd9091-2603-4a5a-881d-b1f6a354e085\"], \"total_duration\": 396.0, \"total_sessions\": 2, \"mean_week_duration\": 28.286}, \"79309\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-06-01 19:46:07.000000+00:00\", \"2021-12-21 00:09:57.000000+00:00\"], \"session_ids\": [\"13b0452d-ba35-4df3-b6b7-b92c41d50f32\", \"da3610b9-9dd1-4b16-a334-d0cbc4e3d136\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 4.053}, \"64984\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-07-27 11:07:02.000000+00:00\", \"2020-04-22 18:43:57.000000+00:00\"], \"session_ids\": [\"720ebde5-9496-4d29-b4c3-9691f1ac34fa\", \"8a17895b-08ae-4031-9ac1-a51cff63aa01\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.258}, \"80975\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2020-06-14 02:55:52.000000+00:00\", \"2022-12-15 02:32:24.000000+00:00\"], \"session_ids\": [\"aed3bcd3-cd76-4b7e-95fe-7c2ce9f4f2a2\", \"48f03686-a3cd-409a-984e-e593c266cf0f\"], \"total_duration\": 125.0, \"total_sessions\": 2, \"mean_week_duration\": 0.954}, \"93271\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-05-30 05:22:24.000000+00:00\", \"2022-02-19 18:12:06.000000+00:00\", \"2020-03-31 16:22:13.000000+00:00\", \"2022-01-13 23:19:57.000000+00:00\"], \"session_ids\": [\"b10a4158-6ec4-42ce-8d80-76476e3a602c\", \"aa2f34cf-a60c-4e49-a8d6-3906ef112956\", \"189d7ffa-5821-4579-8f04-174809083b7d\", \"e328f866-b28f-4c2d-b337-820d2a976946\"], \"total_duration\": 192.0, \"total_sessions\": 4, \"mean_week_duration\": 1.164}, \"38010\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-21 23:50:30.000000+00:00\", \"2021-12-20 16:39:45.000000+00:00\", \"2020-07-09 12:43:42.000000+00:00\", \"2020-04-12 21:22:19.000000+00:00\"], \"session_ids\": [\"696a9f07-36b6-428a-bbc0-b2d4bd2b507b\", \"17f4c807-f58e-4256-86d3-b3c05f8a4445\", \"186c1266-3be0-41e8-8bfc-afbe1ddf3491\", \"0d0befb3-6877-4565-ac22-add8840c7831\"], \"total_duration\": 1304.0, \"total_sessions\": 4, \"mean_week_duration\": 14.818}, \"52001\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-12 02:46:46.000000+00:00\", \"2022-12-30 04:40:56.000000+00:00\"], \"session_ids\": [\"731391f1-15cd-4cf0-80fe-619ce813efe1\", \"a3a83ad9-5cfc-4ab6-89fd-97bfc63ba4ed\"], \"total_duration\": 319.0, \"total_sessions\": 2, \"mean_week_duration\": 7.595}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are less than 2 and are equal or greater than 6" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 3 users whose duration of sessions per week is <= than 4 + carry out sorting by urban center name form the lowest value to the highest value + display only 4 entries." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"93032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-08-29 01:48:31.000000+00:00\", \"2019-04-14 22:29:17.000000+00:00\", \"2019-12-13 06:06:25.000000+00:00\"], \"session_ids\": [\"c72beba5-ba73-4bc8-9cec-116ae17efa0a\", \"59d0af27-a2bb-44ae-87aa-ac3c904dbaed\", \"4c0e8c30-88c0-4497-8645-9c6d1aeb5153\"], \"total_duration\": 232.0, \"total_sessions\": 3, \"mean_week_duration\": 1.318}, \"46188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-24 16:43:02.000000+00:00\", \"2021-02-13 21:29:37.000000+00:00\", \"2022-05-02 21:20:46.000000+00:00\"], \"session_ids\": [\"f32641a3-5245-443e-a518-8a5b50b39046\", \"53a0f4d7-5b7b-4671-ba7f-8635afeabbf3\", \"0eec2dfc-3764-4f7f-abb9-48e7b7288c81\"], \"total_duration\": 190.0, \"total_sessions\": 3, \"mean_week_duration\": 1.111}, \"41806\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-09-06 04:17:02.000000+00:00\", \"2020-06-02 08:01:16.000000+00:00\"], \"session_ids\": [\"57a168c2-178e-44c8-b5dd-65747c0742cb\", \"65a61ca5-67ea-45d9-bc15-b775acca7146\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.848}, \"74659\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-05-07 14:37:29.000000+00:00\", \"2023-06-25 10:19:16.000000+00:00\", \"2022-10-23 01:56:00.000000+00:00\", \"2022-05-04 19:54:51.000000+00:00\", \"2021-11-17 15:27:17.000000+00:00\", \"2021-12-20 23:37:15.000000+00:00\"], \"session_ids\": [\"1d847b35-5f08-459e-9c3e-78dd5f5a22b0\", \"86867222-d519-4025-b476-a2e8d421deb8\", \"c6589bdb-c898-42d7-9445-b0fb6bcafbb8\", \"e033aa59-0a7c-4edf-846f-3db0e98a7795\", \"21176049-34b8-415d-8540-07d84fc8885d\", \"ba415912-84d9-484a-bdbd-4b7656bccdb6\"], \"total_duration\": 2841.0, \"total_sessions\": 6, \"mean_week_duration\": 17.323}, \"25429\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-10-14 16:53:17.000000+00:00\", \"2020-08-10 04:16:50.000000+00:00\"], \"session_ids\": [\"cca808da-9b20-49cb-b9e6-3c4df461ead0\", \"c32397ce-f3ce-4e81-851a-5d2d22d1448f\"], \"total_duration\": 337.0, \"total_sessions\": 2, \"mean_week_duration\": 33.7}, \"64222\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-07-05 05:11:48.000000+00:00\", \"2023-05-27 05:24:50.000000+00:00\", \"2023-05-31 12:55:23.000000+00:00\", \"2023-02-20 02:51:07.000000+00:00\", \"2022-12-01 22:11:07.000000+00:00\", \"2022-03-08 08:38:14.000000+00:00\"], \"session_ids\": [\"655d652f-46da-47bf-975b-81bf3c251b46\", \"cf8a78aa-ee59-4b69-b4db-75a7250a8345\", \"352549e6-d10a-4347-8b7f-7d9676cbb6f8\", \"545a4daa-265c-44fd-a28f-f0c54b05fc89\", \"1d1aeebf-2fed-488b-9c50-3456d54d2d1c\", \"f8a4aa77-ea16-4c22-9826-15f47e8928bf\"], \"total_duration\": 3104.0, \"total_sessions\": 6, \"mean_week_duration\": 47.754}, \"48591\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-12-19 19:57:22.000000+00:00\", \"2020-01-28 05:35:38.000000+00:00\"], \"session_ids\": [\"a2589be5-f923-4b60-878a-e372f7f41f9b\", \"5d3f1c2a-194a-4a7e-a567-98d351479bf4\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 1.026}, \"84658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-16 20:13:02.000000+00:00\", \"2023-04-26 20:04:25.000000+00:00\", \"2019-05-19 02:09:56.000000+00:00\"], \"session_ids\": [\"dc29cf1e-8dc4-4619-b4b0-a56b3d005129\", \"c33c327a-5c80-4125-9fdf-f909a65f208c\", \"7bed4ce2-2a26-40ab-9ff4-04ee7015f689\"], \"total_duration\": 258.0, \"total_sessions\": 3, \"mean_week_duration\": 1.252}, \"75069\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-29 09:26:31.000000+00:00\", \"2020-02-28 18:00:18.000000+00:00\"], \"session_ids\": [\"3b88fb44-9384-4a36-a113-7ffcf3a67a0c\", \"3735dbd8-826f-4f53-b95e-0c9cd2cdfaa1\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.314}, \"58063\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-27 17:09:22.000000+00:00\", \"2023-02-22 04:33:50.000000+00:00\", \"2023-04-13 23:17:16.000000+00:00\"], \"session_ids\": [\"06d05c7a-df62-4421-a4fd-485bf083ab3c\", \"deb4b11b-1aa5-407c-b012-89b7116a27a3\", \"e7ed8c67-bea4-41fb-9123-ef3e4403b9c9\"], \"total_duration\": 126.0, \"total_sessions\": 3, \"mean_week_duration\": 1.853}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or less than 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\"]]}, \"all_values\": {\"mean_week_duration\": [[4, 48]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"93032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-08-29 01:48:31.000000+00:00\", \"2019-04-14 22:29:17.000000+00:00\", \"2019-12-13 06:06:25.000000+00:00\"], \"session_ids\": [\"c72beba5-ba73-4bc8-9cec-116ae17efa0a\", \"59d0af27-a2bb-44ae-87aa-ac3c904dbaed\", \"4c0e8c30-88c0-4497-8645-9c6d1aeb5153\"], \"total_duration\": 232.0, \"total_sessions\": 3, \"mean_week_duration\": 1.318}, \"46188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-24 16:43:02.000000+00:00\", \"2021-02-13 21:29:37.000000+00:00\", \"2022-05-02 21:20:46.000000+00:00\"], \"session_ids\": [\"f32641a3-5245-443e-a518-8a5b50b39046\", \"53a0f4d7-5b7b-4671-ba7f-8635afeabbf3\", \"0eec2dfc-3764-4f7f-abb9-48e7b7288c81\"], \"total_duration\": 190.0, \"total_sessions\": 3, \"mean_week_duration\": 1.111}, \"41806\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-09-06 04:17:02.000000+00:00\", \"2020-06-02 08:01:16.000000+00:00\"], \"session_ids\": [\"57a168c2-178e-44c8-b5dd-65747c0742cb\", \"65a61ca5-67ea-45d9-bc15-b775acca7146\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.848}, \"48591\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-12-19 19:57:22.000000+00:00\", \"2020-01-28 05:35:38.000000+00:00\"], \"session_ids\": [\"a2589be5-f923-4b60-878a-e372f7f41f9b\", \"5d3f1c2a-194a-4a7e-a567-98d351479bf4\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 1.026}, \"84658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-16 20:13:02.000000+00:00\", \"2023-04-26 20:04:25.000000+00:00\", \"2019-05-19 02:09:56.000000+00:00\"], \"session_ids\": [\"dc29cf1e-8dc4-4619-b4b0-a56b3d005129\", \"c33c327a-5c80-4125-9fdf-f909a65f208c\", \"7bed4ce2-2a26-40ab-9ff4-04ee7015f689\"], \"total_duration\": 258.0, \"total_sessions\": 3, \"mean_week_duration\": 1.252}, \"75069\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-29 09:26:31.000000+00:00\", \"2020-02-28 18:00:18.000000+00:00\"], \"session_ids\": [\"3b88fb44-9384-4a36-a113-7ffcf3a67a0c\", \"3735dbd8-826f-4f53-b95e-0c9cd2cdfaa1\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.314}, \"58063\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-27 17:09:22.000000+00:00\", \"2023-02-22 04:33:50.000000+00:00\", \"2023-04-13 23:17:16.000000+00:00\"], \"session_ids\": [\"06d05c7a-df62-4421-a4fd-485bf083ab3c\", \"deb4b11b-1aa5-407c-b012-89b7116a27a3\", \"e7ed8c67-bea4-41fb-9123-ef3e4403b9c9\"], \"total_duration\": 126.0, \"total_sessions\": 3, \"mean_week_duration\": 1.853}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by city_name attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"46188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-24 16:43:02.000000+00:00\", \"2021-02-13 21:29:37.000000+00:00\", \"2022-05-02 21:20:46.000000+00:00\"], \"session_ids\": [\"f32641a3-5245-443e-a518-8a5b50b39046\", \"53a0f4d7-5b7b-4671-ba7f-8635afeabbf3\", \"0eec2dfc-3764-4f7f-abb9-48e7b7288c81\"], \"total_duration\": 190.0, \"total_sessions\": 3, \"mean_week_duration\": 1.111}}, {\"58063\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-27 17:09:22.000000+00:00\", \"2023-02-22 04:33:50.000000+00:00\", \"2023-04-13 23:17:16.000000+00:00\"], \"session_ids\": [\"06d05c7a-df62-4421-a4fd-485bf083ab3c\", \"deb4b11b-1aa5-407c-b012-89b7116a27a3\", \"e7ed8c67-bea4-41fb-9123-ef3e4403b9c9\"], \"total_duration\": 126.0, \"total_sessions\": 3, \"mean_week_duration\": 1.853}}, {\"84658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-16 20:13:02.000000+00:00\", \"2023-04-26 20:04:25.000000+00:00\", \"2019-05-19 02:09:56.000000+00:00\"], \"session_ids\": [\"dc29cf1e-8dc4-4619-b4b0-a56b3d005129\", \"c33c327a-5c80-4125-9fdf-f909a65f208c\", \"7bed4ce2-2a26-40ab-9ff4-04ee7015f689\"], \"total_duration\": 258.0, \"total_sessions\": 3, \"mean_week_duration\": 1.252}}, {\"93032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-08-29 01:48:31.000000+00:00\", \"2019-04-14 22:29:17.000000+00:00\", \"2019-12-13 06:06:25.000000+00:00\"], \"session_ids\": [\"c72beba5-ba73-4bc8-9cec-116ae17efa0a\", \"59d0af27-a2bb-44ae-87aa-ac3c904dbaed\", \"4c0e8c30-88c0-4497-8645-9c6d1aeb5153\"], \"total_duration\": 232.0, \"total_sessions\": 3, \"mean_week_duration\": 1.318}}, {\"48591\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2022-12-19 19:57:22.000000+00:00\", \"2020-01-28 05:35:38.000000+00:00\"], \"session_ids\": [\"a2589be5-f923-4b60-878a-e372f7f41f9b\", \"5d3f1c2a-194a-4a7e-a567-98d351479bf4\"], \"total_duration\": 155.0, \"total_sessions\": 2, \"mean_week_duration\": 1.026}}, {\"75069\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-06-29 09:26:31.000000+00:00\", \"2020-02-28 18:00:18.000000+00:00\"], \"session_ids\": [\"3b88fb44-9384-4a36-a113-7ffcf3a67a0c\", \"3735dbd8-826f-4f53-b95e-0c9cd2cdfaa1\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.314}}, {\"41806\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Tokyo\", \"datetimes\": [\"2021-09-06 04:17:02.000000+00:00\", \"2020-06-02 08:01:16.000000+00:00\"], \"session_ids\": [\"57a168c2-178e-44c8-b5dd-65747c0742cb\", \"65a61ca5-67ea-45d9-bc15-b775acca7146\"], \"total_duration\": 122.0, \"total_sessions\": 2, \"mean_week_duration\": 1.848}}]\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[{\"46188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-24 16:43:02.000000+00:00\", \"2021-02-13 21:29:37.000000+00:00\", \"2022-05-02 21:20:46.000000+00:00\"], \"session_ids\": [\"f32641a3-5245-443e-a518-8a5b50b39046\", \"53a0f4d7-5b7b-4671-ba7f-8635afeabbf3\", \"0eec2dfc-3764-4f7f-abb9-48e7b7288c81\"], \"total_duration\": 190.0, \"total_sessions\": 3, \"mean_week_duration\": 1.111}}, {\"58063\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-27 17:09:22.000000+00:00\", \"2023-02-22 04:33:50.000000+00:00\", \"2023-04-13 23:17:16.000000+00:00\"], \"session_ids\": [\"06d05c7a-df62-4421-a4fd-485bf083ab3c\", \"deb4b11b-1aa5-407c-b012-89b7116a27a3\", \"e7ed8c67-bea4-41fb-9123-ef3e4403b9c9\"], \"total_duration\": 126.0, \"total_sessions\": 3, \"mean_week_duration\": 1.853}}, {\"84658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-16 20:13:02.000000+00:00\", \"2023-04-26 20:04:25.000000+00:00\", \"2019-05-19 02:09:56.000000+00:00\"], \"session_ids\": [\"dc29cf1e-8dc4-4619-b4b0-a56b3d005129\", \"c33c327a-5c80-4125-9fdf-f909a65f208c\", \"7bed4ce2-2a26-40ab-9ff4-04ee7015f689\"], \"total_duration\": 258.0, \"total_sessions\": 3, \"mean_week_duration\": 1.252}}, {\"93032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-08-29 01:48:31.000000+00:00\", \"2019-04-14 22:29:17.000000+00:00\", \"2019-12-13 06:06:25.000000+00:00\"], \"session_ids\": [\"c72beba5-ba73-4bc8-9cec-116ae17efa0a\", \"59d0af27-a2bb-44ae-87aa-ac3c904dbaed\", \"4c0e8c30-88c0-4497-8645-9c6d1aeb5153\"], \"total_duration\": 232.0, \"total_sessions\": 3, \"mean_week_duration\": 1.318}}]\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[{\"46188\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-01-24 16:43:02.000000+00:00\", \"2021-02-13 21:29:37.000000+00:00\", \"2022-05-02 21:20:46.000000+00:00\"], \"session_ids\": [\"f32641a3-5245-443e-a518-8a5b50b39046\", \"53a0f4d7-5b7b-4671-ba7f-8635afeabbf3\", \"0eec2dfc-3764-4f7f-abb9-48e7b7288c81\"], \"total_duration\": 190.0, \"total_sessions\": 3, \"mean_week_duration\": 1.111}}, {\"58063\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 5, \"Settings Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2021-12-27 17:09:22.000000+00:00\", \"2023-02-22 04:33:50.000000+00:00\", \"2023-04-13 23:17:16.000000+00:00\"], \"session_ids\": [\"06d05c7a-df62-4421-a4fd-485bf083ab3c\", \"deb4b11b-1aa5-407c-b012-89b7116a27a3\", \"e7ed8c67-bea4-41fb-9123-ef3e4403b9c9\"], \"total_duration\": 126.0, \"total_sessions\": 3, \"mean_week_duration\": 1.853}}, {\"84658\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-01-16 20:13:02.000000+00:00\", \"2023-04-26 20:04:25.000000+00:00\", \"2019-05-19 02:09:56.000000+00:00\"], \"session_ids\": [\"dc29cf1e-8dc4-4619-b4b0-a56b3d005129\", \"c33c327a-5c80-4125-9fdf-f909a65f208c\", \"7bed4ce2-2a26-40ab-9ff4-04ee7015f689\"], \"total_duration\": 258.0, \"total_sessions\": 3, \"mean_week_duration\": 1.252}}, {\"93032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-08-29 01:48:31.000000+00:00\", \"2019-04-14 22:29:17.000000+00:00\", \"2019-12-13 06:06:25.000000+00:00\"], \"session_ids\": [\"c72beba5-ba73-4bc8-9cec-116ae17efa0a\", \"59d0af27-a2bb-44ae-87aa-ac3c904dbaed\", \"4c0e8c30-88c0-4497-8645-9c6d1aeb5153\"], \"total_duration\": 232.0, \"total_sessions\": 3, \"mean_week_duration\": 1.318}}]\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 users who have average_week_duration greater than 40 and less than 0 , moreover sort by overall sessions count form the lowest value to the highest value." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"10852\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-06-09 22:06:12.000000+00:00\", \"2022-08-22 06:36:37.000000+00:00\", \"2020-12-14 08:50:25.000000+00:00\", \"2021-07-21 16:20:08.000000+00:00\", \"2021-05-23 21:58:37.000000+00:00\", \"2023-02-09 21:52:39.000000+00:00\"], \"session_ids\": [\"1ff356aa-a4f5-486f-8d9d-423d9fe2b362\", \"e086ca0a-d0c2-41f4-aca8-9cf9514dc6eb\", \"0875177b-2701-4ff9-965f-c3712c24385a\", \"dc3358a6-51ac-424c-97d4-d3145447cd0e\", \"c31bf774-7e60-46f2-8e7b-f739a6d1ed96\", \"07835105-4577-4604-a2ca-9e834ab485d3\"], \"total_duration\": 5353.0, \"total_sessions\": 6, \"mean_week_duration\": 47.372}, \"87096\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-02-19 10:06:43.000000+00:00\", \"2021-10-21 18:59:12.000000+00:00\"], \"session_ids\": [\"1cfadb46-2f88-470d-9860-f4ee20394cc9\", \"f89107f8-97d6-457c-9d11-a143f40343af\"], \"total_duration\": 106.0, \"total_sessions\": 2, \"mean_week_duration\": 0.757}, \"39254\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-06-26 00:53:21.000000+00:00\", \"2022-05-03 14:59:20.000000+00:00\", \"2021-11-17 22:12:36.000000+00:00\", \"2019-09-15 00:47:41.000000+00:00\"], \"session_ids\": [\"5163ff71-2125-49d3-ba17-de3cd342a917\", \"284dba4e-95a4-4d47-9740-c30f3448a628\", \"839b5a58-b0e2-4974-8576-58978df50ca2\", \"9db11d53-8349-4969-a6fd-2bc4dc765084\"], \"total_duration\": 2076.0, \"total_sessions\": 4, \"mean_week_duration\": 15.043}, \"44081\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-16 07:17:05.000000+00:00\", \"2020-10-18 22:58:53.000000+00:00\"], \"session_ids\": [\"6b7672b3-5751-4a11-94a1-a99b5a8f1f3d\", \"1518f977-28f3-4501-ae59-81c74fe4ceb8\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 81.2}, \"15282\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2020-12-27 15:31:49.000000+00:00\", \"2022-06-07 22:32:43.000000+00:00\", \"2019-03-25 14:04:07.000000+00:00\"], \"session_ids\": [\"0e1c8fd3-4afb-4df3-abe5-ca9c0833d012\", \"f8e4cfa4-3083-463b-9eaf-e6629fa48482\", \"a91accb7-4138-4dae-a865-9606da00c1b1\"], \"total_duration\": 420.0, \"total_sessions\": 3, \"mean_week_duration\": 2.5}, \"3821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-18 17:46:57.000000+00:00\", \"2022-06-01 13:10:36.000000+00:00\", \"2021-10-02 06:33:58.000000+00:00\", \"2020-12-01 15:40:03.000000+00:00\", \"2021-08-14 01:45:14.000000+00:00\", \"2019-01-02 12:03:37.000000+00:00\", \"2021-04-12 02:12:29.000000+00:00\", \"2021-12-08 09:29:48.000000+00:00\", \"2022-01-26 00:36:44.000000+00:00\", \"2019-05-11 14:17:50.000000+00:00\"], \"session_ids\": [\"44e1f171-6253-4e74-92d5-cc0e933a8d40\", \"9f6717eb-b213-456a-8540-ed6a8bd411ce\", \"6817d6bf-6901-4671-a7bb-7ee9c6d02787\", \"f6a880cf-d1db-471e-9b9b-9a97b1fc8bf6\", \"3439d6c0-12bf-401e-ac10-6f6a2fa5a533\", \"0575e1f5-e7a3-4333-a7aa-6f90aed4687c\", \"96bce5c8-95ce-4382-a291-6e41f323e89e\", \"0a646f74-69a3-42e0-ad72-8fad6bc73677\", \"6391cc13-406a-4b88-9fe7-6ef637fc94a7\", \"dda261f6-7a6a-43a6-bd15-85eed4a63f26\"], \"total_duration\": 43120.0, \"total_sessions\": 10, \"mean_week_duration\": 242.247}, \"21141\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-06-22 08:11:51.000000+00:00\", \"2020-05-26 20:52:31.000000+00:00\", \"2021-09-11 18:53:12.000000+00:00\", \"2023-04-06 03:36:50.000000+00:00\", \"2020-08-22 05:03:21.000000+00:00\", \"2022-04-03 20:40:43.000000+00:00\", \"2021-06-17 05:56:46.000000+00:00\"], \"session_ids\": [\"99412d37-799c-41fb-9fa9-df21d98888f7\", \"73edd3b8-4ec1-4641-a01f-99cd0d6b6da9\", \"8011c38d-8772-487b-9a5d-b404d07b80c2\", \"8a1400ef-5af9-4490-b512-7ae64a4aef33\", \"ee83a86f-0170-4f7d-94d1-3a1bde110ccc\", \"1f0b5008-5fdf-4b95-b945-63cc90078aa0\", \"3eb3c5f2-39d6-4b69-93e4-aab310599a1c\"], \"total_duration\": 938.0, \"total_sessions\": 7, \"mean_week_duration\": 6.253}, \"15893\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-01-12 08:58:45.000000+00:00\", \"2019-02-14 13:24:07.000000+00:00\", \"2019-02-01 08:00:38.000000+00:00\", \"2022-11-28 06:52:18.000000+00:00\"], \"session_ids\": [\"927dc786-f636-41f6-a6b9-f3c7f6613cd7\", \"bca716f8-4723-479a-bb87-f29db009d5bc\", \"f3959a60-8e00-4ffb-8765-9f80dead55f6\", \"e8a0a2d8-840d-49a6-928c-9715ebea9d49\"], \"total_duration\": 100.0, \"total_sessions\": 4, \"mean_week_duration\": 0.5}, \"12834\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-06 11:58:53.000000+00:00\", \"2020-09-05 02:57:55.000000+00:00\", \"2019-03-06 14:47:57.000000+00:00\", \"2021-07-11 00:00:22.000000+00:00\", \"2022-05-26 12:43:16.000000+00:00\", \"2022-01-10 22:18:17.000000+00:00\", \"2019-11-27 22:24:17.000000+00:00\", \"2021-04-18 00:57:52.000000+00:00\", \"2022-05-07 23:28:36.000000+00:00\", \"2022-11-21 23:52:03.000000+00:00\", \"2020-01-23 16:31:43.000000+00:00\"], \"session_ids\": [\"e5df19d3-acc1-4868-8fb9-09948e9efefe\", \"f7c50bdc-dd4a-4e97-855e-81790d766507\", \"9b900cb0-7474-41ec-8016-4a84650cedee\", \"3d2163d9-c5d4-4e09-a060-35d8afa310b3\", \"d5866477-9a5b-4f22-97fa-344f2157978d\", \"8b0a1a76-a777-45ef-9b79-5406e1ca4fef\", \"240cfde2-1851-4058-aec2-ccd73675e55e\", \"0a6ccb33-fa2c-49b4-a1cf-fb377248a65b\", \"fde830dc-1d85-4c31-9a45-1830f599595d\", \"4883500c-5fb8-448b-adf5-f9470e5da510\", \"ba0a64ce-00be-408d-b8ca-3421fef203f9\"], \"total_duration\": 135.0, \"total_sessions\": 11, \"mean_week_duration\": 0.696}, \"94472\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Cairo\", \"datetimes\": [\"2021-12-14 04:07:16.000000+00:00\", \"2023-06-02 02:43:26.000000+00:00\", \"2022-11-20 01:31:53.000000+00:00\", \"2020-07-06 00:28:03.000000+00:00\", \"2019-04-08 00:07:43.000000+00:00\"], \"session_ids\": [\"952f16d8-faec-4454-b8dd-fce96c7d0c64\", \"90d1c5c0-a347-443c-a7b0-f56e00200f6f\", \"0e51b278-d3f5-4b34-a233-d1b432bd71a9\", \"2cda77ba-e56d-41f0-9613-a4efdbd8bd66\", \"195c7117-e9b6-4780-a5bc-27a295205b0e\"], \"total_duration\": 1750.0, \"total_sessions\": 5, \"mean_week_duration\": 8.065}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or less than 0 and are equal or greater than 40" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[0, 40]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"10852\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-06-09 22:06:12.000000+00:00\", \"2022-08-22 06:36:37.000000+00:00\", \"2020-12-14 08:50:25.000000+00:00\", \"2021-07-21 16:20:08.000000+00:00\", \"2021-05-23 21:58:37.000000+00:00\", \"2023-02-09 21:52:39.000000+00:00\"], \"session_ids\": [\"1ff356aa-a4f5-486f-8d9d-423d9fe2b362\", \"e086ca0a-d0c2-41f4-aca8-9cf9514dc6eb\", \"0875177b-2701-4ff9-965f-c3712c24385a\", \"dc3358a6-51ac-424c-97d4-d3145447cd0e\", \"c31bf774-7e60-46f2-8e7b-f739a6d1ed96\", \"07835105-4577-4604-a2ca-9e834ab485d3\"], \"total_duration\": 5353.0, \"total_sessions\": 6, \"mean_week_duration\": 47.372}, \"44081\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-16 07:17:05.000000+00:00\", \"2020-10-18 22:58:53.000000+00:00\"], \"session_ids\": [\"6b7672b3-5751-4a11-94a1-a99b5a8f1f3d\", \"1518f977-28f3-4501-ae59-81c74fe4ceb8\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 81.2}, \"3821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-18 17:46:57.000000+00:00\", \"2022-06-01 13:10:36.000000+00:00\", \"2021-10-02 06:33:58.000000+00:00\", \"2020-12-01 15:40:03.000000+00:00\", \"2021-08-14 01:45:14.000000+00:00\", \"2019-01-02 12:03:37.000000+00:00\", \"2021-04-12 02:12:29.000000+00:00\", \"2021-12-08 09:29:48.000000+00:00\", \"2022-01-26 00:36:44.000000+00:00\", \"2019-05-11 14:17:50.000000+00:00\"], \"session_ids\": [\"44e1f171-6253-4e74-92d5-cc0e933a8d40\", \"9f6717eb-b213-456a-8540-ed6a8bd411ce\", \"6817d6bf-6901-4671-a7bb-7ee9c6d02787\", \"f6a880cf-d1db-471e-9b9b-9a97b1fc8bf6\", \"3439d6c0-12bf-401e-ac10-6f6a2fa5a533\", \"0575e1f5-e7a3-4333-a7aa-6f90aed4687c\", \"96bce5c8-95ce-4382-a291-6e41f323e89e\", \"0a646f74-69a3-42e0-ad72-8fad6bc73677\", \"6391cc13-406a-4b88-9fe7-6ef637fc94a7\", \"dda261f6-7a6a-43a6-bd15-85eed4a63f26\"], \"total_duration\": 43120.0, \"total_sessions\": 10, \"mean_week_duration\": 242.247}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_sessions attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"44081\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-16 07:17:05.000000+00:00\", \"2020-10-18 22:58:53.000000+00:00\"], \"session_ids\": [\"6b7672b3-5751-4a11-94a1-a99b5a8f1f3d\", \"1518f977-28f3-4501-ae59-81c74fe4ceb8\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 81.2}}, {\"10852\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-06-09 22:06:12.000000+00:00\", \"2022-08-22 06:36:37.000000+00:00\", \"2020-12-14 08:50:25.000000+00:00\", \"2021-07-21 16:20:08.000000+00:00\", \"2021-05-23 21:58:37.000000+00:00\", \"2023-02-09 21:52:39.000000+00:00\"], \"session_ids\": [\"1ff356aa-a4f5-486f-8d9d-423d9fe2b362\", \"e086ca0a-d0c2-41f4-aca8-9cf9514dc6eb\", \"0875177b-2701-4ff9-965f-c3712c24385a\", \"dc3358a6-51ac-424c-97d4-d3145447cd0e\", \"c31bf774-7e60-46f2-8e7b-f739a6d1ed96\", \"07835105-4577-4604-a2ca-9e834ab485d3\"], \"total_duration\": 5353.0, \"total_sessions\": 6, \"mean_week_duration\": 47.372}}, {\"3821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-18 17:46:57.000000+00:00\", \"2022-06-01 13:10:36.000000+00:00\", \"2021-10-02 06:33:58.000000+00:00\", \"2020-12-01 15:40:03.000000+00:00\", \"2021-08-14 01:45:14.000000+00:00\", \"2019-01-02 12:03:37.000000+00:00\", \"2021-04-12 02:12:29.000000+00:00\", \"2021-12-08 09:29:48.000000+00:00\", \"2022-01-26 00:36:44.000000+00:00\", \"2019-05-11 14:17:50.000000+00:00\"], \"session_ids\": [\"44e1f171-6253-4e74-92d5-cc0e933a8d40\", \"9f6717eb-b213-456a-8540-ed6a8bd411ce\", \"6817d6bf-6901-4671-a7bb-7ee9c6d02787\", \"f6a880cf-d1db-471e-9b9b-9a97b1fc8bf6\", \"3439d6c0-12bf-401e-ac10-6f6a2fa5a533\", \"0575e1f5-e7a3-4333-a7aa-6f90aed4687c\", \"96bce5c8-95ce-4382-a291-6e41f323e89e\", \"0a646f74-69a3-42e0-ad72-8fad6bc73677\", \"6391cc13-406a-4b88-9fe7-6ef637fc94a7\", \"dda261f6-7a6a-43a6-bd15-85eed4a63f26\"], \"total_duration\": 43120.0, \"total_sessions\": 10, \"mean_week_duration\": 242.247}}]\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[{\"44081\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-09-16 07:17:05.000000+00:00\", \"2020-10-18 22:58:53.000000+00:00\"], \"session_ids\": [\"6b7672b3-5751-4a11-94a1-a99b5a8f1f3d\", \"1518f977-28f3-4501-ae59-81c74fe4ceb8\"], \"total_duration\": 406.0, \"total_sessions\": 2, \"mean_week_duration\": 81.2}}, {\"10852\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-06-09 22:06:12.000000+00:00\", \"2022-08-22 06:36:37.000000+00:00\", \"2020-12-14 08:50:25.000000+00:00\", \"2021-07-21 16:20:08.000000+00:00\", \"2021-05-23 21:58:37.000000+00:00\", \"2023-02-09 21:52:39.000000+00:00\"], \"session_ids\": [\"1ff356aa-a4f5-486f-8d9d-423d9fe2b362\", \"e086ca0a-d0c2-41f4-aca8-9cf9514dc6eb\", \"0875177b-2701-4ff9-965f-c3712c24385a\", \"dc3358a6-51ac-424c-97d4-d3145447cd0e\", \"c31bf774-7e60-46f2-8e7b-f739a6d1ed96\", \"07835105-4577-4604-a2ca-9e834ab485d3\"], \"total_duration\": 5353.0, \"total_sessions\": 6, \"mean_week_duration\": 47.372}}, {\"3821\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-09-18 17:46:57.000000+00:00\", \"2022-06-01 13:10:36.000000+00:00\", \"2021-10-02 06:33:58.000000+00:00\", \"2020-12-01 15:40:03.000000+00:00\", \"2021-08-14 01:45:14.000000+00:00\", \"2019-01-02 12:03:37.000000+00:00\", \"2021-04-12 02:12:29.000000+00:00\", \"2021-12-08 09:29:48.000000+00:00\", \"2022-01-26 00:36:44.000000+00:00\", \"2019-05-11 14:17:50.000000+00:00\"], \"session_ids\": [\"44e1f171-6253-4e74-92d5-cc0e933a8d40\", \"9f6717eb-b213-456a-8540-ed6a8bd411ce\", \"6817d6bf-6901-4671-a7bb-7ee9c6d02787\", \"f6a880cf-d1db-471e-9b9b-9a97b1fc8bf6\", \"3439d6c0-12bf-401e-ac10-6f6a2fa5a533\", \"0575e1f5-e7a3-4333-a7aa-6f90aed4687c\", \"96bce5c8-95ce-4382-a291-6e41f323e89e\", \"0a646f74-69a3-42e0-ad72-8fad6bc73677\", \"6391cc13-406a-4b88-9fe7-6ef637fc94a7\", \"dda261f6-7a6a-43a6-bd15-85eed4a63f26\"], \"total_duration\": 43120.0, \"total_sessions\": 10, \"mean_week_duration\": 242.247}}]\n```\n\n```\n" } ]