conversations
list
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the 2 users who are at the peak of user rankings based on overall quantity of sessions , execute sorting by overall total duration ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"48971\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-22 13:26:38.000000+00:00\", \"2020-09-21 05:08:54.000000+00:00\", \"2019-03-03 14:40:41.000000+00:00\", \"2022-09-05 13:54:30.000000+00:00\", \"2022-01-04 22:14:56.000000+00:00\", \"2020-09-26 12:59:30.000000+00:00\"], \"session_ids\": [\"a7b4fcbf-d754-4d94-bf07-7e368a6dd2d5\", \"134f99f5-42ba-43a8-a571-269618e3494e\", \"c9f5ef69-248d-4350-a043-6a38e0bf92bc\", \"29da1466-e337-4fcd-893e-3324095a1e12\", \"992a1750-43b4-4c1f-a19d-8a2806e30491\", \"a91a7a79-dfa9-41ba-8da2-82ee4ea38860\"], \"total_duration\": 5538.0, \"total_sessions\": 6, \"mean_week_duration\": 30.262}, \"66777\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-09-23 21:35:53.000000+00:00\", \"2021-12-14 15:37:12.000000+00:00\"], \"session_ids\": [\"ee149cdf-2a22-40e2-b6cb-1c89df326b10\", \"6317602f-146b-4325-97b6-9af009c417ae\"], \"total_duration\": 473.0, \"total_sessions\": 2, \"mean_week_duration\": 39.417}, \"49034\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-12-30 17:06:30.000000+00:00\", \"2022-02-25 06:18:42.000000+00:00\", \"2020-02-05 18:10:49.000000+00:00\"], \"session_ids\": [\"b1d43046-25dc-40d6-8977-8477dbc410ba\", \"d0988be7-1fa4-4333-b302-1f6829bb97ab\", \"2424bd2c-815f-43f7-a8ea-718ea3f09a7c\"], \"total_duration\": 93.0, \"total_sessions\": 3, \"mean_week_duration\": 0.861}, \"70447\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-07 19:52:06.000000+00:00\", \"2023-01-13 03:57:32.000000+00:00\", \"2021-08-04 20:50:22.000000+00:00\", \"2019-08-13 03:35:33.000000+00:00\", \"2020-07-30 16:38:43.000000+00:00\", \"2019-07-16 20:57:31.000000+00:00\", \"2023-05-24 14:52:10.000000+00:00\", \"2021-06-10 05:31:34.000000+00:00\"], \"session_ids\": [\"6b0fa046-6c37-4b6d-bd44-81f40fac61f3\", \"6434fb25-544d-4c14-b88c-489b542ad2ea\", \"754baf0b-3edf-4e73-bfd8-fd070a8588cb\", \"4bd17675-a1e4-4b02-8f48-b2e414d24d23\", \"5f4aaa6b-faf3-4a7b-a28c-b87166abfe19\", \"53bf329b-c9fe-4396-bec4-cb7e16277aa6\", \"f06f3fe2-265b-47ba-8030-6491d0556cdb\", \"69298697-2a91-4b40-9460-db38a9a9020a\"], \"total_duration\": 7650.0, \"total_sessions\": 8, \"mean_week_duration\": 38.06}, \"80410\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 5}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-03-03 00:10:17.000000+00:00\", \"2021-10-28 10:10:59.000000+00:00\", \"2020-05-27 01:46:56.000000+00:00\"], \"session_ids\": [\"4ce25edd-6748-44c4-b5c5-ac735eee38a9\", \"1d7f49b9-0052-43bb-ab64-c54835ef1ddb\", \"a930fdc1-d009-468f-8b7a-4ff8b3f28d3f\"], \"total_duration\": 352.0, \"total_sessions\": 3, \"mean_week_duration\": 3.826}, \"92996\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-24 01:02:30.000000+00:00\", \"2019-05-30 15:33:48.000000+00:00\", \"2020-02-06 08:50:30.000000+00:00\"], \"session_ids\": [\"677fcb57-65ba-426a-b85a-fa62316db6dc\", \"a3ed9403-6219-417d-b6e7-7b05abdcb230\", \"f154feb8-a242-4816-8b61-fdb968a18fc9\"], \"total_duration\": 704.0, \"total_sessions\": 3, \"mean_week_duration\": 7.411}, \"29369\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-03-19 16:03:51.000000+00:00\", \"2021-12-08 17:17:25.000000+00:00\", \"2021-01-06 20:49:43.000000+00:00\"], \"session_ids\": [\"58d5da42-41ac-4718-ab50-3e70dfb82870\", \"d6c1b402-4056-4f39-a7be-b9c1615542a4\", \"fb73d3e1-a38f-454b-b4d7-b4bf9075831f\"], \"total_duration\": 95.0, \"total_sessions\": 3, \"mean_week_duration\": 0.826}, \"57008\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-05-23 10:31:37.000000+00:00\", \"2019-04-18 10:52:03.000000+00:00\"], \"session_ids\": [\"029b323e-c470-451d-9121-2c8f9cab35e7\", \"b43fbabf-94f3-4867-af30-e19fb8bd7b6d\"], \"total_duration\": 363.0, \"total_sessions\": 2, \"mean_week_duration\": 72.6}, \"29445\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-02-12 15:16:55.000000+00:00\", \"2019-08-20 14:15:22.000000+00:00\", \"2019-10-17 04:36:57.000000+00:00\", \"2021-06-15 02:55:35.000000+00:00\", \"2023-05-25 07:37:01.000000+00:00\"], \"session_ids\": [\"2a3131c7-3276-49df-9295-912e71fc1863\", \"6f2c68b6-d631-4280-a50c-84c86a05ad97\", \"f26ce6be-b94f-48bd-be80-dff8f1161798\", \"c2d5ca92-c26f-4f1d-b9fe-c129278a0a03\", \"678cb06b-43f0-4125-85a7-a94251bd2d68\"], \"total_duration\": 222.0, \"total_sessions\": 5, \"mean_week_duration\": 1.127}, \"87598\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-08-10 12:15:32.000000+00:00\", \"2023-05-29 23:35:57.000000+00:00\", \"2019-03-04 08:00:13.000000+00:00\"], \"session_ids\": [\"f08e7ae4-cd43-481b-b150-ffc3792df3e8\", \"563ebf13-fae1-4687-8af9-6edcc34a7d69\", \"25e3f363-b7d0-4d64-9741-28813ac6ae61\"], \"total_duration\": 905.0, \"total_sessions\": 3, \"mean_week_duration\": 4.095}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the highest 2 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": true, \"quant_to_remain\": 2}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"70447\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-07 19:52:06.000000+00:00\", \"2023-01-13 03:57:32.000000+00:00\", \"2021-08-04 20:50:22.000000+00:00\", \"2019-08-13 03:35:33.000000+00:00\", \"2020-07-30 16:38:43.000000+00:00\", \"2019-07-16 20:57:31.000000+00:00\", \"2023-05-24 14:52:10.000000+00:00\", \"2021-06-10 05:31:34.000000+00:00\"], \"session_ids\": [\"6b0fa046-6c37-4b6d-bd44-81f40fac61f3\", \"6434fb25-544d-4c14-b88c-489b542ad2ea\", \"754baf0b-3edf-4e73-bfd8-fd070a8588cb\", \"4bd17675-a1e4-4b02-8f48-b2e414d24d23\", \"5f4aaa6b-faf3-4a7b-a28c-b87166abfe19\", \"53bf329b-c9fe-4396-bec4-cb7e16277aa6\", \"f06f3fe2-265b-47ba-8030-6491d0556cdb\", \"69298697-2a91-4b40-9460-db38a9a9020a\"], \"total_duration\": 7650.0, \"total_sessions\": 8, \"mean_week_duration\": 38.06}}, {\"48971\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-22 13:26:38.000000+00:00\", \"2020-09-21 05:08:54.000000+00:00\", \"2019-03-03 14:40:41.000000+00:00\", \"2022-09-05 13:54:30.000000+00:00\", \"2022-01-04 22:14:56.000000+00:00\", \"2020-09-26 12:59:30.000000+00:00\"], \"session_ids\": [\"a7b4fcbf-d754-4d94-bf07-7e368a6dd2d5\", \"134f99f5-42ba-43a8-a571-269618e3494e\", \"c9f5ef69-248d-4350-a043-6a38e0bf92bc\", \"29da1466-e337-4fcd-893e-3324095a1e12\", \"992a1750-43b4-4c1f-a19d-8a2806e30491\", \"a91a7a79-dfa9-41ba-8da2-82ee4ea38860\"], \"total_duration\": 5538.0, \"total_sessions\": 6, \"mean_week_duration\": 30.262}}, {\"29445\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-02-12 15:16:55.000000+00:00\", \"2019-08-20 14:15:22.000000+00:00\", \"2019-10-17 04:36:57.000000+00:00\", \"2021-06-15 02:55:35.000000+00:00\", \"2023-05-25 07:37:01.000000+00:00\"], \"session_ids\": [\"2a3131c7-3276-49df-9295-912e71fc1863\", \"6f2c68b6-d631-4280-a50c-84c86a05ad97\", \"f26ce6be-b94f-48bd-be80-dff8f1161798\", \"c2d5ca92-c26f-4f1d-b9fe-c129278a0a03\", \"678cb06b-43f0-4125-85a7-a94251bd2d68\"], \"total_duration\": 222.0, \"total_sessions\": 5, \"mean_week_duration\": 1.127}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"29445\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-02-12 15:16:55.000000+00:00\", \"2019-08-20 14:15:22.000000+00:00\", \"2019-10-17 04:36:57.000000+00:00\", \"2021-06-15 02:55:35.000000+00:00\", \"2023-05-25 07:37:01.000000+00:00\"], \"session_ids\": [\"2a3131c7-3276-49df-9295-912e71fc1863\", \"6f2c68b6-d631-4280-a50c-84c86a05ad97\", \"f26ce6be-b94f-48bd-be80-dff8f1161798\", \"c2d5ca92-c26f-4f1d-b9fe-c129278a0a03\", \"678cb06b-43f0-4125-85a7-a94251bd2d68\"], \"total_duration\": 222.0, \"total_sessions\": 5, \"mean_week_duration\": 1.127}}, {\"48971\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-22 13:26:38.000000+00:00\", \"2020-09-21 05:08:54.000000+00:00\", \"2019-03-03 14:40:41.000000+00:00\", \"2022-09-05 13:54:30.000000+00:00\", \"2022-01-04 22:14:56.000000+00:00\", \"2020-09-26 12:59:30.000000+00:00\"], \"session_ids\": [\"a7b4fcbf-d754-4d94-bf07-7e368a6dd2d5\", \"134f99f5-42ba-43a8-a571-269618e3494e\", \"c9f5ef69-248d-4350-a043-6a38e0bf92bc\", \"29da1466-e337-4fcd-893e-3324095a1e12\", \"992a1750-43b4-4c1f-a19d-8a2806e30491\", \"a91a7a79-dfa9-41ba-8da2-82ee4ea38860\"], \"total_duration\": 5538.0, \"total_sessions\": 6, \"mean_week_duration\": 30.262}}, {\"70447\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-08-07 19:52:06.000000+00:00\", \"2023-01-13 03:57:32.000000+00:00\", \"2021-08-04 20:50:22.000000+00:00\", \"2019-08-13 03:35:33.000000+00:00\", \"2020-07-30 16:38:43.000000+00:00\", \"2019-07-16 20:57:31.000000+00:00\", \"2023-05-24 14:52:10.000000+00:00\", \"2021-06-10 05:31:34.000000+00:00\"], \"session_ids\": [\"6b0fa046-6c37-4b6d-bd44-81f40fac61f3\", \"6434fb25-544d-4c14-b88c-489b542ad2ea\", \"754baf0b-3edf-4e73-bfd8-fd070a8588cb\", \"4bd17675-a1e4-4b02-8f48-b2e414d24d23\", \"5f4aaa6b-faf3-4a7b-a28c-b87166abfe19\", \"53bf329b-c9fe-4396-bec4-cb7e16277aa6\", \"f06f3fe2-265b-47ba-8030-6491d0556cdb\", \"69298697-2a91-4b40-9460-db38a9a9020a\"], \"total_duration\": 7650.0, \"total_sessions\": 8, \"mean_week_duration\": 38.06}}]\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[{\"29445\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-02-12 15:16:55.000000+00:00\", \"2019-08-20 14:15:22.000000+00:00\", \"2019-10-17 04:36:57.000000+00:00\", \"2021-06-15 02:55:35.000000+00:00\", \"2023-05-25 07:37:01.000000+00:00\"], \"session_ids\": [\"2a3131c7-3276-49df-9295-912e71fc1863\", \"6f2c68b6-d631-4280-a50c-84c86a05ad97\", \"f26ce6be-b94f-48bd-be80-dff8f1161798\", \"c2d5ca92-c26f-4f1d-b9fe-c129278a0a03\", \"678cb06b-43f0-4125-85a7-a94251bd2d68\"], \"total_duration\": 222.0, \"total_sessions\": 5, \"mean_week_duration\": 1.127}}, {\"48971\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-22 13:26:38.000000+00:00\", \"2020-09-21 05:08:54.000000+00:00\", \"2019-03-03 14:40:41.000000+00:00\", \"2022-09-05 13:54:30.000000+00:00\", \"2022-01-04 22:14:56.000000+00:00\", \"2020-09-26 12:59:30.000000+00:00\"], \"session_ids\": [\"a7b4fcbf-d754-4d94-bf07-7e368a6dd2d5\", \"134f99f5-42ba-43a8-a571-269618e3494e\", \"c9f5ef69-248d-4350-a043-6a38e0bf92bc\", \"29da1466-e337-4fcd-893e-3324095a1e12\", \"992a1750-43b4-4c1f-a19d-8a2806e30491\", \"a91a7a79-dfa9-41ba-8da2-82ee4ea38860\"], \"total_duration\": 5538.0, \"total_sessions\": 6, \"mean_week_duration\": 30.262}}]\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[{\"29445\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-02-12 15:16:55.000000+00:00\", \"2019-08-20 14:15:22.000000+00:00\", \"2019-10-17 04:36:57.000000+00:00\", \"2021-06-15 02:55:35.000000+00:00\", \"2023-05-25 07:37:01.000000+00:00\"], \"session_ids\": [\"2a3131c7-3276-49df-9295-912e71fc1863\", \"6f2c68b6-d631-4280-a50c-84c86a05ad97\", \"f26ce6be-b94f-48bd-be80-dff8f1161798\", \"c2d5ca92-c26f-4f1d-b9fe-c129278a0a03\", \"678cb06b-43f0-4125-85a7-a94251bd2d68\"], \"total_duration\": 222.0, \"total_sessions\": 5, \"mean_week_duration\": 1.127}}, {\"48971\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Athens\", \"datetimes\": [\"2021-12-22 13:26:38.000000+00:00\", \"2020-09-21 05:08:54.000000+00:00\", \"2019-03-03 14:40:41.000000+00:00\", \"2022-09-05 13:54:30.000000+00:00\", \"2022-01-04 22:14:56.000000+00:00\", \"2020-09-26 12:59:30.000000+00:00\"], \"session_ids\": [\"a7b4fcbf-d754-4d94-bf07-7e368a6dd2d5\", \"134f99f5-42ba-43a8-a571-269618e3494e\", \"c9f5ef69-248d-4350-a043-6a38e0bf92bc\", \"29da1466-e337-4fcd-893e-3324095a1e12\", \"992a1750-43b4-4c1f-a19d-8a2806e30491\", \"a91a7a79-dfa9-41ba-8da2-82ee4ea38860\"], \"total_duration\": 5538.0, \"total_sessions\": 6, \"mean_week_duration\": 30.262}}]\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 have total time using the app strictly greater than 4987 and strictly less than 545 , moreover do sorting by time using the app per week from the largest value to the smallest value + display 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{\"84104\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-11-29 23:30:36.000000+00:00\", \"2021-04-16 00:30:30.000000+00:00\", \"2019-11-24 01:38:54.000000+00:00\"], \"session_ids\": [\"353b3d28-e04d-4f31-99d9-7fcc3251fd78\", \"d36cc77a-a4ff-4b82-8d8e-debb37fdda1a\", \"cca8c0cd-1ea2-41e1-8f95-afd0acba2e98\"], \"total_duration\": 659.0, \"total_sessions\": 3, \"mean_week_duration\": 6.217}, \"9589\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-26 12:56:38.000000+00:00\", \"2021-11-06 01:49:56.000000+00:00\", \"2023-04-17 22:22:37.000000+00:00\", \"2023-06-01 13:19:32.000000+00:00\", \"2019-10-25 10:02:06.000000+00:00\"], \"session_ids\": [\"94f5b149-b1a6-4a2d-8c04-fe52cbe8b045\", \"920dbd33-a8a4-4f7a-9cd6-bb81ecc42344\", \"cf89c009-3859-441d-a493-dc7d408045dd\", \"36bcefc8-1723-4d03-a475-0fe7980c0876\", \"18c7bf43-c20e-463c-a824-accd41467a00\"], \"total_duration\": 203.0, \"total_sessions\": 5, \"mean_week_duration\": 1.08}, \"37432\": {\"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\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-14 08:22:18.000000+00:00\", \"2019-05-11 10:37:11.000000+00:00\"], \"session_ids\": [\"be6db133-f7df-463b-a689-9b245dd481d6\", \"899571ac-baa3-4b07-9428-bbdad467b502\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.132}, \"73101\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-05-26 20:39:08.000000+00:00\", \"2022-02-06 14:10:25.000000+00:00\", \"2021-01-17 22:58:13.000000+00:00\", \"2022-05-20 02:14:02.000000+00:00\"], \"session_ids\": [\"4daf7aa0-0bc7-442d-a82d-1788d74e0b72\", \"fd75148f-a2d0-4c18-b9ab-c794fbde09b9\", \"e89864d3-00f6-4c03-8203-35321ceb5737\", \"9343b578-b889-40eb-9974-38b33d0a74be\"], \"total_duration\": 39.0, \"total_sessions\": 4, \"mean_week_duration\": 0.317}, \"19181\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 7}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-03-31 09:22:16.000000+00:00\", \"2020-04-25 20:44:53.000000+00:00\", \"2022-11-18 19:23:29.000000+00:00\", \"2019-08-20 17:04:35.000000+00:00\"], \"session_ids\": [\"4ef749ca-8407-432f-9bd7-9b56f6daa373\", \"ec43a634-6935-4b54-a7d8-2ad5bfe28d19\", \"8b019224-29a7-4dcf-9cc5-db75799f893b\", \"d919b48d-cfcb-4fcf-b936-50e81952d61c\"], \"total_duration\": 942.0, \"total_sessions\": 4, \"mean_week_duration\": 4.958}, \"22407\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-06-20 13:28:05.000000+00:00\", \"2021-04-29 21:27:16.000000+00:00\", \"2021-06-25 13:04:53.000000+00:00\"], \"session_ids\": [\"d58a12ea-9946-4213-bdf3-5b050ec51731\", \"2384c2dd-151f-4e94-af8d-49cd29a0f04b\", \"bdd244fe-282b-43ab-bd6c-f04aeb7d4d08\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.268}, \"29405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-03 04:16:11.000000+00:00\", \"2021-12-30 07:08:18.000000+00:00\", \"2023-01-01 12:21:49.000000+00:00\", \"2019-12-22 05:51:07.000000+00:00\", \"2021-08-23 11:36:59.000000+00:00\", \"2019-03-31 07:21:56.000000+00:00\", \"2022-12-14 16:54:59.000000+00:00\", \"2019-01-04 22:42:58.000000+00:00\"], \"session_ids\": [\"80bbeff3-a156-49e6-8892-c89a702c7658\", \"9b53263d-cf42-4d39-9d48-888eb02de1a2\", \"4e5ee327-9048-4327-8754-cf4fa0175839\", \"9fe9c655-edbc-42c8-bfd8-46b7d8e23944\", \"59f3fe13-f7f4-4522-95b8-7f922ae34490\", \"53e261d9-6576-4cbe-9b42-98176d81833a\", \"fab44b45-e531-424b-b9f7-5e0131d8ad2e\", \"46dd41e7-8b5f-479e-a3f1-18f941c002e9\"], \"total_duration\": 7678.0, \"total_sessions\": 8, \"mean_week_duration\": 36.737}, \"92092\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-04-07 15:37:11.000000+00:00\", \"2019-02-16 00:11:57.000000+00:00\", \"2021-10-11 22:19:54.000000+00:00\", \"2022-04-13 05:43:40.000000+00:00\", \"2019-01-10 07:21:00.000000+00:00\"], \"session_ids\": [\"45ca4442-2f8b-4711-9852-8ca82d316357\", \"0245ba3d-1ae3-4187-9a34-8123db278a7b\", \"2247dfdc-f998-494a-942f-3420deb3a899\", \"a139834c-204a-4707-a309-d4ddf8efd2a1\", \"ce933dcb-b312-4fa0-9f31-918bff49197e\"], \"total_duration\": 736.0, \"total_sessions\": 5, \"mean_week_duration\": 3.315}, \"41433\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-02 10:41:36.000000+00:00\", \"2022-09-04 15:56:20.000000+00:00\"], \"session_ids\": [\"cd6788d7-3b54-42d9-8e48-02f1f9a7bb85\", \"2cfdf23c-4b0f-40ff-a510-e90dc4ada2e6\"], \"total_duration\": 347.0, \"total_sessions\": 2, \"mean_week_duration\": 2.041}, \"98639\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-04 19:26:17.000000+00:00\", \"2022-08-14 01:41:08.000000+00:00\"], \"session_ids\": [\"8aaaf4ac-1de7-4436-bf2b-3f28d93fffd2\", \"51849df7-73d5-47cb-9d1d-6db9dec08372\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.209}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are less than 545 and are greater than 4987" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[545, 4987]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"9589\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-26 12:56:38.000000+00:00\", \"2021-11-06 01:49:56.000000+00:00\", \"2023-04-17 22:22:37.000000+00:00\", \"2023-06-01 13:19:32.000000+00:00\", \"2019-10-25 10:02:06.000000+00:00\"], \"session_ids\": [\"94f5b149-b1a6-4a2d-8c04-fe52cbe8b045\", \"920dbd33-a8a4-4f7a-9cd6-bb81ecc42344\", \"cf89c009-3859-441d-a493-dc7d408045dd\", \"36bcefc8-1723-4d03-a475-0fe7980c0876\", \"18c7bf43-c20e-463c-a824-accd41467a00\"], \"total_duration\": 203.0, \"total_sessions\": 5, \"mean_week_duration\": 1.08}, \"37432\": {\"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\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-14 08:22:18.000000+00:00\", \"2019-05-11 10:37:11.000000+00:00\"], \"session_ids\": [\"be6db133-f7df-463b-a689-9b245dd481d6\", \"899571ac-baa3-4b07-9428-bbdad467b502\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.132}, \"73101\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-05-26 20:39:08.000000+00:00\", \"2022-02-06 14:10:25.000000+00:00\", \"2021-01-17 22:58:13.000000+00:00\", \"2022-05-20 02:14:02.000000+00:00\"], \"session_ids\": [\"4daf7aa0-0bc7-442d-a82d-1788d74e0b72\", \"fd75148f-a2d0-4c18-b9ab-c794fbde09b9\", \"e89864d3-00f6-4c03-8203-35321ceb5737\", \"9343b578-b889-40eb-9974-38b33d0a74be\"], \"total_duration\": 39.0, \"total_sessions\": 4, \"mean_week_duration\": 0.317}, \"22407\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-06-20 13:28:05.000000+00:00\", \"2021-04-29 21:27:16.000000+00:00\", \"2021-06-25 13:04:53.000000+00:00\"], \"session_ids\": [\"d58a12ea-9946-4213-bdf3-5b050ec51731\", \"2384c2dd-151f-4e94-af8d-49cd29a0f04b\", \"bdd244fe-282b-43ab-bd6c-f04aeb7d4d08\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.268}, \"41433\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-02 10:41:36.000000+00:00\", \"2022-09-04 15:56:20.000000+00:00\"], \"session_ids\": [\"cd6788d7-3b54-42d9-8e48-02f1f9a7bb85\", \"2cfdf23c-4b0f-40ff-a510-e90dc4ada2e6\"], \"total_duration\": 347.0, \"total_sessions\": 2, \"mean_week_duration\": 2.041}, \"98639\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-04 19:26:17.000000+00:00\", \"2022-08-14 01:41:08.000000+00:00\"], \"session_ids\": [\"8aaaf4ac-1de7-4436-bf2b-3f28d93fffd2\", \"51849df7-73d5-47cb-9d1d-6db9dec08372\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.209}, \"29405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-03 04:16:11.000000+00:00\", \"2021-12-30 07:08:18.000000+00:00\", \"2023-01-01 12:21:49.000000+00:00\", \"2019-12-22 05:51:07.000000+00:00\", \"2021-08-23 11:36:59.000000+00:00\", \"2019-03-31 07:21:56.000000+00:00\", \"2022-12-14 16:54:59.000000+00:00\", \"2019-01-04 22:42:58.000000+00:00\"], \"session_ids\": [\"80bbeff3-a156-49e6-8892-c89a702c7658\", \"9b53263d-cf42-4d39-9d48-888eb02de1a2\", \"4e5ee327-9048-4327-8754-cf4fa0175839\", \"9fe9c655-edbc-42c8-bfd8-46b7d8e23944\", \"59f3fe13-f7f4-4522-95b8-7f922ae34490\", \"53e261d9-6576-4cbe-9b42-98176d81833a\", \"fab44b45-e531-424b-b9f7-5e0131d8ad2e\", \"46dd41e7-8b5f-479e-a3f1-18f941c002e9\"], \"total_duration\": 7678.0, \"total_sessions\": 8, \"mean_week_duration\": 36.737}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"29405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-03 04:16:11.000000+00:00\", \"2021-12-30 07:08:18.000000+00:00\", \"2023-01-01 12:21:49.000000+00:00\", \"2019-12-22 05:51:07.000000+00:00\", \"2021-08-23 11:36:59.000000+00:00\", \"2019-03-31 07:21:56.000000+00:00\", \"2022-12-14 16:54:59.000000+00:00\", \"2019-01-04 22:42:58.000000+00:00\"], \"session_ids\": [\"80bbeff3-a156-49e6-8892-c89a702c7658\", \"9b53263d-cf42-4d39-9d48-888eb02de1a2\", \"4e5ee327-9048-4327-8754-cf4fa0175839\", \"9fe9c655-edbc-42c8-bfd8-46b7d8e23944\", \"59f3fe13-f7f4-4522-95b8-7f922ae34490\", \"53e261d9-6576-4cbe-9b42-98176d81833a\", \"fab44b45-e531-424b-b9f7-5e0131d8ad2e\", \"46dd41e7-8b5f-479e-a3f1-18f941c002e9\"], \"total_duration\": 7678.0, \"total_sessions\": 8, \"mean_week_duration\": 36.737}}, {\"41433\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-02 10:41:36.000000+00:00\", \"2022-09-04 15:56:20.000000+00:00\"], \"session_ids\": [\"cd6788d7-3b54-42d9-8e48-02f1f9a7bb85\", \"2cfdf23c-4b0f-40ff-a510-e90dc4ada2e6\"], \"total_duration\": 347.0, \"total_sessions\": 2, \"mean_week_duration\": 2.041}}, {\"9589\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-26 12:56:38.000000+00:00\", \"2021-11-06 01:49:56.000000+00:00\", \"2023-04-17 22:22:37.000000+00:00\", \"2023-06-01 13:19:32.000000+00:00\", \"2019-10-25 10:02:06.000000+00:00\"], \"session_ids\": [\"94f5b149-b1a6-4a2d-8c04-fe52cbe8b045\", \"920dbd33-a8a4-4f7a-9cd6-bb81ecc42344\", \"cf89c009-3859-441d-a493-dc7d408045dd\", \"36bcefc8-1723-4d03-a475-0fe7980c0876\", \"18c7bf43-c20e-463c-a824-accd41467a00\"], \"total_duration\": 203.0, \"total_sessions\": 5, \"mean_week_duration\": 1.08}}, {\"73101\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2023-05-26 20:39:08.000000+00:00\", \"2022-02-06 14:10:25.000000+00:00\", \"2021-01-17 22:58:13.000000+00:00\", \"2022-05-20 02:14:02.000000+00:00\"], \"session_ids\": [\"4daf7aa0-0bc7-442d-a82d-1788d74e0b72\", \"fd75148f-a2d0-4c18-b9ab-c794fbde09b9\", \"e89864d3-00f6-4c03-8203-35321ceb5737\", \"9343b578-b889-40eb-9974-38b33d0a74be\"], \"total_duration\": 39.0, \"total_sessions\": 4, \"mean_week_duration\": 0.317}}, {\"22407\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2023-06-20 13:28:05.000000+00:00\", \"2021-04-29 21:27:16.000000+00:00\", \"2021-06-25 13:04:53.000000+00:00\"], \"session_ids\": [\"d58a12ea-9946-4213-bdf3-5b050ec51731\", \"2384c2dd-151f-4e94-af8d-49cd29a0f04b\", \"bdd244fe-282b-43ab-bd6c-f04aeb7d4d08\"], \"total_duration\": 30.0, \"total_sessions\": 3, \"mean_week_duration\": 0.268}}, {\"98639\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 6}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-08-04 19:26:17.000000+00:00\", \"2022-08-14 01:41:08.000000+00:00\"], \"session_ids\": [\"8aaaf4ac-1de7-4436-bf2b-3f28d93fffd2\", \"51849df7-73d5-47cb-9d1d-6db9dec08372\"], \"total_duration\": 33.0, \"total_sessions\": 2, \"mean_week_duration\": 0.209}}, {\"37432\": {\"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\": 6}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-14 08:22:18.000000+00:00\", \"2019-05-11 10:37:11.000000+00:00\"], \"session_ids\": [\"be6db133-f7df-463b-a689-9b245dd481d6\", \"899571ac-baa3-4b07-9428-bbdad467b502\"], \"total_duration\": 27.0, \"total_sessions\": 2, \"mean_week_duration\": 0.132}}]\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[{\"29405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-03 04:16:11.000000+00:00\", \"2021-12-30 07:08:18.000000+00:00\", \"2023-01-01 12:21:49.000000+00:00\", \"2019-12-22 05:51:07.000000+00:00\", \"2021-08-23 11:36:59.000000+00:00\", \"2019-03-31 07:21:56.000000+00:00\", \"2022-12-14 16:54:59.000000+00:00\", \"2019-01-04 22:42:58.000000+00:00\"], \"session_ids\": [\"80bbeff3-a156-49e6-8892-c89a702c7658\", \"9b53263d-cf42-4d39-9d48-888eb02de1a2\", \"4e5ee327-9048-4327-8754-cf4fa0175839\", \"9fe9c655-edbc-42c8-bfd8-46b7d8e23944\", \"59f3fe13-f7f4-4522-95b8-7f922ae34490\", \"53e261d9-6576-4cbe-9b42-98176d81833a\", \"fab44b45-e531-424b-b9f7-5e0131d8ad2e\", \"46dd41e7-8b5f-479e-a3f1-18f941c002e9\"], \"total_duration\": 7678.0, \"total_sessions\": 8, \"mean_week_duration\": 36.737}}, {\"41433\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-02 10:41:36.000000+00:00\", \"2022-09-04 15:56:20.000000+00:00\"], \"session_ids\": [\"cd6788d7-3b54-42d9-8e48-02f1f9a7bb85\", \"2cfdf23c-4b0f-40ff-a510-e90dc4ada2e6\"], \"total_duration\": 347.0, \"total_sessions\": 2, \"mean_week_duration\": 2.041}}, {\"9589\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-26 12:56:38.000000+00:00\", \"2021-11-06 01:49:56.000000+00:00\", \"2023-04-17 22:22:37.000000+00:00\", \"2023-06-01 13:19:32.000000+00:00\", \"2019-10-25 10:02:06.000000+00:00\"], \"session_ids\": [\"94f5b149-b1a6-4a2d-8c04-fe52cbe8b045\", \"920dbd33-a8a4-4f7a-9cd6-bb81ecc42344\", \"cf89c009-3859-441d-a493-dc7d408045dd\", \"36bcefc8-1723-4d03-a475-0fe7980c0876\", \"18c7bf43-c20e-463c-a824-accd41467a00\"], \"total_duration\": 203.0, \"total_sessions\": 5, \"mean_week_duration\": 1.08}}]\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[{\"29405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2022-12-03 04:16:11.000000+00:00\", \"2021-12-30 07:08:18.000000+00:00\", \"2023-01-01 12:21:49.000000+00:00\", \"2019-12-22 05:51:07.000000+00:00\", \"2021-08-23 11:36:59.000000+00:00\", \"2019-03-31 07:21:56.000000+00:00\", \"2022-12-14 16:54:59.000000+00:00\", \"2019-01-04 22:42:58.000000+00:00\"], \"session_ids\": [\"80bbeff3-a156-49e6-8892-c89a702c7658\", \"9b53263d-cf42-4d39-9d48-888eb02de1a2\", \"4e5ee327-9048-4327-8754-cf4fa0175839\", \"9fe9c655-edbc-42c8-bfd8-46b7d8e23944\", \"59f3fe13-f7f4-4522-95b8-7f922ae34490\", \"53e261d9-6576-4cbe-9b42-98176d81833a\", \"fab44b45-e531-424b-b9f7-5e0131d8ad2e\", \"46dd41e7-8b5f-479e-a3f1-18f941c002e9\"], \"total_duration\": 7678.0, \"total_sessions\": 8, \"mean_week_duration\": 36.737}}, {\"41433\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-02 10:41:36.000000+00:00\", \"2022-09-04 15:56:20.000000+00:00\"], \"session_ids\": [\"cd6788d7-3b54-42d9-8e48-02f1f9a7bb85\", \"2cfdf23c-4b0f-40ff-a510-e90dc4ada2e6\"], \"total_duration\": 347.0, \"total_sessions\": 2, \"mean_week_duration\": 2.041}}, {\"9589\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-08-26 12:56:38.000000+00:00\", \"2021-11-06 01:49:56.000000+00:00\", \"2023-04-17 22:22:37.000000+00:00\", \"2023-06-01 13:19:32.000000+00:00\", \"2019-10-25 10:02:06.000000+00:00\"], \"session_ids\": [\"94f5b149-b1a6-4a2d-8c04-fe52cbe8b045\", \"920dbd33-a8a4-4f7a-9cd6-bb81ecc42344\", \"cf89c009-3859-441d-a493-dc7d408045dd\", \"36bcefc8-1723-4d03-a475-0fe7980c0876\", \"18c7bf43-c20e-463c-a824-accd41467a00\"], \"total_duration\": 203.0, \"total_sessions\": 5, \"mean_week_duration\": 1.08}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Share insights on 3 users who hold the top position in overall duration of sessions per week and in addition do sorting by town naming in ascending order , show me 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{\"13952\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-06-08 11:04:05.000000+00:00\", \"2021-06-24 07:19:07.000000+00:00\", \"2022-06-03 13:47:33.000000+00:00\"], \"session_ids\": [\"6d6e8edd-ee63-4039-80c0-cf19da45e562\", \"0c36d90a-a034-4266-aebf-0cf30e5f3c73\", \"9cc7ff91-3387-4080-8c1a-4fc538646fc0\"], \"total_duration\": 45.0, \"total_sessions\": 3, \"mean_week_duration\": 0.433}, \"26252\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-09-01 12:25:58.000000+00:00\", \"2019-05-17 23:48:47.000000+00:00\"], \"session_ids\": [\"e0e8db9c-ebf5-4c73-be07-13d52cf2b614\", \"de74cdde-fac8-4366-9889-9f1aab5ab4db\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.683}, \"70994\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-11-30 23:48:20.000000+00:00\", \"2019-05-31 07:24:13.000000+00:00\"], \"session_ids\": [\"3bf931af-1009-489e-bba6-142bfb95ede3\", \"1fa53843-0667-4cdd-accd-57bb47240985\"], \"total_duration\": 308.0, \"total_sessions\": 2, \"mean_week_duration\": 3.899}, \"9184\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-21 21:27:16.000000+00:00\", \"2022-03-24 07:43:31.000000+00:00\", \"2021-11-07 07:27:21.000000+00:00\", \"2022-10-13 20:24:03.000000+00:00\", \"2021-12-11 17:04:24.000000+00:00\", \"2021-02-21 00:55:14.000000+00:00\"], \"session_ids\": [\"a982e5a3-d8b6-4ef6-a0dd-f6bd0bef4f5f\", \"e1426aac-afd9-4269-b5b5-2cb19487742c\", \"a59f1268-bec9-4b4a-bb0f-44e191b26b67\", \"f9d6dafb-cc7e-487d-8914-afef5af29fcb\", \"7146fe50-8809-42b8-8cac-1c93f97f341f\", \"9b2b917e-3f92-4a00-8ded-278a7c7356d5\"], \"total_duration\": 465.0, \"total_sessions\": 6, \"mean_week_duration\": 5.407}, \"53752\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-05-23 16:14:57.000000+00:00\", \"2020-04-03 22:21:16.000000+00:00\"], \"session_ids\": [\"e322744d-a9ff-4dbc-bef5-12c99f1baa55\", \"58759aa9-8c32-41ff-a9d8-297e122b49be\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 0.396}, \"35602\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Reykjavik\", \"datetimes\": [\"2023-01-02 06:24:25.000000+00:00\", \"2023-01-29 09:28:21.000000+00:00\", \"2019-04-12 09:17:26.000000+00:00\"], \"session_ids\": [\"4e2d759b-6b6f-4ccb-b972-cde9e24bc6f8\", \"8c752d8e-5c13-45d9-b77c-d087f1106370\", \"7fc1328e-891a-4255-9a70-0be842840272\"], \"total_duration\": 634.0, \"total_sessions\": 3, \"mean_week_duration\": 3.186}, \"61206\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-10 04:16:25.000000+00:00\", \"2023-05-07 08:36:12.000000+00:00\", \"2021-01-21 13:29:20.000000+00:00\", \"2021-05-04 20:54:06.000000+00:00\", \"2020-12-20 11:20:21.000000+00:00\", \"2019-12-29 12:48:30.000000+00:00\", \"2020-09-25 08:26:41.000000+00:00\", \"2019-08-08 03:21:07.000000+00:00\"], \"session_ids\": [\"8b17712d-356d-4375-a3df-bbce049c2d9f\", \"17491865-0ad2-417c-85b1-9b2edf2cb82d\", \"216f3e18-d616-4a8a-9db2-c5a157f56eb0\", \"63146de6-186a-4cfd-98df-a0d6a8b9bd39\", \"c1ded7d8-a065-46f3-b547-7b043b019e95\", \"e18fe0e5-a27f-4cc8-b4b4-12c21131e5f5\", \"aa27fdbf-dccb-42c4-8e4d-a4d01439d46f\", \"bfe5277e-e98e-4c2a-90a2-be57338d190c\"], \"total_duration\": 231.0, \"total_sessions\": 8, \"mean_week_duration\": 1.179}, \"63156\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-03-08 05:21:12.000000+00:00\", \"2022-05-21 09:43:34.000000+00:00\", \"2021-10-01 05:55:44.000000+00:00\", \"2022-03-11 01:35:19.000000+00:00\"], \"session_ids\": [\"d73761d2-a84c-48ad-b074-988c510bd1f9\", \"4d377439-8ec5-4c92-a1c2-b15322afef3c\", \"92e9ee8d-eece-4a27-b067-af6b0af93688\", \"d3a03b08-9a8d-4230-b3dd-506c97334aeb\"], \"total_duration\": 1262.0, \"total_sessions\": 4, \"mean_week_duration\": 37.118}, \"22489\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-29 00:58:31.000000+00:00\", \"2021-12-01 17:36:52.000000+00:00\", \"2021-03-05 17:59:04.000000+00:00\", \"2020-11-06 07:43:42.000000+00:00\", \"2019-05-25 14:59:01.000000+00:00\", \"2021-08-24 05:14:11.000000+00:00\"], \"session_ids\": [\"28d939e1-ddbb-4d7b-aa20-88732694cf53\", \"b06c9a74-2d53-411f-b92b-759a25800ea8\", \"0daa9c1c-8e73-4b4b-9828-b8510caf5a1b\", \"8e04ed09-4098-4de8-a8c3-5d4c3aee2307\", \"de3b7e8e-62c7-48e8-8335-df5af9b5b8d4\", \"294f3900-fae2-4233-8f8a-8b55a04acd06\"], \"total_duration\": 3811.0, \"total_sessions\": 6, \"mean_week_duration\": 18.148}, \"58556\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2021-10-24 23:37:03.000000+00:00\", \"2020-07-20 01:50:48.000000+00:00\"], \"session_ids\": [\"c992da6e-8cc6-4a58-badd-f68d4654cd95\", \"ca87dfec-00ba-4563-8751-a2725c6f0fe2\"], \"total_duration\": 139.0, \"total_sessions\": 2, \"mean_week_duration\": 2.106}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the highest 3 mean_week_duration values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"mean_week_duration\", \"top\": true, \"quant_to_remain\": 3}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"63156\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-03-08 05:21:12.000000+00:00\", \"2022-05-21 09:43:34.000000+00:00\", \"2021-10-01 05:55:44.000000+00:00\", \"2022-03-11 01:35:19.000000+00:00\"], \"session_ids\": [\"d73761d2-a84c-48ad-b074-988c510bd1f9\", \"4d377439-8ec5-4c92-a1c2-b15322afef3c\", \"92e9ee8d-eece-4a27-b067-af6b0af93688\", \"d3a03b08-9a8d-4230-b3dd-506c97334aeb\"], \"total_duration\": 1262.0, \"total_sessions\": 4, \"mean_week_duration\": 37.118}}, {\"22489\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-29 00:58:31.000000+00:00\", \"2021-12-01 17:36:52.000000+00:00\", \"2021-03-05 17:59:04.000000+00:00\", \"2020-11-06 07:43:42.000000+00:00\", \"2019-05-25 14:59:01.000000+00:00\", \"2021-08-24 05:14:11.000000+00:00\"], \"session_ids\": [\"28d939e1-ddbb-4d7b-aa20-88732694cf53\", \"b06c9a74-2d53-411f-b92b-759a25800ea8\", \"0daa9c1c-8e73-4b4b-9828-b8510caf5a1b\", \"8e04ed09-4098-4de8-a8c3-5d4c3aee2307\", \"de3b7e8e-62c7-48e8-8335-df5af9b5b8d4\", \"294f3900-fae2-4233-8f8a-8b55a04acd06\"], \"total_duration\": 3811.0, \"total_sessions\": 6, \"mean_week_duration\": 18.148}}, {\"9184\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-21 21:27:16.000000+00:00\", \"2022-03-24 07:43:31.000000+00:00\", \"2021-11-07 07:27:21.000000+00:00\", \"2022-10-13 20:24:03.000000+00:00\", \"2021-12-11 17:04:24.000000+00:00\", \"2021-02-21 00:55:14.000000+00:00\"], \"session_ids\": [\"a982e5a3-d8b6-4ef6-a0dd-f6bd0bef4f5f\", \"e1426aac-afd9-4269-b5b5-2cb19487742c\", \"a59f1268-bec9-4b4a-bb0f-44e191b26b67\", \"f9d6dafb-cc7e-487d-8914-afef5af29fcb\", \"7146fe50-8809-42b8-8cac-1c93f97f341f\", \"9b2b917e-3f92-4a00-8ded-278a7c7356d5\"], \"total_duration\": 465.0, \"total_sessions\": 6, \"mean_week_duration\": 5.407}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"63156\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-03-08 05:21:12.000000+00:00\", \"2022-05-21 09:43:34.000000+00:00\", \"2021-10-01 05:55:44.000000+00:00\", \"2022-03-11 01:35:19.000000+00:00\"], \"session_ids\": [\"d73761d2-a84c-48ad-b074-988c510bd1f9\", \"4d377439-8ec5-4c92-a1c2-b15322afef3c\", \"92e9ee8d-eece-4a27-b067-af6b0af93688\", \"d3a03b08-9a8d-4230-b3dd-506c97334aeb\"], \"total_duration\": 1262.0, \"total_sessions\": 4, \"mean_week_duration\": 37.118}}, {\"22489\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-29 00:58:31.000000+00:00\", \"2021-12-01 17:36:52.000000+00:00\", \"2021-03-05 17:59:04.000000+00:00\", \"2020-11-06 07:43:42.000000+00:00\", \"2019-05-25 14:59:01.000000+00:00\", \"2021-08-24 05:14:11.000000+00:00\"], \"session_ids\": [\"28d939e1-ddbb-4d7b-aa20-88732694cf53\", \"b06c9a74-2d53-411f-b92b-759a25800ea8\", \"0daa9c1c-8e73-4b4b-9828-b8510caf5a1b\", \"8e04ed09-4098-4de8-a8c3-5d4c3aee2307\", \"de3b7e8e-62c7-48e8-8335-df5af9b5b8d4\", \"294f3900-fae2-4233-8f8a-8b55a04acd06\"], \"total_duration\": 3811.0, \"total_sessions\": 6, \"mean_week_duration\": 18.148}}, {\"9184\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-21 21:27:16.000000+00:00\", \"2022-03-24 07:43:31.000000+00:00\", \"2021-11-07 07:27:21.000000+00:00\", \"2022-10-13 20:24:03.000000+00:00\", \"2021-12-11 17:04:24.000000+00:00\", \"2021-02-21 00:55:14.000000+00:00\"], \"session_ids\": [\"a982e5a3-d8b6-4ef6-a0dd-f6bd0bef4f5f\", \"e1426aac-afd9-4269-b5b5-2cb19487742c\", \"a59f1268-bec9-4b4a-bb0f-44e191b26b67\", \"f9d6dafb-cc7e-487d-8914-afef5af29fcb\", \"7146fe50-8809-42b8-8cac-1c93f97f341f\", \"9b2b917e-3f92-4a00-8ded-278a7c7356d5\"], \"total_duration\": 465.0, \"total_sessions\": 6, \"mean_week_duration\": 5.407}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"63156\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-03-08 05:21:12.000000+00:00\", \"2022-05-21 09:43:34.000000+00:00\", \"2021-10-01 05:55:44.000000+00:00\", \"2022-03-11 01:35:19.000000+00:00\"], \"session_ids\": [\"d73761d2-a84c-48ad-b074-988c510bd1f9\", \"4d377439-8ec5-4c92-a1c2-b15322afef3c\", \"92e9ee8d-eece-4a27-b067-af6b0af93688\", \"d3a03b08-9a8d-4230-b3dd-506c97334aeb\"], \"total_duration\": 1262.0, \"total_sessions\": 4, \"mean_week_duration\": 37.118}}, {\"22489\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-29 00:58:31.000000+00:00\", \"2021-12-01 17:36:52.000000+00:00\", \"2021-03-05 17:59:04.000000+00:00\", \"2020-11-06 07:43:42.000000+00:00\", \"2019-05-25 14:59:01.000000+00:00\", \"2021-08-24 05:14:11.000000+00:00\"], \"session_ids\": [\"28d939e1-ddbb-4d7b-aa20-88732694cf53\", \"b06c9a74-2d53-411f-b92b-759a25800ea8\", \"0daa9c1c-8e73-4b4b-9828-b8510caf5a1b\", \"8e04ed09-4098-4de8-a8c3-5d4c3aee2307\", \"de3b7e8e-62c7-48e8-8335-df5af9b5b8d4\", \"294f3900-fae2-4233-8f8a-8b55a04acd06\"], \"total_duration\": 3811.0, \"total_sessions\": 6, \"mean_week_duration\": 18.148}}, {\"9184\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-21 21:27:16.000000+00:00\", \"2022-03-24 07:43:31.000000+00:00\", \"2021-11-07 07:27:21.000000+00:00\", \"2022-10-13 20:24:03.000000+00:00\", \"2021-12-11 17:04:24.000000+00:00\", \"2021-02-21 00:55:14.000000+00:00\"], \"session_ids\": [\"a982e5a3-d8b6-4ef6-a0dd-f6bd0bef4f5f\", \"e1426aac-afd9-4269-b5b5-2cb19487742c\", \"a59f1268-bec9-4b4a-bb0f-44e191b26b67\", \"f9d6dafb-cc7e-487d-8914-afef5af29fcb\", \"7146fe50-8809-42b8-8cac-1c93f97f341f\", \"9b2b917e-3f92-4a00-8ded-278a7c7356d5\"], \"total_duration\": 465.0, \"total_sessions\": 6, \"mean_week_duration\": 5.407}}]\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[{\"63156\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Athens\", \"datetimes\": [\"2022-03-08 05:21:12.000000+00:00\", \"2022-05-21 09:43:34.000000+00:00\", \"2021-10-01 05:55:44.000000+00:00\", \"2022-03-11 01:35:19.000000+00:00\"], \"session_ids\": [\"d73761d2-a84c-48ad-b074-988c510bd1f9\", \"4d377439-8ec5-4c92-a1c2-b15322afef3c\", \"92e9ee8d-eece-4a27-b067-af6b0af93688\", \"d3a03b08-9a8d-4230-b3dd-506c97334aeb\"], \"total_duration\": 1262.0, \"total_sessions\": 4, \"mean_week_duration\": 37.118}}, {\"22489\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-05-29 00:58:31.000000+00:00\", \"2021-12-01 17:36:52.000000+00:00\", \"2021-03-05 17:59:04.000000+00:00\", \"2020-11-06 07:43:42.000000+00:00\", \"2019-05-25 14:59:01.000000+00:00\", \"2021-08-24 05:14:11.000000+00:00\"], \"session_ids\": [\"28d939e1-ddbb-4d7b-aa20-88732694cf53\", \"b06c9a74-2d53-411f-b92b-759a25800ea8\", \"0daa9c1c-8e73-4b4b-9828-b8510caf5a1b\", \"8e04ed09-4098-4de8-a8c3-5d4c3aee2307\", \"de3b7e8e-62c7-48e8-8335-df5af9b5b8d4\", \"294f3900-fae2-4233-8f8a-8b55a04acd06\"], \"total_duration\": 3811.0, \"total_sessions\": 6, \"mean_week_duration\": 18.148}}, {\"9184\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-07-21 21:27:16.000000+00:00\", \"2022-03-24 07:43:31.000000+00:00\", \"2021-11-07 07:27:21.000000+00:00\", \"2022-10-13 20:24:03.000000+00:00\", \"2021-12-11 17:04:24.000000+00:00\", \"2021-02-21 00:55:14.000000+00:00\"], \"session_ids\": [\"a982e5a3-d8b6-4ef6-a0dd-f6bd0bef4f5f\", \"e1426aac-afd9-4269-b5b5-2cb19487742c\", \"a59f1268-bec9-4b4a-bb0f-44e191b26b67\", \"f9d6dafb-cc7e-487d-8914-afef5af29fcb\", \"7146fe50-8809-42b8-8cac-1c93f97f341f\", \"9b2b917e-3f92-4a00-8ded-278a7c7356d5\"], \"total_duration\": 465.0, \"total_sessions\": 6, \"mean_week_duration\": 5.407}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me about user who has total duration greater than 1356 (not including) plus sort by average week duration from the smallest to the largest." } ]
[ { "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{\"58546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-18 04:56:24.000000+00:00\", \"2020-07-16 01:41:05.000000+00:00\", \"2023-01-10 11:07:57.000000+00:00\", \"2020-08-22 17:56:41.000000+00:00\", \"2023-02-02 22:36:40.000000+00:00\", \"2021-04-30 05:51:50.000000+00:00\", \"2023-02-20 06:00:38.000000+00:00\", \"2022-11-19 15:36:37.000000+00:00\", \"2021-02-25 07:13:34.000000+00:00\", \"2019-06-21 05:58:59.000000+00:00\"], \"session_ids\": [\"8b8b9a14-5e09-474e-a2c5-f8ce6f378bac\", \"6fdfe8fb-acd6-476f-acdc-3fb6c9f4a3fe\", \"96dc1aab-84bf-451e-843c-1d8e9ebf1000\", \"8746c93f-2a6b-436c-b81a-16ce32152ce8\", \"1851a581-29aa-4c77-9271-ea61af82584e\", \"7fb1ffe6-742b-4984-940e-38d224c57464\", \"19d367d1-65db-4b95-8fa0-8ad2c2bf136c\", \"a89732ed-4262-4a06-9e9b-d76eb1219c90\", \"7124dbce-1d33-4bf7-bf98-8391e3109606\", \"17a76dea-7e30-49f3-b412-261831ca6b27\"], \"total_duration\": 24683.0, \"total_sessions\": 10, \"mean_week_duration\": 125.294}, \"52048\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-04-20 16:45:48.000000+00:00\", \"2023-03-20 23:37:22.000000+00:00\", \"2020-10-15 00:11:27.000000+00:00\"], \"session_ids\": [\"6746d55d-5b70-49fd-ab70-1e9e5428a2dc\", \"7f29942d-2d05-403a-856d-f15909cb6456\", \"51ef8932-0a97-46cb-8088-8eac0cf0dc3b\"], \"total_duration\": 125.0, \"total_sessions\": 3, \"mean_week_duration\": 0.954}, \"79202\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-03-05 02:57:16.000000+00:00\", \"2022-08-10 11:35:36.000000+00:00\"], \"session_ids\": [\"f3988f61-8a77-4f31-97a4-5456d8018217\", \"a05de40d-871d-4507-a2f1-9e030da07e4f\"], \"total_duration\": 63.0, \"total_sessions\": 2, \"mean_week_duration\": 2.1}, \"11555\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-12-10 01:41:54.000000+00:00\", \"2023-02-19 08:53:28.000000+00:00\"], \"session_ids\": [\"e01f8bcb-5a8f-4b6f-8908-9978692b0761\", \"be45a0fe-8391-45e3-ad16-751217dd1ae9\"], \"total_duration\": 235.0, \"total_sessions\": 2, \"mean_week_duration\": 21.364}, \"4831\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-04-15 15:02:14.000000+00:00\", \"2019-04-01 16:29:11.000000+00:00\", \"2019-03-19 09:12:35.000000+00:00\", \"2019-04-27 23:04:03.000000+00:00\", \"2019-01-13 21:46:28.000000+00:00\", \"2022-02-13 19:56:14.000000+00:00\", \"2023-03-07 09:13:50.000000+00:00\", \"2022-11-14 17:13:02.000000+00:00\", \"2023-06-27 20:51:45.000000+00:00\"], \"session_ids\": [\"27cb6b24-4033-4227-a4f5-2a782c61d85d\", \"f55831da-7bf7-447c-b298-095cd8d10880\", \"d5fb7758-1b7f-4b41-b924-15fc2f711263\", \"a201db7c-38df-4171-af74-2ef65127ca8d\", \"9b9d2b95-3572-462b-aacf-9e8b685adb38\", \"e8505612-cdaf-4376-b5b0-185643728f60\", \"afc1f4cc-0812-4db4-bcf9-1aa9f341f2a0\", \"ab507c28-8bc3-426a-bb94-80d6a333e0aa\", \"09769efe-5ecf-46e4-ac9c-068273f924a2\"], \"total_duration\": 905.0, \"total_sessions\": 9, \"mean_week_duration\": 3.884}, \"64748\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Toronto\", \"datetimes\": [\"2022-09-02 10:43:08.000000+00:00\", \"2021-05-25 21:32:05.000000+00:00\"], \"session_ids\": [\"790be4b1-91fe-4d6a-be7f-3d8d5c04e900\", \"858ae3bc-98ea-498a-a9c1-327be36e7328\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.313}, \"25659\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2019-04-29 04:58:28.000000+00:00\", \"2020-10-26 03:22:49.000000+00:00\"], \"session_ids\": [\"35dd08bc-9e32-47f6-bea1-eba17367da56\", \"b7776aaf-2a0a-4818-82d6-ddad14ac4543\"], \"total_duration\": 334.0, \"total_sessions\": 2, \"mean_week_duration\": 4.282}, \"54968\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-04 22:44:38.000000+00:00\", \"2022-12-29 01:30:07.000000+00:00\", \"2021-01-12 03:27:00.000000+00:00\", \"2022-02-24 09:13:59.000000+00:00\", \"2022-06-07 19:08:08.000000+00:00\", \"2019-10-09 19:00:15.000000+00:00\", \"2021-12-21 17:31:05.000000+00:00\", \"2021-07-05 12:16:39.000000+00:00\", \"2019-07-17 04:31:23.000000+00:00\", \"2022-06-25 15:00:37.000000+00:00\"], \"session_ids\": [\"f5454de5-78b3-4cb9-b75e-6601e46d0336\", \"d1482d21-2d0c-4176-bd83-6b320a612dfd\", \"7d9e8cf1-d4f8-4bdd-8834-2c367ab86591\", \"b35b93fc-9356-4e06-9f3a-cb1a51b86d95\", \"09714897-c809-4012-834a-5b4801465b50\", \"76346f75-07d2-4d03-80bc-e94ef90209b3\", \"71bc5610-4e44-4bd0-904f-20c52a6392db\", \"2f9e05b3-f79f-41fc-a1e2-1759a2103014\", \"728defc2-4cc5-4236-ba30-7b4ac2284675\", \"733d1f8f-b97e-44f8-94de-c48f604b404c\"], \"total_duration\": 37039.0, \"total_sessions\": 10, \"mean_week_duration\": 205.772}, \"54229\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Moscow\", \"datetimes\": [\"2022-01-27 11:55:03.000000+00:00\", \"2019-06-06 13:59:47.000000+00:00\", \"2022-05-01 06:36:16.000000+00:00\"], \"session_ids\": [\"a91b6fc1-a893-45ce-9e38-e47182efd72a\", \"478f5cc9-661a-45b6-9217-cec81b24fbe2\", \"f5bdc23c-0172-4208-bab5-f70936e61143\"], \"total_duration\": 150.0, \"total_sessions\": 3, \"mean_week_duration\": 0.987}, \"45295\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2021-03-07 12:28:16.000000+00:00\", \"2020-04-27 19:07:15.000000+00:00\"], \"session_ids\": [\"fa33c7a4-8bec-4fa2-ac49-d660e770865f\", \"1b4385b3-08a8-496d-85a7-7028d71b6604\"], \"total_duration\": 136.0, \"total_sessions\": 2, \"mean_week_duration\": 3.022}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are greater than 1356" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">\"]]}, \"all_values\": {\"total_duration\": [[1356, 3156]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-18 04:56:24.000000+00:00\", \"2020-07-16 01:41:05.000000+00:00\", \"2023-01-10 11:07:57.000000+00:00\", \"2020-08-22 17:56:41.000000+00:00\", \"2023-02-02 22:36:40.000000+00:00\", \"2021-04-30 05:51:50.000000+00:00\", \"2023-02-20 06:00:38.000000+00:00\", \"2022-11-19 15:36:37.000000+00:00\", \"2021-02-25 07:13:34.000000+00:00\", \"2019-06-21 05:58:59.000000+00:00\"], \"session_ids\": [\"8b8b9a14-5e09-474e-a2c5-f8ce6f378bac\", \"6fdfe8fb-acd6-476f-acdc-3fb6c9f4a3fe\", \"96dc1aab-84bf-451e-843c-1d8e9ebf1000\", \"8746c93f-2a6b-436c-b81a-16ce32152ce8\", \"1851a581-29aa-4c77-9271-ea61af82584e\", \"7fb1ffe6-742b-4984-940e-38d224c57464\", \"19d367d1-65db-4b95-8fa0-8ad2c2bf136c\", \"a89732ed-4262-4a06-9e9b-d76eb1219c90\", \"7124dbce-1d33-4bf7-bf98-8391e3109606\", \"17a76dea-7e30-49f3-b412-261831ca6b27\"], \"total_duration\": 24683.0, \"total_sessions\": 10, \"mean_week_duration\": 125.294}, \"54968\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-04 22:44:38.000000+00:00\", \"2022-12-29 01:30:07.000000+00:00\", \"2021-01-12 03:27:00.000000+00:00\", \"2022-02-24 09:13:59.000000+00:00\", \"2022-06-07 19:08:08.000000+00:00\", \"2019-10-09 19:00:15.000000+00:00\", \"2021-12-21 17:31:05.000000+00:00\", \"2021-07-05 12:16:39.000000+00:00\", \"2019-07-17 04:31:23.000000+00:00\", \"2022-06-25 15:00:37.000000+00:00\"], \"session_ids\": [\"f5454de5-78b3-4cb9-b75e-6601e46d0336\", \"d1482d21-2d0c-4176-bd83-6b320a612dfd\", \"7d9e8cf1-d4f8-4bdd-8834-2c367ab86591\", \"b35b93fc-9356-4e06-9f3a-cb1a51b86d95\", \"09714897-c809-4012-834a-5b4801465b50\", \"76346f75-07d2-4d03-80bc-e94ef90209b3\", \"71bc5610-4e44-4bd0-904f-20c52a6392db\", \"2f9e05b3-f79f-41fc-a1e2-1759a2103014\", \"728defc2-4cc5-4236-ba30-7b4ac2284675\", \"733d1f8f-b97e-44f8-94de-c48f604b404c\"], \"total_duration\": 37039.0, \"total_sessions\": 10, \"mean_week_duration\": 205.772}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"58546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-18 04:56:24.000000+00:00\", \"2020-07-16 01:41:05.000000+00:00\", \"2023-01-10 11:07:57.000000+00:00\", \"2020-08-22 17:56:41.000000+00:00\", \"2023-02-02 22:36:40.000000+00:00\", \"2021-04-30 05:51:50.000000+00:00\", \"2023-02-20 06:00:38.000000+00:00\", \"2022-11-19 15:36:37.000000+00:00\", \"2021-02-25 07:13:34.000000+00:00\", \"2019-06-21 05:58:59.000000+00:00\"], \"session_ids\": [\"8b8b9a14-5e09-474e-a2c5-f8ce6f378bac\", \"6fdfe8fb-acd6-476f-acdc-3fb6c9f4a3fe\", \"96dc1aab-84bf-451e-843c-1d8e9ebf1000\", \"8746c93f-2a6b-436c-b81a-16ce32152ce8\", \"1851a581-29aa-4c77-9271-ea61af82584e\", \"7fb1ffe6-742b-4984-940e-38d224c57464\", \"19d367d1-65db-4b95-8fa0-8ad2c2bf136c\", \"a89732ed-4262-4a06-9e9b-d76eb1219c90\", \"7124dbce-1d33-4bf7-bf98-8391e3109606\", \"17a76dea-7e30-49f3-b412-261831ca6b27\"], \"total_duration\": 24683.0, \"total_sessions\": 10, \"mean_week_duration\": 125.294}}, {\"54968\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2022-12-04 22:44:38.000000+00:00\", \"2022-12-29 01:30:07.000000+00:00\", \"2021-01-12 03:27:00.000000+00:00\", \"2022-02-24 09:13:59.000000+00:00\", \"2022-06-07 19:08:08.000000+00:00\", \"2019-10-09 19:00:15.000000+00:00\", \"2021-12-21 17:31:05.000000+00:00\", \"2021-07-05 12:16:39.000000+00:00\", \"2019-07-17 04:31:23.000000+00:00\", \"2022-06-25 15:00:37.000000+00:00\"], \"session_ids\": [\"f5454de5-78b3-4cb9-b75e-6601e46d0336\", \"d1482d21-2d0c-4176-bd83-6b320a612dfd\", \"7d9e8cf1-d4f8-4bdd-8834-2c367ab86591\", \"b35b93fc-9356-4e06-9f3a-cb1a51b86d95\", \"09714897-c809-4012-834a-5b4801465b50\", \"76346f75-07d2-4d03-80bc-e94ef90209b3\", \"71bc5610-4e44-4bd0-904f-20c52a6392db\", \"2f9e05b3-f79f-41fc-a1e2-1759a2103014\", \"728defc2-4cc5-4236-ba30-7b4ac2284675\", \"733d1f8f-b97e-44f8-94de-c48f604b404c\"], \"total_duration\": 37039.0, \"total_sessions\": 10, \"mean_week_duration\": 205.772}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to select only 1 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 1, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"58546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-18 04:56:24.000000+00:00\", \"2020-07-16 01:41:05.000000+00:00\", \"2023-01-10 11:07:57.000000+00:00\", \"2020-08-22 17:56:41.000000+00:00\", \"2023-02-02 22:36:40.000000+00:00\", \"2021-04-30 05:51:50.000000+00:00\", \"2023-02-20 06:00:38.000000+00:00\", \"2022-11-19 15:36:37.000000+00:00\", \"2021-02-25 07:13:34.000000+00:00\", \"2019-06-21 05:58:59.000000+00:00\"], \"session_ids\": [\"8b8b9a14-5e09-474e-a2c5-f8ce6f378bac\", \"6fdfe8fb-acd6-476f-acdc-3fb6c9f4a3fe\", \"96dc1aab-84bf-451e-843c-1d8e9ebf1000\", \"8746c93f-2a6b-436c-b81a-16ce32152ce8\", \"1851a581-29aa-4c77-9271-ea61af82584e\", \"7fb1ffe6-742b-4984-940e-38d224c57464\", \"19d367d1-65db-4b95-8fa0-8ad2c2bf136c\", \"a89732ed-4262-4a06-9e9b-d76eb1219c90\", \"7124dbce-1d33-4bf7-bf98-8391e3109606\", \"17a76dea-7e30-49f3-b412-261831ca6b27\"], \"total_duration\": 24683.0, \"total_sessions\": 10, \"mean_week_duration\": 125.294}}]\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[{\"58546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-05-18 04:56:24.000000+00:00\", \"2020-07-16 01:41:05.000000+00:00\", \"2023-01-10 11:07:57.000000+00:00\", \"2020-08-22 17:56:41.000000+00:00\", \"2023-02-02 22:36:40.000000+00:00\", \"2021-04-30 05:51:50.000000+00:00\", \"2023-02-20 06:00:38.000000+00:00\", \"2022-11-19 15:36:37.000000+00:00\", \"2021-02-25 07:13:34.000000+00:00\", \"2019-06-21 05:58:59.000000+00:00\"], \"session_ids\": [\"8b8b9a14-5e09-474e-a2c5-f8ce6f378bac\", \"6fdfe8fb-acd6-476f-acdc-3fb6c9f4a3fe\", \"96dc1aab-84bf-451e-843c-1d8e9ebf1000\", \"8746c93f-2a6b-436c-b81a-16ce32152ce8\", \"1851a581-29aa-4c77-9271-ea61af82584e\", \"7fb1ffe6-742b-4984-940e-38d224c57464\", \"19d367d1-65db-4b95-8fa0-8ad2c2bf136c\", \"a89732ed-4262-4a06-9e9b-d76eb1219c90\", \"7124dbce-1d33-4bf7-bf98-8391e3109606\", \"17a76dea-7e30-49f3-b412-261831ca6b27\"], \"total_duration\": 24683.0, \"total_sessions\": 10, \"mean_week_duration\": 125.294}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Can you give me information regarding users whose duration summation of sessions per week is bigger than 10 and smaller than 25 (both not including) as well as do sorting by town naming ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"32208\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2023-05-12 00:46:47.000000+00:00\", \"2021-09-26 04:59:33.000000+00:00\", \"2020-12-20 06:10:41.000000+00:00\", \"2021-04-01 10:08:05.000000+00:00\"], \"session_ids\": [\"ba3995d4-d2f0-40a3-8707-343bc7030007\", \"7f9e3706-f884-409e-b819-e39849985c68\", \"ed305b43-5652-478a-b641-8939159cb4ff\", \"7f0fe492-494c-4952-8dd3-d96b39494ae8\"], \"total_duration\": 347.0, \"total_sessions\": 4, \"mean_week_duration\": 2.776}, \"91330\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2019-12-08 14:24:19.000000+00:00\", \"2019-01-24 22:12:12.000000+00:00\"], \"session_ids\": [\"5d1bc8e1-48f6-491a-a787-e8a3ee16ee5d\", \"d0394040-45b1-4eda-abc2-dff00bb0b689\"], \"total_duration\": 34.0, \"total_sessions\": 2, \"mean_week_duration\": 0.739}, \"37400\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 5}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-04-30 11:26:09.000000+00:00\", \"2023-03-04 08:11:47.000000+00:00\", \"2019-12-08 04:23:10.000000+00:00\", \"2020-10-14 17:02:23.000000+00:00\", \"2019-05-28 23:35:56.000000+00:00\", \"2020-01-24 09:52:18.000000+00:00\", \"2019-04-21 01:10:30.000000+00:00\"], \"session_ids\": [\"0c456cfa-2cfa-47f0-827f-a8540b5ab046\", \"569227ad-cfbd-44ba-b84b-ff438bcee3af\", \"45bae707-f39f-4a99-a002-ecd0cba7210d\", \"e11ddff3-7827-4f6b-9b90-5453d3c64271\", \"6438ba1d-e4c9-4f82-b3de-b92c890208c8\", \"c0dbcb42-0f5a-450a-b0ca-1905347b552e\", \"32e08305-9333-4b30-9b83-37d56f415ad3\"], \"total_duration\": 631.0, \"total_sessions\": 7, \"mean_week_duration\": 3.124}, \"90249\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-06-01 14:00:59.000000+00:00\", \"2019-09-22 00:26:43.000000+00:00\"], \"session_ids\": [\"1b8eec32-5cb8-46b4-ba77-ffbeae6c6375\", \"8c461b30-5235-4ab8-90dd-26c52bb7ee27\"], \"total_duration\": 299.0, \"total_sessions\": 2, \"mean_week_duration\": 3.36}, \"48509\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-12-29 06:54:31.000000+00:00\", \"2019-05-03 12:29:26.000000+00:00\", \"2022-02-27 12:21:06.000000+00:00\"], \"session_ids\": [\"f25e6450-c2d0-4745-ad4e-143177ae7c94\", \"d2ea1c41-63a0-4695-8d47-28cd157f0c65\", \"6fb8faa1-c98c-4c8d-87b5-70aafb93ae3e\"], \"total_duration\": 116.0, \"total_sessions\": 3, \"mean_week_duration\": 0.784}, \"94442\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-03-08 13:41:55.000000+00:00\", \"2019-02-09 05:30:58.000000+00:00\", \"2019-02-21 12:41:44.000000+00:00\", \"2021-01-14 16:44:02.000000+00:00\", \"2020-07-12 04:28:17.000000+00:00\", \"2020-09-16 10:11:59.000000+00:00\", \"2019-11-28 10:04:46.000000+00:00\"], \"session_ids\": [\"370b9df5-c677-4b7e-aaae-59a26dd72351\", \"078f47a8-4143-4579-a281-3ad0a71dc566\", \"2f9d58f4-62eb-4a61-b2c0-26384b9a36d6\", \"c8b9f299-85fc-496b-bd9a-50ef8ed235ef\", \"97fd5e54-ae6b-48ac-adac-e51f588fc782\", \"773f0dbf-00d9-4b91-b242-df60f43b6ff3\", \"8a95645e-5334-4ffb-84ea-eae8f038c4d9\"], \"total_duration\": 2846.0, \"total_sessions\": 7, \"mean_week_duration\": 26.11}, \"57779\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2022-02-27 23:11:17.000000+00:00\", \"2020-07-22 13:28:07.000000+00:00\"], \"session_ids\": [\"e2ac4782-105a-4ab4-ad9a-5c565892428f\", \"4bb2a870-261b-4413-a43c-d46dfd3dd5ef\"], \"total_duration\": 127.0, \"total_sessions\": 2, \"mean_week_duration\": 1.512}, \"39853\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-07-08 14:20:26.000000+00:00\", \"2021-01-27 23:51:47.000000+00:00\", \"2020-10-17 17:29:41.000000+00:00\"], \"session_ids\": [\"9f16f67c-5965-4e2f-a95d-a598242347f8\", \"d7bb782f-afeb-4db9-8e0d-dc45a692fcd9\", \"3ef5a850-0ad6-452a-98b5-6d91703cfcd2\"], \"total_duration\": 381.0, \"total_sessions\": 3, \"mean_week_duration\": 10.026}, \"89824\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-06-28 11:21:00.000000+00:00\", \"2021-11-27 07:05:39.000000+00:00\"], \"session_ids\": [\"a8661555-1fbe-4736-b4fa-8b41eacf116a\", \"aeddd234-2b38-4683-bd69-4aa056b42da4\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 3.659}, \"72406\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2020-11-11 02:49:57.000000+00:00\", \"2022-12-11 02:09:02.000000+00:00\"], \"session_ids\": [\"e565cb58-b38a-4b2a-9a50-2a660f341db8\", \"77fecd21-4d64-45ac-8e97-5bed1848bc66\"], \"total_duration\": 427.0, \"total_sessions\": 2, \"mean_week_duration\": 3.917}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are greater than 10 and are less than 25" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[10, 25]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"39853\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-07-08 14:20:26.000000+00:00\", \"2021-01-27 23:51:47.000000+00:00\", \"2020-10-17 17:29:41.000000+00:00\"], \"session_ids\": [\"9f16f67c-5965-4e2f-a95d-a598242347f8\", \"d7bb782f-afeb-4db9-8e0d-dc45a692fcd9\", \"3ef5a850-0ad6-452a-98b5-6d91703cfcd2\"], \"total_duration\": 381.0, \"total_sessions\": 3, \"mean_week_duration\": 10.026}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to city_name attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"39853\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-07-08 14:20:26.000000+00:00\", \"2021-01-27 23:51:47.000000+00:00\", \"2020-10-17 17:29:41.000000+00:00\"], \"session_ids\": [\"9f16f67c-5965-4e2f-a95d-a598242347f8\", \"d7bb782f-afeb-4db9-8e0d-dc45a692fcd9\", \"3ef5a850-0ad6-452a-98b5-6d91703cfcd2\"], \"total_duration\": 381.0, \"total_sessions\": 3, \"mean_week_duration\": 10.026}}]\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[{\"39853\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-07-08 14:20:26.000000+00:00\", \"2021-01-27 23:51:47.000000+00:00\", \"2020-10-17 17:29:41.000000+00:00\"], \"session_ids\": [\"9f16f67c-5965-4e2f-a95d-a598242347f8\", \"d7bb782f-afeb-4db9-8e0d-dc45a692fcd9\", \"3ef5a850-0ad6-452a-98b5-6d91703cfcd2\"], \"total_duration\": 381.0, \"total_sessions\": 3, \"mean_week_duration\": 10.026}}]\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 6 users with a time in app that is above 612 + carry out sorting by total_duration risingly." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"34753\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-09-14 09:01:03.000000+00:00\", \"2020-12-23 10:21:07.000000+00:00\", \"2021-10-26 16:13:54.000000+00:00\", \"2019-06-21 10:23:10.000000+00:00\", \"2022-09-07 05:40:52.000000+00:00\", \"2019-03-02 15:41:57.000000+00:00\", \"2019-05-25 11:36:07.000000+00:00\"], \"session_ids\": [\"ed830e31-4542-4423-bb61-6b71fb81773f\", \"380e163e-3079-4ed9-8ae0-80387b25b30e\", \"23e1c836-8888-4e0c-a764-7f842a57c3fa\", \"081e6c0a-8b9f-4915-9d9c-c2f9bdc2be14\", \"b43f0471-fba0-4963-82be-62518a5482ee\", \"425edeb9-9692-4ff0-905c-66f24f4a5580\", \"13c72165-6db9-484d-b256-d3fbf4fbba50\"], \"total_duration\": 545.0, \"total_sessions\": 7, \"mean_week_duration\": 2.962}, \"80519\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-16 16:46:43.000000+00:00\", \"2022-12-19 14:01:02.000000+00:00\"], \"session_ids\": [\"8348014e-d245-475b-b472-e97996fb8d04\", \"bbabfada-ad0c-4e13-b618-552c66d66810\"], \"total_duration\": 325.0, \"total_sessions\": 2, \"mean_week_duration\": 3.218}, \"5966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-14 23:25:31.000000+00:00\", \"2022-01-21 12:36:25.000000+00:00\", \"2022-01-26 15:15:27.000000+00:00\", \"2020-04-14 01:42:00.000000+00:00\"], \"session_ids\": [\"879bb432-8299-441d-8e9a-afe7fc79682b\", \"f4baf817-3180-4d8c-8222-960b065cebae\", \"5dc3e171-cbd3-4ad2-a5ce-87bc83e71b51\", \"2e6582eb-dedd-4255-8f31-b33f28094769\"], \"total_duration\": 1344.0, \"total_sessions\": 4, \"mean_week_duration\": 10.839}, \"32220\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-10-09 17:06:06.000000+00:00\", \"2021-11-03 17:08:50.000000+00:00\"], \"session_ids\": [\"fc03fe75-65f8-4711-8479-c599d8aff04c\", \"9e831d10-f26f-430f-87df-66628d3f2892\"], \"total_duration\": 25.0, \"total_sessions\": 2, \"mean_week_duration\": 0.51}, \"10089\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-11-09 00:34:47.000000+00:00\", \"2021-07-02 02:12:34.000000+00:00\", \"2020-03-12 05:05:45.000000+00:00\", \"2020-03-09 10:25:37.000000+00:00\", \"2019-12-04 19:47:32.000000+00:00\", \"2020-01-29 12:14:24.000000+00:00\", \"2019-01-15 10:42:18.000000+00:00\"], \"session_ids\": [\"c6fc5488-d53c-4c6f-950e-9634f88af14b\", \"b617b065-6de8-47bb-ac2b-0c2b0ed2523a\", \"29c651eb-ae2e-411d-8b37-d547aa9b6eb4\", \"1dafc5d7-6ac2-4824-a53f-ccf1381c76b7\", \"41c6b215-f233-4887-953a-74a20c2e457a\", \"3703d041-f338-4929-a534-018aa9b53c0f\", \"86852213-c3f9-422b-90c2-819965f44337\"], \"total_duration\": 4062.0, \"total_sessions\": 7, \"mean_week_duration\": 31.488}, \"81287\": {\"keyflows\": {\"Sign In Flow\": 9, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-01-24 06:03:50.000000+00:00\", \"2019-06-29 08:05:40.000000+00:00\"], \"session_ids\": [\"bc7f43be-0990-4e03-b56f-ce1501ebb3b4\", \"3a8b2826-22f6-4682-9127-ff42aacf9ea5\"], \"total_duration\": 285.0, \"total_sessions\": 2, \"mean_week_duration\": 12.391}, \"88502\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-05-11 14:32:11.000000+00:00\", \"2023-01-29 14:55:50.000000+00:00\"], \"session_ids\": [\"a2269b40-1126-47d3-8272-4bed5a219ebd\", \"0b0e8f61-e270-4b08-aa9a-577cfdd54561\"], \"total_duration\": 93.0, \"total_sessions\": 2, \"mean_week_duration\": 0.477}, \"6266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-15 03:52:55.000000+00:00\", \"2019-05-09 02:49:39.000000+00:00\", \"2020-02-06 16:03:43.000000+00:00\", \"2020-12-26 12:08:22.000000+00:00\"], \"session_ids\": [\"621dd9d8-47f0-48ad-b8ac-c6a5e4278355\", \"b1163723-eecb-4605-b526-1cde79eea22c\", \"46939ee7-baff-465d-8169-8e5eb460c94c\", \"74b296e7-64e8-4537-b806-62770700ad85\"], \"total_duration\": 866.0, \"total_sessions\": 4, \"mean_week_duration\": 10.07}, \"68527\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-15 14:24:40.000000+00:00\", \"2021-05-07 00:17:07.000000+00:00\", \"2021-12-23 04:45:33.000000+00:00\"], \"session_ids\": [\"9b00d308-f078-4bbf-8103-fcbd31d7e775\", \"7834e54f-4418-4418-9498-806be3dd6b91\", \"b900dca1-c1d1-475b-9fe6-5021a41d8c46\"], \"total_duration\": 109.0, \"total_sessions\": 3, \"mean_week_duration\": 2.019}, \"71500\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2022-11-26 01:40:43.000000+00:00\", \"2022-01-12 05:11:48.000000+00:00\"], \"session_ids\": [\"de0adb72-540d-4d08-a2a8-5dea4d5cc62f\", \"7e8b0557-489f-4305-84ed-e33b8abc923c\"], \"total_duration\": 260.0, \"total_sessions\": 2, \"mean_week_duration\": 5.652}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_duration attribute where total_duration are equal or greater than 612" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\"]]}, \"all_values\": {\"total_duration\": [[612, 4274]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"5966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-14 23:25:31.000000+00:00\", \"2022-01-21 12:36:25.000000+00:00\", \"2022-01-26 15:15:27.000000+00:00\", \"2020-04-14 01:42:00.000000+00:00\"], \"session_ids\": [\"879bb432-8299-441d-8e9a-afe7fc79682b\", \"f4baf817-3180-4d8c-8222-960b065cebae\", \"5dc3e171-cbd3-4ad2-a5ce-87bc83e71b51\", \"2e6582eb-dedd-4255-8f31-b33f28094769\"], \"total_duration\": 1344.0, \"total_sessions\": 4, \"mean_week_duration\": 10.839}, \"10089\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-11-09 00:34:47.000000+00:00\", \"2021-07-02 02:12:34.000000+00:00\", \"2020-03-12 05:05:45.000000+00:00\", \"2020-03-09 10:25:37.000000+00:00\", \"2019-12-04 19:47:32.000000+00:00\", \"2020-01-29 12:14:24.000000+00:00\", \"2019-01-15 10:42:18.000000+00:00\"], \"session_ids\": [\"c6fc5488-d53c-4c6f-950e-9634f88af14b\", \"b617b065-6de8-47bb-ac2b-0c2b0ed2523a\", \"29c651eb-ae2e-411d-8b37-d547aa9b6eb4\", \"1dafc5d7-6ac2-4824-a53f-ccf1381c76b7\", \"41c6b215-f233-4887-953a-74a20c2e457a\", \"3703d041-f338-4929-a534-018aa9b53c0f\", \"86852213-c3f9-422b-90c2-819965f44337\"], \"total_duration\": 4062.0, \"total_sessions\": 7, \"mean_week_duration\": 31.488}, \"6266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-15 03:52:55.000000+00:00\", \"2019-05-09 02:49:39.000000+00:00\", \"2020-02-06 16:03:43.000000+00:00\", \"2020-12-26 12:08:22.000000+00:00\"], \"session_ids\": [\"621dd9d8-47f0-48ad-b8ac-c6a5e4278355\", \"b1163723-eecb-4605-b526-1cde79eea22c\", \"46939ee7-baff-465d-8169-8e5eb460c94c\", \"74b296e7-64e8-4537-b806-62770700ad85\"], \"total_duration\": 866.0, \"total_sessions\": 4, \"mean_week_duration\": 10.07}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"6266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-15 03:52:55.000000+00:00\", \"2019-05-09 02:49:39.000000+00:00\", \"2020-02-06 16:03:43.000000+00:00\", \"2020-12-26 12:08:22.000000+00:00\"], \"session_ids\": [\"621dd9d8-47f0-48ad-b8ac-c6a5e4278355\", \"b1163723-eecb-4605-b526-1cde79eea22c\", \"46939ee7-baff-465d-8169-8e5eb460c94c\", \"74b296e7-64e8-4537-b806-62770700ad85\"], \"total_duration\": 866.0, \"total_sessions\": 4, \"mean_week_duration\": 10.07}}, {\"5966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-14 23:25:31.000000+00:00\", \"2022-01-21 12:36:25.000000+00:00\", \"2022-01-26 15:15:27.000000+00:00\", \"2020-04-14 01:42:00.000000+00:00\"], \"session_ids\": [\"879bb432-8299-441d-8e9a-afe7fc79682b\", \"f4baf817-3180-4d8c-8222-960b065cebae\", \"5dc3e171-cbd3-4ad2-a5ce-87bc83e71b51\", \"2e6582eb-dedd-4255-8f31-b33f28094769\"], \"total_duration\": 1344.0, \"total_sessions\": 4, \"mean_week_duration\": 10.839}}, {\"10089\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-11-09 00:34:47.000000+00:00\", \"2021-07-02 02:12:34.000000+00:00\", \"2020-03-12 05:05:45.000000+00:00\", \"2020-03-09 10:25:37.000000+00:00\", \"2019-12-04 19:47:32.000000+00:00\", \"2020-01-29 12:14:24.000000+00:00\", \"2019-01-15 10:42:18.000000+00:00\"], \"session_ids\": [\"c6fc5488-d53c-4c6f-950e-9634f88af14b\", \"b617b065-6de8-47bb-ac2b-0c2b0ed2523a\", \"29c651eb-ae2e-411d-8b37-d547aa9b6eb4\", \"1dafc5d7-6ac2-4824-a53f-ccf1381c76b7\", \"41c6b215-f233-4887-953a-74a20c2e457a\", \"3703d041-f338-4929-a534-018aa9b53c0f\", \"86852213-c3f9-422b-90c2-819965f44337\"], \"total_duration\": 4062.0, \"total_sessions\": 7, \"mean_week_duration\": 31.488}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 6 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"6266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-15 03:52:55.000000+00:00\", \"2019-05-09 02:49:39.000000+00:00\", \"2020-02-06 16:03:43.000000+00:00\", \"2020-12-26 12:08:22.000000+00:00\"], \"session_ids\": [\"621dd9d8-47f0-48ad-b8ac-c6a5e4278355\", \"b1163723-eecb-4605-b526-1cde79eea22c\", \"46939ee7-baff-465d-8169-8e5eb460c94c\", \"74b296e7-64e8-4537-b806-62770700ad85\"], \"total_duration\": 866.0, \"total_sessions\": 4, \"mean_week_duration\": 10.07}}, {\"5966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-14 23:25:31.000000+00:00\", \"2022-01-21 12:36:25.000000+00:00\", \"2022-01-26 15:15:27.000000+00:00\", \"2020-04-14 01:42:00.000000+00:00\"], \"session_ids\": [\"879bb432-8299-441d-8e9a-afe7fc79682b\", \"f4baf817-3180-4d8c-8222-960b065cebae\", \"5dc3e171-cbd3-4ad2-a5ce-87bc83e71b51\", \"2e6582eb-dedd-4255-8f31-b33f28094769\"], \"total_duration\": 1344.0, \"total_sessions\": 4, \"mean_week_duration\": 10.839}}, {\"10089\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-11-09 00:34:47.000000+00:00\", \"2021-07-02 02:12:34.000000+00:00\", \"2020-03-12 05:05:45.000000+00:00\", \"2020-03-09 10:25:37.000000+00:00\", \"2019-12-04 19:47:32.000000+00:00\", \"2020-01-29 12:14:24.000000+00:00\", \"2019-01-15 10:42:18.000000+00:00\"], \"session_ids\": [\"c6fc5488-d53c-4c6f-950e-9634f88af14b\", \"b617b065-6de8-47bb-ac2b-0c2b0ed2523a\", \"29c651eb-ae2e-411d-8b37-d547aa9b6eb4\", \"1dafc5d7-6ac2-4824-a53f-ccf1381c76b7\", \"41c6b215-f233-4887-953a-74a20c2e457a\", \"3703d041-f338-4929-a534-018aa9b53c0f\", \"86852213-c3f9-422b-90c2-819965f44337\"], \"total_duration\": 4062.0, \"total_sessions\": 7, \"mean_week_duration\": 31.488}}]\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[{\"6266\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-05-15 03:52:55.000000+00:00\", \"2019-05-09 02:49:39.000000+00:00\", \"2020-02-06 16:03:43.000000+00:00\", \"2020-12-26 12:08:22.000000+00:00\"], \"session_ids\": [\"621dd9d8-47f0-48ad-b8ac-c6a5e4278355\", \"b1163723-eecb-4605-b526-1cde79eea22c\", \"46939ee7-baff-465d-8169-8e5eb460c94c\", \"74b296e7-64e8-4537-b806-62770700ad85\"], \"total_duration\": 866.0, \"total_sessions\": 4, \"mean_week_duration\": 10.07}}, {\"5966\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-09-14 23:25:31.000000+00:00\", \"2022-01-21 12:36:25.000000+00:00\", \"2022-01-26 15:15:27.000000+00:00\", \"2020-04-14 01:42:00.000000+00:00\"], \"session_ids\": [\"879bb432-8299-441d-8e9a-afe7fc79682b\", \"f4baf817-3180-4d8c-8222-960b065cebae\", \"5dc3e171-cbd3-4ad2-a5ce-87bc83e71b51\", \"2e6582eb-dedd-4255-8f31-b33f28094769\"], \"total_duration\": 1344.0, \"total_sessions\": 4, \"mean_week_duration\": 10.839}}, {\"10089\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 5, \"Play Game Flow\": 5, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-11-09 00:34:47.000000+00:00\", \"2021-07-02 02:12:34.000000+00:00\", \"2020-03-12 05:05:45.000000+00:00\", \"2020-03-09 10:25:37.000000+00:00\", \"2019-12-04 19:47:32.000000+00:00\", \"2020-01-29 12:14:24.000000+00:00\", \"2019-01-15 10:42:18.000000+00:00\"], \"session_ids\": [\"c6fc5488-d53c-4c6f-950e-9634f88af14b\", \"b617b065-6de8-47bb-ac2b-0c2b0ed2523a\", \"29c651eb-ae2e-411d-8b37-d547aa9b6eb4\", \"1dafc5d7-6ac2-4824-a53f-ccf1381c76b7\", \"41c6b215-f233-4887-953a-74a20c2e457a\", \"3703d041-f338-4929-a534-018aa9b53c0f\", \"86852213-c3f9-422b-90c2-819965f44337\"], \"total_duration\": 4062.0, \"total_sessions\": 7, \"mean_week_duration\": 31.488}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me users pieces of information who are inhabitants of city Manila plus put to use sorting by time in app descending." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58274\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-04-05 10:36:58.000000+00:00\", \"2021-06-15 22:50:30.000000+00:00\"], \"session_ids\": [\"4d68b5d2-3961-45b2-b59d-7320d9d3fb06\", \"00662b4d-299f-4cd8-bf17-b2207f79ac7b\"], \"total_duration\": 117.0, \"total_sessions\": 2, \"mean_week_duration\": 1.857}, \"72533\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-12-19 17:40:59.000000+00:00\", \"2021-08-22 05:21:50.000000+00:00\"], \"session_ids\": [\"80849830-703b-4e65-a399-ed241baa6cb5\", \"f9d833a5-8f27-4aac-9c87-c59699d10153\"], \"total_duration\": 410.0, \"total_sessions\": 2, \"mean_week_duration\": 11.714}, \"18522\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-12-18 13:39:28.000000+00:00\", \"2022-07-27 00:36:34.000000+00:00\"], \"session_ids\": [\"30519712-aadd-4e04-b825-82d70e1d7447\", \"8ab3f441-8158-4877-bfde-f6efd60f637a\"], \"total_duration\": 166.0, \"total_sessions\": 2, \"mean_week_duration\": 5.188}, \"30627\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-01-03 09:23:04.000000+00:00\", \"2019-03-18 11:34:35.000000+00:00\", \"2022-03-11 11:09:27.000000+00:00\"], \"session_ids\": [\"07bf8af1-30bf-46d6-afbc-f8217b78fc6e\", \"35e3d42e-51f5-4ce3-b880-40577606291d\", \"35145547-6466-43ac-bbdb-b6ab445c11f1\"], \"total_duration\": 94.0, \"total_sessions\": 3, \"mean_week_duration\": 0.563}, \"60160\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-01-01 16:17:08.000000+00:00\", \"2020-12-23 03:37:38.000000+00:00\", \"2021-07-07 15:32:30.000000+00:00\"], \"session_ids\": [\"050face0-bcc6-47b2-b2bb-8a3e044f7e8a\", \"714bcea5-1244-4287-bdc7-385392799e25\", \"f1629f96-e850-4909-bffc-e8e7b177dc71\"], \"total_duration\": 25.0, \"total_sessions\": 3, \"mean_week_duration\": 0.316}, \"71200\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2023-05-17 13:32:03.000000+00:00\", \"2022-07-23 04:01:48.000000+00:00\"], \"session_ids\": [\"3889b55b-627a-448e-aeb4-6d4f465cb05f\", \"1222c705-3e20-4f8a-83c6-fbe9fe958920\"], \"total_duration\": 465.0, \"total_sessions\": 2, \"mean_week_duration\": 10.814}, \"65743\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-12-25 01:56:25.000000+00:00\", \"2020-01-25 06:12:43.000000+00:00\", \"2022-03-07 03:44:49.000000+00:00\"], \"session_ids\": [\"80d92f47-2999-4154-b25f-44b8e6ed2151\", \"8be9e2d7-e006-40e6-9c76-bb6dce5bac47\", \"67692319-0b47-4aad-ab24-a5248c793a7e\"], \"total_duration\": 666.0, \"total_sessions\": 3, \"mean_week_duration\": 6.0}, \"5587\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2020-07-04 21:21:14.000000+00:00\", \"2022-12-01 06:35:03.000000+00:00\", \"2020-02-13 22:52:00.000000+00:00\"], \"session_ids\": [\"6e461074-a995-4a25-961f-2bef12282273\", \"b918a814-ed8a-4fad-a93c-c7d717ff8fc0\", \"003757c6-2112-42e8-9aad-1520376c8934\"], \"total_duration\": 392.0, \"total_sessions\": 3, \"mean_week_duration\": 2.685}, \"60479\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2021-02-13 15:25:13.000000+00:00\", \"2021-09-21 17:58:44.000000+00:00\"], \"session_ids\": [\"3ff33dd7-38a1-47d1-86a2-93ef5a8d4ad3\", \"27ac86cb-225c-45de-b9bf-5ded64153e43\"], \"total_duration\": 309.0, \"total_sessions\": 2, \"mean_week_duration\": 9.656}, \"67131\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-01-25 08:27:57.000000+00:00\", \"2023-04-12 00:55:36.000000+00:00\", \"2022-03-22 12:52:52.000000+00:00\", \"2020-10-15 05:06:57.000000+00:00\"], \"session_ids\": [\"f82fe890-5be7-43fc-b376-6b55929b2408\", \"1e5d8cac-4f9e-499e-98fe-037a7cc0e4da\", \"a5e8f957-85bf-4757-a3aa-4430147e1cdd\", \"8c513628-9ccf-4dea-b822-e116a4c0f340\"], \"total_duration\": 587.0, \"total_sessions\": 4, \"mean_week_duration\": 3.494}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name is Manila" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Manila\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: It seems like the output is empty, I need to notify the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide me an information about 3 users who have sessions count greater than 2 and less than 7 (not including) , perform sorting by all sessions quantity form the highest to the lowest." } ]
[ { "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{\"78836\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-10 11:00:19.000000+00:00\", \"2022-11-01 03:24:28.000000+00:00\", \"2020-02-15 00:44:40.000000+00:00\"], \"session_ids\": [\"4bef2a1e-7188-485d-9fc4-3b74b66b5396\", \"22d7a713-1de1-4072-a41b-7c43414f28a4\", \"5a0923b9-d81c-4de1-8e92-aa579d260b1d\"], \"total_duration\": 626.0, \"total_sessions\": 3, \"mean_week_duration\": 4.408}, \"13047\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-08 21:22:31.000000+00:00\", \"2019-05-11 02:29:02.000000+00:00\"], \"session_ids\": [\"f363f314-d0b9-4406-8425-4bdbe398807d\", \"0f501c20-951c-4bdc-a088-3d7ff74a6cd9\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.229}, \"87978\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-06-07 15:55:24.000000+00:00\", \"2019-04-03 19:51:33.000000+00:00\", \"2019-05-10 03:21:37.000000+00:00\", \"2019-06-20 01:43:47.000000+00:00\", \"2019-08-11 18:06:31.000000+00:00\", \"2021-09-04 05:36:52.000000+00:00\", \"2023-02-08 05:52:10.000000+00:00\", \"2019-01-05 13:24:21.000000+00:00\", \"2021-06-03 05:09:17.000000+00:00\", \"2020-07-30 15:43:25.000000+00:00\"], \"session_ids\": [\"f6aa9b4f-dd76-457e-916d-5adec17d5d3f\", \"8b6afa60-68af-4716-a02e-31ad7f4da05d\", \"696a3211-1df0-44ff-922e-bc1f7dfa5dcf\", \"25ae1170-ac23-4379-a2dc-df504dd55050\", \"d7752d8c-ff56-4c6d-8a84-8ad848677144\", \"416ed03d-0b6f-4133-9a6e-7b4104a83721\", \"877188f0-55d5-4132-849e-6b6e852a6522\", \"66f777a6-c000-478b-9365-8c32e018a542\", \"11129dae-da68-4972-b40a-b17b66f756b6\", \"e48866e5-f646-4a2a-97aa-701a373e5eb1\"], \"total_duration\": 260.0, \"total_sessions\": 10, \"mean_week_duration\": 1.215}, \"57504\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-20 17:58:27.000000+00:00\", \"2019-02-14 02:54:08.000000+00:00\"], \"session_ids\": [\"a8304b4b-a7a8-47a1-8218-067bcbe6deae\", \"0ac98802-5c31-4c53-9b2b-57e34b52e638\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.416}, \"53768\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-08-13 08:19:01.000000+00:00\", \"2022-09-19 08:50:45.000000+00:00\"], \"session_ids\": [\"83c11332-b652-4aa0-902d-4474f7ef546c\", \"2182c283-cc54-4290-94b2-5be95fe8d9ef\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.236}, \"80936\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2021-05-12 14:42:27.000000+00:00\", \"2019-04-04 03:52:20.000000+00:00\", \"2022-07-29 02:45:03.000000+00:00\", \"2019-10-14 02:19:03.000000+00:00\", \"2020-02-21 23:03:59.000000+00:00\", \"2019-05-02 11:15:33.000000+00:00\", \"2020-06-07 06:30:05.000000+00:00\"], \"session_ids\": [\"ba9c88e4-e4ad-4d51-b4ce-ca64ff67af88\", \"465bfb7a-513a-45cb-94c4-d7f91d4377fd\", \"b6106bcf-dc6e-48cc-8d20-23062a145050\", \"4aca19c0-6f39-4ac5-b82d-4c94c22cf012\", \"70754410-0b0e-4726-a593-9f54dc81a819\", \"c74a695e-01c4-474d-ab6b-4b25c7b30930\", \"0ccde8a3-da31-40e4-8c18-7969c2fb63a9\"], \"total_duration\": 1812.0, \"total_sessions\": 7, \"mean_week_duration\": 10.474}, \"37044\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-04-07 01:33:48.000000+00:00\", \"2023-05-26 19:53:29.000000+00:00\"], \"session_ids\": [\"aa481f90-51d4-41e6-8270-17d9939ffff3\", \"29ca6f56-732d-4168-be01-a8eda47328ff\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}, \"73861\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-15 19:41:05.000000+00:00\", \"2022-07-08 05:11:34.000000+00:00\"], \"session_ids\": [\"b1d26aeb-53d7-4aa1-8f6d-ded6ed007dd6\", \"05f85fef-7997-44dc-b1e4-ebc3fb3c6460\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.606}, \"60332\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-11-20 05:24:49.000000+00:00\", \"2020-05-24 08:58:25.000000+00:00\"], \"session_ids\": [\"02300938-146d-4fe0-80a2-ebfee396b1da\", \"b9e392fb-79f5-4a44-9077-c796f659bf22\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 6.185}, \"41123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-09-15 12:40:29.000000+00:00\", \"2019-12-12 00:11:34.000000+00:00\", \"2021-08-30 22:52:22.000000+00:00\"], \"session_ids\": [\"1b041039-a2d4-4695-aa50-9e298f69aa45\", \"c6ba8432-ca77-4619-a5fc-0dd0c1089f0b\", \"ce030ec9-5cc4-4db0-8cb8-537308c9b834\"], \"total_duration\": 68.0, \"total_sessions\": 3, \"mean_week_duration\": 0.472}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are equal or greater than 2 and are less than 7" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[2, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"78836\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-10 11:00:19.000000+00:00\", \"2022-11-01 03:24:28.000000+00:00\", \"2020-02-15 00:44:40.000000+00:00\"], \"session_ids\": [\"4bef2a1e-7188-485d-9fc4-3b74b66b5396\", \"22d7a713-1de1-4072-a41b-7c43414f28a4\", \"5a0923b9-d81c-4de1-8e92-aa579d260b1d\"], \"total_duration\": 626.0, \"total_sessions\": 3, \"mean_week_duration\": 4.408}, \"13047\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-08 21:22:31.000000+00:00\", \"2019-05-11 02:29:02.000000+00:00\"], \"session_ids\": [\"f363f314-d0b9-4406-8425-4bdbe398807d\", \"0f501c20-951c-4bdc-a088-3d7ff74a6cd9\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.229}, \"57504\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-20 17:58:27.000000+00:00\", \"2019-02-14 02:54:08.000000+00:00\"], \"session_ids\": [\"a8304b4b-a7a8-47a1-8218-067bcbe6deae\", \"0ac98802-5c31-4c53-9b2b-57e34b52e638\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.416}, \"53768\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-08-13 08:19:01.000000+00:00\", \"2022-09-19 08:50:45.000000+00:00\"], \"session_ids\": [\"83c11332-b652-4aa0-902d-4474f7ef546c\", \"2182c283-cc54-4290-94b2-5be95fe8d9ef\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.236}, \"37044\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-04-07 01:33:48.000000+00:00\", \"2023-05-26 19:53:29.000000+00:00\"], \"session_ids\": [\"aa481f90-51d4-41e6-8270-17d9939ffff3\", \"29ca6f56-732d-4168-be01-a8eda47328ff\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}, \"73861\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-15 19:41:05.000000+00:00\", \"2022-07-08 05:11:34.000000+00:00\"], \"session_ids\": [\"b1d26aeb-53d7-4aa1-8f6d-ded6ed007dd6\", \"05f85fef-7997-44dc-b1e4-ebc3fb3c6460\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.606}, \"60332\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-11-20 05:24:49.000000+00:00\", \"2020-05-24 08:58:25.000000+00:00\"], \"session_ids\": [\"02300938-146d-4fe0-80a2-ebfee396b1da\", \"b9e392fb-79f5-4a44-9077-c796f659bf22\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 6.185}, \"41123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-09-15 12:40:29.000000+00:00\", \"2019-12-12 00:11:34.000000+00:00\", \"2021-08-30 22:52:22.000000+00:00\"], \"session_ids\": [\"1b041039-a2d4-4695-aa50-9e298f69aa45\", \"c6ba8432-ca77-4619-a5fc-0dd0c1089f0b\", \"ce030ec9-5cc4-4db0-8cb8-537308c9b834\"], \"total_duration\": 68.0, \"total_sessions\": 3, \"mean_week_duration\": 0.472}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"78836\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-10 11:00:19.000000+00:00\", \"2022-11-01 03:24:28.000000+00:00\", \"2020-02-15 00:44:40.000000+00:00\"], \"session_ids\": [\"4bef2a1e-7188-485d-9fc4-3b74b66b5396\", \"22d7a713-1de1-4072-a41b-7c43414f28a4\", \"5a0923b9-d81c-4de1-8e92-aa579d260b1d\"], \"total_duration\": 626.0, \"total_sessions\": 3, \"mean_week_duration\": 4.408}}, {\"41123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-09-15 12:40:29.000000+00:00\", \"2019-12-12 00:11:34.000000+00:00\", \"2021-08-30 22:52:22.000000+00:00\"], \"session_ids\": [\"1b041039-a2d4-4695-aa50-9e298f69aa45\", \"c6ba8432-ca77-4619-a5fc-0dd0c1089f0b\", \"ce030ec9-5cc4-4db0-8cb8-537308c9b834\"], \"total_duration\": 68.0, \"total_sessions\": 3, \"mean_week_duration\": 0.472}}, {\"13047\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-08 21:22:31.000000+00:00\", \"2019-05-11 02:29:02.000000+00:00\"], \"session_ids\": [\"f363f314-d0b9-4406-8425-4bdbe398807d\", \"0f501c20-951c-4bdc-a088-3d7ff74a6cd9\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.229}}, {\"57504\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-12-20 17:58:27.000000+00:00\", \"2019-02-14 02:54:08.000000+00:00\"], \"session_ids\": [\"a8304b4b-a7a8-47a1-8218-067bcbe6deae\", \"0ac98802-5c31-4c53-9b2b-57e34b52e638\"], \"total_duration\": 62.0, \"total_sessions\": 2, \"mean_week_duration\": 0.416}}, {\"53768\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-08-13 08:19:01.000000+00:00\", \"2022-09-19 08:50:45.000000+00:00\"], \"session_ids\": [\"83c11332-b652-4aa0-902d-4474f7ef546c\", \"2182c283-cc54-4290-94b2-5be95fe8d9ef\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 0.236}}, {\"37044\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-04-07 01:33:48.000000+00:00\", \"2023-05-26 19:53:29.000000+00:00\"], \"session_ids\": [\"aa481f90-51d4-41e6-8270-17d9939ffff3\", \"29ca6f56-732d-4168-be01-a8eda47328ff\"], \"total_duration\": 300.0, \"total_sessions\": 2, \"mean_week_duration\": 5.0}}, {\"73861\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-08-15 19:41:05.000000+00:00\", \"2022-07-08 05:11:34.000000+00:00\"], \"session_ids\": [\"b1d26aeb-53d7-4aa1-8f6d-ded6ed007dd6\", \"05f85fef-7997-44dc-b1e4-ebc3fb3c6460\"], \"total_duration\": 60.0, \"total_sessions\": 2, \"mean_week_duration\": 0.606}}, {\"60332\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Dubai\", \"datetimes\": [\"2019-11-20 05:24:49.000000+00:00\", \"2020-05-24 08:58:25.000000+00:00\"], \"session_ids\": [\"02300938-146d-4fe0-80a2-ebfee396b1da\", \"b9e392fb-79f5-4a44-9077-c796f659bf22\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 6.185}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 3 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 3, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"78836\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-10 11:00:19.000000+00:00\", \"2022-11-01 03:24:28.000000+00:00\", \"2020-02-15 00:44:40.000000+00:00\"], \"session_ids\": [\"4bef2a1e-7188-485d-9fc4-3b74b66b5396\", \"22d7a713-1de1-4072-a41b-7c43414f28a4\", \"5a0923b9-d81c-4de1-8e92-aa579d260b1d\"], \"total_duration\": 626.0, \"total_sessions\": 3, \"mean_week_duration\": 4.408}}, {\"41123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-09-15 12:40:29.000000+00:00\", \"2019-12-12 00:11:34.000000+00:00\", \"2021-08-30 22:52:22.000000+00:00\"], \"session_ids\": [\"1b041039-a2d4-4695-aa50-9e298f69aa45\", \"c6ba8432-ca77-4619-a5fc-0dd0c1089f0b\", \"ce030ec9-5cc4-4db0-8cb8-537308c9b834\"], \"total_duration\": 68.0, \"total_sessions\": 3, \"mean_week_duration\": 0.472}}, {\"13047\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-08 21:22:31.000000+00:00\", \"2019-05-11 02:29:02.000000+00:00\"], \"session_ids\": [\"f363f314-d0b9-4406-8425-4bdbe398807d\", \"0f501c20-951c-4bdc-a088-3d7ff74a6cd9\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.229}}]\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[{\"78836\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Kingston\", \"datetimes\": [\"2021-01-10 11:00:19.000000+00:00\", \"2022-11-01 03:24:28.000000+00:00\", \"2020-02-15 00:44:40.000000+00:00\"], \"session_ids\": [\"4bef2a1e-7188-485d-9fc4-3b74b66b5396\", \"22d7a713-1de1-4072-a41b-7c43414f28a4\", \"5a0923b9-d81c-4de1-8e92-aa579d260b1d\"], \"total_duration\": 626.0, \"total_sessions\": 3, \"mean_week_duration\": 4.408}}, {\"41123\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2022-09-15 12:40:29.000000+00:00\", \"2019-12-12 00:11:34.000000+00:00\", \"2021-08-30 22:52:22.000000+00:00\"], \"session_ids\": [\"1b041039-a2d4-4695-aa50-9e298f69aa45\", \"c6ba8432-ca77-4619-a5fc-0dd0c1089f0b\", \"ce030ec9-5cc4-4db0-8cb8-537308c9b834\"], \"total_duration\": 68.0, \"total_sessions\": 3, \"mean_week_duration\": 0.472}}, {\"13047\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2020-12-08 21:22:31.000000+00:00\", \"2019-05-11 02:29:02.000000+00:00\"], \"session_ids\": [\"f363f314-d0b9-4406-8425-4bdbe398807d\", \"0f501c20-951c-4bdc-a088-3d7ff74a6cd9\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.229}}]\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": "I have a curiosity about users who belong to city Amsterdam + execute sorting by time in app risingly , and show me only 2 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{\"8597\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-03-01 11:57:56.000000+00:00\", \"2022-09-18 10:44:27.000000+00:00\"], \"session_ids\": [\"7cf908f9-77f7-4c38-956d-b1e78a136699\", \"20150edf-6475-4254-91a4-d2c3ca33a752\"], \"total_duration\": 328.0, \"total_sessions\": 2, \"mean_week_duration\": 4.049}, \"28348\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-12-01 09:31:22.000000+00:00\", \"2019-12-22 20:42:40.000000+00:00\", \"2019-06-14 02:16:46.000000+00:00\", \"2022-05-24 16:55:31.000000+00:00\", \"2023-03-04 18:14:36.000000+00:00\"], \"session_ids\": [\"1057c3a3-f9ea-46c0-b54f-8c3f94c3aa82\", \"82bd42f2-6c13-4241-a970-e4889be930f7\", \"686f877a-1085-436c-acd9-ebc37f4fc2a2\", \"7cdf992f-9d23-4265-b92c-63d8495b4a45\", \"fb66a797-cc4e-4bde-8acf-56721ce1e3bf\"], \"total_duration\": 73.0, \"total_sessions\": 5, \"mean_week_duration\": 0.374}, \"85546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2019-08-24 08:27:55.000000+00:00\", \"2020-09-26 07:47:10.000000+00:00\"], \"session_ids\": [\"6f277ffe-9342-4231-867d-36f36239d3aa\", \"fb8ea980-a77a-4dad-885d-a338ef866fe6\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 1.439}, \"46848\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 5, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-10-02 08:02:55.000000+00:00\", \"2023-06-06 14:00:59.000000+00:00\", \"2023-02-10 13:28:47.000000+00:00\", \"2022-12-05 21:33:37.000000+00:00\"], \"session_ids\": [\"a362013e-8171-450c-9dbc-6e6478f819b4\", \"dc9c20ec-07cb-4501-842e-cf7a588b17d3\", \"3f685497-78ac-4447-8f35-e4a37d78754a\", \"2ca83607-8cac-45a3-a922-073bc6e45cca\"], \"total_duration\": 509.0, \"total_sessions\": 4, \"mean_week_duration\": 5.784}, \"70636\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-01-11 08:09:50.000000+00:00\", \"2021-07-20 01:30:48.000000+00:00\"], \"session_ids\": [\"594f6316-f38d-4fde-902e-c0f52bab5680\", \"933b7337-e367-47f2-a7cf-c6777dfe9a86\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 4.6}, \"10216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-09-29 17:53:54.000000+00:00\", \"2019-06-26 20:42:20.000000+00:00\", \"2021-01-06 03:47:13.000000+00:00\", \"2020-03-03 11:17:57.000000+00:00\"], \"session_ids\": [\"dea707df-ac95-4c22-9d5d-02c33eab9bfa\", \"93d314f1-2e62-4552-ba15-aa03c27c6a1b\", \"e44635ce-6fdf-467b-8aa0-399c23801a8a\", \"ec17ef99-db05-466d-847a-ed44ead70587\"], \"total_duration\": 1313.0, \"total_sessions\": 4, \"mean_week_duration\": 11.127}, \"18713\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-04-12 20:58:52.000000+00:00\", \"2019-05-27 23:50:20.000000+00:00\", \"2023-03-11 01:46:20.000000+00:00\"], \"session_ids\": [\"caa7a39f-484a-49a6-85ff-6322cd0d361a\", \"e427b464-b5da-423c-9162-229b036b7779\", \"0d9638d6-388c-4a68-95fb-7c3eb029350c\"], \"total_duration\": 72.0, \"total_sessions\": 3, \"mean_week_duration\": 0.364}, \"22139\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-03 03:24:43.000000+00:00\", \"2021-08-26 05:52:47.000000+00:00\", \"2020-07-30 19:19:12.000000+00:00\"], \"session_ids\": [\"15fcf93e-93b6-42bb-b05d-dd0eaba49640\", \"94a4018d-6570-419c-abde-0832ca0e48f1\", \"c99812b5-709d-4f59-9605-dde43c58aeb8\"], \"total_duration\": 139.0, \"total_sessions\": 3, \"mean_week_duration\": 1.986}, \"34287\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-03-06 06:15:36.000000+00:00\", \"2023-01-17 15:35:56.000000+00:00\", \"2020-11-05 11:53:23.000000+00:00\"], \"session_ids\": [\"03acf220-d85e-4146-9291-799b3cd2b23e\", \"585e749a-ea3a-4f16-94aa-0aa853656a94\", \"6f792dcd-3fe8-402b-8e1d-a31839d145b5\"], \"total_duration\": 135.0, \"total_sessions\": 3, \"mean_week_duration\": 1.174}, \"47906\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2019-04-08 06:30:55.000000+00:00\", \"2019-07-30 23:53:35.000000+00:00\", \"2020-08-19 16:50:52.000000+00:00\", \"2023-06-16 11:02:12.000000+00:00\", \"2019-06-18 05:56:40.000000+00:00\", \"2019-10-06 01:11:00.000000+00:00\"], \"session_ids\": [\"8454e482-d0e3-4693-a95d-b58d386a7062\", \"c8e7d578-36e9-4d47-af2d-69d453fc17fb\", \"ba409ee2-5b8a-4315-825d-940ffc9e85c8\", \"d20f2392-8764-4bff-bdcc-1e6a19101720\", \"998bbaad-21e4-4692-a7c0-4a39385eb807\", \"4a7cd75a-e8ec-4c0c-be65-316fb8d75c94\"], \"total_duration\": 94.0, \"total_sessions\": 6, \"mean_week_duration\": 0.429}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is Amsterdam" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Amsterdam\"]]}}}\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": "Share insights on user who isn't currently living in city San Salvador and sort by site usage time per week desc." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"28716\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-18 13:30:57.000000+00:00\", \"2021-09-30 01:55:07.000000+00:00\"], \"session_ids\": [\"c86f071e-b153-41d5-ad45-09acb8194f83\", \"65e55b31-99ff-4d3a-8f45-2b31c637f460\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.625}, \"45848\": {\"keyflows\": {\"Sign In Flow\": 1, \"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\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-03 20:17:31.000000+00:00\", \"2021-12-11 16:57:53.000000+00:00\"], \"session_ids\": [\"52494591-465d-45f2-a7de-0ff2cd948aec\", \"2287037a-28d6-439b-beac-546264a49d5e\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 27.833}, \"4655\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-22 01:17:31.000000+00:00\", \"2022-02-13 20:38:21.000000+00:00\", \"2020-04-28 01:03:31.000000+00:00\", \"2021-09-09 21:59:29.000000+00:00\"], \"session_ids\": [\"c8ad1aba-971c-4b26-bd3c-f99d4d9a878e\", \"4d78ff09-0e06-47ac-b47f-1fb40f28a6e4\", \"2ac596fd-c084-4439-afd0-0e170af6c2c1\", \"ae85ed62-f0a4-4091-bd53-532edae3ca09\"], \"total_duration\": 482.0, \"total_sessions\": 4, \"mean_week_duration\": 5.128}, \"75244\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-02-23 01:55:44.000000+00:00\", \"2021-08-29 08:05:15.000000+00:00\", \"2019-11-25 00:51:04.000000+00:00\", \"2023-05-27 03:11:59.000000+00:00\", \"2020-11-07 09:40:14.000000+00:00\", \"2022-08-18 00:22:55.000000+00:00\", \"2023-01-14 06:02:49.000000+00:00\", \"2021-07-29 07:13:53.000000+00:00\", \"2020-08-08 10:46:09.000000+00:00\"], \"session_ids\": [\"070da24d-a8e9-4ab7-b540-cdf1249c07e3\", \"e32eb693-7dc8-498d-bfe4-85686f35a79f\", \"7707e29b-786d-4e0b-b12b-da700fe07b95\", \"6849bef9-533a-44ca-a649-cbd4cbd7ad61\", \"b6260d54-8fcc-4604-9a08-a5c0cd95df18\", \"c2c93fcc-379d-43e1-8ff6-d2fce4492681\", \"4d357d52-86c7-4a90-9db9-b61bbbf2bde3\", \"b689a0e5-7f70-4fa9-b534-5bb96446f288\", \"9d5205a3-361b-46db-a576-933283b36341\"], \"total_duration\": 21827.0, \"total_sessions\": 9, \"mean_week_duration\": 119.273}, \"73789\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-24 01:01:48.000000+00:00\", \"2022-08-10 04:02:22.000000+00:00\", \"2020-05-06 04:43:17.000000+00:00\", \"2019-11-08 19:43:45.000000+00:00\", \"2021-11-24 03:54:45.000000+00:00\", \"2022-10-26 09:35:13.000000+00:00\"], \"session_ids\": [\"73491e0c-1db1-4904-8f00-7125221349f7\", \"5cf0deb7-6014-4619-903e-bc9576c6486b\", \"4d8e06e5-54d5-4197-bf57-8cefc40bdb12\", \"e8181185-9ae0-4327-b4f1-459c8b31a02c\", \"618327ac-2e76-4402-abb5-594c7c36e277\", \"df0a2a45-844b-4968-9940-0ad17fac5c75\"], \"total_duration\": 1300.0, \"total_sessions\": 6, \"mean_week_duration\": 8.387}, \"58007\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-06-19 19:00:52.000000+00:00\", \"2020-03-06 03:01:26.000000+00:00\", \"2019-11-20 23:41:31.000000+00:00\"], \"session_ids\": [\"bcd860e4-283d-4578-95a9-377719dd1994\", \"db29123e-707d-4cc8-9ab0-b901db18a2c5\", \"3acf9cbb-c166-4400-bab8-d46a861870b8\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 0.6}, \"20139\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-09-13 10:01:48.000000+00:00\", \"2022-07-18 23:13:27.000000+00:00\", \"2020-11-14 16:22:33.000000+00:00\", \"2021-09-29 02:06:44.000000+00:00\", \"2019-03-02 14:31:37.000000+00:00\", \"2020-03-14 23:04:44.000000+00:00\"], \"session_ids\": [\"245e4632-6cc1-4985-9f14-99a35fb58205\", \"30a81817-9f7f-4e61-a314-6cff09720eb6\", \"7a58acee-3bae-41ba-9fec-6b1185c8ea76\", \"ffa22d97-2e79-4fe9-a55a-4c3599f31e70\", \"259ccb12-2533-4903-8456-3b886f0035b8\", \"4a5e9ef8-e8f3-4823-b24c-3d2e548b1b62\"], \"total_duration\": 1797.0, \"total_sessions\": 6, \"mean_week_duration\": 10.153}, \"7713\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-26 15:45:24.000000+00:00\", \"2020-03-27 19:44:33.000000+00:00\"], \"session_ids\": [\"bd4a6298-ed1a-4b34-bdbe-aaa23f16545c\", \"f323c97b-9905-4dd6-9411-98bf05babbeb\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.091}, \"10105\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-12-06 08:01:21.000000+00:00\", \"2023-06-12 14:30:26.000000+00:00\"], \"session_ids\": [\"9644a89c-4ced-4fbb-921c-813276a95fa2\", \"08f249a7-c915-4fd6-98c1-55b49220e03a\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 3.519}, \"92554\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-07 04:17:50.000000+00:00\", \"2021-09-04 21:10:45.000000+00:00\"], \"session_ids\": [\"a29ae70b-64bb-4448-a529-73a6fea2eaba\", \"51f8466b-489e-47d4-803e-e48a07764220\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 6.125}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is not San Salvador" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"San Salvador\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"28716\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-18 13:30:57.000000+00:00\", \"2021-09-30 01:55:07.000000+00:00\"], \"session_ids\": [\"c86f071e-b153-41d5-ad45-09acb8194f83\", \"65e55b31-99ff-4d3a-8f45-2b31c637f460\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.625}, \"45848\": {\"keyflows\": {\"Sign In Flow\": 1, \"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\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-03 20:17:31.000000+00:00\", \"2021-12-11 16:57:53.000000+00:00\"], \"session_ids\": [\"52494591-465d-45f2-a7de-0ff2cd948aec\", \"2287037a-28d6-439b-beac-546264a49d5e\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 27.833}, \"4655\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-22 01:17:31.000000+00:00\", \"2022-02-13 20:38:21.000000+00:00\", \"2020-04-28 01:03:31.000000+00:00\", \"2021-09-09 21:59:29.000000+00:00\"], \"session_ids\": [\"c8ad1aba-971c-4b26-bd3c-f99d4d9a878e\", \"4d78ff09-0e06-47ac-b47f-1fb40f28a6e4\", \"2ac596fd-c084-4439-afd0-0e170af6c2c1\", \"ae85ed62-f0a4-4091-bd53-532edae3ca09\"], \"total_duration\": 482.0, \"total_sessions\": 4, \"mean_week_duration\": 5.128}, \"75244\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-02-23 01:55:44.000000+00:00\", \"2021-08-29 08:05:15.000000+00:00\", \"2019-11-25 00:51:04.000000+00:00\", \"2023-05-27 03:11:59.000000+00:00\", \"2020-11-07 09:40:14.000000+00:00\", \"2022-08-18 00:22:55.000000+00:00\", \"2023-01-14 06:02:49.000000+00:00\", \"2021-07-29 07:13:53.000000+00:00\", \"2020-08-08 10:46:09.000000+00:00\"], \"session_ids\": [\"070da24d-a8e9-4ab7-b540-cdf1249c07e3\", \"e32eb693-7dc8-498d-bfe4-85686f35a79f\", \"7707e29b-786d-4e0b-b12b-da700fe07b95\", \"6849bef9-533a-44ca-a649-cbd4cbd7ad61\", \"b6260d54-8fcc-4604-9a08-a5c0cd95df18\", \"c2c93fcc-379d-43e1-8ff6-d2fce4492681\", \"4d357d52-86c7-4a90-9db9-b61bbbf2bde3\", \"b689a0e5-7f70-4fa9-b534-5bb96446f288\", \"9d5205a3-361b-46db-a576-933283b36341\"], \"total_duration\": 21827.0, \"total_sessions\": 9, \"mean_week_duration\": 119.273}, \"73789\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-24 01:01:48.000000+00:00\", \"2022-08-10 04:02:22.000000+00:00\", \"2020-05-06 04:43:17.000000+00:00\", \"2019-11-08 19:43:45.000000+00:00\", \"2021-11-24 03:54:45.000000+00:00\", \"2022-10-26 09:35:13.000000+00:00\"], \"session_ids\": [\"73491e0c-1db1-4904-8f00-7125221349f7\", \"5cf0deb7-6014-4619-903e-bc9576c6486b\", \"4d8e06e5-54d5-4197-bf57-8cefc40bdb12\", \"e8181185-9ae0-4327-b4f1-459c8b31a02c\", \"618327ac-2e76-4402-abb5-594c7c36e277\", \"df0a2a45-844b-4968-9940-0ad17fac5c75\"], \"total_duration\": 1300.0, \"total_sessions\": 6, \"mean_week_duration\": 8.387}, \"58007\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-06-19 19:00:52.000000+00:00\", \"2020-03-06 03:01:26.000000+00:00\", \"2019-11-20 23:41:31.000000+00:00\"], \"session_ids\": [\"bcd860e4-283d-4578-95a9-377719dd1994\", \"db29123e-707d-4cc8-9ab0-b901db18a2c5\", \"3acf9cbb-c166-4400-bab8-d46a861870b8\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 0.6}, \"20139\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-09-13 10:01:48.000000+00:00\", \"2022-07-18 23:13:27.000000+00:00\", \"2020-11-14 16:22:33.000000+00:00\", \"2021-09-29 02:06:44.000000+00:00\", \"2019-03-02 14:31:37.000000+00:00\", \"2020-03-14 23:04:44.000000+00:00\"], \"session_ids\": [\"245e4632-6cc1-4985-9f14-99a35fb58205\", \"30a81817-9f7f-4e61-a314-6cff09720eb6\", \"7a58acee-3bae-41ba-9fec-6b1185c8ea76\", \"ffa22d97-2e79-4fe9-a55a-4c3599f31e70\", \"259ccb12-2533-4903-8456-3b886f0035b8\", \"4a5e9ef8-e8f3-4823-b24c-3d2e548b1b62\"], \"total_duration\": 1797.0, \"total_sessions\": 6, \"mean_week_duration\": 10.153}, \"7713\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-26 15:45:24.000000+00:00\", \"2020-03-27 19:44:33.000000+00:00\"], \"session_ids\": [\"bd4a6298-ed1a-4b34-bdbe-aaa23f16545c\", \"f323c97b-9905-4dd6-9411-98bf05babbeb\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.091}, \"10105\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-12-06 08:01:21.000000+00:00\", \"2023-06-12 14:30:26.000000+00:00\"], \"session_ids\": [\"9644a89c-4ced-4fbb-921c-813276a95fa2\", \"08f249a7-c915-4fd6-98c1-55b49220e03a\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 3.519}, \"92554\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-07 04:17:50.000000+00:00\", \"2021-09-04 21:10:45.000000+00:00\"], \"session_ids\": [\"a29ae70b-64bb-4448-a529-73a6fea2eaba\", \"51f8466b-489e-47d4-803e-e48a07764220\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 6.125}}\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[{\"75244\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-02-23 01:55:44.000000+00:00\", \"2021-08-29 08:05:15.000000+00:00\", \"2019-11-25 00:51:04.000000+00:00\", \"2023-05-27 03:11:59.000000+00:00\", \"2020-11-07 09:40:14.000000+00:00\", \"2022-08-18 00:22:55.000000+00:00\", \"2023-01-14 06:02:49.000000+00:00\", \"2021-07-29 07:13:53.000000+00:00\", \"2020-08-08 10:46:09.000000+00:00\"], \"session_ids\": [\"070da24d-a8e9-4ab7-b540-cdf1249c07e3\", \"e32eb693-7dc8-498d-bfe4-85686f35a79f\", \"7707e29b-786d-4e0b-b12b-da700fe07b95\", \"6849bef9-533a-44ca-a649-cbd4cbd7ad61\", \"b6260d54-8fcc-4604-9a08-a5c0cd95df18\", \"c2c93fcc-379d-43e1-8ff6-d2fce4492681\", \"4d357d52-86c7-4a90-9db9-b61bbbf2bde3\", \"b689a0e5-7f70-4fa9-b534-5bb96446f288\", \"9d5205a3-361b-46db-a576-933283b36341\"], \"total_duration\": 21827.0, \"total_sessions\": 9, \"mean_week_duration\": 119.273}}, {\"45848\": {\"keyflows\": {\"Sign In Flow\": 1, \"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\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-11-03 20:17:31.000000+00:00\", \"2021-12-11 16:57:53.000000+00:00\"], \"session_ids\": [\"52494591-465d-45f2-a7de-0ff2cd948aec\", \"2287037a-28d6-439b-beac-546264a49d5e\"], \"total_duration\": 167.0, \"total_sessions\": 2, \"mean_week_duration\": 27.833}}, {\"20139\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-09-13 10:01:48.000000+00:00\", \"2022-07-18 23:13:27.000000+00:00\", \"2020-11-14 16:22:33.000000+00:00\", \"2021-09-29 02:06:44.000000+00:00\", \"2019-03-02 14:31:37.000000+00:00\", \"2020-03-14 23:04:44.000000+00:00\"], \"session_ids\": [\"245e4632-6cc1-4985-9f14-99a35fb58205\", \"30a81817-9f7f-4e61-a314-6cff09720eb6\", \"7a58acee-3bae-41ba-9fec-6b1185c8ea76\", \"ffa22d97-2e79-4fe9-a55a-4c3599f31e70\", \"259ccb12-2533-4903-8456-3b886f0035b8\", \"4a5e9ef8-e8f3-4823-b24c-3d2e548b1b62\"], \"total_duration\": 1797.0, \"total_sessions\": 6, \"mean_week_duration\": 10.153}}, {\"73789\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-09-24 01:01:48.000000+00:00\", \"2022-08-10 04:02:22.000000+00:00\", \"2020-05-06 04:43:17.000000+00:00\", \"2019-11-08 19:43:45.000000+00:00\", \"2021-11-24 03:54:45.000000+00:00\", \"2022-10-26 09:35:13.000000+00:00\"], \"session_ids\": [\"73491e0c-1db1-4904-8f00-7125221349f7\", \"5cf0deb7-6014-4619-903e-bc9576c6486b\", \"4d8e06e5-54d5-4197-bf57-8cefc40bdb12\", \"e8181185-9ae0-4327-b4f1-459c8b31a02c\", \"618327ac-2e76-4402-abb5-594c7c36e277\", \"df0a2a45-844b-4968-9940-0ad17fac5c75\"], \"total_duration\": 1300.0, \"total_sessions\": 6, \"mean_week_duration\": 8.387}}, {\"92554\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-10-07 04:17:50.000000+00:00\", \"2021-09-04 21:10:45.000000+00:00\"], \"session_ids\": [\"a29ae70b-64bb-4448-a529-73a6fea2eaba\", \"51f8466b-489e-47d4-803e-e48a07764220\"], \"total_duration\": 294.0, \"total_sessions\": 2, \"mean_week_duration\": 6.125}}, {\"4655\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2021-06-22 01:17:31.000000+00:00\", \"2022-02-13 20:38:21.000000+00:00\", \"2020-04-28 01:03:31.000000+00:00\", \"2021-09-09 21:59:29.000000+00:00\"], \"session_ids\": [\"c8ad1aba-971c-4b26-bd3c-f99d4d9a878e\", \"4d78ff09-0e06-47ac-b47f-1fb40f28a6e4\", \"2ac596fd-c084-4439-afd0-0e170af6c2c1\", \"ae85ed62-f0a4-4091-bd53-532edae3ca09\"], \"total_duration\": 482.0, \"total_sessions\": 4, \"mean_week_duration\": 5.128}}, {\"10105\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2021-12-06 08:01:21.000000+00:00\", \"2023-06-12 14:30:26.000000+00:00\"], \"session_ids\": [\"9644a89c-4ced-4fbb-921c-813276a95fa2\", \"08f249a7-c915-4fd6-98c1-55b49220e03a\"], \"total_duration\": 278.0, \"total_sessions\": 2, \"mean_week_duration\": 3.519}}, {\"28716\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1, \"Change Skin Flow\": 1}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-04-18 13:30:57.000000+00:00\", \"2021-09-30 01:55:07.000000+00:00\"], \"session_ids\": [\"c86f071e-b153-41d5-ad45-09acb8194f83\", \"65e55b31-99ff-4d3a-8f45-2b31c637f460\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.625}}, {\"58007\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2022-06-19 19:00:52.000000+00:00\", \"2020-03-06 03:01:26.000000+00:00\", \"2019-11-20 23:41:31.000000+00:00\"], \"session_ids\": [\"bcd860e4-283d-4578-95a9-377719dd1994\", \"db29123e-707d-4cc8-9ab0-b901db18a2c5\", \"3acf9cbb-c166-4400-bab8-d46a861870b8\"], \"total_duration\": 81.0, \"total_sessions\": 3, \"mean_week_duration\": 0.6}}, {\"7713\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-05-26 15:45:24.000000+00:00\", \"2020-03-27 19:44:33.000000+00:00\"], \"session_ids\": [\"bd4a6298-ed1a-4b34-bdbe-aaa23f16545c\", \"f323c97b-9905-4dd6-9411-98bf05babbeb\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.091}}]\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[{\"75244\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-02-23 01:55:44.000000+00:00\", \"2021-08-29 08:05:15.000000+00:00\", \"2019-11-25 00:51:04.000000+00:00\", \"2023-05-27 03:11:59.000000+00:00\", \"2020-11-07 09:40:14.000000+00:00\", \"2022-08-18 00:22:55.000000+00:00\", \"2023-01-14 06:02:49.000000+00:00\", \"2021-07-29 07:13:53.000000+00:00\", \"2020-08-08 10:46:09.000000+00:00\"], \"session_ids\": [\"070da24d-a8e9-4ab7-b540-cdf1249c07e3\", \"e32eb693-7dc8-498d-bfe4-85686f35a79f\", \"7707e29b-786d-4e0b-b12b-da700fe07b95\", \"6849bef9-533a-44ca-a649-cbd4cbd7ad61\", \"b6260d54-8fcc-4604-9a08-a5c0cd95df18\", \"c2c93fcc-379d-43e1-8ff6-d2fce4492681\", \"4d357d52-86c7-4a90-9db9-b61bbbf2bde3\", \"b689a0e5-7f70-4fa9-b534-5bb96446f288\", \"9d5205a3-361b-46db-a576-933283b36341\"], \"total_duration\": 21827.0, \"total_sessions\": 9, \"mean_week_duration\": 119.273}}]\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[{\"75244\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-02-23 01:55:44.000000+00:00\", \"2021-08-29 08:05:15.000000+00:00\", \"2019-11-25 00:51:04.000000+00:00\", \"2023-05-27 03:11:59.000000+00:00\", \"2020-11-07 09:40:14.000000+00:00\", \"2022-08-18 00:22:55.000000+00:00\", \"2023-01-14 06:02:49.000000+00:00\", \"2021-07-29 07:13:53.000000+00:00\", \"2020-08-08 10:46:09.000000+00:00\"], \"session_ids\": [\"070da24d-a8e9-4ab7-b540-cdf1249c07e3\", \"e32eb693-7dc8-498d-bfe4-85686f35a79f\", \"7707e29b-786d-4e0b-b12b-da700fe07b95\", \"6849bef9-533a-44ca-a649-cbd4cbd7ad61\", \"b6260d54-8fcc-4604-9a08-a5c0cd95df18\", \"c2c93fcc-379d-43e1-8ff6-d2fce4492681\", \"4d357d52-86c7-4a90-9db9-b61bbbf2bde3\", \"b689a0e5-7f70-4fa9-b534-5bb96446f288\", \"9d5205a3-361b-46db-a576-933283b36341\"], \"total_duration\": 21827.0, \"total_sessions\": 9, \"mean_week_duration\": 119.273}}]\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 6 users who have total time using the app smaller than 1043 and bigger than 4605 as well as do sorting by median of duration of sessions per week in descending , keep 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{\"41673\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-06 16:59:05.000000+00:00\", \"2022-10-02 12:06:45.000000+00:00\"], \"session_ids\": [\"d1dad0c4-374e-433a-8ac3-07ca39af16df\", \"a6e4b56b-07fc-473c-999c-6afa97aae374\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.655}, \"54902\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-02-26 22:33:40.000000+00:00\", \"2022-08-24 04:22:14.000000+00:00\"], \"session_ids\": [\"963076bd-8275-4736-9dc3-ece7b1326558\", \"75e0845b-00c1-4056-9528-405a47e99ef0\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.121}, \"62202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-12-30 21:52:26.000000+00:00\", \"2020-02-10 15:43:08.000000+00:00\"], \"session_ids\": [\"45d5d899-ef4e-4d14-8488-e1c01b698f33\", \"6a55a556-2d9e-422b-83aa-27200e8846cf\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 14.833}, \"36390\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-10 00:51:51.000000+00:00\", \"2023-03-10 16:21:39.000000+00:00\", \"2019-09-24 23:22:03.000000+00:00\", \"2023-05-30 06:16:23.000000+00:00\", \"2022-12-10 23:14:39.000000+00:00\", \"2019-11-28 08:12:54.000000+00:00\", \"2021-12-28 09:29:50.000000+00:00\", \"2023-05-04 21:15:31.000000+00:00\", \"2022-01-05 17:29:40.000000+00:00\"], \"session_ids\": [\"e29af66b-3a39-4006-b312-ea3bb899a126\", \"35b24f17-c303-4258-a809-adc31ab7332f\", \"6214e8df-2ebb-4278-9947-9b9694962310\", \"213b7c17-955a-4f56-88f8-6480edc3baf5\", \"56f2ed13-934a-459f-a478-603459bdb1d8\", \"4fa30efe-06c9-4e30-9a7e-2e820162fe7b\", \"cfb9e3a3-dc6f-4124-a797-1e18930f0edd\", \"d68dcf49-9636-4867-9ca1-62110c14fd54\", \"29c5f164-37bb-4644-83b3-226e30c98954\"], \"total_duration\": 26040.0, \"total_sessions\": 9, \"mean_week_duration\": 120.556}, \"2312\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-05 21:11:51.000000+00:00\", \"2019-01-28 09:46:10.000000+00:00\"], \"session_ids\": [\"78490823-b7ba-4153-ae3a-d79de519ac42\", \"a4945a27-ca8b-4bb0-9a38-4a391433e226\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.171}, \"96251\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-21 23:19:50.000000+00:00\", \"2021-12-20 20:32:03.000000+00:00\", \"2021-10-12 13:01:49.000000+00:00\", \"2022-03-31 18:50:00.000000+00:00\"], \"session_ids\": [\"cf9fdcfb-8acd-4096-829d-7c8701bc42e8\", \"0fee302f-31ad-4c52-b725-694ee97aa85e\", \"e61fa1be-bcab-4666-bc16-aeabd20bd785\", \"a50b9d5d-a588-47f3-999c-db47e2672088\"], \"total_duration\": 298.0, \"total_sessions\": 4, \"mean_week_duration\": 3.973}, \"72060\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-09-02 09:06:49.000000+00:00\", \"2022-01-23 11:08:40.000000+00:00\", \"2021-05-30 17:30:53.000000+00:00\", \"2021-02-12 15:54:33.000000+00:00\", \"2019-08-13 18:04:51.000000+00:00\"], \"session_ids\": [\"ad2f1443-136e-4e06-87c5-646b366a4994\", \"b931d394-27a2-449f-9b24-f926ec6b6d87\", \"3864e43b-f622-4962-8b60-eef3737024e3\", \"6c2861be-e3a1-4d71-8bdb-139d2c0c6bb3\", \"fc7fd405-fb41-436a-8f3e-8db25a7e27eb\"], \"total_duration\": 1337.0, \"total_sessions\": 5, \"mean_week_duration\": 10.445}, \"15287\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2022-07-30 20:39:01.000000+00:00\", \"2019-04-02 21:32:00.000000+00:00\", \"2022-12-25 00:33:32.000000+00:00\", \"2022-10-08 03:38:49.000000+00:00\", \"2019-05-11 07:07:28.000000+00:00\", \"2021-02-17 08:35:44.000000+00:00\", \"2022-04-04 14:39:44.000000+00:00\", \"2021-11-23 14:35:45.000000+00:00\", \"2020-11-18 19:15:47.000000+00:00\", \"2022-09-28 03:53:45.000000+00:00\", \"2022-05-19 20:39:55.000000+00:00\"], \"session_ids\": [\"f7563369-b179-4e5e-9e46-4144759c28bc\", \"941477c9-cb62-4e86-90be-f5d1fcf6d215\", \"b4b0304c-9853-4edb-9764-90befe7b5985\", \"116486c6-23a2-4112-8f1d-eafbf6df9935\", \"015c163b-6552-46b2-9cab-efd7e9560eb1\", \"22a61ae3-7db9-4443-a762-10fa61ced32d\", \"034832a8-c44d-4bdf-9c4d-490f7185ff93\", \"212fa4ac-91cc-429c-be21-67d9a80a1e9b\", \"3dcf156e-4c93-4443-ba85-921129699fe7\", \"bea62889-61e4-4128-b99e-8ed784f2e7ab\", \"0d02f05f-b0e4-42d0-80d1-b5c6c7013a6d\"], \"total_duration\": 1050.0, \"total_sessions\": 11, \"mean_week_duration\": 5.385}, \"53666\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-02-15 23:10:49.000000+00:00\", \"2019-05-18 18:27:30.000000+00:00\"], \"session_ids\": [\"f974e463-9b67-474f-b2e7-783f0fa48375\", \"c4e7b917-5201-44a5-b691-bb17b7f37cae\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 10.179}, \"14392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-08-02 07:27:30.000000+00:00\", \"2019-03-06 06:22:38.000000+00:00\"], \"session_ids\": [\"650804ba-65f6-4915-81f6-162c9f2337b0\", \"df31c1db-4b72-46e8-a0c4-84d85e503a47\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 20.455}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or less than 1043 and are equal or greater than 4605" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<=\", \">=\"]]}, \"all_values\": {\"total_duration\": [[1043, 4605]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"41673\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-06 16:59:05.000000+00:00\", \"2022-10-02 12:06:45.000000+00:00\"], \"session_ids\": [\"d1dad0c4-374e-433a-8ac3-07ca39af16df\", \"a6e4b56b-07fc-473c-999c-6afa97aae374\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.655}, \"54902\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-02-26 22:33:40.000000+00:00\", \"2022-08-24 04:22:14.000000+00:00\"], \"session_ids\": [\"963076bd-8275-4736-9dc3-ece7b1326558\", \"75e0845b-00c1-4056-9528-405a47e99ef0\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.121}, \"62202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-12-30 21:52:26.000000+00:00\", \"2020-02-10 15:43:08.000000+00:00\"], \"session_ids\": [\"45d5d899-ef4e-4d14-8488-e1c01b698f33\", \"6a55a556-2d9e-422b-83aa-27200e8846cf\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 14.833}, \"2312\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-05 21:11:51.000000+00:00\", \"2019-01-28 09:46:10.000000+00:00\"], \"session_ids\": [\"78490823-b7ba-4153-ae3a-d79de519ac42\", \"a4945a27-ca8b-4bb0-9a38-4a391433e226\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.171}, \"96251\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-21 23:19:50.000000+00:00\", \"2021-12-20 20:32:03.000000+00:00\", \"2021-10-12 13:01:49.000000+00:00\", \"2022-03-31 18:50:00.000000+00:00\"], \"session_ids\": [\"cf9fdcfb-8acd-4096-829d-7c8701bc42e8\", \"0fee302f-31ad-4c52-b725-694ee97aa85e\", \"e61fa1be-bcab-4666-bc16-aeabd20bd785\", \"a50b9d5d-a588-47f3-999c-db47e2672088\"], \"total_duration\": 298.0, \"total_sessions\": 4, \"mean_week_duration\": 3.973}, \"53666\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-02-15 23:10:49.000000+00:00\", \"2019-05-18 18:27:30.000000+00:00\"], \"session_ids\": [\"f974e463-9b67-474f-b2e7-783f0fa48375\", \"c4e7b917-5201-44a5-b691-bb17b7f37cae\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 10.179}, \"14392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-08-02 07:27:30.000000+00:00\", \"2019-03-06 06:22:38.000000+00:00\"], \"session_ids\": [\"650804ba-65f6-4915-81f6-162c9f2337b0\", \"df31c1db-4b72-46e8-a0c4-84d85e503a47\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 20.455}, \"36390\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-10 00:51:51.000000+00:00\", \"2023-03-10 16:21:39.000000+00:00\", \"2019-09-24 23:22:03.000000+00:00\", \"2023-05-30 06:16:23.000000+00:00\", \"2022-12-10 23:14:39.000000+00:00\", \"2019-11-28 08:12:54.000000+00:00\", \"2021-12-28 09:29:50.000000+00:00\", \"2023-05-04 21:15:31.000000+00:00\", \"2022-01-05 17:29:40.000000+00:00\"], \"session_ids\": [\"e29af66b-3a39-4006-b312-ea3bb899a126\", \"35b24f17-c303-4258-a809-adc31ab7332f\", \"6214e8df-2ebb-4278-9947-9b9694962310\", \"213b7c17-955a-4f56-88f8-6480edc3baf5\", \"56f2ed13-934a-459f-a478-603459bdb1d8\", \"4fa30efe-06c9-4e30-9a7e-2e820162fe7b\", \"cfb9e3a3-dc6f-4124-a797-1e18930f0edd\", \"d68dcf49-9636-4867-9ca1-62110c14fd54\", \"29c5f164-37bb-4644-83b3-226e30c98954\"], \"total_duration\": 26040.0, \"total_sessions\": 9, \"mean_week_duration\": 120.556}}\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[{\"36390\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-10 00:51:51.000000+00:00\", \"2023-03-10 16:21:39.000000+00:00\", \"2019-09-24 23:22:03.000000+00:00\", \"2023-05-30 06:16:23.000000+00:00\", \"2022-12-10 23:14:39.000000+00:00\", \"2019-11-28 08:12:54.000000+00:00\", \"2021-12-28 09:29:50.000000+00:00\", \"2023-05-04 21:15:31.000000+00:00\", \"2022-01-05 17:29:40.000000+00:00\"], \"session_ids\": [\"e29af66b-3a39-4006-b312-ea3bb899a126\", \"35b24f17-c303-4258-a809-adc31ab7332f\", \"6214e8df-2ebb-4278-9947-9b9694962310\", \"213b7c17-955a-4f56-88f8-6480edc3baf5\", \"56f2ed13-934a-459f-a478-603459bdb1d8\", \"4fa30efe-06c9-4e30-9a7e-2e820162fe7b\", \"cfb9e3a3-dc6f-4124-a797-1e18930f0edd\", \"d68dcf49-9636-4867-9ca1-62110c14fd54\", \"29c5f164-37bb-4644-83b3-226e30c98954\"], \"total_duration\": 26040.0, \"total_sessions\": 9, \"mean_week_duration\": 120.556}}, {\"14392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-08-02 07:27:30.000000+00:00\", \"2019-03-06 06:22:38.000000+00:00\"], \"session_ids\": [\"650804ba-65f6-4915-81f6-162c9f2337b0\", \"df31c1db-4b72-46e8-a0c4-84d85e503a47\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 20.455}}, {\"62202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-12-30 21:52:26.000000+00:00\", \"2020-02-10 15:43:08.000000+00:00\"], \"session_ids\": [\"45d5d899-ef4e-4d14-8488-e1c01b698f33\", \"6a55a556-2d9e-422b-83aa-27200e8846cf\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 14.833}}, {\"53666\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-02-15 23:10:49.000000+00:00\", \"2019-05-18 18:27:30.000000+00:00\"], \"session_ids\": [\"f974e463-9b67-474f-b2e7-783f0fa48375\", \"c4e7b917-5201-44a5-b691-bb17b7f37cae\"], \"total_duration\": 397.0, \"total_sessions\": 2, \"mean_week_duration\": 10.179}}, {\"96251\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-21 23:19:50.000000+00:00\", \"2021-12-20 20:32:03.000000+00:00\", \"2021-10-12 13:01:49.000000+00:00\", \"2022-03-31 18:50:00.000000+00:00\"], \"session_ids\": [\"cf9fdcfb-8acd-4096-829d-7c8701bc42e8\", \"0fee302f-31ad-4c52-b725-694ee97aa85e\", \"e61fa1be-bcab-4666-bc16-aeabd20bd785\", \"a50b9d5d-a588-47f3-999c-db47e2672088\"], \"total_duration\": 298.0, \"total_sessions\": 4, \"mean_week_duration\": 3.973}}, {\"41673\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-08-06 16:59:05.000000+00:00\", \"2022-10-02 12:06:45.000000+00:00\"], \"session_ids\": [\"d1dad0c4-374e-433a-8ac3-07ca39af16df\", \"a6e4b56b-07fc-473c-999c-6afa97aae374\"], \"total_duration\": 74.0, \"total_sessions\": 2, \"mean_week_duration\": 0.655}}, {\"2312\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 5, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2023-02-05 21:11:51.000000+00:00\", \"2019-01-28 09:46:10.000000+00:00\"], \"session_ids\": [\"78490823-b7ba-4153-ae3a-d79de519ac42\", \"a4945a27-ca8b-4bb0-9a38-4a391433e226\"], \"total_duration\": 36.0, \"total_sessions\": 2, \"mean_week_duration\": 0.171}}, {\"54902\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-02-26 22:33:40.000000+00:00\", \"2022-08-24 04:22:14.000000+00:00\"], \"session_ids\": [\"963076bd-8275-4736-9dc3-ece7b1326558\", \"75e0845b-00c1-4056-9528-405a47e99ef0\"], \"total_duration\": 22.0, \"total_sessions\": 2, \"mean_week_duration\": 0.121}}]\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[{\"36390\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-10 00:51:51.000000+00:00\", \"2023-03-10 16:21:39.000000+00:00\", \"2019-09-24 23:22:03.000000+00:00\", \"2023-05-30 06:16:23.000000+00:00\", \"2022-12-10 23:14:39.000000+00:00\", \"2019-11-28 08:12:54.000000+00:00\", \"2021-12-28 09:29:50.000000+00:00\", \"2023-05-04 21:15:31.000000+00:00\", \"2022-01-05 17:29:40.000000+00:00\"], \"session_ids\": [\"e29af66b-3a39-4006-b312-ea3bb899a126\", \"35b24f17-c303-4258-a809-adc31ab7332f\", \"6214e8df-2ebb-4278-9947-9b9694962310\", \"213b7c17-955a-4f56-88f8-6480edc3baf5\", \"56f2ed13-934a-459f-a478-603459bdb1d8\", \"4fa30efe-06c9-4e30-9a7e-2e820162fe7b\", \"cfb9e3a3-dc6f-4124-a797-1e18930f0edd\", \"d68dcf49-9636-4867-9ca1-62110c14fd54\", \"29c5f164-37bb-4644-83b3-226e30c98954\"], \"total_duration\": 26040.0, \"total_sessions\": 9, \"mean_week_duration\": 120.556}}, {\"14392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-08-02 07:27:30.000000+00:00\", \"2019-03-06 06:22:38.000000+00:00\"], \"session_ids\": [\"650804ba-65f6-4915-81f6-162c9f2337b0\", \"df31c1db-4b72-46e8-a0c4-84d85e503a47\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 20.455}}, {\"62202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-12-30 21:52:26.000000+00:00\", \"2020-02-10 15:43:08.000000+00:00\"], \"session_ids\": [\"45d5d899-ef4e-4d14-8488-e1c01b698f33\", \"6a55a556-2d9e-422b-83aa-27200e8846cf\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 14.833}}]\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[{\"36390\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-04-10 00:51:51.000000+00:00\", \"2023-03-10 16:21:39.000000+00:00\", \"2019-09-24 23:22:03.000000+00:00\", \"2023-05-30 06:16:23.000000+00:00\", \"2022-12-10 23:14:39.000000+00:00\", \"2019-11-28 08:12:54.000000+00:00\", \"2021-12-28 09:29:50.000000+00:00\", \"2023-05-04 21:15:31.000000+00:00\", \"2022-01-05 17:29:40.000000+00:00\"], \"session_ids\": [\"e29af66b-3a39-4006-b312-ea3bb899a126\", \"35b24f17-c303-4258-a809-adc31ab7332f\", \"6214e8df-2ebb-4278-9947-9b9694962310\", \"213b7c17-955a-4f56-88f8-6480edc3baf5\", \"56f2ed13-934a-459f-a478-603459bdb1d8\", \"4fa30efe-06c9-4e30-9a7e-2e820162fe7b\", \"cfb9e3a3-dc6f-4124-a797-1e18930f0edd\", \"d68dcf49-9636-4867-9ca1-62110c14fd54\", \"29c5f164-37bb-4644-83b3-226e30c98954\"], \"total_duration\": 26040.0, \"total_sessions\": 9, \"mean_week_duration\": 120.556}}, {\"14392\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-08-02 07:27:30.000000+00:00\", \"2019-03-06 06:22:38.000000+00:00\"], \"session_ids\": [\"650804ba-65f6-4915-81f6-162c9f2337b0\", \"df31c1db-4b72-46e8-a0c4-84d85e503a47\"], \"total_duration\": 450.0, \"total_sessions\": 2, \"mean_week_duration\": 20.455}}, {\"62202\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-12-30 21:52:26.000000+00:00\", \"2020-02-10 15:43:08.000000+00:00\"], \"session_ids\": [\"45d5d899-ef4e-4d14-8488-e1c01b698f33\", \"6a55a556-2d9e-422b-83aa-27200e8846cf\"], \"total_duration\": 89.0, \"total_sessions\": 2, \"mean_week_duration\": 14.833}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Tell me what you know about user who has quantity of sessions strictly greater than 6 and strictly less than 5 and in addition do sorting by duration summation 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{\"58454\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-16 21:01:00.000000+00:00\", \"2020-09-01 07:46:40.000000+00:00\", \"2021-05-24 00:45:10.000000+00:00\"], \"session_ids\": [\"cc437ced-3ced-434c-a2aa-7597e651ce14\", \"67f8c7ec-4970-4c09-9707-c9d1f2979840\", \"12f5dac4-c52e-4576-b676-685254e7bc8a\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 0.667}, \"93966\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-19 04:47:23.000000+00:00\", \"2021-01-19 08:15:09.000000+00:00\"], \"session_ids\": [\"c2da9dfd-efd0-4467-9cf9-0dceb9a93f42\", \"9178d2d3-ee27-4893-a673-c46928f4df33\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 10.477}, \"34291\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2020-08-15 01:31:29.000000+00:00\", \"2022-09-19 06:51:17.000000+00:00\", \"2021-09-25 10:29:20.000000+00:00\", \"2022-12-31 17:57:00.000000+00:00\", \"2023-06-12 15:17:28.000000+00:00\", \"2020-01-30 06:10:30.000000+00:00\"], \"session_ids\": [\"36f846b5-a4f9-4ccf-ada8-e7b4e2fb1c94\", \"25b15e3f-0d30-44c8-a4c3-33e7cdb5b435\", \"d5feafa3-f1c7-4cbc-b0f0-6ac66d38a598\", \"46da8e88-8825-4bda-909a-589783e58606\", \"439e3246-86a4-4c8a-a775-f118accd54be\", \"0d744994-daef-4baf-92fd-1e4cb1d7f3fd\"], \"total_duration\": 174.0, \"total_sessions\": 6, \"mean_week_duration\": 0.989}, \"70688\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-08 00:03:53.000000+00:00\", \"2023-06-06 05:41:58.000000+00:00\"], \"session_ids\": [\"d92112d9-bdc6-4a25-a5e9-2a8062eb4b33\", \"288d0c3f-7f6e-4250-a871-405cb7a25d5a\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 0.979}, \"64556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-05 04:33:18.000000+00:00\", \"2020-02-21 06:29:25.000000+00:00\"], \"session_ids\": [\"802e4163-ffbc-4b87-b288-2b4431002cf7\", \"151fcb4a-a087-408d-8f69-bd4f2dd43601\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 3.158}, \"41695\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-12 05:52:55.000000+00:00\", \"2019-09-12 19:31:30.000000+00:00\", \"2023-05-03 00:30:56.000000+00:00\", \"2019-02-05 23:23:16.000000+00:00\"], \"session_ids\": [\"671750f5-6d6e-481b-b8e4-7e57f9e1ab51\", \"37b11802-a1ec-448b-b9ee-e8e04aa96650\", \"7a39bae3-c218-414e-a5e7-96d173f55fab\", \"4d0cba07-24c4-44d0-9c56-944d37569d96\"], \"total_duration\": 253.0, \"total_sessions\": 4, \"mean_week_duration\": 1.145}, \"31842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-24 00:05:16.000000+00:00\", \"2021-04-26 15:07:13.000000+00:00\", \"2020-12-14 20:54:21.000000+00:00\"], \"session_ids\": [\"50a41df2-778c-4646-bbc8-f94137c50a8d\", \"89cee050-d9eb-4d9f-9c9d-9c6f5a359395\", \"a2340500-3ef9-40fe-856b-4bafe92101e9\"], \"total_duration\": 79.0, \"total_sessions\": 3, \"mean_week_duration\": 0.693}, \"31687\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-27 05:24:41.000000+00:00\", \"2019-05-22 00:51:46.000000+00:00\", \"2023-02-12 01:18:50.000000+00:00\", \"2019-12-25 02:31:35.000000+00:00\"], \"session_ids\": [\"05b279a7-2d8b-4aae-9678-3992ccafd593\", \"368009de-52e1-4ef9-b35d-63beacc6aaf0\", \"27994b1e-5508-46f1-a87f-fd874bcf30ec\", \"ad9f4488-e84e-4615-b5f5-2a0f8796a33a\"], \"total_duration\": 1283.0, \"total_sessions\": 4, \"mean_week_duration\": 6.579}, \"6816\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-08-16 18:19:11.000000+00:00\", \"2019-01-31 05:39:18.000000+00:00\"], \"session_ids\": [\"15328ada-2eb4-45ee-9624-af69d36c491c\", \"0a2a99f6-57b6-46ec-9f64-f941791b304c\"], \"total_duration\": 312.0, \"total_sessions\": 2, \"mean_week_duration\": 10.759}, \"79742\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-02-03 19:44:40.000000+00:00\", \"2021-01-25 11:02:58.000000+00:00\"], \"session_ids\": [\"6d3baed4-8592-49ce-98e0-be3b4878f16a\", \"8e8ad0fd-e3cb-477b-81bd-e08de93515b9\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 3.802}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are less than 5 and are greater than 6" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<\", \">\"]]}, \"all_values\": {\"total_sessions\": [[5, 6]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58454\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-16 21:01:00.000000+00:00\", \"2020-09-01 07:46:40.000000+00:00\", \"2021-05-24 00:45:10.000000+00:00\"], \"session_ids\": [\"cc437ced-3ced-434c-a2aa-7597e651ce14\", \"67f8c7ec-4970-4c09-9707-c9d1f2979840\", \"12f5dac4-c52e-4576-b676-685254e7bc8a\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 0.667}, \"93966\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-19 04:47:23.000000+00:00\", \"2021-01-19 08:15:09.000000+00:00\"], \"session_ids\": [\"c2da9dfd-efd0-4467-9cf9-0dceb9a93f42\", \"9178d2d3-ee27-4893-a673-c46928f4df33\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 10.477}, \"70688\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-08 00:03:53.000000+00:00\", \"2023-06-06 05:41:58.000000+00:00\"], \"session_ids\": [\"d92112d9-bdc6-4a25-a5e9-2a8062eb4b33\", \"288d0c3f-7f6e-4250-a871-405cb7a25d5a\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 0.979}, \"64556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-05 04:33:18.000000+00:00\", \"2020-02-21 06:29:25.000000+00:00\"], \"session_ids\": [\"802e4163-ffbc-4b87-b288-2b4431002cf7\", \"151fcb4a-a087-408d-8f69-bd4f2dd43601\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 3.158}, \"41695\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-12 05:52:55.000000+00:00\", \"2019-09-12 19:31:30.000000+00:00\", \"2023-05-03 00:30:56.000000+00:00\", \"2019-02-05 23:23:16.000000+00:00\"], \"session_ids\": [\"671750f5-6d6e-481b-b8e4-7e57f9e1ab51\", \"37b11802-a1ec-448b-b9ee-e8e04aa96650\", \"7a39bae3-c218-414e-a5e7-96d173f55fab\", \"4d0cba07-24c4-44d0-9c56-944d37569d96\"], \"total_duration\": 253.0, \"total_sessions\": 4, \"mean_week_duration\": 1.145}, \"31842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-24 00:05:16.000000+00:00\", \"2021-04-26 15:07:13.000000+00:00\", \"2020-12-14 20:54:21.000000+00:00\"], \"session_ids\": [\"50a41df2-778c-4646-bbc8-f94137c50a8d\", \"89cee050-d9eb-4d9f-9c9d-9c6f5a359395\", \"a2340500-3ef9-40fe-856b-4bafe92101e9\"], \"total_duration\": 79.0, \"total_sessions\": 3, \"mean_week_duration\": 0.693}, \"31687\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-27 05:24:41.000000+00:00\", \"2019-05-22 00:51:46.000000+00:00\", \"2023-02-12 01:18:50.000000+00:00\", \"2019-12-25 02:31:35.000000+00:00\"], \"session_ids\": [\"05b279a7-2d8b-4aae-9678-3992ccafd593\", \"368009de-52e1-4ef9-b35d-63beacc6aaf0\", \"27994b1e-5508-46f1-a87f-fd874bcf30ec\", \"ad9f4488-e84e-4615-b5f5-2a0f8796a33a\"], \"total_duration\": 1283.0, \"total_sessions\": 4, \"mean_week_duration\": 6.579}, \"6816\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-08-16 18:19:11.000000+00:00\", \"2019-01-31 05:39:18.000000+00:00\"], \"session_ids\": [\"15328ada-2eb4-45ee-9624-af69d36c491c\", \"0a2a99f6-57b6-46ec-9f64-f941791b304c\"], \"total_duration\": 312.0, \"total_sessions\": 2, \"mean_week_duration\": 10.759}, \"79742\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-02-03 19:44:40.000000+00:00\", \"2021-01-25 11:02:58.000000+00:00\"], \"session_ids\": [\"6d3baed4-8592-49ce-98e0-be3b4878f16a\", \"8e8ad0fd-e3cb-477b-81bd-e08de93515b9\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 3.802}}\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[{\"58454\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-16 21:01:00.000000+00:00\", \"2020-09-01 07:46:40.000000+00:00\", \"2021-05-24 00:45:10.000000+00:00\"], \"session_ids\": [\"cc437ced-3ced-434c-a2aa-7597e651ce14\", \"67f8c7ec-4970-4c09-9707-c9d1f2979840\", \"12f5dac4-c52e-4576-b676-685254e7bc8a\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 0.667}}, {\"31842\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-02-24 00:05:16.000000+00:00\", \"2021-04-26 15:07:13.000000+00:00\", \"2020-12-14 20:54:21.000000+00:00\"], \"session_ids\": [\"50a41df2-778c-4646-bbc8-f94137c50a8d\", \"89cee050-d9eb-4d9f-9c9d-9c6f5a359395\", \"a2340500-3ef9-40fe-856b-4bafe92101e9\"], \"total_duration\": 79.0, \"total_sessions\": 3, \"mean_week_duration\": 0.693}}, {\"64556\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2019-06-05 04:33:18.000000+00:00\", \"2020-02-21 06:29:25.000000+00:00\"], \"session_ids\": [\"802e4163-ffbc-4b87-b288-2b4431002cf7\", \"151fcb4a-a087-408d-8f69-bd4f2dd43601\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 3.158}}, {\"70688\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-11-08 00:03:53.000000+00:00\", \"2023-06-06 05:41:58.000000+00:00\"], \"session_ids\": [\"d92112d9-bdc6-4a25-a5e9-2a8062eb4b33\", \"288d0c3f-7f6e-4250-a871-405cb7a25d5a\"], \"total_duration\": 183.0, \"total_sessions\": 2, \"mean_week_duration\": 0.979}}, {\"41695\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2021-01-12 05:52:55.000000+00:00\", \"2019-09-12 19:31:30.000000+00:00\", \"2023-05-03 00:30:56.000000+00:00\", \"2019-02-05 23:23:16.000000+00:00\"], \"session_ids\": [\"671750f5-6d6e-481b-b8e4-7e57f9e1ab51\", \"37b11802-a1ec-448b-b9ee-e8e04aa96650\", \"7a39bae3-c218-414e-a5e7-96d173f55fab\", \"4d0cba07-24c4-44d0-9c56-944d37569d96\"], \"total_duration\": 253.0, \"total_sessions\": 4, \"mean_week_duration\": 1.145}}, {\"6816\": {\"keyflows\": {\"Sign In Flow\": 7, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2019-08-16 18:19:11.000000+00:00\", \"2019-01-31 05:39:18.000000+00:00\"], \"session_ids\": [\"15328ada-2eb4-45ee-9624-af69d36c491c\", \"0a2a99f6-57b6-46ec-9f64-f941791b304c\"], \"total_duration\": 312.0, \"total_sessions\": 2, \"mean_week_duration\": 10.759}}, {\"79742\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-02-03 19:44:40.000000+00:00\", \"2021-01-25 11:02:58.000000+00:00\"], \"session_ids\": [\"6d3baed4-8592-49ce-98e0-be3b4878f16a\", \"8e8ad0fd-e3cb-477b-81bd-e08de93515b9\"], \"total_duration\": 403.0, \"total_sessions\": 2, \"mean_week_duration\": 3.802}}, {\"93966\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-03-19 04:47:23.000000+00:00\", \"2021-01-19 08:15:09.000000+00:00\"], \"session_ids\": [\"c2da9dfd-efd0-4467-9cf9-0dceb9a93f42\", \"9178d2d3-ee27-4893-a673-c46928f4df33\"], \"total_duration\": 461.0, \"total_sessions\": 2, \"mean_week_duration\": 10.477}}, {\"31687\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-08-27 05:24:41.000000+00:00\", \"2019-05-22 00:51:46.000000+00:00\", \"2023-02-12 01:18:50.000000+00:00\", \"2019-12-25 02:31:35.000000+00:00\"], \"session_ids\": [\"05b279a7-2d8b-4aae-9678-3992ccafd593\", \"368009de-52e1-4ef9-b35d-63beacc6aaf0\", \"27994b1e-5508-46f1-a87f-fd874bcf30ec\", \"ad9f4488-e84e-4615-b5f5-2a0f8796a33a\"], \"total_duration\": 1283.0, \"total_sessions\": 4, \"mean_week_duration\": 6.579}}]\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[{\"58454\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-16 21:01:00.000000+00:00\", \"2020-09-01 07:46:40.000000+00:00\", \"2021-05-24 00:45:10.000000+00:00\"], \"session_ids\": [\"cc437ced-3ced-434c-a2aa-7597e651ce14\", \"67f8c7ec-4970-4c09-9707-c9d1f2979840\", \"12f5dac4-c52e-4576-b676-685254e7bc8a\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 0.667}}]\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[{\"58454\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-11-16 21:01:00.000000+00:00\", \"2020-09-01 07:46:40.000000+00:00\", \"2021-05-24 00:45:10.000000+00:00\"], \"session_ids\": [\"cc437ced-3ced-434c-a2aa-7597e651ce14\", \"67f8c7ec-4970-4c09-9707-c9d1f2979840\", \"12f5dac4-c52e-4576-b676-685254e7bc8a\"], \"total_duration\": 42.0, \"total_sessions\": 3, \"mean_week_duration\": 0.667}}]\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 user who has overall total duration strictly less than 1153 and greater than 4080 (not including) in addition do sorting by urban title in ascending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"85830\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-10 06:35:04.000000+00:00\", \"2022-07-01 04:05:04.000000+00:00\"], \"session_ids\": [\"06baa77b-0233-451f-b8e1-1f296637c4ee\", \"0858dfd6-2ac5-4993-b852-ab714dd49a68\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 3.157}, \"7405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-01 11:25:07.000000+00:00\", \"2021-06-15 15:41:37.000000+00:00\", \"2020-03-12 03:44:32.000000+00:00\", \"2022-03-29 16:03:35.000000+00:00\", \"2019-08-17 00:59:28.000000+00:00\", \"2020-05-27 15:05:59.000000+00:00\", \"2021-01-31 11:08:22.000000+00:00\", \"2020-01-20 19:51:10.000000+00:00\", \"2023-01-11 04:56:23.000000+00:00\", \"2023-06-28 06:35:01.000000+00:00\"], \"session_ids\": [\"f8035c2d-98cb-42e5-944b-8ade5651ba0d\", \"04d60f76-dec7-4405-b82d-d201f6b2f2c5\", \"0d2f584b-ca1c-42b1-a100-1e874c191132\", \"27daf3f1-e85b-47ac-ac5e-5c0b7470ab3a\", \"8d75bbbf-07f9-4673-a766-4258f350715a\", \"47bce6b4-2d08-466a-8efc-60ea2b27c900\", \"38de8cd7-c6b9-4b0b-a5a3-bd60648e0755\", \"40c1fe57-2b68-4e66-9c81-8ac43847ef1d\", \"b4e22059-311c-4135-b3e7-ee56fbf2b748\", \"a28acad0-1028-49c1-beb4-a30310d7f91a\"], \"total_duration\": 11085.0, \"total_sessions\": 10, \"mean_week_duration\": 53.038}, \"79683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-01-28 11:35:35.000000+00:00\", \"2022-12-26 23:23:24.000000+00:00\", \"2022-06-20 09:40:30.000000+00:00\"], \"session_ids\": [\"30feada2-e197-4ab8-9403-e6295f158f66\", \"0365aaa8-6316-4bed-b3dc-683a1ea015aa\", \"53274a3c-819d-4c67-b161-06ea62df057a\"], \"total_duration\": 44.0, \"total_sessions\": 3, \"mean_week_duration\": 0.216}, \"35502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-12-16 21:57:44.000000+00:00\", \"2023-01-15 22:19:33.000000+00:00\", \"2021-01-22 19:48:38.000000+00:00\", \"2022-07-08 09:06:37.000000+00:00\"], \"session_ids\": [\"2f18cc07-0298-4ad7-9b5c-2206ffbe1582\", \"5ee96e8b-8949-4bdf-b795-b5bdf1479fbb\", \"15ac8416-d0d0-41fc-acc8-32a11b30b663\", \"8d239b34-f0d5-4b7a-822e-8f43583b0c39\"], \"total_duration\": 49.0, \"total_sessions\": 4, \"mean_week_duration\": 0.304}, \"7388\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-01-16 03:29:10.000000+00:00\", \"2019-10-03 03:51:31.000000+00:00\"], \"session_ids\": [\"9ce32241-100a-401b-bd85-ee081f291b61\", \"4e3cb7b6-7454-430d-99e7-cb87dc322e5d\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 18.933}, \"18404\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-03 15:56:29.000000+00:00\", \"2022-02-14 02:14:24.000000+00:00\"], \"session_ids\": [\"822acf72-cacb-4257-abfa-0a96111c1d6f\", \"b37e449a-c0b9-46da-b91b-0ebde9da0897\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 2.636}, \"51947\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-10 17:31:24.000000+00:00\", \"2021-11-23 05:44:04.000000+00:00\", \"2021-09-19 05:56:20.000000+00:00\"], \"session_ids\": [\"0cbac240-d654-426d-8974-610e454a5c20\", \"4574eb72-ca14-48e7-9ae6-5bd9cd66b481\", \"4dbdfccc-20a2-4227-a044-c075c8018afd\"], \"total_duration\": 161.0, \"total_sessions\": 3, \"mean_week_duration\": 1.578}, \"47204\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"London\", \"datetimes\": [\"2021-09-04 03:59:49.000000+00:00\", \"2019-07-15 11:45:28.000000+00:00\"], \"session_ids\": [\"4e7f8ef8-0bbc-45c9-ac5f-bb14a1a02a09\", \"5318d6dd-b4db-4fe3-a1b9-084aadcebbfd\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 3.196}, \"98584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-25 13:29:23.000000+00:00\", \"2022-06-10 06:53:58.000000+00:00\"], \"session_ids\": [\"a1d78d5c-436b-45b5-9be8-c5344e13bd7d\", \"09da9427-6b11-46af-9ac5-f917af46e8fc\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.86}, \"77032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-02-23 19:20:27.000000+00:00\", \"2023-03-03 13:19:16.000000+00:00\", \"2022-03-26 08:14:37.000000+00:00\"], \"session_ids\": [\"6d07c591-153a-4194-bdc1-9636f5ce68f0\", \"de01d04f-662a-4b07-a937-bea3cd203742\", \"9aecfe2a-d03b-46f6-9c1e-62da4867fc46\"], \"total_duration\": 199.0, \"total_sessions\": 3, \"mean_week_duration\": 3.685}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are less than 1153 and are greater than 4080" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"total_duration\": [[1153, 4080]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"85830\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-10 06:35:04.000000+00:00\", \"2022-07-01 04:05:04.000000+00:00\"], \"session_ids\": [\"06baa77b-0233-451f-b8e1-1f296637c4ee\", \"0858dfd6-2ac5-4993-b852-ab714dd49a68\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 3.157}, \"79683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-01-28 11:35:35.000000+00:00\", \"2022-12-26 23:23:24.000000+00:00\", \"2022-06-20 09:40:30.000000+00:00\"], \"session_ids\": [\"30feada2-e197-4ab8-9403-e6295f158f66\", \"0365aaa8-6316-4bed-b3dc-683a1ea015aa\", \"53274a3c-819d-4c67-b161-06ea62df057a\"], \"total_duration\": 44.0, \"total_sessions\": 3, \"mean_week_duration\": 0.216}, \"35502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-12-16 21:57:44.000000+00:00\", \"2023-01-15 22:19:33.000000+00:00\", \"2021-01-22 19:48:38.000000+00:00\", \"2022-07-08 09:06:37.000000+00:00\"], \"session_ids\": [\"2f18cc07-0298-4ad7-9b5c-2206ffbe1582\", \"5ee96e8b-8949-4bdf-b795-b5bdf1479fbb\", \"15ac8416-d0d0-41fc-acc8-32a11b30b663\", \"8d239b34-f0d5-4b7a-822e-8f43583b0c39\"], \"total_duration\": 49.0, \"total_sessions\": 4, \"mean_week_duration\": 0.304}, \"7388\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-01-16 03:29:10.000000+00:00\", \"2019-10-03 03:51:31.000000+00:00\"], \"session_ids\": [\"9ce32241-100a-401b-bd85-ee081f291b61\", \"4e3cb7b6-7454-430d-99e7-cb87dc322e5d\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 18.933}, \"18404\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-03 15:56:29.000000+00:00\", \"2022-02-14 02:14:24.000000+00:00\"], \"session_ids\": [\"822acf72-cacb-4257-abfa-0a96111c1d6f\", \"b37e449a-c0b9-46da-b91b-0ebde9da0897\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 2.636}, \"51947\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-10 17:31:24.000000+00:00\", \"2021-11-23 05:44:04.000000+00:00\", \"2021-09-19 05:56:20.000000+00:00\"], \"session_ids\": [\"0cbac240-d654-426d-8974-610e454a5c20\", \"4574eb72-ca14-48e7-9ae6-5bd9cd66b481\", \"4dbdfccc-20a2-4227-a044-c075c8018afd\"], \"total_duration\": 161.0, \"total_sessions\": 3, \"mean_week_duration\": 1.578}, \"47204\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"London\", \"datetimes\": [\"2021-09-04 03:59:49.000000+00:00\", \"2019-07-15 11:45:28.000000+00:00\"], \"session_ids\": [\"4e7f8ef8-0bbc-45c9-ac5f-bb14a1a02a09\", \"5318d6dd-b4db-4fe3-a1b9-084aadcebbfd\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 3.196}, \"98584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-25 13:29:23.000000+00:00\", \"2022-06-10 06:53:58.000000+00:00\"], \"session_ids\": [\"a1d78d5c-436b-45b5-9be8-c5344e13bd7d\", \"09da9427-6b11-46af-9ac5-f917af46e8fc\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.86}, \"77032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-02-23 19:20:27.000000+00:00\", \"2023-03-03 13:19:16.000000+00:00\", \"2022-03-26 08:14:37.000000+00:00\"], \"session_ids\": [\"6d07c591-153a-4194-bdc1-9636f5ce68f0\", \"de01d04f-662a-4b07-a937-bea3cd203742\", \"9aecfe2a-d03b-46f6-9c1e-62da4867fc46\"], \"total_duration\": 199.0, \"total_sessions\": 3, \"mean_week_duration\": 3.685}, \"7405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-01 11:25:07.000000+00:00\", \"2021-06-15 15:41:37.000000+00:00\", \"2020-03-12 03:44:32.000000+00:00\", \"2022-03-29 16:03:35.000000+00:00\", \"2019-08-17 00:59:28.000000+00:00\", \"2020-05-27 15:05:59.000000+00:00\", \"2021-01-31 11:08:22.000000+00:00\", \"2020-01-20 19:51:10.000000+00:00\", \"2023-01-11 04:56:23.000000+00:00\", \"2023-06-28 06:35:01.000000+00:00\"], \"session_ids\": [\"f8035c2d-98cb-42e5-944b-8ade5651ba0d\", \"04d60f76-dec7-4405-b82d-d201f6b2f2c5\", \"0d2f584b-ca1c-42b1-a100-1e874c191132\", \"27daf3f1-e85b-47ac-ac5e-5c0b7470ab3a\", \"8d75bbbf-07f9-4673-a766-4258f350715a\", \"47bce6b4-2d08-466a-8efc-60ea2b27c900\", \"38de8cd7-c6b9-4b0b-a5a3-bd60648e0755\", \"40c1fe57-2b68-4e66-9c81-8ac43847ef1d\", \"b4e22059-311c-4135-b3e7-ee56fbf2b748\", \"a28acad0-1028-49c1-beb4-a30310d7f91a\"], \"total_duration\": 11085.0, \"total_sessions\": 10, \"mean_week_duration\": 53.038}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by city_name" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"city_name\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"35502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-12-16 21:57:44.000000+00:00\", \"2023-01-15 22:19:33.000000+00:00\", \"2021-01-22 19:48:38.000000+00:00\", \"2022-07-08 09:06:37.000000+00:00\"], \"session_ids\": [\"2f18cc07-0298-4ad7-9b5c-2206ffbe1582\", \"5ee96e8b-8949-4bdf-b795-b5bdf1479fbb\", \"15ac8416-d0d0-41fc-acc8-32a11b30b663\", \"8d239b34-f0d5-4b7a-822e-8f43583b0c39\"], \"total_duration\": 49.0, \"total_sessions\": 4, \"mean_week_duration\": 0.304}}, {\"85830\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-07-10 06:35:04.000000+00:00\", \"2022-07-01 04:05:04.000000+00:00\"], \"session_ids\": [\"06baa77b-0233-451f-b8e1-1f296637c4ee\", \"0858dfd6-2ac5-4993-b852-ab714dd49a68\"], \"total_duration\": 161.0, \"total_sessions\": 2, \"mean_week_duration\": 3.157}}, {\"7388\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2020-01-16 03:29:10.000000+00:00\", \"2019-10-03 03:51:31.000000+00:00\"], \"session_ids\": [\"9ce32241-100a-401b-bd85-ee081f291b61\", \"4e3cb7b6-7454-430d-99e7-cb87dc322e5d\"], \"total_duration\": 284.0, \"total_sessions\": 2, \"mean_week_duration\": 18.933}}, {\"47204\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3}, \"city_name\": \"London\", \"datetimes\": [\"2021-09-04 03:59:49.000000+00:00\", \"2019-07-15 11:45:28.000000+00:00\"], \"session_ids\": [\"4e7f8ef8-0bbc-45c9-ac5f-bb14a1a02a09\", \"5318d6dd-b4db-4fe3-a1b9-084aadcebbfd\"], \"total_duration\": 358.0, \"total_sessions\": 2, \"mean_week_duration\": 3.196}}, {\"98584\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-06-25 13:29:23.000000+00:00\", \"2022-06-10 06:53:58.000000+00:00\"], \"session_ids\": [\"a1d78d5c-436b-45b5-9be8-c5344e13bd7d\", \"09da9427-6b11-46af-9ac5-f917af46e8fc\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.86}}, {\"51947\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-12-10 17:31:24.000000+00:00\", \"2021-11-23 05:44:04.000000+00:00\", \"2021-09-19 05:56:20.000000+00:00\"], \"session_ids\": [\"0cbac240-d654-426d-8974-610e454a5c20\", \"4574eb72-ca14-48e7-9ae6-5bd9cd66b481\", \"4dbdfccc-20a2-4227-a044-c075c8018afd\"], \"total_duration\": 161.0, \"total_sessions\": 3, \"mean_week_duration\": 1.578}}, {\"18404\": {\"keyflows\": {\"Sign In Flow\": 8, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-12-03 15:56:29.000000+00:00\", \"2022-02-14 02:14:24.000000+00:00\"], \"session_ids\": [\"822acf72-cacb-4257-abfa-0a96111c1d6f\", \"b37e449a-c0b9-46da-b91b-0ebde9da0897\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 2.636}}, {\"79683\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-01-28 11:35:35.000000+00:00\", \"2022-12-26 23:23:24.000000+00:00\", \"2022-06-20 09:40:30.000000+00:00\"], \"session_ids\": [\"30feada2-e197-4ab8-9403-e6295f158f66\", \"0365aaa8-6316-4bed-b3dc-683a1ea015aa\", \"53274a3c-819d-4c67-b161-06ea62df057a\"], \"total_duration\": 44.0, \"total_sessions\": 3, \"mean_week_duration\": 0.216}}, {\"77032\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2022-02-23 19:20:27.000000+00:00\", \"2023-03-03 13:19:16.000000+00:00\", \"2022-03-26 08:14:37.000000+00:00\"], \"session_ids\": [\"6d07c591-153a-4194-bdc1-9636f5ce68f0\", \"de01d04f-662a-4b07-a937-bea3cd203742\", \"9aecfe2a-d03b-46f6-9c1e-62da4867fc46\"], \"total_duration\": 199.0, \"total_sessions\": 3, \"mean_week_duration\": 3.685}}, {\"7405\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-01 11:25:07.000000+00:00\", \"2021-06-15 15:41:37.000000+00:00\", \"2020-03-12 03:44:32.000000+00:00\", \"2022-03-29 16:03:35.000000+00:00\", \"2019-08-17 00:59:28.000000+00:00\", \"2020-05-27 15:05:59.000000+00:00\", \"2021-01-31 11:08:22.000000+00:00\", \"2020-01-20 19:51:10.000000+00:00\", \"2023-01-11 04:56:23.000000+00:00\", \"2023-06-28 06:35:01.000000+00:00\"], \"session_ids\": [\"f8035c2d-98cb-42e5-944b-8ade5651ba0d\", \"04d60f76-dec7-4405-b82d-d201f6b2f2c5\", \"0d2f584b-ca1c-42b1-a100-1e874c191132\", \"27daf3f1-e85b-47ac-ac5e-5c0b7470ab3a\", \"8d75bbbf-07f9-4673-a766-4258f350715a\", \"47bce6b4-2d08-466a-8efc-60ea2b27c900\", \"38de8cd7-c6b9-4b0b-a5a3-bd60648e0755\", \"40c1fe57-2b68-4e66-9c81-8ac43847ef1d\", \"b4e22059-311c-4135-b3e7-ee56fbf2b748\", \"a28acad0-1028-49c1-beb4-a30310d7f91a\"], \"total_duration\": 11085.0, \"total_sessions\": 10, \"mean_week_duration\": 53.038}}]\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[{\"35502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-12-16 21:57:44.000000+00:00\", \"2023-01-15 22:19:33.000000+00:00\", \"2021-01-22 19:48:38.000000+00:00\", \"2022-07-08 09:06:37.000000+00:00\"], \"session_ids\": [\"2f18cc07-0298-4ad7-9b5c-2206ffbe1582\", \"5ee96e8b-8949-4bdf-b795-b5bdf1479fbb\", \"15ac8416-d0d0-41fc-acc8-32a11b30b663\", \"8d239b34-f0d5-4b7a-822e-8f43583b0c39\"], \"total_duration\": 49.0, \"total_sessions\": 4, \"mean_week_duration\": 0.304}}]\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[{\"35502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-12-16 21:57:44.000000+00:00\", \"2023-01-15 22:19:33.000000+00:00\", \"2021-01-22 19:48:38.000000+00:00\", \"2022-07-08 09:06:37.000000+00:00\"], \"session_ids\": [\"2f18cc07-0298-4ad7-9b5c-2206ffbe1582\", \"5ee96e8b-8949-4bdf-b795-b5bdf1479fbb\", \"15ac8416-d0d0-41fc-acc8-32a11b30b663\", \"8d239b34-f0d5-4b7a-822e-8f43583b0c39\"], \"total_duration\": 49.0, \"total_sessions\": 4, \"mean_week_duration\": 0.304}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Inform me about the 4 users I can't find living in city Belize City as well as perform sorting by sessions summation form the lowest to the highest." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"98456\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-06 13:37:08.000000+00:00\", \"2021-04-16 20:39:15.000000+00:00\", \"2020-09-06 17:06:06.000000+00:00\", \"2020-01-21 21:03:51.000000+00:00\", \"2021-03-10 02:37:24.000000+00:00\", \"2021-11-10 03:04:47.000000+00:00\", \"2023-02-21 06:31:06.000000+00:00\"], \"session_ids\": [\"120f779e-1cd6-458b-9f70-5423663402bf\", \"dc9f476e-3ec5-4dbf-b502-f9a7cf3ea42c\", \"1234291f-77da-4d29-a6ce-0f6f3cbd484e\", \"79834486-f5a9-4cf8-92f3-1fe07b7a4366\", \"3d304903-d19d-4708-8fb2-5c3247abe0f8\", \"fa183c35-b907-404a-8a08-12379aaff631\", \"8ec2c327-80b7-4262-b8bf-7d74456fdd96\"], \"total_duration\": 378.0, \"total_sessions\": 7, \"mean_week_duration\": 2.348}, \"6021\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-12-27 15:23:51.000000+00:00\", \"2021-02-03 03:34:19.000000+00:00\", \"2022-04-18 09:30:40.000000+00:00\", \"2020-11-13 12:49:56.000000+00:00\", \"2021-10-23 18:05:53.000000+00:00\"], \"session_ids\": [\"038af5bb-0bc9-4ef6-8820-990561cd5bb5\", \"be828a0d-6829-475d-ba30-5a22b165fe1c\", \"5f99ca38-b4e7-487d-ae2d-fc97a94b85b6\", \"e25acc2e-248d-486a-b684-ae2c6aff5a72\", \"4f5b25bf-ff4a-436c-9be7-dac492540efd\"], \"total_duration\": 684.0, \"total_sessions\": 5, \"mean_week_duration\": 5.653}, \"15351\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-03-07 12:55:18.000000+00:00\", \"2020-10-13 19:00:11.000000+00:00\", \"2019-01-20 02:26:29.000000+00:00\"], \"session_ids\": [\"10babc23-d1b7-4461-be37-dd82ea126197\", \"4f154cab-a97b-4ce4-b2c0-109a98458972\", \"a96ea775-3e3f-4203-b8fd-16c462659c93\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 1.054}, \"54472\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-06-10 22:33:28.000000+00:00\", \"2023-05-02 00:24:39.000000+00:00\", \"2020-10-27 16:43:28.000000+00:00\"], \"session_ids\": [\"113b9194-3670-4b11-bbbd-a275cb7da647\", \"ccc14baf-7de1-40b8-94a8-4bf179ec9e3f\", \"27e67052-04b5-451c-9ef8-27bc3f5123e8\"], \"total_duration\": 341.0, \"total_sessions\": 3, \"mean_week_duration\": 1.68}, \"22808\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-07 01:37:24.000000+00:00\", \"2021-01-30 20:19:07.000000+00:00\", \"2020-04-14 07:51:13.000000+00:00\", \"2020-01-21 12:15:00.000000+00:00\", \"2020-09-16 07:14:39.000000+00:00\"], \"session_ids\": [\"373983bd-4c8d-4a05-aca7-7f65051af88e\", \"cc72714a-29b5-40a4-9979-a646a98dcb02\", \"14039b3a-2e95-4541-af84-4bde6b160714\", \"cb7ff8dc-71f2-4350-aa98-9456995371d8\", \"2aa8aacd-967d-4652-9559-6078b9a8aeb8\"], \"total_duration\": 1108.0, \"total_sessions\": 5, \"mean_week_duration\": 10.259}, \"83728\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-05-23 05:07:27.000000+00:00\", \"2021-04-18 14:17:44.000000+00:00\", \"2019-10-23 15:13:43.000000+00:00\", \"2023-05-05 15:14:22.000000+00:00\"], \"session_ids\": [\"18f775b7-d020-4822-a75a-0ee6fcee191f\", \"9a49f43a-5da2-4940-8d10-a58a5cdeff65\", \"6a1000bf-1987-4537-80d2-be45eef5dc89\", \"172370f5-5f00-4371-a4a3-f4deacf84aba\"], \"total_duration\": 2029.0, \"total_sessions\": 4, \"mean_week_duration\": 9.802}, \"16735\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-27 12:53:50.000000+00:00\", \"2020-07-13 01:26:25.000000+00:00\", \"2021-12-09 21:10:21.000000+00:00\", \"2019-05-17 04:57:25.000000+00:00\", \"2021-08-04 03:05:18.000000+00:00\", \"2020-02-29 12:09:37.000000+00:00\", \"2023-06-14 03:24:39.000000+00:00\"], \"session_ids\": [\"917e8b27-ecf0-418a-b8cd-3dc04d594879\", \"70288cff-597c-4329-9c2e-9a113777a236\", \"3663b688-5e50-4f4d-9bd9-7b2165eed7f2\", \"b437eed0-ec88-4299-89fb-55689d059348\", \"8c24a171-894e-43b0-9204-e74c6621c863\", \"beea4853-04b8-40d5-8450-c8aaeb201307\", \"d83d448c-11bb-4883-953d-b8b780d2bb92\"], \"total_duration\": 6899.0, \"total_sessions\": 7, \"mean_week_duration\": 32.39}, \"92454\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-12 00:09:02.000000+00:00\", \"2020-08-23 08:56:31.000000+00:00\", \"2022-04-20 22:33:28.000000+00:00\"], \"session_ids\": [\"0ac00607-7900-4c31-a0e2-b2c82bbeb712\", \"9fcffb5c-587a-4712-9991-51cf4f5044d3\", \"4ba14d18-1e20-4235-a5ba-610311abb979\"], \"total_duration\": 398.0, \"total_sessions\": 3, \"mean_week_duration\": 4.28}, \"22499\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-05-15 08:05:06.000000+00:00\", \"2022-09-08 19:19:25.000000+00:00\"], \"session_ids\": [\"d558945e-1c4d-4e8a-bb40-1edb7e285012\", \"adf84657-7dfa-4628-b1dc-f91abad7d035\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 5.522}, \"11737\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-22 06:18:56.000000+00:00\", \"2020-04-14 12:34:57.000000+00:00\", \"2019-05-04 23:57:12.000000+00:00\", \"2020-06-29 15:41:57.000000+00:00\"], \"session_ids\": [\"0cfbe20d-4a78-4f01-adc3-644af81f9951\", \"78bb4e56-03d4-45d7-ba79-6c684adc8f6c\", \"82be9771-692f-4048-a444-9099c7076c59\", \"7345550c-3e6f-47cf-910d-dbd597260a37\"], \"total_duration\": 57.0, \"total_sessions\": 4, \"mean_week_duration\": 0.286}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's city_name is not Belize City" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"!=\"]]}, \"all_values\": {\"city_name\": [[\"Belize City\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"98456\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-06 13:37:08.000000+00:00\", \"2021-04-16 20:39:15.000000+00:00\", \"2020-09-06 17:06:06.000000+00:00\", \"2020-01-21 21:03:51.000000+00:00\", \"2021-03-10 02:37:24.000000+00:00\", \"2021-11-10 03:04:47.000000+00:00\", \"2023-02-21 06:31:06.000000+00:00\"], \"session_ids\": [\"120f779e-1cd6-458b-9f70-5423663402bf\", \"dc9f476e-3ec5-4dbf-b502-f9a7cf3ea42c\", \"1234291f-77da-4d29-a6ce-0f6f3cbd484e\", \"79834486-f5a9-4cf8-92f3-1fe07b7a4366\", \"3d304903-d19d-4708-8fb2-5c3247abe0f8\", \"fa183c35-b907-404a-8a08-12379aaff631\", \"8ec2c327-80b7-4262-b8bf-7d74456fdd96\"], \"total_duration\": 378.0, \"total_sessions\": 7, \"mean_week_duration\": 2.348}, \"6021\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-12-27 15:23:51.000000+00:00\", \"2021-02-03 03:34:19.000000+00:00\", \"2022-04-18 09:30:40.000000+00:00\", \"2020-11-13 12:49:56.000000+00:00\", \"2021-10-23 18:05:53.000000+00:00\"], \"session_ids\": [\"038af5bb-0bc9-4ef6-8820-990561cd5bb5\", \"be828a0d-6829-475d-ba30-5a22b165fe1c\", \"5f99ca38-b4e7-487d-ae2d-fc97a94b85b6\", \"e25acc2e-248d-486a-b684-ae2c6aff5a72\", \"4f5b25bf-ff4a-436c-9be7-dac492540efd\"], \"total_duration\": 684.0, \"total_sessions\": 5, \"mean_week_duration\": 5.653}, \"15351\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-03-07 12:55:18.000000+00:00\", \"2020-10-13 19:00:11.000000+00:00\", \"2019-01-20 02:26:29.000000+00:00\"], \"session_ids\": [\"10babc23-d1b7-4461-be37-dd82ea126197\", \"4f154cab-a97b-4ce4-b2c0-109a98458972\", \"a96ea775-3e3f-4203-b8fd-16c462659c93\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 1.054}, \"54472\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-06-10 22:33:28.000000+00:00\", \"2023-05-02 00:24:39.000000+00:00\", \"2020-10-27 16:43:28.000000+00:00\"], \"session_ids\": [\"113b9194-3670-4b11-bbbd-a275cb7da647\", \"ccc14baf-7de1-40b8-94a8-4bf179ec9e3f\", \"27e67052-04b5-451c-9ef8-27bc3f5123e8\"], \"total_duration\": 341.0, \"total_sessions\": 3, \"mean_week_duration\": 1.68}, \"22808\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-07 01:37:24.000000+00:00\", \"2021-01-30 20:19:07.000000+00:00\", \"2020-04-14 07:51:13.000000+00:00\", \"2020-01-21 12:15:00.000000+00:00\", \"2020-09-16 07:14:39.000000+00:00\"], \"session_ids\": [\"373983bd-4c8d-4a05-aca7-7f65051af88e\", \"cc72714a-29b5-40a4-9979-a646a98dcb02\", \"14039b3a-2e95-4541-af84-4bde6b160714\", \"cb7ff8dc-71f2-4350-aa98-9456995371d8\", \"2aa8aacd-967d-4652-9559-6078b9a8aeb8\"], \"total_duration\": 1108.0, \"total_sessions\": 5, \"mean_week_duration\": 10.259}, \"83728\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-05-23 05:07:27.000000+00:00\", \"2021-04-18 14:17:44.000000+00:00\", \"2019-10-23 15:13:43.000000+00:00\", \"2023-05-05 15:14:22.000000+00:00\"], \"session_ids\": [\"18f775b7-d020-4822-a75a-0ee6fcee191f\", \"9a49f43a-5da2-4940-8d10-a58a5cdeff65\", \"6a1000bf-1987-4537-80d2-be45eef5dc89\", \"172370f5-5f00-4371-a4a3-f4deacf84aba\"], \"total_duration\": 2029.0, \"total_sessions\": 4, \"mean_week_duration\": 9.802}, \"16735\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-27 12:53:50.000000+00:00\", \"2020-07-13 01:26:25.000000+00:00\", \"2021-12-09 21:10:21.000000+00:00\", \"2019-05-17 04:57:25.000000+00:00\", \"2021-08-04 03:05:18.000000+00:00\", \"2020-02-29 12:09:37.000000+00:00\", \"2023-06-14 03:24:39.000000+00:00\"], \"session_ids\": [\"917e8b27-ecf0-418a-b8cd-3dc04d594879\", \"70288cff-597c-4329-9c2e-9a113777a236\", \"3663b688-5e50-4f4d-9bd9-7b2165eed7f2\", \"b437eed0-ec88-4299-89fb-55689d059348\", \"8c24a171-894e-43b0-9204-e74c6621c863\", \"beea4853-04b8-40d5-8450-c8aaeb201307\", \"d83d448c-11bb-4883-953d-b8b780d2bb92\"], \"total_duration\": 6899.0, \"total_sessions\": 7, \"mean_week_duration\": 32.39}, \"92454\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-12 00:09:02.000000+00:00\", \"2020-08-23 08:56:31.000000+00:00\", \"2022-04-20 22:33:28.000000+00:00\"], \"session_ids\": [\"0ac00607-7900-4c31-a0e2-b2c82bbeb712\", \"9fcffb5c-587a-4712-9991-51cf4f5044d3\", \"4ba14d18-1e20-4235-a5ba-610311abb979\"], \"total_duration\": 398.0, \"total_sessions\": 3, \"mean_week_duration\": 4.28}, \"22499\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-05-15 08:05:06.000000+00:00\", \"2022-09-08 19:19:25.000000+00:00\"], \"session_ids\": [\"d558945e-1c4d-4e8a-bb40-1edb7e285012\", \"adf84657-7dfa-4628-b1dc-f91abad7d035\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 5.522}, \"11737\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-22 06:18:56.000000+00:00\", \"2020-04-14 12:34:57.000000+00:00\", \"2019-05-04 23:57:12.000000+00:00\", \"2020-06-29 15:41:57.000000+00:00\"], \"session_ids\": [\"0cfbe20d-4a78-4f01-adc3-644af81f9951\", \"78bb4e56-03d4-45d7-ba79-6c684adc8f6c\", \"82be9771-692f-4048-a444-9099c7076c59\", \"7345550c-3e6f-47cf-910d-dbd597260a37\"], \"total_duration\": 57.0, \"total_sessions\": 4, \"mean_week_duration\": 0.286}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data ascendingly by total_sessions" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"22499\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-05-15 08:05:06.000000+00:00\", \"2022-09-08 19:19:25.000000+00:00\"], \"session_ids\": [\"d558945e-1c4d-4e8a-bb40-1edb7e285012\", \"adf84657-7dfa-4628-b1dc-f91abad7d035\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 5.522}}, {\"15351\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-03-07 12:55:18.000000+00:00\", \"2020-10-13 19:00:11.000000+00:00\", \"2019-01-20 02:26:29.000000+00:00\"], \"session_ids\": [\"10babc23-d1b7-4461-be37-dd82ea126197\", \"4f154cab-a97b-4ce4-b2c0-109a98458972\", \"a96ea775-3e3f-4203-b8fd-16c462659c93\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 1.054}}, {\"54472\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-06-10 22:33:28.000000+00:00\", \"2023-05-02 00:24:39.000000+00:00\", \"2020-10-27 16:43:28.000000+00:00\"], \"session_ids\": [\"113b9194-3670-4b11-bbbd-a275cb7da647\", \"ccc14baf-7de1-40b8-94a8-4bf179ec9e3f\", \"27e67052-04b5-451c-9ef8-27bc3f5123e8\"], \"total_duration\": 341.0, \"total_sessions\": 3, \"mean_week_duration\": 1.68}}, {\"92454\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-12 00:09:02.000000+00:00\", \"2020-08-23 08:56:31.000000+00:00\", \"2022-04-20 22:33:28.000000+00:00\"], \"session_ids\": [\"0ac00607-7900-4c31-a0e2-b2c82bbeb712\", \"9fcffb5c-587a-4712-9991-51cf4f5044d3\", \"4ba14d18-1e20-4235-a5ba-610311abb979\"], \"total_duration\": 398.0, \"total_sessions\": 3, \"mean_week_duration\": 4.28}}, {\"83728\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2019-05-23 05:07:27.000000+00:00\", \"2021-04-18 14:17:44.000000+00:00\", \"2019-10-23 15:13:43.000000+00:00\", \"2023-05-05 15:14:22.000000+00:00\"], \"session_ids\": [\"18f775b7-d020-4822-a75a-0ee6fcee191f\", \"9a49f43a-5da2-4940-8d10-a58a5cdeff65\", \"6a1000bf-1987-4537-80d2-be45eef5dc89\", \"172370f5-5f00-4371-a4a3-f4deacf84aba\"], \"total_duration\": 2029.0, \"total_sessions\": 4, \"mean_week_duration\": 9.802}}, {\"11737\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-02-22 06:18:56.000000+00:00\", \"2020-04-14 12:34:57.000000+00:00\", \"2019-05-04 23:57:12.000000+00:00\", \"2020-06-29 15:41:57.000000+00:00\"], \"session_ids\": [\"0cfbe20d-4a78-4f01-adc3-644af81f9951\", \"78bb4e56-03d4-45d7-ba79-6c684adc8f6c\", \"82be9771-692f-4048-a444-9099c7076c59\", \"7345550c-3e6f-47cf-910d-dbd597260a37\"], \"total_duration\": 57.0, \"total_sessions\": 4, \"mean_week_duration\": 0.286}}, {\"6021\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2019-12-27 15:23:51.000000+00:00\", \"2021-02-03 03:34:19.000000+00:00\", \"2022-04-18 09:30:40.000000+00:00\", \"2020-11-13 12:49:56.000000+00:00\", \"2021-10-23 18:05:53.000000+00:00\"], \"session_ids\": [\"038af5bb-0bc9-4ef6-8820-990561cd5bb5\", \"be828a0d-6829-475d-ba30-5a22b165fe1c\", \"5f99ca38-b4e7-487d-ae2d-fc97a94b85b6\", \"e25acc2e-248d-486a-b684-ae2c6aff5a72\", \"4f5b25bf-ff4a-436c-9be7-dac492540efd\"], \"total_duration\": 684.0, \"total_sessions\": 5, \"mean_week_duration\": 5.653}}, {\"22808\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-01-07 01:37:24.000000+00:00\", \"2021-01-30 20:19:07.000000+00:00\", \"2020-04-14 07:51:13.000000+00:00\", \"2020-01-21 12:15:00.000000+00:00\", \"2020-09-16 07:14:39.000000+00:00\"], \"session_ids\": [\"373983bd-4c8d-4a05-aca7-7f65051af88e\", \"cc72714a-29b5-40a4-9979-a646a98dcb02\", \"14039b3a-2e95-4541-af84-4bde6b160714\", \"cb7ff8dc-71f2-4350-aa98-9456995371d8\", \"2aa8aacd-967d-4652-9559-6078b9a8aeb8\"], \"total_duration\": 1108.0, \"total_sessions\": 5, \"mean_week_duration\": 10.259}}, {\"98456\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-06 13:37:08.000000+00:00\", \"2021-04-16 20:39:15.000000+00:00\", \"2020-09-06 17:06:06.000000+00:00\", \"2020-01-21 21:03:51.000000+00:00\", \"2021-03-10 02:37:24.000000+00:00\", \"2021-11-10 03:04:47.000000+00:00\", \"2023-02-21 06:31:06.000000+00:00\"], \"session_ids\": [\"120f779e-1cd6-458b-9f70-5423663402bf\", \"dc9f476e-3ec5-4dbf-b502-f9a7cf3ea42c\", \"1234291f-77da-4d29-a6ce-0f6f3cbd484e\", \"79834486-f5a9-4cf8-92f3-1fe07b7a4366\", \"3d304903-d19d-4708-8fb2-5c3247abe0f8\", \"fa183c35-b907-404a-8a08-12379aaff631\", \"8ec2c327-80b7-4262-b8bf-7d74456fdd96\"], \"total_duration\": 378.0, \"total_sessions\": 7, \"mean_week_duration\": 2.348}}, {\"16735\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-05-27 12:53:50.000000+00:00\", \"2020-07-13 01:26:25.000000+00:00\", \"2021-12-09 21:10:21.000000+00:00\", \"2019-05-17 04:57:25.000000+00:00\", \"2021-08-04 03:05:18.000000+00:00\", \"2020-02-29 12:09:37.000000+00:00\", \"2023-06-14 03:24:39.000000+00:00\"], \"session_ids\": [\"917e8b27-ecf0-418a-b8cd-3dc04d594879\", \"70288cff-597c-4329-9c2e-9a113777a236\", \"3663b688-5e50-4f4d-9bd9-7b2165eed7f2\", \"b437eed0-ec88-4299-89fb-55689d059348\", \"8c24a171-894e-43b0-9204-e74c6621c863\", \"beea4853-04b8-40d5-8450-c8aaeb201307\", \"d83d448c-11bb-4883-953d-b8b780d2bb92\"], \"total_duration\": 6899.0, \"total_sessions\": 7, \"mean_week_duration\": 32.39}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I want to filter and keep only 4 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 4, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"22499\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-05-15 08:05:06.000000+00:00\", \"2022-09-08 19:19:25.000000+00:00\"], \"session_ids\": [\"d558945e-1c4d-4e8a-bb40-1edb7e285012\", \"adf84657-7dfa-4628-b1dc-f91abad7d035\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 5.522}}, {\"15351\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-03-07 12:55:18.000000+00:00\", \"2020-10-13 19:00:11.000000+00:00\", \"2019-01-20 02:26:29.000000+00:00\"], \"session_ids\": [\"10babc23-d1b7-4461-be37-dd82ea126197\", \"4f154cab-a97b-4ce4-b2c0-109a98458972\", \"a96ea775-3e3f-4203-b8fd-16c462659c93\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 1.054}}, {\"54472\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-06-10 22:33:28.000000+00:00\", \"2023-05-02 00:24:39.000000+00:00\", \"2020-10-27 16:43:28.000000+00:00\"], \"session_ids\": [\"113b9194-3670-4b11-bbbd-a275cb7da647\", \"ccc14baf-7de1-40b8-94a8-4bf179ec9e3f\", \"27e67052-04b5-451c-9ef8-27bc3f5123e8\"], \"total_duration\": 341.0, \"total_sessions\": 3, \"mean_week_duration\": 1.68}}, {\"92454\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-12 00:09:02.000000+00:00\", \"2020-08-23 08:56:31.000000+00:00\", \"2022-04-20 22:33:28.000000+00:00\"], \"session_ids\": [\"0ac00607-7900-4c31-a0e2-b2c82bbeb712\", \"9fcffb5c-587a-4712-9991-51cf4f5044d3\", \"4ba14d18-1e20-4235-a5ba-610311abb979\"], \"total_duration\": 398.0, \"total_sessions\": 3, \"mean_week_duration\": 4.28}}]\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[{\"22499\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-05-15 08:05:06.000000+00:00\", \"2022-09-08 19:19:25.000000+00:00\"], \"session_ids\": [\"d558945e-1c4d-4e8a-bb40-1edb7e285012\", \"adf84657-7dfa-4628-b1dc-f91abad7d035\"], \"total_duration\": 381.0, \"total_sessions\": 2, \"mean_week_duration\": 5.522}}, {\"15351\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 4}, \"city_name\": \"Santiago\", \"datetimes\": [\"2021-03-07 12:55:18.000000+00:00\", \"2020-10-13 19:00:11.000000+00:00\", \"2019-01-20 02:26:29.000000+00:00\"], \"session_ids\": [\"10babc23-d1b7-4461-be37-dd82ea126197\", \"4f154cab-a97b-4ce4-b2c0-109a98458972\", \"a96ea775-3e3f-4203-b8fd-16c462659c93\"], \"total_duration\": 117.0, \"total_sessions\": 3, \"mean_week_duration\": 1.054}}, {\"54472\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 6, \"Fallout Flow\": 3, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2019-06-10 22:33:28.000000+00:00\", \"2023-05-02 00:24:39.000000+00:00\", \"2020-10-27 16:43:28.000000+00:00\"], \"session_ids\": [\"113b9194-3670-4b11-bbbd-a275cb7da647\", \"ccc14baf-7de1-40b8-94a8-4bf179ec9e3f\", \"27e67052-04b5-451c-9ef8-27bc3f5123e8\"], \"total_duration\": 341.0, \"total_sessions\": 3, \"mean_week_duration\": 1.68}}, {\"92454\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-07-12 00:09:02.000000+00:00\", \"2020-08-23 08:56:31.000000+00:00\", \"2022-04-20 22:33:28.000000+00:00\"], \"session_ids\": [\"0ac00607-7900-4c31-a0e2-b2c82bbeb712\", \"9fcffb5c-587a-4712-9991-51cf4f5044d3\", \"4ba14d18-1e20-4235-a5ba-610311abb979\"], \"total_duration\": 398.0, \"total_sessions\": 3, \"mean_week_duration\": 4.28}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm curious about 3 users who are users with lowest count of sessions plus apply sorting by app usage time per week form the lowest to the highest." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"89907\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-12 22:48:26.000000+00:00\", \"2022-09-09 07:46:58.000000+00:00\"], \"session_ids\": [\"c82a1869-934c-48f5-9613-e2c81c78e3de\", \"21b06c00-473b-4c9f-8e26-389e472171ab\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.604}, \"27075\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-27 18:50:43.000000+00:00\", \"2021-05-12 11:51:59.000000+00:00\"], \"session_ids\": [\"56a6e78e-1170-4909-a6ac-3fefa9edc057\", \"5c6e7044-8460-47b7-999d-e78296bc04e1\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.224}, \"60412\": {\"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\": \"Seoul\", \"datetimes\": [\"2020-03-31 20:54:42.000000+00:00\", \"2022-08-22 18:41:54.000000+00:00\", \"2021-05-14 12:56:03.000000+00:00\"], \"session_ids\": [\"56e9298c-77d6-435f-8c29-50ddebf67769\", \"6ba8e5f4-4a0b-42a2-b884-566c103fe015\", \"1eccdd15-fae3-4bc8-8ba5-75a7fd32da9c\"], \"total_duration\": 559.0, \"total_sessions\": 3, \"mean_week_duration\": 4.472}, \"80991\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-04 11:44:32.000000+00:00\", \"2020-06-25 05:46:00.000000+00:00\"], \"session_ids\": [\"9ffe3a1a-400e-48c2-a6b7-e037ea4b5649\", \"e5931d21-345b-4263-87b5-c2adb608beaf\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 7.667}, \"14983\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-07-06 18:09:59.000000+00:00\", \"2022-05-24 02:34:02.000000+00:00\", \"2021-12-27 02:09:08.000000+00:00\", \"2022-06-02 12:44:02.000000+00:00\"], \"session_ids\": [\"f6dc0122-4f56-4cf6-9e73-57c693a834e1\", \"cd09b70a-388d-4f21-b12e-3d66e8bf661d\", \"1edfe794-efc2-492d-9ca0-f69afa176cdc\", \"bbfb32f7-2726-4572-a0d2-26158670b308\"], \"total_duration\": 911.0, \"total_sessions\": 4, \"mean_week_duration\": 5.993}, \"92453\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2022-08-14 03:35:23.000000+00:00\", \"2020-10-16 17:30:24.000000+00:00\"], \"session_ids\": [\"4d18a444-44e8-42be-8c5f-b9ab86f969ab\", \"f7d35bc6-ca16-4b8f-8416-59cd360110f1\"], \"total_duration\": 78.0, \"total_sessions\": 2, \"mean_week_duration\": 0.812}, \"17988\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 1}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-01-08 16:41:01.000000+00:00\", \"2019-05-05 17:55:54.000000+00:00\"], \"session_ids\": [\"11744529-f7ca-47d3-ad12-ddd160b79a1c\", \"b4285cdb-fc12-4888-ae94-2bc5149682d0\"], \"total_duration\": 84.0, \"total_sessions\": 2, \"mean_week_duration\": 0.955}, \"11314\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2021-07-17 15:01:49.000000+00:00\", \"2019-06-20 03:47:14.000000+00:00\", \"2020-07-03 05:03:03.000000+00:00\", \"2020-11-22 08:37:48.000000+00:00\", \"2023-01-13 13:53:40.000000+00:00\", \"2020-10-18 03:17:36.000000+00:00\", \"2022-08-10 23:24:26.000000+00:00\", \"2022-11-11 09:00:36.000000+00:00\", \"2020-06-02 20:01:50.000000+00:00\"], \"session_ids\": [\"1fa41852-e6e2-43d5-9807-02f88a3da894\", \"72792bce-5148-422e-b9ef-9a5fb5f11ce7\", \"af7d5933-0479-4663-8895-3f6c99a19629\", \"4c8477cc-fa2a-4c24-bb17-6bafa3ec001f\", \"a9210f62-9aab-4231-82d4-a58ce403a414\", \"29c9f4d5-fcf0-4b93-bbdd-5edff5a938bd\", \"cf5343b6-5e8d-4bfe-af0f-3d6094076835\", \"559c7eb2-be2c-4666-a30c-ef6d7ddaf6f3\", \"2b389570-7e27-4655-9278-a01e932264eb\"], \"total_duration\": 148.0, \"total_sessions\": 9, \"mean_week_duration\": 0.791}, \"22271\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 6, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-05-22 20:34:34.000000+00:00\", \"2022-05-25 03:25:12.000000+00:00\", \"2019-05-12 04:04:35.000000+00:00\"], \"session_ids\": [\"c4fb99bf-7e2d-44c2-965d-0c7abaf78478\", \"6cb4a72f-961e-479c-87fa-22d8fd5a2e4e\", \"171bc3b1-6a8b-44f0-acdb-d4fdb1031755\"], \"total_duration\": 215.0, \"total_sessions\": 3, \"mean_week_duration\": 1.352}, \"73336\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-06-15 14:45:38.000000+00:00\", \"2020-02-20 06:37:33.000000+00:00\", \"2019-05-21 12:18:09.000000+00:00\"], \"session_ids\": [\"88272b3b-2991-4fa4-acd4-ffbcd2f9c0e7\", \"d05cd0bb-524f-48de-a1da-d5d635d5e8e7\", \"670c271b-4861-41c6-ba38-110db819efee\"], \"total_duration\": 79.0, \"total_sessions\": 3, \"mean_week_duration\": 1.975}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to get an information about users who have the lowest 3 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 3}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"89907\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-12 22:48:26.000000+00:00\", \"2022-09-09 07:46:58.000000+00:00\"], \"session_ids\": [\"c82a1869-934c-48f5-9613-e2c81c78e3de\", \"21b06c00-473b-4c9f-8e26-389e472171ab\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.604}}, {\"27075\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-27 18:50:43.000000+00:00\", \"2021-05-12 11:51:59.000000+00:00\"], \"session_ids\": [\"56a6e78e-1170-4909-a6ac-3fefa9edc057\", \"5c6e7044-8460-47b7-999d-e78296bc04e1\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.224}}, {\"80991\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-04 11:44:32.000000+00:00\", \"2020-06-25 05:46:00.000000+00:00\"], \"session_ids\": [\"9ffe3a1a-400e-48c2-a6b7-e037ea4b5649\", \"e5931d21-345b-4263-87b5-c2adb608beaf\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 7.667}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data ascendingly according to mean_week_duration attribute." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"27075\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-27 18:50:43.000000+00:00\", \"2021-05-12 11:51:59.000000+00:00\"], \"session_ids\": [\"56a6e78e-1170-4909-a6ac-3fefa9edc057\", \"5c6e7044-8460-47b7-999d-e78296bc04e1\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.224}}, {\"89907\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-12 22:48:26.000000+00:00\", \"2022-09-09 07:46:58.000000+00:00\"], \"session_ids\": [\"c82a1869-934c-48f5-9613-e2c81c78e3de\", \"21b06c00-473b-4c9f-8e26-389e472171ab\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.604}}, {\"80991\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-04 11:44:32.000000+00:00\", \"2020-06-25 05:46:00.000000+00:00\"], \"session_ids\": [\"9ffe3a1a-400e-48c2-a6b7-e037ea4b5649\", \"e5931d21-345b-4263-87b5-c2adb608beaf\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 7.667}}]\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[{\"27075\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-27 18:50:43.000000+00:00\", \"2021-05-12 11:51:59.000000+00:00\"], \"session_ids\": [\"56a6e78e-1170-4909-a6ac-3fefa9edc057\", \"5c6e7044-8460-47b7-999d-e78296bc04e1\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.224}}, {\"89907\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-12 22:48:26.000000+00:00\", \"2022-09-09 07:46:58.000000+00:00\"], \"session_ids\": [\"c82a1869-934c-48f5-9613-e2c81c78e3de\", \"21b06c00-473b-4c9f-8e26-389e472171ab\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.604}}, {\"80991\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-04 11:44:32.000000+00:00\", \"2020-06-25 05:46:00.000000+00:00\"], \"session_ids\": [\"9ffe3a1a-400e-48c2-a6b7-e037ea4b5649\", \"e5931d21-345b-4263-87b5-c2adb608beaf\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 7.667}}]\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[{\"27075\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-11-27 18:50:43.000000+00:00\", \"2021-05-12 11:51:59.000000+00:00\"], \"session_ids\": [\"56a6e78e-1170-4909-a6ac-3fefa9edc057\", \"5c6e7044-8460-47b7-999d-e78296bc04e1\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.224}}, {\"89907\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 9, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-12 22:48:26.000000+00:00\", \"2022-09-09 07:46:58.000000+00:00\"], \"session_ids\": [\"c82a1869-934c-48f5-9613-e2c81c78e3de\", \"21b06c00-473b-4c9f-8e26-389e472171ab\"], \"total_duration\": 29.0, \"total_sessions\": 2, \"mean_week_duration\": 0.604}}, {\"80991\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2021-05-04 11:44:32.000000+00:00\", \"2020-06-25 05:46:00.000000+00:00\"], \"session_ids\": [\"9ffe3a1a-400e-48c2-a6b7-e037ea4b5649\", \"e5931d21-345b-4263-87b5-c2adb608beaf\"], \"total_duration\": 345.0, \"total_sessions\": 2, \"mean_week_duration\": 7.667}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please offer data on users whose count of sessions exceeds 3 while staying below 10, exclusively 10 , moreover put to use sorting by average week duration descending." } ]
[ { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"12518\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-11-16 23:02:14.000000+00:00\", \"2020-09-24 11:11:07.000000+00:00\"], \"session_ids\": [\"1acc18be-86c3-406c-9f29-9b0f1b3c58c0\", \"6d3390fb-fd08-49ad-b145-7196ab7594ee\"], \"total_duration\": 123.0, \"total_sessions\": 2, \"mean_week_duration\": 2.05}, \"5987\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-07-18 11:12:38.000000+00:00\", \"2019-10-09 04:29:25.000000+00:00\"], \"session_ids\": [\"74e807a9-3b4d-4aef-89ea-af63bfaba078\", \"def95a30-6791-426f-850c-e4bc02f64468\"], \"total_duration\": 42.0, \"total_sessions\": 2, \"mean_week_duration\": 3.5}, \"80808\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-07-22 02:21:54.000000+00:00\", \"2020-03-31 15:41:18.000000+00:00\", \"2020-08-18 14:55:25.000000+00:00\", \"2023-06-14 12:37:36.000000+00:00\", \"2021-01-21 14:07:58.000000+00:00\"], \"session_ids\": [\"193d65ab-98a3-45c0-aa12-ef12f8b9f1a0\", \"47bd8be9-1822-4d5b-8bf3-510633fe620a\", \"d94d7de2-de39-4d8c-a87a-351c1dcce473\", \"57d8a616-e355-47ca-ba76-dee60ee7ca7a\", \"0901605a-cfac-4532-bc09-1a10ee03a2a4\"], \"total_duration\": 1348.0, \"total_sessions\": 5, \"mean_week_duration\": 6.608}, \"62046\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-07-09 08:13:07.000000+00:00\", \"2020-01-15 08:22:34.000000+00:00\", \"2019-11-01 05:18:39.000000+00:00\"], \"session_ids\": [\"80c4c55a-b1e8-49bd-a674-67016faf9125\", \"304667db-31c6-40e3-8602-37f820c0ae96\", \"97e32174-ad93-4b07-a8ab-64cd842a167e\"], \"total_duration\": 1017.0, \"total_sessions\": 3, \"mean_week_duration\": 11.557}, \"24897\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-07-16 03:27:16.000000+00:00\", \"2021-02-15 00:25:32.000000+00:00\", \"2022-05-09 03:44:11.000000+00:00\", \"2020-03-07 21:09:37.000000+00:00\", \"2023-01-29 02:12:15.000000+00:00\"], \"session_ids\": [\"c95a3a1a-0931-4aa1-8d2d-526aa3ebb79e\", \"d0662aa6-f681-405f-a441-17d2d3f238ad\", \"70662123-4187-4c9a-80b9-c8f292616eb3\", \"1618a4d7-1da2-4984-ab2e-909f98a213b1\", \"eacf23d4-9403-48ef-9555-1b922b53c849\"], \"total_duration\": 1724.0, \"total_sessions\": 5, \"mean_week_duration\": 11.417}, \"87211\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Warsaw\", \"datetimes\": [\"2020-12-08 14:18:39.000000+00:00\", \"2021-03-17 08:15:05.000000+00:00\"], \"session_ids\": [\"5f82328e-4e8b-44a0-9837-18dba5aa5499\", \"7f7d9c10-4bb4-4eb7-9423-aa171713deba\"], \"total_duration\": 365.0, \"total_sessions\": 2, \"mean_week_duration\": 26.071}, \"6069\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-10 07:05:54.000000+00:00\", \"2021-04-13 05:02:10.000000+00:00\", \"2019-07-05 04:25:10.000000+00:00\"], \"session_ids\": [\"dac1919c-0189-483d-8e6c-4dab0380bf84\", \"a027e9c6-85b0-4271-bb50-ce3673715744\", \"1730daf3-51d5-4697-b17f-72223b2cd6bd\"], \"total_duration\": 888.0, \"total_sessions\": 3, \"mean_week_duration\": 6.727}, \"9393\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-12 22:04:24.000000+00:00\", \"2021-05-22 04:39:55.000000+00:00\", \"2020-07-20 22:59:28.000000+00:00\", \"2022-06-25 05:02:14.000000+00:00\"], \"session_ids\": [\"1dffde04-d894-4101-8a4c-65ab2fdfa018\", \"abdb5579-3630-42f2-a771-802e23a681f1\", \"9332bc27-091a-4899-b494-9616bac94a59\", \"05fd26d2-d69f-4fd7-b808-d707e4261275\"], \"total_duration\": 468.0, \"total_sessions\": 4, \"mean_week_duration\": 4.634}, \"53957\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2022-04-06 00:32:22.000000+00:00\", \"2019-06-14 00:48:03.000000+00:00\"], \"session_ids\": [\"1a12d641-4772-4005-91bf-511e7cf2375f\", \"5f9ce61f-604f-4762-a2d9-90d766c5b611\"], \"total_duration\": 292.0, \"total_sessions\": 2, \"mean_week_duration\": 1.986}, \"16207\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-07-11 20:54:38.000000+00:00\", \"2022-09-05 20:15:28.000000+00:00\"], \"session_ids\": [\"aaf761b6-7bb5-40e0-9f73-f543cbc0f8f8\", \"2fac98c4-b63b-4c35-9c16-6900c5ab924a\"], \"total_duration\": 176.0, \"total_sessions\": 2, \"mean_week_duration\": 1.067}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_sessions are equal or greater than 3 and are less than 10" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_sessions\": [[3, 10]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"80808\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-07-22 02:21:54.000000+00:00\", \"2020-03-31 15:41:18.000000+00:00\", \"2020-08-18 14:55:25.000000+00:00\", \"2023-06-14 12:37:36.000000+00:00\", \"2021-01-21 14:07:58.000000+00:00\"], \"session_ids\": [\"193d65ab-98a3-45c0-aa12-ef12f8b9f1a0\", \"47bd8be9-1822-4d5b-8bf3-510633fe620a\", \"d94d7de2-de39-4d8c-a87a-351c1dcce473\", \"57d8a616-e355-47ca-ba76-dee60ee7ca7a\", \"0901605a-cfac-4532-bc09-1a10ee03a2a4\"], \"total_duration\": 1348.0, \"total_sessions\": 5, \"mean_week_duration\": 6.608}, \"62046\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-07-09 08:13:07.000000+00:00\", \"2020-01-15 08:22:34.000000+00:00\", \"2019-11-01 05:18:39.000000+00:00\"], \"session_ids\": [\"80c4c55a-b1e8-49bd-a674-67016faf9125\", \"304667db-31c6-40e3-8602-37f820c0ae96\", \"97e32174-ad93-4b07-a8ab-64cd842a167e\"], \"total_duration\": 1017.0, \"total_sessions\": 3, \"mean_week_duration\": 11.557}, \"24897\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-07-16 03:27:16.000000+00:00\", \"2021-02-15 00:25:32.000000+00:00\", \"2022-05-09 03:44:11.000000+00:00\", \"2020-03-07 21:09:37.000000+00:00\", \"2023-01-29 02:12:15.000000+00:00\"], \"session_ids\": [\"c95a3a1a-0931-4aa1-8d2d-526aa3ebb79e\", \"d0662aa6-f681-405f-a441-17d2d3f238ad\", \"70662123-4187-4c9a-80b9-c8f292616eb3\", \"1618a4d7-1da2-4984-ab2e-909f98a213b1\", \"eacf23d4-9403-48ef-9555-1b922b53c849\"], \"total_duration\": 1724.0, \"total_sessions\": 5, \"mean_week_duration\": 11.417}, \"6069\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-10 07:05:54.000000+00:00\", \"2021-04-13 05:02:10.000000+00:00\", \"2019-07-05 04:25:10.000000+00:00\"], \"session_ids\": [\"dac1919c-0189-483d-8e6c-4dab0380bf84\", \"a027e9c6-85b0-4271-bb50-ce3673715744\", \"1730daf3-51d5-4697-b17f-72223b2cd6bd\"], \"total_duration\": 888.0, \"total_sessions\": 3, \"mean_week_duration\": 6.727}, \"9393\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-12 22:04:24.000000+00:00\", \"2021-05-22 04:39:55.000000+00:00\", \"2020-07-20 22:59:28.000000+00:00\", \"2022-06-25 05:02:14.000000+00:00\"], \"session_ids\": [\"1dffde04-d894-4101-8a4c-65ab2fdfa018\", \"abdb5579-3630-42f2-a771-802e23a681f1\", \"9332bc27-091a-4899-b494-9616bac94a59\", \"05fd26d2-d69f-4fd7-b808-d707e4261275\"], \"total_duration\": 468.0, \"total_sessions\": 4, \"mean_week_duration\": 4.634}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute descendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"62046\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-07-09 08:13:07.000000+00:00\", \"2020-01-15 08:22:34.000000+00:00\", \"2019-11-01 05:18:39.000000+00:00\"], \"session_ids\": [\"80c4c55a-b1e8-49bd-a674-67016faf9125\", \"304667db-31c6-40e3-8602-37f820c0ae96\", \"97e32174-ad93-4b07-a8ab-64cd842a167e\"], \"total_duration\": 1017.0, \"total_sessions\": 3, \"mean_week_duration\": 11.557}}, {\"24897\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-07-16 03:27:16.000000+00:00\", \"2021-02-15 00:25:32.000000+00:00\", \"2022-05-09 03:44:11.000000+00:00\", \"2020-03-07 21:09:37.000000+00:00\", \"2023-01-29 02:12:15.000000+00:00\"], \"session_ids\": [\"c95a3a1a-0931-4aa1-8d2d-526aa3ebb79e\", \"d0662aa6-f681-405f-a441-17d2d3f238ad\", \"70662123-4187-4c9a-80b9-c8f292616eb3\", \"1618a4d7-1da2-4984-ab2e-909f98a213b1\", \"eacf23d4-9403-48ef-9555-1b922b53c849\"], \"total_duration\": 1724.0, \"total_sessions\": 5, \"mean_week_duration\": 11.417}}, {\"6069\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-10 07:05:54.000000+00:00\", \"2021-04-13 05:02:10.000000+00:00\", \"2019-07-05 04:25:10.000000+00:00\"], \"session_ids\": [\"dac1919c-0189-483d-8e6c-4dab0380bf84\", \"a027e9c6-85b0-4271-bb50-ce3673715744\", \"1730daf3-51d5-4697-b17f-72223b2cd6bd\"], \"total_duration\": 888.0, \"total_sessions\": 3, \"mean_week_duration\": 6.727}}, {\"80808\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-07-22 02:21:54.000000+00:00\", \"2020-03-31 15:41:18.000000+00:00\", \"2020-08-18 14:55:25.000000+00:00\", \"2023-06-14 12:37:36.000000+00:00\", \"2021-01-21 14:07:58.000000+00:00\"], \"session_ids\": [\"193d65ab-98a3-45c0-aa12-ef12f8b9f1a0\", \"47bd8be9-1822-4d5b-8bf3-510633fe620a\", \"d94d7de2-de39-4d8c-a87a-351c1dcce473\", \"57d8a616-e355-47ca-ba76-dee60ee7ca7a\", \"0901605a-cfac-4532-bc09-1a10ee03a2a4\"], \"total_duration\": 1348.0, \"total_sessions\": 5, \"mean_week_duration\": 6.608}}, {\"9393\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-12 22:04:24.000000+00:00\", \"2021-05-22 04:39:55.000000+00:00\", \"2020-07-20 22:59:28.000000+00:00\", \"2022-06-25 05:02:14.000000+00:00\"], \"session_ids\": [\"1dffde04-d894-4101-8a4c-65ab2fdfa018\", \"abdb5579-3630-42f2-a771-802e23a681f1\", \"9332bc27-091a-4899-b494-9616bac94a59\", \"05fd26d2-d69f-4fd7-b808-d707e4261275\"], \"total_duration\": 468.0, \"total_sessions\": 4, \"mean_week_duration\": 4.634}}]\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[{\"62046\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 9, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-07-09 08:13:07.000000+00:00\", \"2020-01-15 08:22:34.000000+00:00\", \"2019-11-01 05:18:39.000000+00:00\"], \"session_ids\": [\"80c4c55a-b1e8-49bd-a674-67016faf9125\", \"304667db-31c6-40e3-8602-37f820c0ae96\", \"97e32174-ad93-4b07-a8ab-64cd842a167e\"], \"total_duration\": 1017.0, \"total_sessions\": 3, \"mean_week_duration\": 11.557}}, {\"24897\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 5, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2}, \"city_name\": \"Beijing\", \"datetimes\": [\"2021-07-16 03:27:16.000000+00:00\", \"2021-02-15 00:25:32.000000+00:00\", \"2022-05-09 03:44:11.000000+00:00\", \"2020-03-07 21:09:37.000000+00:00\", \"2023-01-29 02:12:15.000000+00:00\"], \"session_ids\": [\"c95a3a1a-0931-4aa1-8d2d-526aa3ebb79e\", \"d0662aa6-f681-405f-a441-17d2d3f238ad\", \"70662123-4187-4c9a-80b9-c8f292616eb3\", \"1618a4d7-1da2-4984-ab2e-909f98a213b1\", \"eacf23d4-9403-48ef-9555-1b922b53c849\"], \"total_duration\": 1724.0, \"total_sessions\": 5, \"mean_week_duration\": 11.417}}, {\"6069\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2022-01-10 07:05:54.000000+00:00\", \"2021-04-13 05:02:10.000000+00:00\", \"2019-07-05 04:25:10.000000+00:00\"], \"session_ids\": [\"dac1919c-0189-483d-8e6c-4dab0380bf84\", \"a027e9c6-85b0-4271-bb50-ce3673715744\", \"1730daf3-51d5-4697-b17f-72223b2cd6bd\"], \"total_duration\": 888.0, \"total_sessions\": 3, \"mean_week_duration\": 6.727}}, {\"80808\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2019-07-22 02:21:54.000000+00:00\", \"2020-03-31 15:41:18.000000+00:00\", \"2020-08-18 14:55:25.000000+00:00\", \"2023-06-14 12:37:36.000000+00:00\", \"2021-01-21 14:07:58.000000+00:00\"], \"session_ids\": [\"193d65ab-98a3-45c0-aa12-ef12f8b9f1a0\", \"47bd8be9-1822-4d5b-8bf3-510633fe620a\", \"d94d7de2-de39-4d8c-a87a-351c1dcce473\", \"57d8a616-e355-47ca-ba76-dee60ee7ca7a\", \"0901605a-cfac-4532-bc09-1a10ee03a2a4\"], \"total_duration\": 1348.0, \"total_sessions\": 5, \"mean_week_duration\": 6.608}}, {\"9393\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-08-12 22:04:24.000000+00:00\", \"2021-05-22 04:39:55.000000+00:00\", \"2020-07-20 22:59:28.000000+00:00\", \"2022-06-25 05:02:14.000000+00:00\"], \"session_ids\": [\"1dffde04-d894-4101-8a4c-65ab2fdfa018\", \"abdb5579-3630-42f2-a771-802e23a681f1\", \"9332bc27-091a-4899-b494-9616bac94a59\", \"05fd26d2-d69f-4fd7-b808-d707e4261275\"], \"total_duration\": 468.0, \"total_sessions\": 4, \"mean_week_duration\": 4.634}}]\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 6 users to me with a duration total that is below 2149, exclusive 2149 additionaly sort by total_duration ascendingly." } ]
[ { "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{\"59822\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-10 08:26:48.000000+00:00\", \"2020-01-01 17:40:12.000000+00:00\", \"2019-09-10 22:03:12.000000+00:00\", \"2022-10-07 23:30:02.000000+00:00\", \"2023-01-15 14:33:28.000000+00:00\"], \"session_ids\": [\"c205e7ee-1b5c-4dc1-8371-e53dab576980\", \"c0e9b869-05e8-4e83-ba20-138f55e9a7c0\", \"5593042c-7ac6-46ad-96a5-5260c5a512be\", \"33a9730e-978b-48bb-8874-147ca7855941\", \"a7df191d-2d57-4f66-8fe6-701039cab4d7\"], \"total_duration\": 150.0, \"total_sessions\": 5, \"mean_week_duration\": 0.82}, \"17348\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-12-24 17:36:14.000000+00:00\", \"2022-03-06 10:37:42.000000+00:00\", \"2019-11-20 03:26:58.000000+00:00\", \"2022-03-08 06:41:50.000000+00:00\"], \"session_ids\": [\"e5c0cd6b-93b1-471e-8fad-462e6c89e959\", \"a0189995-193f-4a15-bf7b-95152c50bbcd\", \"f04a4048-8d11-43e3-b045-5d637fe6b0f4\", \"e71feb31-2f67-4b84-840c-024ca45a0b2b\"], \"total_duration\": 224.0, \"total_sessions\": 4, \"mean_week_duration\": 1.383}, \"36846\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-10 03:06:41.000000+00:00\", \"2019-12-08 15:30:07.000000+00:00\", \"2020-05-04 22:19:59.000000+00:00\", \"2020-04-17 13:27:27.000000+00:00\", \"2019-01-03 16:14:15.000000+00:00\"], \"session_ids\": [\"c3c184e4-be7d-4973-b307-b4cd7f0d9bf4\", \"d42a1a46-6db1-456c-b7c0-55ba35ea1135\", \"f7b22be1-5e6e-4d7b-b7b3-9b0d6ba879e6\", \"7b093643-2cbc-4c2a-b40c-b7f6e5c1e5f3\", \"f26e43ad-0fee-41b4-926b-449f5e5645d8\"], \"total_duration\": 358.0, \"total_sessions\": 5, \"mean_week_duration\": 1.642}, \"94711\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-01-13 08:51:14.000000+00:00\", \"2021-09-06 04:18:22.000000+00:00\"], \"session_ids\": [\"a635cd10-6ffd-4a3c-bdc2-c06e0eb7834f\", \"e1b60000-ba18-4b02-8b8d-33935d1457df\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.324}, \"65710\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-13 05:11:33.000000+00:00\", \"2021-11-12 22:19:49.000000+00:00\", \"2022-06-04 03:13:25.000000+00:00\", \"2022-10-07 20:16:42.000000+00:00\"], \"session_ids\": [\"5eeb73f5-8935-48b7-88b6-d834335751c9\", \"1f8ca11c-2d7d-44c3-a345-0128cb6f74e7\", \"8456ed8e-5f3a-4ef6-b42e-2ca300b52aed\", \"8ee1848e-3894-4d48-9d8f-05c9d7182494\"], \"total_duration\": 169.0, \"total_sessions\": 4, \"mean_week_duration\": 1.444}, \"4070\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2022-05-01 14:59:02.000000+00:00\", \"2022-06-02 03:45:21.000000+00:00\", \"2019-04-02 04:17:47.000000+00:00\", \"2023-05-13 01:23:29.000000+00:00\", \"2021-07-01 05:54:07.000000+00:00\"], \"session_ids\": [\"056d871c-70fc-45f8-b51a-2e51c81206ca\", \"1c333ee1-7742-4411-887b-3e62fa2f6948\", \"a257f169-5c9e-44d3-8e6a-ca0d2e2291ab\", \"e87e74ea-1e19-40a8-a94c-d80b05f7c491\", \"2a770ea4-25f6-48e3-8bcd-287b3f2f2763\"], \"total_duration\": 1793.0, \"total_sessions\": 5, \"mean_week_duration\": 8.34}, \"38181\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Manila\", \"datetimes\": [\"2020-03-12 08:38:10.000000+00:00\", \"2021-08-22 14:50:59.000000+00:00\", \"2020-06-23 09:08:34.000000+00:00\", \"2021-05-26 01:23:45.000000+00:00\", \"2020-09-28 16:33:44.000000+00:00\", \"2021-08-29 22:30:51.000000+00:00\"], \"session_ids\": [\"a5e2020c-d19e-44bb-82ec-35c9345db1e3\", \"a049768b-8968-4051-8342-362bc9715e4d\", \"ef92b6d3-7551-457f-9a29-e6c925bbefbc\", \"23d049e2-d5d6-4524-be77-f77dfc05c9c2\", \"32f82686-def9-45e6-8915-01956a01ce77\", \"09f8e127-b505-40ca-a0f4-4867014fe017\"], \"total_duration\": 3527.0, \"total_sessions\": 6, \"mean_week_duration\": 45.805}, \"9282\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-14 21:17:46.000000+00:00\", \"2021-05-06 08:38:05.000000+00:00\"], \"session_ids\": [\"406c3341-d731-49f3-ac87-cb9beb822454\", \"b3c42a99-0a56-4a13-aeab-734023a5ac9e\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 0.91}, \"5925\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-24 14:31:03.000000+00:00\", \"2019-06-12 16:57:58.000000+00:00\"], \"session_ids\": [\"5f76c3d0-2e0d-4416-85f9-e4a89ecf39ed\", \"b7d8c9a3-3c0e-4f3f-92b5-cd37ccce4e07\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 0.728}, \"72782\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-29 04:50:00.000000+00:00\", \"2022-02-14 20:03:11.000000+00:00\", \"2022-11-20 23:17:26.000000+00:00\", \"2023-05-26 04:10:37.000000+00:00\", \"2019-02-11 15:18:53.000000+00:00\"], \"session_ids\": [\"4daa0231-2015-4211-a537-9b3ed81cc6c2\", \"6a23ddbf-519f-4529-ba42-f1cc3b442bd2\", \"497d792c-ead6-4c26-838d-8fb1a9fd389b\", \"05042472-f67c-4ba1-937f-53ba25d699f3\", \"3964c123-1b25-46b6-868f-4fd0cd0fee77\"], \"total_duration\": 345.0, \"total_sessions\": 5, \"mean_week_duration\": 1.54}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_duration are less than 2149" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\"<\"]]}, \"all_values\": {\"total_duration\": [[2149, 3092]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"59822\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-10 08:26:48.000000+00:00\", \"2020-01-01 17:40:12.000000+00:00\", \"2019-09-10 22:03:12.000000+00:00\", \"2022-10-07 23:30:02.000000+00:00\", \"2023-01-15 14:33:28.000000+00:00\"], \"session_ids\": [\"c205e7ee-1b5c-4dc1-8371-e53dab576980\", \"c0e9b869-05e8-4e83-ba20-138f55e9a7c0\", \"5593042c-7ac6-46ad-96a5-5260c5a512be\", \"33a9730e-978b-48bb-8874-147ca7855941\", \"a7df191d-2d57-4f66-8fe6-701039cab4d7\"], \"total_duration\": 150.0, \"total_sessions\": 5, \"mean_week_duration\": 0.82}, \"17348\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-12-24 17:36:14.000000+00:00\", \"2022-03-06 10:37:42.000000+00:00\", \"2019-11-20 03:26:58.000000+00:00\", \"2022-03-08 06:41:50.000000+00:00\"], \"session_ids\": [\"e5c0cd6b-93b1-471e-8fad-462e6c89e959\", \"a0189995-193f-4a15-bf7b-95152c50bbcd\", \"f04a4048-8d11-43e3-b045-5d637fe6b0f4\", \"e71feb31-2f67-4b84-840c-024ca45a0b2b\"], \"total_duration\": 224.0, \"total_sessions\": 4, \"mean_week_duration\": 1.383}, \"36846\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-10 03:06:41.000000+00:00\", \"2019-12-08 15:30:07.000000+00:00\", \"2020-05-04 22:19:59.000000+00:00\", \"2020-04-17 13:27:27.000000+00:00\", \"2019-01-03 16:14:15.000000+00:00\"], \"session_ids\": [\"c3c184e4-be7d-4973-b307-b4cd7f0d9bf4\", \"d42a1a46-6db1-456c-b7c0-55ba35ea1135\", \"f7b22be1-5e6e-4d7b-b7b3-9b0d6ba879e6\", \"7b093643-2cbc-4c2a-b40c-b7f6e5c1e5f3\", \"f26e43ad-0fee-41b4-926b-449f5e5645d8\"], \"total_duration\": 358.0, \"total_sessions\": 5, \"mean_week_duration\": 1.642}, \"94711\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-01-13 08:51:14.000000+00:00\", \"2021-09-06 04:18:22.000000+00:00\"], \"session_ids\": [\"a635cd10-6ffd-4a3c-bdc2-c06e0eb7834f\", \"e1b60000-ba18-4b02-8b8d-33935d1457df\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.324}, \"65710\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-13 05:11:33.000000+00:00\", \"2021-11-12 22:19:49.000000+00:00\", \"2022-06-04 03:13:25.000000+00:00\", \"2022-10-07 20:16:42.000000+00:00\"], \"session_ids\": [\"5eeb73f5-8935-48b7-88b6-d834335751c9\", \"1f8ca11c-2d7d-44c3-a345-0128cb6f74e7\", \"8456ed8e-5f3a-4ef6-b42e-2ca300b52aed\", \"8ee1848e-3894-4d48-9d8f-05c9d7182494\"], \"total_duration\": 169.0, \"total_sessions\": 4, \"mean_week_duration\": 1.444}, \"4070\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2022-05-01 14:59:02.000000+00:00\", \"2022-06-02 03:45:21.000000+00:00\", \"2019-04-02 04:17:47.000000+00:00\", \"2023-05-13 01:23:29.000000+00:00\", \"2021-07-01 05:54:07.000000+00:00\"], \"session_ids\": [\"056d871c-70fc-45f8-b51a-2e51c81206ca\", \"1c333ee1-7742-4411-887b-3e62fa2f6948\", \"a257f169-5c9e-44d3-8e6a-ca0d2e2291ab\", \"e87e74ea-1e19-40a8-a94c-d80b05f7c491\", \"2a770ea4-25f6-48e3-8bcd-287b3f2f2763\"], \"total_duration\": 1793.0, \"total_sessions\": 5, \"mean_week_duration\": 8.34}, \"9282\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-14 21:17:46.000000+00:00\", \"2021-05-06 08:38:05.000000+00:00\"], \"session_ids\": [\"406c3341-d731-49f3-ac87-cb9beb822454\", \"b3c42a99-0a56-4a13-aeab-734023a5ac9e\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 0.91}, \"5925\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-24 14:31:03.000000+00:00\", \"2019-06-12 16:57:58.000000+00:00\"], \"session_ids\": [\"5f76c3d0-2e0d-4416-85f9-e4a89ecf39ed\", \"b7d8c9a3-3c0e-4f3f-92b5-cd37ccce4e07\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 0.728}, \"72782\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-29 04:50:00.000000+00:00\", \"2022-02-14 20:03:11.000000+00:00\", \"2022-11-20 23:17:26.000000+00:00\", \"2023-05-26 04:10:37.000000+00:00\", \"2019-02-11 15:18:53.000000+00:00\"], \"session_ids\": [\"4daa0231-2015-4211-a537-9b3ed81cc6c2\", \"6a23ddbf-519f-4529-ba42-f1cc3b442bd2\", \"497d792c-ead6-4c26-838d-8fb1a9fd389b\", \"05042472-f67c-4ba1-937f-53ba25d699f3\", \"3964c123-1b25-46b6-868f-4fd0cd0fee77\"], \"total_duration\": 345.0, \"total_sessions\": 5, \"mean_week_duration\": 1.54}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to sort the data by total_duration attribute ascendingly" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"94711\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-01-13 08:51:14.000000+00:00\", \"2021-09-06 04:18:22.000000+00:00\"], \"session_ids\": [\"a635cd10-6ffd-4a3c-bdc2-c06e0eb7834f\", \"e1b60000-ba18-4b02-8b8d-33935d1457df\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.324}}, {\"9282\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-14 21:17:46.000000+00:00\", \"2021-05-06 08:38:05.000000+00:00\"], \"session_ids\": [\"406c3341-d731-49f3-ac87-cb9beb822454\", \"b3c42a99-0a56-4a13-aeab-734023a5ac9e\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 0.91}}, {\"5925\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-24 14:31:03.000000+00:00\", \"2019-06-12 16:57:58.000000+00:00\"], \"session_ids\": [\"5f76c3d0-2e0d-4416-85f9-e4a89ecf39ed\", \"b7d8c9a3-3c0e-4f3f-92b5-cd37ccce4e07\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 0.728}}, {\"59822\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-10 08:26:48.000000+00:00\", \"2020-01-01 17:40:12.000000+00:00\", \"2019-09-10 22:03:12.000000+00:00\", \"2022-10-07 23:30:02.000000+00:00\", \"2023-01-15 14:33:28.000000+00:00\"], \"session_ids\": [\"c205e7ee-1b5c-4dc1-8371-e53dab576980\", \"c0e9b869-05e8-4e83-ba20-138f55e9a7c0\", \"5593042c-7ac6-46ad-96a5-5260c5a512be\", \"33a9730e-978b-48bb-8874-147ca7855941\", \"a7df191d-2d57-4f66-8fe6-701039cab4d7\"], \"total_duration\": 150.0, \"total_sessions\": 5, \"mean_week_duration\": 0.82}}, {\"65710\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-13 05:11:33.000000+00:00\", \"2021-11-12 22:19:49.000000+00:00\", \"2022-06-04 03:13:25.000000+00:00\", \"2022-10-07 20:16:42.000000+00:00\"], \"session_ids\": [\"5eeb73f5-8935-48b7-88b6-d834335751c9\", \"1f8ca11c-2d7d-44c3-a345-0128cb6f74e7\", \"8456ed8e-5f3a-4ef6-b42e-2ca300b52aed\", \"8ee1848e-3894-4d48-9d8f-05c9d7182494\"], \"total_duration\": 169.0, \"total_sessions\": 4, \"mean_week_duration\": 1.444}}, {\"17348\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-12-24 17:36:14.000000+00:00\", \"2022-03-06 10:37:42.000000+00:00\", \"2019-11-20 03:26:58.000000+00:00\", \"2022-03-08 06:41:50.000000+00:00\"], \"session_ids\": [\"e5c0cd6b-93b1-471e-8fad-462e6c89e959\", \"a0189995-193f-4a15-bf7b-95152c50bbcd\", \"f04a4048-8d11-43e3-b045-5d637fe6b0f4\", \"e71feb31-2f67-4b84-840c-024ca45a0b2b\"], \"total_duration\": 224.0, \"total_sessions\": 4, \"mean_week_duration\": 1.383}}, {\"72782\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-01-29 04:50:00.000000+00:00\", \"2022-02-14 20:03:11.000000+00:00\", \"2022-11-20 23:17:26.000000+00:00\", \"2023-05-26 04:10:37.000000+00:00\", \"2019-02-11 15:18:53.000000+00:00\"], \"session_ids\": [\"4daa0231-2015-4211-a537-9b3ed81cc6c2\", \"6a23ddbf-519f-4529-ba42-f1cc3b442bd2\", \"497d792c-ead6-4c26-838d-8fb1a9fd389b\", \"05042472-f67c-4ba1-937f-53ba25d699f3\", \"3964c123-1b25-46b6-868f-4fd0cd0fee77\"], \"total_duration\": 345.0, \"total_sessions\": 5, \"mean_week_duration\": 1.54}}, {\"36846\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 7, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Caracas\", \"datetimes\": [\"2023-03-10 03:06:41.000000+00:00\", \"2019-12-08 15:30:07.000000+00:00\", \"2020-05-04 22:19:59.000000+00:00\", \"2020-04-17 13:27:27.000000+00:00\", \"2019-01-03 16:14:15.000000+00:00\"], \"session_ids\": [\"c3c184e4-be7d-4973-b307-b4cd7f0d9bf4\", \"d42a1a46-6db1-456c-b7c0-55ba35ea1135\", \"f7b22be1-5e6e-4d7b-b7b3-9b0d6ba879e6\", \"7b093643-2cbc-4c2a-b40c-b7f6e5c1e5f3\", \"f26e43ad-0fee-41b4-926b-449f5e5645d8\"], \"total_duration\": 358.0, \"total_sessions\": 5, \"mean_week_duration\": 1.642}}, {\"4070\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 6, \"Fallout Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2022-05-01 14:59:02.000000+00:00\", \"2022-06-02 03:45:21.000000+00:00\", \"2019-04-02 04:17:47.000000+00:00\", \"2023-05-13 01:23:29.000000+00:00\", \"2021-07-01 05:54:07.000000+00:00\"], \"session_ids\": [\"056d871c-70fc-45f8-b51a-2e51c81206ca\", \"1c333ee1-7742-4411-887b-3e62fa2f6948\", \"a257f169-5c9e-44d3-8e6a-ca0d2e2291ab\", \"e87e74ea-1e19-40a8-a94c-d80b05f7c491\", \"2a770ea4-25f6-48e3-8bcd-287b3f2f2763\"], \"total_duration\": 1793.0, \"total_sessions\": 5, \"mean_week_duration\": 8.34}}]\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to remain only 6 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"94711\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-01-13 08:51:14.000000+00:00\", \"2021-09-06 04:18:22.000000+00:00\"], \"session_ids\": [\"a635cd10-6ffd-4a3c-bdc2-c06e0eb7834f\", \"e1b60000-ba18-4b02-8b8d-33935d1457df\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.324}}, {\"9282\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-14 21:17:46.000000+00:00\", \"2021-05-06 08:38:05.000000+00:00\"], \"session_ids\": [\"406c3341-d731-49f3-ac87-cb9beb822454\", \"b3c42a99-0a56-4a13-aeab-734023a5ac9e\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 0.91}}, {\"5925\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-24 14:31:03.000000+00:00\", \"2019-06-12 16:57:58.000000+00:00\"], \"session_ids\": [\"5f76c3d0-2e0d-4416-85f9-e4a89ecf39ed\", \"b7d8c9a3-3c0e-4f3f-92b5-cd37ccce4e07\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 0.728}}, {\"59822\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-10 08:26:48.000000+00:00\", \"2020-01-01 17:40:12.000000+00:00\", \"2019-09-10 22:03:12.000000+00:00\", \"2022-10-07 23:30:02.000000+00:00\", \"2023-01-15 14:33:28.000000+00:00\"], \"session_ids\": [\"c205e7ee-1b5c-4dc1-8371-e53dab576980\", \"c0e9b869-05e8-4e83-ba20-138f55e9a7c0\", \"5593042c-7ac6-46ad-96a5-5260c5a512be\", \"33a9730e-978b-48bb-8874-147ca7855941\", \"a7df191d-2d57-4f66-8fe6-701039cab4d7\"], \"total_duration\": 150.0, \"total_sessions\": 5, \"mean_week_duration\": 0.82}}, {\"65710\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-13 05:11:33.000000+00:00\", \"2021-11-12 22:19:49.000000+00:00\", \"2022-06-04 03:13:25.000000+00:00\", \"2022-10-07 20:16:42.000000+00:00\"], \"session_ids\": [\"5eeb73f5-8935-48b7-88b6-d834335751c9\", \"1f8ca11c-2d7d-44c3-a345-0128cb6f74e7\", \"8456ed8e-5f3a-4ef6-b42e-2ca300b52aed\", \"8ee1848e-3894-4d48-9d8f-05c9d7182494\"], \"total_duration\": 169.0, \"total_sessions\": 4, \"mean_week_duration\": 1.444}}, {\"17348\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-12-24 17:36:14.000000+00:00\", \"2022-03-06 10:37:42.000000+00:00\", \"2019-11-20 03:26:58.000000+00:00\", \"2022-03-08 06:41:50.000000+00:00\"], \"session_ids\": [\"e5c0cd6b-93b1-471e-8fad-462e6c89e959\", \"a0189995-193f-4a15-bf7b-95152c50bbcd\", \"f04a4048-8d11-43e3-b045-5d637fe6b0f4\", \"e71feb31-2f67-4b84-840c-024ca45a0b2b\"], \"total_duration\": 224.0, \"total_sessions\": 4, \"mean_week_duration\": 1.383}}]\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[{\"94711\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Lima\", \"datetimes\": [\"2023-01-13 08:51:14.000000+00:00\", \"2021-09-06 04:18:22.000000+00:00\"], \"session_ids\": [\"a635cd10-6ffd-4a3c-bdc2-c06e0eb7834f\", \"e1b60000-ba18-4b02-8b8d-33935d1457df\"], \"total_duration\": 23.0, \"total_sessions\": 2, \"mean_week_duration\": 0.324}}, {\"9282\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2023-01-14 21:17:46.000000+00:00\", \"2021-05-06 08:38:05.000000+00:00\"], \"session_ids\": [\"406c3341-d731-49f3-ac87-cb9beb822454\", \"b3c42a99-0a56-4a13-aeab-734023a5ac9e\"], \"total_duration\": 81.0, \"total_sessions\": 2, \"mean_week_duration\": 0.91}}, {\"5925\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-24 14:31:03.000000+00:00\", \"2019-06-12 16:57:58.000000+00:00\"], \"session_ids\": [\"5f76c3d0-2e0d-4416-85f9-e4a89ecf39ed\", \"b7d8c9a3-3c0e-4f3f-92b5-cd37ccce4e07\"], \"total_duration\": 131.0, \"total_sessions\": 2, \"mean_week_duration\": 0.728}}, {\"59822\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-03-10 08:26:48.000000+00:00\", \"2020-01-01 17:40:12.000000+00:00\", \"2019-09-10 22:03:12.000000+00:00\", \"2022-10-07 23:30:02.000000+00:00\", \"2023-01-15 14:33:28.000000+00:00\"], \"session_ids\": [\"c205e7ee-1b5c-4dc1-8371-e53dab576980\", \"c0e9b869-05e8-4e83-ba20-138f55e9a7c0\", \"5593042c-7ac6-46ad-96a5-5260c5a512be\", \"33a9730e-978b-48bb-8874-147ca7855941\", \"a7df191d-2d57-4f66-8fe6-701039cab4d7\"], \"total_duration\": 150.0, \"total_sessions\": 5, \"mean_week_duration\": 0.82}}, {\"65710\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 6, \"Fallout Flow\": 1, \"Play Game Flow\": 4, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2020-07-13 05:11:33.000000+00:00\", \"2021-11-12 22:19:49.000000+00:00\", \"2022-06-04 03:13:25.000000+00:00\", \"2022-10-07 20:16:42.000000+00:00\"], \"session_ids\": [\"5eeb73f5-8935-48b7-88b6-d834335751c9\", \"1f8ca11c-2d7d-44c3-a345-0128cb6f74e7\", \"8456ed8e-5f3a-4ef6-b42e-2ca300b52aed\", \"8ee1848e-3894-4d48-9d8f-05c9d7182494\"], \"total_duration\": 169.0, \"total_sessions\": 4, \"mean_week_duration\": 1.444}}, {\"17348\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-12-24 17:36:14.000000+00:00\", \"2022-03-06 10:37:42.000000+00:00\", \"2019-11-20 03:26:58.000000+00:00\", \"2022-03-08 06:41:50.000000+00:00\"], \"session_ids\": [\"e5c0cd6b-93b1-471e-8fad-462e6c89e959\", \"a0189995-193f-4a15-bf7b-95152c50bbcd\", \"f04a4048-8d11-43e3-b045-5d637fe6b0f4\", \"e71feb31-2f67-4b84-840c-024ca45a0b2b\"], \"total_duration\": 224.0, \"total_sessions\": 4, \"mean_week_duration\": 1.383}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Give me details on 7 users whose sum of sessions is smaller than 7 (not including) and bigger than 5 , moreover execute sorting by app usage time in desc." } ]
[ { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"97623\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-04-11 11:02:31.000000+00:00\", \"2021-07-03 03:05:22.000000+00:00\", \"2019-02-22 13:11:19.000000+00:00\", \"2021-01-21 14:11:05.000000+00:00\"], \"session_ids\": [\"a62d3506-ecaa-4937-9596-35e2c8322c1e\", \"e88c48b2-c27b-4994-ac48-07deef95856f\", \"94021115-6db5-4230-8c2c-40fe6add4944\", \"6c5a5bba-ebbe-4108-9e7b-0fa31fb5028f\"], \"total_duration\": 1965.0, \"total_sessions\": 4, \"mean_week_duration\": 15.976}, \"55754\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-06-11 18:17:08.000000+00:00\", \"2022-07-13 23:34:47.000000+00:00\"], \"session_ids\": [\"0d218506-0a7c-40bf-a18e-0a2da770ffe7\", \"820c5b3b-e6e5-4bf9-9e2b-ae64878f49b3\"], \"total_duration\": 184.0, \"total_sessions\": 2, \"mean_week_duration\": 36.8}, \"41344\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-08-25 13:43:13.000000+00:00\", \"2021-06-25 09:02:48.000000+00:00\", \"2021-07-12 09:28:32.000000+00:00\", \"2023-04-09 23:06:36.000000+00:00\"], \"session_ids\": [\"04175c89-ac78-4fcd-91bb-76b68076a5ce\", \"89b022d3-1328-4c4f-83e2-57b76345a346\", \"d699a650-6273-4d5c-953e-33e1ea5a2103\", \"5c760db9-0880-4175-b7c7-9748feebbf52\"], \"total_duration\": 315.0, \"total_sessions\": 4, \"mean_week_duration\": 3.351}, \"13010\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-04 07:59:35.000000+00:00\", \"2021-04-01 11:07:23.000000+00:00\", \"2022-02-09 08:36:07.000000+00:00\"], \"session_ids\": [\"03f67276-c8a5-4852-accb-3cf1fd53dbc1\", \"132c79a4-ac99-461a-a4c1-381fbd11af27\", \"5dcaf357-d722-4144-a085-b222aa0b7027\"], \"total_duration\": 581.0, \"total_sessions\": 3, \"mean_week_duration\": 3.899}, \"32979\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2022-07-18 02:49:40.000000+00:00\", \"2019-01-11 10:29:45.000000+00:00\"], \"session_ids\": [\"f0ba061a-d918-413e-b859-a49365aa131d\", \"76dc8287-0c3d-4778-9342-2539106aa028\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.538}, \"20763\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2023-05-25 18:23:08.000000+00:00\", \"2022-12-16 06:08:31.000000+00:00\"], \"session_ids\": [\"a1ff3c8b-88fe-49d8-8c25-445df9e5f5c3\", \"a222ca5c-e2ea-42b1-a223-cba970eb52f0\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 1.304}, \"2933\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-06-28 13:53:23.000000+00:00\", \"2020-08-27 04:30:33.000000+00:00\", \"2022-07-14 20:23:18.000000+00:00\", \"2023-05-30 08:24:53.000000+00:00\", \"2023-04-03 05:07:39.000000+00:00\", \"2020-04-30 05:14:56.000000+00:00\", \"2023-03-16 08:16:13.000000+00:00\", \"2019-06-30 17:13:55.000000+00:00\", \"2021-01-24 00:16:56.000000+00:00\", \"2021-08-16 13:44:03.000000+00:00\"], \"session_ids\": [\"3d920934-37ca-489e-b381-f6863e2d48a4\", \"dc23b434-b6bf-4f29-9746-f28695a2d193\", \"b58752d3-7dcc-4935-b5c0-593b5395fa6b\", \"b0f20ffd-5a84-405a-9e99-aa39434cd460\", \"ba38c6bd-52f1-4ef0-8626-04588fa49a20\", \"b09b3be9-a453-42c3-83d6-1dc95de6ff7f\", \"ae9761cc-d978-429e-8613-60b4c363cd5e\", \"3127c242-8b3d-43f9-80d9-735c70fc648d\", \"a41c7ca1-48c9-4e84-9dea-96a3bea0b4b6\", \"cd41ddb3-19d1-4d0b-9a9f-c6daba22459b\"], \"total_duration\": 627.0, \"total_sessions\": 10, \"mean_week_duration\": 3.059}, \"23523\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-02-03 17:37:33.000000+00:00\", \"2021-02-08 21:56:38.000000+00:00\"], \"session_ids\": [\"c9762bce-b795-4025-9cc6-e683505a92eb\", \"3b7c1c9f-40c8-4d06-9602-ffd9af46cc8b\"], \"total_duration\": 30.0, \"total_sessions\": 2, \"mean_week_duration\": 0.566}, \"36565\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-20 11:45:37.000000+00:00\", \"2021-05-20 08:45:34.000000+00:00\", \"2019-12-09 07:03:07.000000+00:00\", \"2019-09-28 04:02:48.000000+00:00\", \"2020-05-24 14:12:35.000000+00:00\"], \"session_ids\": [\"b8a736a2-9566-4d34-9359-cb60d97b6d34\", \"c2b28bcf-bc0d-45ad-b42a-e2da86332243\", \"c859a091-0b58-4460-af5d-9982f11f3ec1\", \"b8f45a8e-6927-431f-b9f8-70b1764e6303\", \"11a2f81f-06be-4ddc-81e1-ac8b61dfeb0b\"], \"total_duration\": 712.0, \"total_sessions\": 5, \"mean_week_duration\": 8.279}, \"31447\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1, \"Calendar Settings Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-03 06:10:32.000000+00:00\", \"2019-03-16 12:53:12.000000+00:00\", \"2021-10-21 07:20:45.000000+00:00\", \"2020-07-01 18:47:49.000000+00:00\", \"2019-02-12 04:27:55.000000+00:00\", \"2021-10-29 18:38:27.000000+00:00\", \"2019-08-28 06:33:51.000000+00:00\", \"2021-03-21 07:40:42.000000+00:00\", \"2021-08-30 00:13:17.000000+00:00\", \"2023-02-12 08:21:07.000000+00:00\", \"2021-08-02 04:14:46.000000+00:00\"], \"session_ids\": [\"015ffedc-c58f-4588-b01d-a11ebe10dea1\", \"b3f47d81-8eee-4000-9ce5-e027e117d6db\", \"e0d75f69-0417-4bd9-9d8f-d50fbcd6c646\", \"41d9ce5f-b7ff-40b6-986b-c17ac52763ea\", \"35834785-4883-44e3-932b-a366e28198f7\", \"b5e7f8c2-f5e3-4480-82a8-aa6a6a71117b\", \"966f778a-fa98-40cd-b863-18a888e5aa22\", \"0ae1b857-53db-454c-93a4-dc9d17713d4a\", \"881ff600-70d9-4412-aebd-9a3f70531179\", \"39ec839b-2a7d-49c2-af70-3813571b8eba\", \"a33186c1-b255-45d9-87e4-1bc8b5387acb\"], \"total_duration\": 146.0, \"total_sessions\": 11, \"mean_week_duration\": 0.679}}\n```\n" } ]
[ { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or 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{\"36565\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-20 11:45:37.000000+00:00\", \"2021-05-20 08:45:34.000000+00:00\", \"2019-12-09 07:03:07.000000+00:00\", \"2019-09-28 04:02:48.000000+00:00\", \"2020-05-24 14:12:35.000000+00:00\"], \"session_ids\": [\"b8a736a2-9566-4d34-9359-cb60d97b6d34\", \"c2b28bcf-bc0d-45ad-b42a-e2da86332243\", \"c859a091-0b58-4460-af5d-9982f11f3ec1\", \"b8f45a8e-6927-431f-b9f8-70b1764e6303\", \"11a2f81f-06be-4ddc-81e1-ac8b61dfeb0b\"], \"total_duration\": 712.0, \"total_sessions\": 5, \"mean_week_duration\": 8.279}}\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[{\"36565\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2019-11-20 11:45:37.000000+00:00\", \"2021-05-20 08:45:34.000000+00:00\", \"2019-12-09 07:03:07.000000+00:00\", \"2019-09-28 04:02:48.000000+00:00\", \"2020-05-24 14:12:35.000000+00:00\"], \"session_ids\": [\"b8a736a2-9566-4d34-9359-cb60d97b6d34\", \"c2b28bcf-bc0d-45ad-b42a-e2da86332243\", \"c859a091-0b58-4460-af5d-9982f11f3ec1\", \"b8f45a8e-6927-431f-b9f8-70b1764e6303\", \"11a2f81f-06be-4ddc-81e1-ac8b61dfeb0b\"], \"total_duration\": 712.0, \"total_sessions\": 5, \"mean_week_duration\": 8.279}}]\n```\n" } ]