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[ { "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 8 users who are living in city Jakarta additionaly sort by sessions total form the highest value to the lowest value." }, { "role": "message-agent", "value": "Thought: I want to retrieve user information." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"82629\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"New York City\", \"datetimes\": [\"2021-03-19 13:20:37.000000+00:00\", \"2020-03-25 08:39:06.000000+00:00\", \"2021-12-22 08:59:33.000000+00:00\", \"2022-10-26 03:53:51.000000+00:00\"], \"session_ids\": [\"2f6b2c00-7ef1-43f6-903a-dec383b4d294\", \"f811842d-ffda-4116-9e53-155d51151c9c\", \"376ffa7f-45e9-4ef6-b84f-df799ff11051\", \"4033ac05-44da-4073-b437-34388f980395\"], \"total_duration\": 609.0, \"total_sessions\": 4, \"mean_week_duration\": 4.511}, \"97005\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1, \"Change Skin Flow\": 3}, \"city_name\": \"Kingston\", \"datetimes\": [\"2020-11-23 20:47:24.000000+00:00\", \"2019-02-02 07:33:06.000000+00:00\", \"2020-05-30 21:03:23.000000+00:00\", \"2020-06-23 14:47:55.000000+00:00\"], \"session_ids\": [\"b0b91246-888a-45d0-aeb0-53962500d392\", \"81980df8-0135-4961-9942-6f40cceb3f61\", \"20b01461-ebba-496f-a62c-59664f70e164\", \"c69261fe-953d-4731-9d03-154716cdd321\"], \"total_duration\": 1716.0, \"total_sessions\": 4, \"mean_week_duration\": 18.063}, \"73808\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2022-08-24 23:10:21.000000+00:00\", \"2022-10-24 21:23:34.000000+00:00\", \"2021-07-30 09:11:10.000000+00:00\", \"2021-07-06 09:15:56.000000+00:00\"], \"session_ids\": [\"6c128426-b5de-45c5-ba5d-3ba191fdd2b2\", \"6c827671-26d2-4bf9-a2e4-c3a603f00c32\", \"b6a9b2d3-fc18-4625-a68c-27b88b35d0f1\", \"c0dde045-73d7-4ad9-9b79-ad31d89f70e6\"], \"total_duration\": 714.0, \"total_sessions\": 4, \"mean_week_duration\": 10.5}, \"69914\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 5, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Lima\", \"datetimes\": [\"2020-04-05 11:15:26.000000+00:00\", \"2020-10-06 19:54:48.000000+00:00\"], \"session_ids\": [\"44d9c4c2-14a5-4326-aade-359657ac2178\", \"5826ad31-b5b4-4b50-8b32-e7db3d053006\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 1.185}, \"83841\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2022-07-13 21:22:46.000000+00:00\", \"2019-12-01 22:36:59.000000+00:00\", \"2022-04-08 08:54:36.000000+00:00\", \"2022-09-13 23:40:48.000000+00:00\"], \"session_ids\": [\"e81eea22-913c-42e8-8242-471fdb6e8bda\", \"4508a457-fd5e-4c95-932c-6503a8bf35e5\", \"574f2b42-68d7-4672-ade4-05dc659392f5\", \"dcd2f881-48fb-4ea4-9ff4-a5beac3b610e\"], \"total_duration\": 933.0, \"total_sessions\": 4, \"mean_week_duration\": 6.39}, \"49129\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-11-09 12:21:14.000000+00:00\", \"2021-06-06 11:07:38.000000+00:00\"], \"session_ids\": [\"678c5f12-4aae-4c43-8257-9264b47f2cdf\", \"238ae0bb-655e-4fa5-a683-d94bd671865d\"], \"total_duration\": 56.0, \"total_sessions\": 2, \"mean_week_duration\": 0.683}, \"49561\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-05-10 00:54:09.000000+00:00\", \"2021-09-27 17:54:55.000000+00:00\", \"2023-05-23 00:15:05.000000+00:00\", \"2020-12-31 03:49:17.000000+00:00\"], \"session_ids\": [\"20416574-181d-454a-b7d7-1f394b6779b9\", \"9ed7d4b0-bd9c-4ec0-8e2e-c4b37ac03b2a\", \"5bf572f7-cccb-4342-bbb9-abdfbdca938d\", \"15a7fdec-64e2-4f12-9656-de988d3cf6f9\"], \"total_duration\": 43.0, \"total_sessions\": 4, \"mean_week_duration\": 0.344}, \"92205\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-04-18 15:15:20.000000+00:00\", \"2019-06-25 01:39:40.000000+00:00\"], \"session_ids\": [\"c4c0c253-49d6-4de2-b454-756c77f7c346\", \"151137c9-c93e-4f22-bacb-9357aa149c67\"], \"total_duration\": 134.0, \"total_sessions\": 2, \"mean_week_duration\": 0.912}, \"79745\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2023-04-21 18:55:54.000000+00:00\", \"2023-05-22 10:59:48.000000+00:00\"], \"session_ids\": [\"ee4b5b26-35eb-4dc6-a72e-8bdbfdfb7cd4\", \"cf9b9d0a-d3c2-46ca-955d-c316a29e1b4f\"], \"total_duration\": 83.0, \"total_sessions\": 2, \"mean_week_duration\": 16.6}, \"44435\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 7, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-04-01 18:37:04.000000+00:00\", \"2022-06-13 14:55:32.000000+00:00\", \"2022-08-13 07:59:42.000000+00:00\"], \"session_ids\": [\"7505b919-e75e-490a-8fd9-5e5c26cfbbba\", \"6a40061d-c95a-4dcb-aada-ec05acb5e7ac\", \"7e6921ab-9cb5-4fe2-bd22-6779106aecc1\"], \"total_duration\": 516.0, \"total_sessions\": 3, \"mean_week_duration\": 4.161}}\n```\n" }, { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose city_name is Jakarta" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\"]]}, \"all_values\": {\"city_name\": [[\"Jakarta\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" }, { "role": "message-agent", "value": "Thought: It seems like there is nothing to show to the requester, I need to tell the requester about it and I need to close out that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'm interested in learning about 3 users whose all sessions quantity is strictly greater than 4 and less than 8 , and perform sorting by total sessoins count from the largest value to the smallest value." }, { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"5888\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-11-25 01:15:09.000000+00:00\", \"2020-08-11 17:51:37.000000+00:00\"], \"session_ids\": [\"a2697a79-4737-44f4-b818-428e7132ddb5\", \"3f94ae3a-e6ed-4f8e-a9df-7e6d1024c87a\"], \"total_duration\": 32.0, \"total_sessions\": 2, \"mean_week_duration\": 0.842}, \"20157\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-02-11 05:16:39.000000+00:00\", \"2019-12-15 00:19:45.000000+00:00\"], \"session_ids\": [\"6f469faf-7134-4986-ba45-eea307e7dff2\", \"81b8cd03-996e-459b-8c47-95f4d8d15bae\"], \"total_duration\": 82.0, \"total_sessions\": 2, \"mean_week_duration\": 0.726}, \"72918\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-04-16 13:23:55.000000+00:00\", \"2021-12-06 11:10:51.000000+00:00\"], \"session_ids\": [\"40a9a1fb-31f9-4de9-866d-ff4dcd8455b0\", \"e589184d-a0ee-405f-8c92-93c334d36950\"], \"total_duration\": 52.0, \"total_sessions\": 2, \"mean_week_duration\": 1.529}, \"15108\": {\"keyflows\": {\"Sign In Flow\": 5, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-01-13 23:51:22.000000+00:00\", \"2019-05-13 03:18:59.000000+00:00\"], \"session_ids\": [\"490a3e17-dc8c-44b6-9cec-fcd92666a20a\", \"0426603c-729e-4bf0-9388-4e9716148eb4\"], \"total_duration\": 104.0, \"total_sessions\": 2, \"mean_week_duration\": 6.118}, \"25406\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-30 17:49:23.000000+00:00\", \"2019-08-06 03:40:44.000000+00:00\", \"2021-09-16 01:10:23.000000+00:00\", \"2022-02-04 22:27:07.000000+00:00\", \"2023-06-03 22:04:00.000000+00:00\", \"2019-12-16 04:58:35.000000+00:00\", \"2021-07-10 03:57:44.000000+00:00\", \"2019-11-08 22:31:03.000000+00:00\"], \"session_ids\": [\"02b33026-31fc-41aa-b542-c567b73cbd1e\", \"0ac13b3b-49b7-4030-8465-888084f33d82\", \"3d556d1a-4f11-48c3-a040-60b5a92d7afb\", \"201c6a81-bfd3-4a38-9ae6-9910b3cad268\", \"925cfc78-d354-46e9-8fdb-40953c073125\", \"a44c3512-0819-404a-81c7-81b3c36c292a\", \"b933cf1f-121c-4123-8857-739ba949ca30\", \"e6ed7af7-fa1a-4496-b60d-b365b808981b\"], \"total_duration\": 6946.0, \"total_sessions\": 8, \"mean_week_duration\": 34.73}, \"24312\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-01-04 12:59:25.000000+00:00\", \"2022-06-03 03:41:16.000000+00:00\"], \"session_ids\": [\"26d0aa37-1aab-40bf-af8f-fc6fcdaf9349\", \"25a4e89c-ff77-483b-9edd-f5976a9e6d95\"], \"total_duration\": 143.0, \"total_sessions\": 2, \"mean_week_duration\": 1.135}, \"31724\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-02-26 06:48:17.000000+00:00\", \"2020-12-22 04:12:12.000000+00:00\"], \"session_ids\": [\"e206426c-d6c1-4fd3-9842-ef5ce7d261d7\", \"da459296-371c-4cd0-bf9d-0e46d772a732\"], \"total_duration\": 298.0, \"total_sessions\": 2, \"mean_week_duration\": 4.806}, \"22932\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 6, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-09-04 05:26:01.000000+00:00\", \"2020-02-08 00:47:51.000000+00:00\"], \"session_ids\": [\"293e7863-cc16-4879-a549-cdb513c6ae0a\", \"ebcf9551-39a9-44e2-823a-f90f3c18f9bb\"], \"total_duration\": 80.0, \"total_sessions\": 2, \"mean_week_duration\": 0.593}, \"77996\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-10-11 21:01:04.000000+00:00\", \"2020-04-21 23:52:52.000000+00:00\"], \"session_ids\": [\"c90dd982-b6b0-4107-b28c-b73cd5f3b9d9\", \"f700d785-1ef3-4f53-b859-a3aab77d1113\"], \"total_duration\": 250.0, \"total_sessions\": 2, \"mean_week_duration\": 8.929}, \"17561\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2019-08-03 21:53:34.000000+00:00\", \"2021-09-25 20:16:46.000000+00:00\"], \"session_ids\": [\"a8ae8590-068d-4f52-9557-010224ea9743\", \"2a935bb2-630d-48c7-a7c5-95ea5075822e\"], \"total_duration\": 438.0, \"total_sessions\": 2, \"mean_week_duration\": 3.911}}\n```\n" }, { "role": "message-agent", "value": "Thought: I need to perform filtering based on total_sessions attribute where total_sessions are greater than 4 and are equal or less than 8" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">\", \"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 8]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"25406\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-30 17:49:23.000000+00:00\", \"2019-08-06 03:40:44.000000+00:00\", \"2021-09-16 01:10:23.000000+00:00\", \"2022-02-04 22:27:07.000000+00:00\", \"2023-06-03 22:04:00.000000+00:00\", \"2019-12-16 04:58:35.000000+00:00\", \"2021-07-10 03:57:44.000000+00:00\", \"2019-11-08 22:31:03.000000+00:00\"], \"session_ids\": [\"02b33026-31fc-41aa-b542-c567b73cbd1e\", \"0ac13b3b-49b7-4030-8465-888084f33d82\", \"3d556d1a-4f11-48c3-a040-60b5a92d7afb\", \"201c6a81-bfd3-4a38-9ae6-9910b3cad268\", \"925cfc78-d354-46e9-8fdb-40953c073125\", \"a44c3512-0819-404a-81c7-81b3c36c292a\", \"b933cf1f-121c-4123-8857-739ba949ca30\", \"e6ed7af7-fa1a-4496-b60d-b365b808981b\"], \"total_duration\": 6946.0, \"total_sessions\": 8, \"mean_week_duration\": 34.73}}\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[{\"25406\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-30 17:49:23.000000+00:00\", \"2019-08-06 03:40:44.000000+00:00\", \"2021-09-16 01:10:23.000000+00:00\", \"2022-02-04 22:27:07.000000+00:00\", \"2023-06-03 22:04:00.000000+00:00\", \"2019-12-16 04:58:35.000000+00:00\", \"2021-07-10 03:57:44.000000+00:00\", \"2019-11-08 22:31:03.000000+00:00\"], \"session_ids\": [\"02b33026-31fc-41aa-b542-c567b73cbd1e\", \"0ac13b3b-49b7-4030-8465-888084f33d82\", \"3d556d1a-4f11-48c3-a040-60b5a92d7afb\", \"201c6a81-bfd3-4a38-9ae6-9910b3cad268\", \"925cfc78-d354-46e9-8fdb-40953c073125\", \"a44c3512-0819-404a-81c7-81b3c36c292a\", \"b933cf1f-121c-4123-8857-739ba949ca30\", \"e6ed7af7-fa1a-4496-b60d-b365b808981b\"], \"total_duration\": 6946.0, \"total_sessions\": 8, \"mean_week_duration\": 34.73}}]\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[{\"25406\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-30 17:49:23.000000+00:00\", \"2019-08-06 03:40:44.000000+00:00\", \"2021-09-16 01:10:23.000000+00:00\", \"2022-02-04 22:27:07.000000+00:00\", \"2023-06-03 22:04:00.000000+00:00\", \"2019-12-16 04:58:35.000000+00:00\", \"2021-07-10 03:57:44.000000+00:00\", \"2019-11-08 22:31:03.000000+00:00\"], \"session_ids\": [\"02b33026-31fc-41aa-b542-c567b73cbd1e\", \"0ac13b3b-49b7-4030-8465-888084f33d82\", \"3d556d1a-4f11-48c3-a040-60b5a92d7afb\", \"201c6a81-bfd3-4a38-9ae6-9910b3cad268\", \"925cfc78-d354-46e9-8fdb-40953c073125\", \"a44c3512-0819-404a-81c7-81b3c36c292a\", \"b933cf1f-121c-4123-8857-739ba949ca30\", \"e6ed7af7-fa1a-4496-b60d-b365b808981b\"], \"total_duration\": 6946.0, \"total_sessions\": 8, \"mean_week_duration\": 34.73}}]\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[{\"25406\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 5, \"Play Game Flow\": 2}, \"city_name\": \"Kingston\", \"datetimes\": [\"2023-04-30 17:49:23.000000+00:00\", \"2019-08-06 03:40:44.000000+00:00\", \"2021-09-16 01:10:23.000000+00:00\", \"2022-02-04 22:27:07.000000+00:00\", \"2023-06-03 22:04:00.000000+00:00\", \"2019-12-16 04:58:35.000000+00:00\", \"2021-07-10 03:57:44.000000+00:00\", \"2019-11-08 22:31:03.000000+00:00\"], \"session_ids\": [\"02b33026-31fc-41aa-b542-c567b73cbd1e\", \"0ac13b3b-49b7-4030-8465-888084f33d82\", \"3d556d1a-4f11-48c3-a040-60b5a92d7afb\", \"201c6a81-bfd3-4a38-9ae6-9910b3cad268\", \"925cfc78-d354-46e9-8fdb-40953c073125\", \"a44c3512-0819-404a-81c7-81b3c36c292a\", \"b933cf1f-121c-4123-8857-739ba949ca30\", \"e6ed7af7-fa1a-4496-b60d-b365b808981b\"], \"total_duration\": 6946.0, \"total_sessions\": 8, \"mean_week_duration\": 34.73}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Show 7 users to me whose overall duration of sessions per week is greater than 8 and strictly less than 42 and implement sorting by overall total sessions from the smallest to the largest." }, { "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{\"90862\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 9, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-11-21 15:12:14.000000+00:00\", \"2021-10-18 00:57:01.000000+00:00\"], \"session_ids\": [\"5bd5f68b-b9c5-4fbe-86fb-e0480be9f64c\", \"7724edde-96c9-42d4-9123-972d4eda9aaf\"], \"total_duration\": 61.0, \"total_sessions\": 2, \"mean_week_duration\": 1.07}, \"92960\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2023-03-11 21:09:11.000000+00:00\", \"2023-02-06 01:07:50.000000+00:00\"], \"session_ids\": [\"09602c47-cd3e-46fc-ac61-248e5cd69330\", \"fea2e8ec-adfd-41f8-a053-56987fb5c5bf\"], \"total_duration\": 303.0, \"total_sessions\": 2, \"mean_week_duration\": 60.6}, \"50875\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-15 09:37:03.000000+00:00\", \"2023-04-16 07:11:00.000000+00:00\", \"2022-05-03 10:54:23.000000+00:00\", \"2019-06-22 11:52:28.000000+00:00\", \"2021-08-03 06:49:31.000000+00:00\", \"2019-04-15 21:47:39.000000+00:00\", \"2019-01-01 09:43:05.000000+00:00\", \"2020-10-13 18:51:12.000000+00:00\"], \"session_ids\": [\"4ff9b904-02e6-4454-938d-62eaaff8b69c\", \"10d9f98b-6207-4886-8c02-6e1846720965\", \"715cff92-f723-42b6-8acf-6f785cfc4ce7\", \"aaf883dd-de05-4812-a8f1-c12f5fdd8cd9\", \"2b331d92-d858-4d0e-8cdf-4b676bffb754\", \"1c8b6c06-ef61-4aa4-8b33-56f259a5fd86\", \"4ce993dd-0203-4d0a-ac4c-fc0279174c25\", \"903c45ad-ef46-4125-a8ff-c8d94b217767\"], \"total_duration\": 2346.0, \"total_sessions\": 8, \"mean_week_duration\": 10.473}, \"13590\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-09-12 08:57:36.000000+00:00\", \"2021-06-17 23:24:29.000000+00:00\", \"2019-01-04 02:02:08.000000+00:00\"], \"session_ids\": [\"e35c5541-1914-4384-b325-adcf84353a4b\", \"404b97e7-4b4d-4fe2-a47d-28762f240f35\", \"ef9e06a5-d4aa-4728-b4c1-efe616503b9c\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.211}, \"65256\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-11-18 17:06:30.000000+00:00\", \"2021-06-14 09:57:45.000000+00:00\"], \"session_ids\": [\"74ef7ded-3053-4df0-94dd-7419d50f90d9\", \"634d67d7-8c40-4e2f-92fc-979d1a0e9967\"], \"total_duration\": 349.0, \"total_sessions\": 2, \"mean_week_duration\": 4.256}, \"95665\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-05-04 16:57:51.000000+00:00\", \"2021-02-15 15:50:30.000000+00:00\"], \"session_ids\": [\"cdb6c6d1-2479-499d-bf49-271d6600435c\", \"a92a7b60-5972-44c4-82eb-87606391ed68\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 2.098}, \"87790\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-13 22:50:09.000000+00:00\", \"2019-07-18 05:41:06.000000+00:00\", \"2021-02-28 21:29:37.000000+00:00\", \"2019-01-10 11:28:07.000000+00:00\", \"2019-05-09 18:20:39.000000+00:00\", \"2019-03-18 16:14:44.000000+00:00\", \"2022-10-27 11:36:59.000000+00:00\", \"2019-05-27 16:42:59.000000+00:00\", \"2021-02-28 11:40:43.000000+00:00\"], \"session_ids\": [\"9a7694b1-ef9c-4504-b997-b3a6e1630fe4\", \"e16bda3e-5876-49aa-9b84-15f9f943198d\", \"877dc159-3410-4f59-8ab0-c5c01e55398e\", \"275c49c6-5151-4a6d-9d91-807220206971\", \"30a88174-0b0e-45ba-ada1-064af14d9c2f\", \"ee492b4f-3c8d-4ccc-ac23-5e2cf24e6df3\", \"e5bfd531-b79e-4220-b459-13a9ad01ce48\", \"b0eedd35-ae49-4e2f-90ea-ab12720ba386\", \"1be4af47-f7ec-4684-8da7-4828121f3245\"], \"total_duration\": 9102.0, \"total_sessions\": 9, \"mean_week_duration\": 45.97}, \"81475\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-10-27 15:22:13.000000+00:00\", \"2021-01-22 09:29:38.000000+00:00\"], \"session_ids\": [\"9ba121c9-772d-421d-8b1a-360b191bc4f2\", \"4d769bfb-aaae-44ae-8b5f-d2908e98cbfc\"], \"total_duration\": 217.0, \"total_sessions\": 2, \"mean_week_duration\": 5.425}, \"49884\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2019-05-06 14:55:56.000000+00:00\", \"2021-09-08 01:19:11.000000+00:00\"], \"session_ids\": [\"a2f2f89b-af5a-4a32-8c2f-97b825240630\", \"7e42846f-cc6d-4d5c-8fdb-73509a20c9d3\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 1.553}, \"1119\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2019-10-08 11:42:12.000000+00:00\", \"2022-11-11 07:51:26.000000+00:00\", \"2020-02-24 10:21:12.000000+00:00\", \"2019-12-07 07:28:28.000000+00:00\"], \"session_ids\": [\"c6d26d09-2102-458b-83f3-6b4fe54790f0\", \"e8632e88-f7a2-49a6-b207-b4a79e8e8665\", \"2cab2b9c-f2f8-4e86-8d34-938695596c32\", \"47d6deb9-6ad0-4ed4-8503-4300eb61a422\"], \"total_duration\": 202.0, \"total_sessions\": 4, \"mean_week_duration\": 1.247}}\n```\n" }, { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose mean_week_duration are equal or greater than 8 and are less than 42" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[8, 42]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"50875\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-15 09:37:03.000000+00:00\", \"2023-04-16 07:11:00.000000+00:00\", \"2022-05-03 10:54:23.000000+00:00\", \"2019-06-22 11:52:28.000000+00:00\", \"2021-08-03 06:49:31.000000+00:00\", \"2019-04-15 21:47:39.000000+00:00\", \"2019-01-01 09:43:05.000000+00:00\", \"2020-10-13 18:51:12.000000+00:00\"], \"session_ids\": [\"4ff9b904-02e6-4454-938d-62eaaff8b69c\", \"10d9f98b-6207-4886-8c02-6e1846720965\", \"715cff92-f723-42b6-8acf-6f785cfc4ce7\", \"aaf883dd-de05-4812-a8f1-c12f5fdd8cd9\", \"2b331d92-d858-4d0e-8cdf-4b676bffb754\", \"1c8b6c06-ef61-4aa4-8b33-56f259a5fd86\", \"4ce993dd-0203-4d0a-ac4c-fc0279174c25\", \"903c45ad-ef46-4125-a8ff-c8d94b217767\"], \"total_duration\": 2346.0, \"total_sessions\": 8, \"mean_week_duration\": 10.473}}\n```\n" }, { "role": "message-agent", "value": "Thought: I have to organize the data according to total_sessions attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"total_sessions\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"50875\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-15 09:37:03.000000+00:00\", \"2023-04-16 07:11:00.000000+00:00\", \"2022-05-03 10:54:23.000000+00:00\", \"2019-06-22 11:52:28.000000+00:00\", \"2021-08-03 06:49:31.000000+00:00\", \"2019-04-15 21:47:39.000000+00:00\", \"2019-01-01 09:43:05.000000+00:00\", \"2020-10-13 18:51:12.000000+00:00\"], \"session_ids\": [\"4ff9b904-02e6-4454-938d-62eaaff8b69c\", \"10d9f98b-6207-4886-8c02-6e1846720965\", \"715cff92-f723-42b6-8acf-6f785cfc4ce7\", \"aaf883dd-de05-4812-a8f1-c12f5fdd8cd9\", \"2b331d92-d858-4d0e-8cdf-4b676bffb754\", \"1c8b6c06-ef61-4aa4-8b33-56f259a5fd86\", \"4ce993dd-0203-4d0a-ac4c-fc0279174c25\", \"903c45ad-ef46-4125-a8ff-c8d94b217767\"], \"total_duration\": 2346.0, \"total_sessions\": 8, \"mean_week_duration\": 10.473}}]\n```\n" }, { "role": "message-agent", "value": "Thought: I need to select only 7 entries and remove the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 7, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"50875\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-15 09:37:03.000000+00:00\", \"2023-04-16 07:11:00.000000+00:00\", \"2022-05-03 10:54:23.000000+00:00\", \"2019-06-22 11:52:28.000000+00:00\", \"2021-08-03 06:49:31.000000+00:00\", \"2019-04-15 21:47:39.000000+00:00\", \"2019-01-01 09:43:05.000000+00:00\", \"2020-10-13 18:51:12.000000+00:00\"], \"session_ids\": [\"4ff9b904-02e6-4454-938d-62eaaff8b69c\", \"10d9f98b-6207-4886-8c02-6e1846720965\", \"715cff92-f723-42b6-8acf-6f785cfc4ce7\", \"aaf883dd-de05-4812-a8f1-c12f5fdd8cd9\", \"2b331d92-d858-4d0e-8cdf-4b676bffb754\", \"1c8b6c06-ef61-4aa4-8b33-56f259a5fd86\", \"4ce993dd-0203-4d0a-ac4c-fc0279174c25\", \"903c45ad-ef46-4125-a8ff-c8d94b217767\"], \"total_duration\": 2346.0, \"total_sessions\": 8, \"mean_week_duration\": 10.473}}]\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[{\"50875\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 2, \"Change Skin Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-12-15 09:37:03.000000+00:00\", \"2023-04-16 07:11:00.000000+00:00\", \"2022-05-03 10:54:23.000000+00:00\", \"2019-06-22 11:52:28.000000+00:00\", \"2021-08-03 06:49:31.000000+00:00\", \"2019-04-15 21:47:39.000000+00:00\", \"2019-01-01 09:43:05.000000+00:00\", \"2020-10-13 18:51:12.000000+00:00\"], \"session_ids\": [\"4ff9b904-02e6-4454-938d-62eaaff8b69c\", \"10d9f98b-6207-4886-8c02-6e1846720965\", \"715cff92-f723-42b6-8acf-6f785cfc4ce7\", \"aaf883dd-de05-4812-a8f1-c12f5fdd8cd9\", \"2b331d92-d858-4d0e-8cdf-4b676bffb754\", \"1c8b6c06-ef61-4aa4-8b33-56f259a5fd86\", \"4ce993dd-0203-4d0a-ac4c-fc0279174c25\", \"903c45ad-ef46-4125-a8ff-c8d94b217767\"], \"total_duration\": 2346.0, \"total_sessions\": 8, \"mean_week_duration\": 10.473}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 6 users pieces of information who are residents of cities Hanoi, Edinburgh, Cairo, Paris, Oslo, Lisbon, Belize City, Rome , apply sorting by sum of duration in ascending." }, { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"48942\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2020-12-09 07:34:11.000000+00:00\", \"2021-12-05 23:43:05.000000+00:00\"], \"session_ids\": [\"2976f648-0398-4d72-b8c8-2b8ceeea0758\", \"6b7f4c41-086b-47a6-8d7e-56d622a06d41\"], \"total_duration\": 108.0, \"total_sessions\": 2, \"mean_week_duration\": 2.077}, \"19101\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-01-27 05:43:08.000000+00:00\", \"2022-01-28 01:05:05.000000+00:00\"], \"session_ids\": [\"f3b0fbf5-6aee-43bb-98b8-909632e05541\", \"a781ab02-aebb-4790-84a3-be58dd6641bf\"], \"total_duration\": 322.0, \"total_sessions\": 2, \"mean_week_duration\": 2.051}, \"64136\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2021-08-22 20:57:23.000000+00:00\", \"2023-02-18 07:58:03.000000+00:00\", \"2020-04-10 07:02:20.000000+00:00\", \"2019-06-29 18:16:19.000000+00:00\", \"2021-11-27 01:15:02.000000+00:00\", \"2021-11-10 20:12:57.000000+00:00\", \"2019-03-03 07:50:05.000000+00:00\", \"2022-09-05 23:24:51.000000+00:00\", \"2021-10-27 13:23:03.000000+00:00\", \"2019-07-25 23:36:31.000000+00:00\"], \"session_ids\": [\"e0f8045b-af5f-44a5-970e-429b70b1a89d\", \"c072f32a-d43c-48b4-98a0-a530dc9d1282\", \"62c929a6-a720-41bf-8a6a-588f36b5e1b5\", \"3f970aaf-55b3-4327-b791-a3a255872ef6\", \"d2badc9d-d869-427f-a1fd-e1f1eab8df42\", \"f90df975-164b-45e9-a965-1c77c659b30c\", \"e6d8e798-e0c9-4ef5-8769-9a4a9ab36829\", \"17f1feda-d291-4520-a9b7-a543132bd588\", \"49a6f0c6-8ecd-4106-affa-b514bc18cc47\", \"a9084a88-2a79-4556-b046-79ddda04bcfa\"], \"total_duration\": 1413.0, \"total_sessions\": 10, \"mean_week_duration\": 6.826}, \"51136\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1}, \"city_name\": \"Moscow\", \"datetimes\": [\"2023-04-27 10:08:11.000000+00:00\", \"2022-06-08 16:45:44.000000+00:00\"], \"session_ids\": [\"927403d4-40e0-4dca-85bc-76752cae4551\", \"48e2b501-1f37-4a53-85a9-418ca15d310b\"], \"total_duration\": 422.0, \"total_sessions\": 2, \"mean_week_duration\": 9.174}, \"94267\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-08-31 19:09:02.000000+00:00\", \"2021-06-15 06:09:57.000000+00:00\", \"2020-01-25 00:25:26.000000+00:00\", \"2019-09-20 17:17:45.000000+00:00\", \"2020-01-09 04:59:29.000000+00:00\", \"2021-12-08 00:17:58.000000+00:00\", \"2019-12-19 07:48:47.000000+00:00\"], \"session_ids\": [\"782f86d5-69bc-4306-a9ef-7f73f55435b8\", \"9b68b967-49e9-4e17-9189-3c05124bad48\", \"3386c190-3739-4bca-8181-d992a018920b\", \"ef4ffcfa-0057-49c8-b843-a9a259ab11ae\", \"ce927c04-7b8e-4cbf-a254-24391bface39\", \"75c7d2f6-4ad9-4a1c-8878-2c0f63c0d3be\", \"e9d73bb5-40f1-45b2-a67f-07211a216ff5\"], \"total_duration\": 3100.0, \"total_sessions\": 7, \"mean_week_duration\": 26.724}, \"30385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-23 11:51:42.000000+00:00\", \"2022-05-31 17:09:27.000000+00:00\"], \"session_ids\": [\"4ec45147-c610-483e-87a1-c24ed9cad634\", \"55a1e2ad-4ad8-4f7a-a686-8aa5fb27057a\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 2.366}, \"70463\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-10-14 11:50:51.000000+00:00\", \"2022-09-21 07:36:05.000000+00:00\", \"2019-09-12 10:32:27.000000+00:00\", \"2023-05-24 03:38:14.000000+00:00\", \"2021-12-28 07:16:43.000000+00:00\", \"2022-04-14 06:46:47.000000+00:00\", \"2019-11-18 11:33:49.000000+00:00\", \"2020-11-28 20:28:44.000000+00:00\", \"2019-08-28 22:05:23.000000+00:00\", \"2021-09-08 05:33:48.000000+00:00\"], \"session_ids\": [\"0d7f76bc-b9f8-4eff-89ba-3d0b71e99844\", \"d1da1828-1349-4a71-aee5-aa32894d9eb6\", \"2bf8d971-9d24-4e72-80ac-7f684f6d7582\", \"373bfaaa-47b8-4814-bf7d-fb1ac4e78410\", \"9f4c5ecb-4558-4fe8-b17c-5b1cf6b2acd1\", \"e69c3b86-c2b6-45d6-b445-f093d33b5109\", \"fa8bea7d-e3dc-40ad-a5ca-33c8c93a71b4\", \"18d1e9f3-d60e-40f2-bbc7-acaf4e3cce83\", \"6b6fcd3d-cf76-44e6-9d4d-d16a0a20237c\", \"872d6981-84a9-48c3-bfd6-1c83a7073f93\"], \"total_duration\": 419.0, \"total_sessions\": 10, \"mean_week_duration\": 2.149}, \"34098\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-08-08 11:09:20.000000+00:00\", \"2021-03-01 23:50:40.000000+00:00\", \"2020-09-05 11:33:08.000000+00:00\", \"2021-10-02 09:58:03.000000+00:00\", \"2023-04-12 23:13:20.000000+00:00\", \"2023-06-29 06:54:55.000000+00:00\", \"2020-05-11 08:57:58.000000+00:00\", \"2021-09-09 09:16:15.000000+00:00\"], \"session_ids\": [\"32df06d5-8903-4c8f-a1e5-762d83dfd890\", \"a9a9ab8c-3fb6-46ca-a40e-97b155af51f5\", \"3441731f-3179-4466-8a0e-d8321afcaa39\", \"20e14e9d-a402-451e-86ef-fa9a1831acdb\", \"dd9395b8-4426-4436-98de-ca9aebbfaf46\", \"e1c9a933-dbd9-43ee-a39c-840b8504b5ea\", \"23b86485-500e-4f40-a9aa-b2b9457fd303\", \"dbb892d5-e410-48a6-a211-4ac48eba4fbb\"], \"total_duration\": 3603.0, \"total_sessions\": 8, \"mean_week_duration\": 21.97}, \"64141\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-02-16 14:28:36.000000+00:00\", \"2023-05-02 13:40:33.000000+00:00\", \"2019-08-15 15:49:46.000000+00:00\"], \"session_ids\": [\"80867195-d71e-41fc-9726-d01ade7e7af2\", \"80d62067-547d-4b36-84ec-ddb9745f2e7c\", \"0142fa95-f2e2-4e8f-902f-9bedf12e17c7\"], \"total_duration\": 41.0, \"total_sessions\": 3, \"mean_week_duration\": 0.211}, \"88864\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1, \"Settings Flow\": 1}, \"city_name\": \"Helsinki\", \"datetimes\": [\"2020-08-13 14:27:06.000000+00:00\", \"2019-12-09 02:23:13.000000+00:00\", \"2019-03-10 21:54:42.000000+00:00\", \"2020-01-27 10:38:21.000000+00:00\"], \"session_ids\": [\"7bcfd76f-89ec-45d8-94d9-f9a81c0f1df2\", \"0b81d8bc-5ac2-475d-a9dd-fb12315b5c60\", \"5dc67f2a-2357-43c9-bf3c-a87f79453cbb\", \"3780a82b-88d9-4e32-b9da-691f4823913b\"], \"total_duration\": 129.0, \"total_sessions\": 4, \"mean_week_duration\": 1.72}}\n```\n" }, { "role": "message-agent", "value": "Thought: I need to perform filtering based on city_name attribute where city_name are Hanoi, Edinburgh, Cairo, Parare, Oslo, Larebon, Belize City, Rome" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"city_name\": [[\"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\", \"==\"]]}, \"all_values\": {\"city_name\": [[\"Hanoi\", \"Edinburgh\", \"Cairo\", \"Paris\", \"Oslo\", \"Lisbon\", \"Belize City\", \"Rome\"]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"30385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-23 11:51:42.000000+00:00\", \"2022-05-31 17:09:27.000000+00:00\"], \"session_ids\": [\"4ec45147-c610-483e-87a1-c24ed9cad634\", \"55a1e2ad-4ad8-4f7a-a686-8aa5fb27057a\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 2.366}, \"70463\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-10-14 11:50:51.000000+00:00\", \"2022-09-21 07:36:05.000000+00:00\", \"2019-09-12 10:32:27.000000+00:00\", \"2023-05-24 03:38:14.000000+00:00\", \"2021-12-28 07:16:43.000000+00:00\", \"2022-04-14 06:46:47.000000+00:00\", \"2019-11-18 11:33:49.000000+00:00\", \"2020-11-28 20:28:44.000000+00:00\", \"2019-08-28 22:05:23.000000+00:00\", \"2021-09-08 05:33:48.000000+00:00\"], \"session_ids\": [\"0d7f76bc-b9f8-4eff-89ba-3d0b71e99844\", \"d1da1828-1349-4a71-aee5-aa32894d9eb6\", \"2bf8d971-9d24-4e72-80ac-7f684f6d7582\", \"373bfaaa-47b8-4814-bf7d-fb1ac4e78410\", \"9f4c5ecb-4558-4fe8-b17c-5b1cf6b2acd1\", \"e69c3b86-c2b6-45d6-b445-f093d33b5109\", \"fa8bea7d-e3dc-40ad-a5ca-33c8c93a71b4\", \"18d1e9f3-d60e-40f2-bbc7-acaf4e3cce83\", \"6b6fcd3d-cf76-44e6-9d4d-d16a0a20237c\", \"872d6981-84a9-48c3-bfd6-1c83a7073f93\"], \"total_duration\": 419.0, \"total_sessions\": 10, \"mean_week_duration\": 2.149}}\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[{\"30385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-23 11:51:42.000000+00:00\", \"2022-05-31 17:09:27.000000+00:00\"], \"session_ids\": [\"4ec45147-c610-483e-87a1-c24ed9cad634\", \"55a1e2ad-4ad8-4f7a-a686-8aa5fb27057a\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 2.366}}, {\"70463\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-10-14 11:50:51.000000+00:00\", \"2022-09-21 07:36:05.000000+00:00\", \"2019-09-12 10:32:27.000000+00:00\", \"2023-05-24 03:38:14.000000+00:00\", \"2021-12-28 07:16:43.000000+00:00\", \"2022-04-14 06:46:47.000000+00:00\", \"2019-11-18 11:33:49.000000+00:00\", \"2020-11-28 20:28:44.000000+00:00\", \"2019-08-28 22:05:23.000000+00:00\", \"2021-09-08 05:33:48.000000+00:00\"], \"session_ids\": [\"0d7f76bc-b9f8-4eff-89ba-3d0b71e99844\", \"d1da1828-1349-4a71-aee5-aa32894d9eb6\", \"2bf8d971-9d24-4e72-80ac-7f684f6d7582\", \"373bfaaa-47b8-4814-bf7d-fb1ac4e78410\", \"9f4c5ecb-4558-4fe8-b17c-5b1cf6b2acd1\", \"e69c3b86-c2b6-45d6-b445-f093d33b5109\", \"fa8bea7d-e3dc-40ad-a5ca-33c8c93a71b4\", \"18d1e9f3-d60e-40f2-bbc7-acaf4e3cce83\", \"6b6fcd3d-cf76-44e6-9d4d-d16a0a20237c\", \"872d6981-84a9-48c3-bfd6-1c83a7073f93\"], \"total_duration\": 419.0, \"total_sessions\": 10, \"mean_week_duration\": 2.149}}]\n```\n" }, { "role": "message-agent", "value": "Thought: I need to select only 6 entries and remove 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[{\"30385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-23 11:51:42.000000+00:00\", \"2022-05-31 17:09:27.000000+00:00\"], \"session_ids\": [\"4ec45147-c610-483e-87a1-c24ed9cad634\", \"55a1e2ad-4ad8-4f7a-a686-8aa5fb27057a\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 2.366}}, {\"70463\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-10-14 11:50:51.000000+00:00\", \"2022-09-21 07:36:05.000000+00:00\", \"2019-09-12 10:32:27.000000+00:00\", \"2023-05-24 03:38:14.000000+00:00\", \"2021-12-28 07:16:43.000000+00:00\", \"2022-04-14 06:46:47.000000+00:00\", \"2019-11-18 11:33:49.000000+00:00\", \"2020-11-28 20:28:44.000000+00:00\", \"2019-08-28 22:05:23.000000+00:00\", \"2021-09-08 05:33:48.000000+00:00\"], \"session_ids\": [\"0d7f76bc-b9f8-4eff-89ba-3d0b71e99844\", \"d1da1828-1349-4a71-aee5-aa32894d9eb6\", \"2bf8d971-9d24-4e72-80ac-7f684f6d7582\", \"373bfaaa-47b8-4814-bf7d-fb1ac4e78410\", \"9f4c5ecb-4558-4fe8-b17c-5b1cf6b2acd1\", \"e69c3b86-c2b6-45d6-b445-f093d33b5109\", \"fa8bea7d-e3dc-40ad-a5ca-33c8c93a71b4\", \"18d1e9f3-d60e-40f2-bbc7-acaf4e3cce83\", \"6b6fcd3d-cf76-44e6-9d4d-d16a0a20237c\", \"872d6981-84a9-48c3-bfd6-1c83a7073f93\"], \"total_duration\": 419.0, \"total_sessions\": 10, \"mean_week_duration\": 2.149}}]\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[{\"30385\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Belize City\", \"datetimes\": [\"2021-08-23 11:51:42.000000+00:00\", \"2022-05-31 17:09:27.000000+00:00\"], \"session_ids\": [\"4ec45147-c610-483e-87a1-c24ed9cad634\", \"55a1e2ad-4ad8-4f7a-a686-8aa5fb27057a\"], \"total_duration\": 97.0, \"total_sessions\": 2, \"mean_week_duration\": 2.366}}, {\"70463\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 1}, \"city_name\": \"Oslo\", \"datetimes\": [\"2019-10-14 11:50:51.000000+00:00\", \"2022-09-21 07:36:05.000000+00:00\", \"2019-09-12 10:32:27.000000+00:00\", \"2023-05-24 03:38:14.000000+00:00\", \"2021-12-28 07:16:43.000000+00:00\", \"2022-04-14 06:46:47.000000+00:00\", \"2019-11-18 11:33:49.000000+00:00\", \"2020-11-28 20:28:44.000000+00:00\", \"2019-08-28 22:05:23.000000+00:00\", \"2021-09-08 05:33:48.000000+00:00\"], \"session_ids\": [\"0d7f76bc-b9f8-4eff-89ba-3d0b71e99844\", \"d1da1828-1349-4a71-aee5-aa32894d9eb6\", \"2bf8d971-9d24-4e72-80ac-7f684f6d7582\", \"373bfaaa-47b8-4814-bf7d-fb1ac4e78410\", \"9f4c5ecb-4558-4fe8-b17c-5b1cf6b2acd1\", \"e69c3b86-c2b6-45d6-b445-f093d33b5109\", \"fa8bea7d-e3dc-40ad-a5ca-33c8c93a71b4\", \"18d1e9f3-d60e-40f2-bbc7-acaf4e3cce83\", \"6b6fcd3d-cf76-44e6-9d4d-d16a0a20237c\", \"872d6981-84a9-48c3-bfd6-1c83a7073f93\"], \"total_duration\": 419.0, \"total_sessions\": 10, \"mean_week_duration\": 2.149}}]\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 8 users with a number of sessions that is higher than 2, inclusive 2 and in addition execute sorting by average of total time spent in the app per week 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{\"61220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-27 01:21:30.000000+00:00\", \"2020-04-26 11:24:15.000000+00:00\", \"2021-06-01 02:47:23.000000+00:00\"], \"session_ids\": [\"300315cc-7a9a-4c78-9edf-91f9c8890e12\", \"74f5eb7d-c4ee-4418-ad0f-d4ca6048f1ce\", \"140f8e33-92c6-4161-9fda-222918935e6a\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 1.759}, \"24491\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-04-19 06:36:46.000000+00:00\", \"2019-02-12 17:54:01.000000+00:00\"], \"session_ids\": [\"dc44b174-16b7-453d-81e5-229951186a92\", \"d1c58fa0-c082-49ca-8e2a-e74988059e7f\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 5.452}, \"92135\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-02 13:42:46.000000+00:00\", \"2023-03-26 08:38:31.000000+00:00\", \"2022-12-04 10:15:01.000000+00:00\"], \"session_ids\": [\"1df2e243-cb51-4c52-a8cc-141d2527bee3\", \"d74bede8-668a-400f-8b73-7ac70bfac8cf\", \"6af4a1ea-8bd5-49d3-afae-4e5ce1174a98\"], \"total_duration\": 1038.0, \"total_sessions\": 3, \"mean_week_duration\": 5.323}, \"14375\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-29 12:42:12.000000+00:00\", \"2020-10-13 06:15:48.000000+00:00\", \"2019-05-17 23:56:17.000000+00:00\"], \"session_ids\": [\"46fbff28-ddb3-4e20-a1ad-a9f260a86784\", \"75d1c484-bc3e-4f7d-9dfe-db5d6ce624e1\", \"1dd9148b-d7eb-4144-a51c-d21262dd9bd5\"], \"total_duration\": 200.0, \"total_sessions\": 3, \"mean_week_duration\": 1.163}, \"85929\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-18 01:13:24.000000+00:00\", \"2021-04-05 16:31:23.000000+00:00\", \"2021-12-17 09:37:28.000000+00:00\"], \"session_ids\": [\"76c2efec-1c63-4d09-a6dd-97082ce388c1\", \"2f4bba3f-880d-443d-b9a1-c0c27f34d591\", \"781d1a0f-cf90-42aa-94fe-4d5f7018017c\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 1.174}, \"52454\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-24 18:04:41.000000+00:00\", \"2022-06-25 22:11:13.000000+00:00\"], \"session_ids\": [\"bb2f8434-4080-46ab-94b6-b735d09da8fe\", \"123509bb-8f39-4e74-a728-7dcd28809ad5\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}, \"13455\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-27 00:54:14.000000+00:00\", \"2023-06-17 08:51:27.000000+00:00\", \"2020-12-14 04:26:14.000000+00:00\", \"2020-04-20 02:10:42.000000+00:00\", \"2019-01-25 09:10:45.000000+00:00\"], \"session_ids\": [\"78da8b64-c883-43ea-af91-879d55f5f68b\", \"9b1f6679-c202-4d8a-b134-791f8144ae6f\", \"9c044050-abb1-40bd-9a10-585d153f6188\", \"f28fd1b2-92ce-4e89-b5f0-a7ef8771bd30\", \"6b3150ae-f8de-4985-b560-4ff1b0a7048c\"], \"total_duration\": 1002.0, \"total_sessions\": 5, \"mean_week_duration\": 4.376}, \"98572\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-04 06:44:31.000000+00:00\", \"2020-10-25 00:03:03.000000+00:00\"], \"session_ids\": [\"eb9ae064-b477-48e7-8ede-f08db021ad9f\", \"87f2c959-0c13-4658-ae27-8b96e40ed99e\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.546}, \"64554\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-03 08:16:35.000000+00:00\", \"2019-03-17 19:19:15.000000+00:00\"], \"session_ids\": [\"1c3d4b79-4083-4c7f-a566-d16d741abedb\", \"eccba139-5662-4966-ad84-dc757b80e5a9\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 28.667}, \"78677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-01-29 17:43:04.000000+00:00\", \"2020-09-08 16:43:39.000000+00:00\"], \"session_ids\": [\"940a8efc-409f-4060-85e6-0aa22f7ca9ea\", \"ed6be638-27db-4bf0-9e5b-d7370803676d\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 21.81}}\n```\n" }, { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or greater than 2" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\">=\"]]}, \"all_values\": {\"total_sessions\": [[2, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"61220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-27 01:21:30.000000+00:00\", \"2020-04-26 11:24:15.000000+00:00\", \"2021-06-01 02:47:23.000000+00:00\"], \"session_ids\": [\"300315cc-7a9a-4c78-9edf-91f9c8890e12\", \"74f5eb7d-c4ee-4418-ad0f-d4ca6048f1ce\", \"140f8e33-92c6-4161-9fda-222918935e6a\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 1.759}, \"24491\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-04-19 06:36:46.000000+00:00\", \"2019-02-12 17:54:01.000000+00:00\"], \"session_ids\": [\"dc44b174-16b7-453d-81e5-229951186a92\", \"d1c58fa0-c082-49ca-8e2a-e74988059e7f\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 5.452}, \"92135\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-02 13:42:46.000000+00:00\", \"2023-03-26 08:38:31.000000+00:00\", \"2022-12-04 10:15:01.000000+00:00\"], \"session_ids\": [\"1df2e243-cb51-4c52-a8cc-141d2527bee3\", \"d74bede8-668a-400f-8b73-7ac70bfac8cf\", \"6af4a1ea-8bd5-49d3-afae-4e5ce1174a98\"], \"total_duration\": 1038.0, \"total_sessions\": 3, \"mean_week_duration\": 5.323}, \"14375\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-29 12:42:12.000000+00:00\", \"2020-10-13 06:15:48.000000+00:00\", \"2019-05-17 23:56:17.000000+00:00\"], \"session_ids\": [\"46fbff28-ddb3-4e20-a1ad-a9f260a86784\", \"75d1c484-bc3e-4f7d-9dfe-db5d6ce624e1\", \"1dd9148b-d7eb-4144-a51c-d21262dd9bd5\"], \"total_duration\": 200.0, \"total_sessions\": 3, \"mean_week_duration\": 1.163}, \"85929\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-18 01:13:24.000000+00:00\", \"2021-04-05 16:31:23.000000+00:00\", \"2021-12-17 09:37:28.000000+00:00\"], \"session_ids\": [\"76c2efec-1c63-4d09-a6dd-97082ce388c1\", \"2f4bba3f-880d-443d-b9a1-c0c27f34d591\", \"781d1a0f-cf90-42aa-94fe-4d5f7018017c\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 1.174}, \"52454\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-24 18:04:41.000000+00:00\", \"2022-06-25 22:11:13.000000+00:00\"], \"session_ids\": [\"bb2f8434-4080-46ab-94b6-b735d09da8fe\", \"123509bb-8f39-4e74-a728-7dcd28809ad5\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}, \"13455\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-27 00:54:14.000000+00:00\", \"2023-06-17 08:51:27.000000+00:00\", \"2020-12-14 04:26:14.000000+00:00\", \"2020-04-20 02:10:42.000000+00:00\", \"2019-01-25 09:10:45.000000+00:00\"], \"session_ids\": [\"78da8b64-c883-43ea-af91-879d55f5f68b\", \"9b1f6679-c202-4d8a-b134-791f8144ae6f\", \"9c044050-abb1-40bd-9a10-585d153f6188\", \"f28fd1b2-92ce-4e89-b5f0-a7ef8771bd30\", \"6b3150ae-f8de-4985-b560-4ff1b0a7048c\"], \"total_duration\": 1002.0, \"total_sessions\": 5, \"mean_week_duration\": 4.376}, \"98572\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-04 06:44:31.000000+00:00\", \"2020-10-25 00:03:03.000000+00:00\"], \"session_ids\": [\"eb9ae064-b477-48e7-8ede-f08db021ad9f\", \"87f2c959-0c13-4658-ae27-8b96e40ed99e\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.546}, \"64554\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-03 08:16:35.000000+00:00\", \"2019-03-17 19:19:15.000000+00:00\"], \"session_ids\": [\"1c3d4b79-4083-4c7f-a566-d16d741abedb\", \"eccba139-5662-4966-ad84-dc757b80e5a9\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 28.667}, \"78677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-01-29 17:43:04.000000+00:00\", \"2020-09-08 16:43:39.000000+00:00\"], \"session_ids\": [\"940a8efc-409f-4060-85e6-0aa22f7ca9ea\", \"ed6be638-27db-4bf0-9e5b-d7370803676d\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 21.81}}\n```\n" }, { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"52454\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-24 18:04:41.000000+00:00\", \"2022-06-25 22:11:13.000000+00:00\"], \"session_ids\": [\"bb2f8434-4080-46ab-94b6-b735d09da8fe\", \"123509bb-8f39-4e74-a728-7dcd28809ad5\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}}, {\"98572\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-04 06:44:31.000000+00:00\", \"2020-10-25 00:03:03.000000+00:00\"], \"session_ids\": [\"eb9ae064-b477-48e7-8ede-f08db021ad9f\", \"87f2c959-0c13-4658-ae27-8b96e40ed99e\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.546}}, {\"14375\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-29 12:42:12.000000+00:00\", \"2020-10-13 06:15:48.000000+00:00\", \"2019-05-17 23:56:17.000000+00:00\"], \"session_ids\": [\"46fbff28-ddb3-4e20-a1ad-a9f260a86784\", \"75d1c484-bc3e-4f7d-9dfe-db5d6ce624e1\", \"1dd9148b-d7eb-4144-a51c-d21262dd9bd5\"], \"total_duration\": 200.0, \"total_sessions\": 3, \"mean_week_duration\": 1.163}}, {\"85929\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-18 01:13:24.000000+00:00\", \"2021-04-05 16:31:23.000000+00:00\", \"2021-12-17 09:37:28.000000+00:00\"], \"session_ids\": [\"76c2efec-1c63-4d09-a6dd-97082ce388c1\", \"2f4bba3f-880d-443d-b9a1-c0c27f34d591\", \"781d1a0f-cf90-42aa-94fe-4d5f7018017c\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 1.174}}, {\"61220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-27 01:21:30.000000+00:00\", \"2020-04-26 11:24:15.000000+00:00\", \"2021-06-01 02:47:23.000000+00:00\"], \"session_ids\": [\"300315cc-7a9a-4c78-9edf-91f9c8890e12\", \"74f5eb7d-c4ee-4418-ad0f-d4ca6048f1ce\", \"140f8e33-92c6-4161-9fda-222918935e6a\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 1.759}}, {\"13455\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-27 00:54:14.000000+00:00\", \"2023-06-17 08:51:27.000000+00:00\", \"2020-12-14 04:26:14.000000+00:00\", \"2020-04-20 02:10:42.000000+00:00\", \"2019-01-25 09:10:45.000000+00:00\"], \"session_ids\": [\"78da8b64-c883-43ea-af91-879d55f5f68b\", \"9b1f6679-c202-4d8a-b134-791f8144ae6f\", \"9c044050-abb1-40bd-9a10-585d153f6188\", \"f28fd1b2-92ce-4e89-b5f0-a7ef8771bd30\", \"6b3150ae-f8de-4985-b560-4ff1b0a7048c\"], \"total_duration\": 1002.0, \"total_sessions\": 5, \"mean_week_duration\": 4.376}}, {\"92135\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-02 13:42:46.000000+00:00\", \"2023-03-26 08:38:31.000000+00:00\", \"2022-12-04 10:15:01.000000+00:00\"], \"session_ids\": [\"1df2e243-cb51-4c52-a8cc-141d2527bee3\", \"d74bede8-668a-400f-8b73-7ac70bfac8cf\", \"6af4a1ea-8bd5-49d3-afae-4e5ce1174a98\"], \"total_duration\": 1038.0, \"total_sessions\": 3, \"mean_week_duration\": 5.323}}, {\"24491\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-04-19 06:36:46.000000+00:00\", \"2019-02-12 17:54:01.000000+00:00\"], \"session_ids\": [\"dc44b174-16b7-453d-81e5-229951186a92\", \"d1c58fa0-c082-49ca-8e2a-e74988059e7f\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 5.452}}, {\"78677\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-01-29 17:43:04.000000+00:00\", \"2020-09-08 16:43:39.000000+00:00\"], \"session_ids\": [\"940a8efc-409f-4060-85e6-0aa22f7ca9ea\", \"ed6be638-27db-4bf0-9e5b-d7370803676d\"], \"total_duration\": 458.0, \"total_sessions\": 2, \"mean_week_duration\": 21.81}}, {\"64554\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2019-04-03 08:16:35.000000+00:00\", \"2019-03-17 19:19:15.000000+00:00\"], \"session_ids\": [\"1c3d4b79-4083-4c7f-a566-d16d741abedb\", \"eccba139-5662-4966-ad84-dc757b80e5a9\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 28.667}}]\n```\n" }, { "role": "message-agent", "value": "Thought: I want to filter and keep only 8 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 8, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"52454\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-24 18:04:41.000000+00:00\", \"2022-06-25 22:11:13.000000+00:00\"], \"session_ids\": [\"bb2f8434-4080-46ab-94b6-b735d09da8fe\", \"123509bb-8f39-4e74-a728-7dcd28809ad5\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}}, {\"98572\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-04 06:44:31.000000+00:00\", \"2020-10-25 00:03:03.000000+00:00\"], \"session_ids\": [\"eb9ae064-b477-48e7-8ede-f08db021ad9f\", \"87f2c959-0c13-4658-ae27-8b96e40ed99e\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.546}}, {\"14375\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-29 12:42:12.000000+00:00\", \"2020-10-13 06:15:48.000000+00:00\", \"2019-05-17 23:56:17.000000+00:00\"], \"session_ids\": [\"46fbff28-ddb3-4e20-a1ad-a9f260a86784\", \"75d1c484-bc3e-4f7d-9dfe-db5d6ce624e1\", \"1dd9148b-d7eb-4144-a51c-d21262dd9bd5\"], \"total_duration\": 200.0, \"total_sessions\": 3, \"mean_week_duration\": 1.163}}, {\"85929\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-18 01:13:24.000000+00:00\", \"2021-04-05 16:31:23.000000+00:00\", \"2021-12-17 09:37:28.000000+00:00\"], \"session_ids\": [\"76c2efec-1c63-4d09-a6dd-97082ce388c1\", \"2f4bba3f-880d-443d-b9a1-c0c27f34d591\", \"781d1a0f-cf90-42aa-94fe-4d5f7018017c\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 1.174}}, {\"61220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-27 01:21:30.000000+00:00\", \"2020-04-26 11:24:15.000000+00:00\", \"2021-06-01 02:47:23.000000+00:00\"], \"session_ids\": [\"300315cc-7a9a-4c78-9edf-91f9c8890e12\", \"74f5eb7d-c4ee-4418-ad0f-d4ca6048f1ce\", \"140f8e33-92c6-4161-9fda-222918935e6a\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 1.759}}, {\"13455\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-27 00:54:14.000000+00:00\", \"2023-06-17 08:51:27.000000+00:00\", \"2020-12-14 04:26:14.000000+00:00\", \"2020-04-20 02:10:42.000000+00:00\", \"2019-01-25 09:10:45.000000+00:00\"], \"session_ids\": [\"78da8b64-c883-43ea-af91-879d55f5f68b\", \"9b1f6679-c202-4d8a-b134-791f8144ae6f\", \"9c044050-abb1-40bd-9a10-585d153f6188\", \"f28fd1b2-92ce-4e89-b5f0-a7ef8771bd30\", \"6b3150ae-f8de-4985-b560-4ff1b0a7048c\"], \"total_duration\": 1002.0, \"total_sessions\": 5, \"mean_week_duration\": 4.376}}, {\"92135\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-02 13:42:46.000000+00:00\", \"2023-03-26 08:38:31.000000+00:00\", \"2022-12-04 10:15:01.000000+00:00\"], \"session_ids\": [\"1df2e243-cb51-4c52-a8cc-141d2527bee3\", \"d74bede8-668a-400f-8b73-7ac70bfac8cf\", \"6af4a1ea-8bd5-49d3-afae-4e5ce1174a98\"], \"total_duration\": 1038.0, \"total_sessions\": 3, \"mean_week_duration\": 5.323}}, {\"24491\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-04-19 06:36:46.000000+00:00\", \"2019-02-12 17:54:01.000000+00:00\"], \"session_ids\": [\"dc44b174-16b7-453d-81e5-229951186a92\", \"d1c58fa0-c082-49ca-8e2a-e74988059e7f\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 5.452}}]\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[{\"52454\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 4, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-10-24 18:04:41.000000+00:00\", \"2022-06-25 22:11:13.000000+00:00\"], \"session_ids\": [\"bb2f8434-4080-46ab-94b6-b735d09da8fe\", \"123509bb-8f39-4e74-a728-7dcd28809ad5\"], \"total_duration\": 28.0, \"total_sessions\": 2, \"mean_week_duration\": 0.2}}, {\"98572\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-09-04 06:44:31.000000+00:00\", \"2020-10-25 00:03:03.000000+00:00\"], \"session_ids\": [\"eb9ae064-b477-48e7-8ede-f08db021ad9f\", \"87f2c959-0c13-4658-ae27-8b96e40ed99e\"], \"total_duration\": 53.0, \"total_sessions\": 2, \"mean_week_duration\": 0.546}}, {\"14375\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3}, \"city_name\": \"Belize City\", \"datetimes\": [\"2022-08-29 12:42:12.000000+00:00\", \"2020-10-13 06:15:48.000000+00:00\", \"2019-05-17 23:56:17.000000+00:00\"], \"session_ids\": [\"46fbff28-ddb3-4e20-a1ad-a9f260a86784\", \"75d1c484-bc3e-4f7d-9dfe-db5d6ce624e1\", \"1dd9148b-d7eb-4144-a51c-d21262dd9bd5\"], \"total_duration\": 200.0, \"total_sessions\": 3, \"mean_week_duration\": 1.163}}, {\"85929\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2022-02-18 01:13:24.000000+00:00\", \"2021-04-05 16:31:23.000000+00:00\", \"2021-12-17 09:37:28.000000+00:00\"], \"session_ids\": [\"76c2efec-1c63-4d09-a6dd-97082ce388c1\", \"2f4bba3f-880d-443d-b9a1-c0c27f34d591\", \"781d1a0f-cf90-42aa-94fe-4d5f7018017c\"], \"total_duration\": 54.0, \"total_sessions\": 3, \"mean_week_duration\": 1.174}}, {\"61220\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-05-27 01:21:30.000000+00:00\", \"2020-04-26 11:24:15.000000+00:00\", \"2021-06-01 02:47:23.000000+00:00\"], \"session_ids\": [\"300315cc-7a9a-4c78-9edf-91f9c8890e12\", \"74f5eb7d-c4ee-4418-ad0f-d4ca6048f1ce\", \"140f8e33-92c6-4161-9fda-222918935e6a\"], \"total_duration\": 102.0, \"total_sessions\": 3, \"mean_week_duration\": 1.759}}, {\"13455\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2021-11-27 00:54:14.000000+00:00\", \"2023-06-17 08:51:27.000000+00:00\", \"2020-12-14 04:26:14.000000+00:00\", \"2020-04-20 02:10:42.000000+00:00\", \"2019-01-25 09:10:45.000000+00:00\"], \"session_ids\": [\"78da8b64-c883-43ea-af91-879d55f5f68b\", \"9b1f6679-c202-4d8a-b134-791f8144ae6f\", \"9c044050-abb1-40bd-9a10-585d153f6188\", \"f28fd1b2-92ce-4e89-b5f0-a7ef8771bd30\", \"6b3150ae-f8de-4985-b560-4ff1b0a7048c\"], \"total_duration\": 1002.0, \"total_sessions\": 5, \"mean_week_duration\": 4.376}}, {\"92135\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2019-07-02 13:42:46.000000+00:00\", \"2023-03-26 08:38:31.000000+00:00\", \"2022-12-04 10:15:01.000000+00:00\"], \"session_ids\": [\"1df2e243-cb51-4c52-a8cc-141d2527bee3\", \"d74bede8-668a-400f-8b73-7ac70bfac8cf\", \"6af4a1ea-8bd5-49d3-afae-4e5ce1174a98\"], \"total_duration\": 1038.0, \"total_sessions\": 3, \"mean_week_duration\": 5.323}}, {\"24491\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 3}, \"city_name\": \"Panama City\", \"datetimes\": [\"2020-04-19 06:36:46.000000+00:00\", \"2019-02-12 17:54:01.000000+00:00\"], \"session_ids\": [\"dc44b174-16b7-453d-81e5-229951186a92\", \"d1c58fa0-c082-49ca-8e2a-e74988059e7f\"], \"total_duration\": 338.0, \"total_sessions\": 2, \"mean_week_duration\": 5.452}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display 2 users pieces of information who have mean of duration of sessions per week strictly greater than 34 and strictly less than 5 plus sort by app usage time form the lowest value to the highest value." }, { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"66358\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-26 19:29:39.000000+00:00\", \"2022-06-11 06:09:06.000000+00:00\"], \"session_ids\": [\"40e03fbc-48ac-484c-ba64-64f30ba8b509\", \"5cc07a81-ebef-4230-956c-c7ad2b7d3e58\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 3.353}, \"71312\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-23 17:20:18.000000+00:00\", \"2022-03-02 01:21:09.000000+00:00\"], \"session_ids\": [\"0026cb6c-4e02-4671-88db-1d2ebe91098d\", \"df0674c9-05f5-40a1-ad5d-47778128476a\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}, \"76023\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 5, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-11-22 02:43:08.000000+00:00\", \"2021-09-02 02:47:54.000000+00:00\"], \"session_ids\": [\"ca9385f6-ea93-490f-a7f5-4774a91c9e28\", \"fc1480aa-cb26-449b-91c5-f6481d9e774e\"], \"total_duration\": 191.0, \"total_sessions\": 2, \"mean_week_duration\": 15.917}, \"73915\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-03 19:55:25.000000+00:00\", \"2022-10-18 09:58:42.000000+00:00\"], \"session_ids\": [\"063f4cca-fdb6-4cfe-8835-f5b8bc92b592\", \"1804f58b-f8b8-46bb-9bb2-6e8fc763a697\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 101.0}, \"73977\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-12 17:56:05.000000+00:00\", \"2021-12-03 23:21:06.000000+00:00\"], \"session_ids\": [\"bba25012-be36-4f00-9cb1-2bffe0e51546\", \"8f5a77df-eae1-4973-b939-34133c5a6c6a\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 0.756}, \"98707\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-26 12:00:59.000000+00:00\", \"2019-06-01 08:00:39.000000+00:00\"], \"session_ids\": [\"2bb3085c-f664-4e09-81e1-0442f675878c\", \"2411a0a0-ac1d-432d-b9d5-932f71d4f753\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 57.75}, \"15286\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-16 21:23:58.000000+00:00\", \"2022-01-08 06:15:34.000000+00:00\", \"2023-01-08 23:59:33.000000+00:00\", \"2022-08-25 10:05:19.000000+00:00\", \"2019-06-17 23:45:46.000000+00:00\", \"2019-10-12 03:54:46.000000+00:00\", \"2019-02-12 09:12:08.000000+00:00\"], \"session_ids\": [\"008f9bc6-af79-494c-a9b7-b2fda99f53ae\", \"84274dae-d843-4de1-a6ce-e89c83f35eae\", \"c095067a-74ed-4d50-93cb-692b014fc4d1\", \"b14ca051-ca4c-4d23-bed3-380173de291b\", \"b2dfb839-d87f-45ce-a7f0-c922c6afb8df\", \"41a9d9b5-cf87-4809-ad16-e738e9995d99\", \"576d4b57-3295-4b54-a46c-152997fcfd2b\"], \"total_duration\": 10867.0, \"total_sessions\": 7, \"mean_week_duration\": 49.849}, \"37188\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-16 04:57:34.000000+00:00\", \"2019-06-09 19:42:12.000000+00:00\", \"2019-01-23 16:51:21.000000+00:00\", \"2021-12-15 20:44:30.000000+00:00\", \"2019-03-16 21:43:11.000000+00:00\", \"2020-03-07 05:32:24.000000+00:00\", \"2021-04-07 08:39:45.000000+00:00\", \"2019-06-02 11:39:58.000000+00:00\", \"2023-05-29 01:58:08.000000+00:00\", \"2020-09-21 17:24:18.000000+00:00\", \"2019-07-04 16:06:29.000000+00:00\"], \"session_ids\": [\"93a7ecad-9887-45db-8151-09345fb34d5e\", \"be44b9e8-96ee-4c48-86b7-8fafca179a39\", \"b426d43b-44cc-41df-8344-7792fa28a4b5\", \"cf6bb4e8-1627-464b-a1af-6e097d5d7b81\", \"989a362c-9fa7-4f33-b928-44169f1683e6\", \"d386800b-6ae2-4560-ad60-9babe39a547c\", \"1827e263-d1bf-4ba0-8533-e7f5ac6039e1\", \"ef7e5269-d1bc-4775-a2ce-4a349fb33a7e\", \"6fea4d8f-a6aa-43b0-9056-186b8b506556\", \"f10e7db0-3574-48a6-85bf-dc0043b1a6c5\", \"f87978ae-0230-4f6a-a7f3-6357af4a844d\"], \"total_duration\": 832.0, \"total_sessions\": 11, \"mean_week_duration\": 3.665}, \"92372\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2019-08-06 10:29:36.000000+00:00\", \"2020-01-17 11:39:42.000000+00:00\", \"2021-06-27 08:42:20.000000+00:00\"], \"session_ids\": [\"1eb02548-dd39-4e19-beb5-dc635b29de4f\", \"0f13e4e5-26b9-49d9-a890-aebbf74a6381\", \"ef50334e-fe9f-4eca-9284-0b0c20ada8e3\"], \"total_duration\": 975.0, \"total_sessions\": 3, \"mean_week_duration\": 9.848}, \"38997\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2019-02-25 09:27:53.000000+00:00\", \"2022-11-28 05:10:00.000000+00:00\", \"2019-10-05 23:12:24.000000+00:00\"], \"session_ids\": [\"12394c4a-ba92-4458-bf9b-dc52c3dbc2f7\", \"26b8b6e0-cd16-4b8f-a8c9-d696d973dc39\", \"86d59369-a0b4-471d-80be-a326731739de\"], \"total_duration\": 1096.0, \"total_sessions\": 3, \"mean_week_duration\": 5.592}}\n```\n" }, { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 5 and are greater than 34" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">\"]]}, \"all_values\": {\"mean_week_duration\": [[5, 34]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"66358\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-26 19:29:39.000000+00:00\", \"2022-06-11 06:09:06.000000+00:00\"], \"session_ids\": [\"40e03fbc-48ac-484c-ba64-64f30ba8b509\", \"5cc07a81-ebef-4230-956c-c7ad2b7d3e58\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 3.353}, \"71312\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-23 17:20:18.000000+00:00\", \"2022-03-02 01:21:09.000000+00:00\"], \"session_ids\": [\"0026cb6c-4e02-4671-88db-1d2ebe91098d\", \"df0674c9-05f5-40a1-ad5d-47778128476a\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}, \"73977\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-12 17:56:05.000000+00:00\", \"2021-12-03 23:21:06.000000+00:00\"], \"session_ids\": [\"bba25012-be36-4f00-9cb1-2bffe0e51546\", \"8f5a77df-eae1-4973-b939-34133c5a6c6a\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 0.756}, \"37188\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-16 04:57:34.000000+00:00\", \"2019-06-09 19:42:12.000000+00:00\", \"2019-01-23 16:51:21.000000+00:00\", \"2021-12-15 20:44:30.000000+00:00\", \"2019-03-16 21:43:11.000000+00:00\", \"2020-03-07 05:32:24.000000+00:00\", \"2021-04-07 08:39:45.000000+00:00\", \"2019-06-02 11:39:58.000000+00:00\", \"2023-05-29 01:58:08.000000+00:00\", \"2020-09-21 17:24:18.000000+00:00\", \"2019-07-04 16:06:29.000000+00:00\"], \"session_ids\": [\"93a7ecad-9887-45db-8151-09345fb34d5e\", \"be44b9e8-96ee-4c48-86b7-8fafca179a39\", \"b426d43b-44cc-41df-8344-7792fa28a4b5\", \"cf6bb4e8-1627-464b-a1af-6e097d5d7b81\", \"989a362c-9fa7-4f33-b928-44169f1683e6\", \"d386800b-6ae2-4560-ad60-9babe39a547c\", \"1827e263-d1bf-4ba0-8533-e7f5ac6039e1\", \"ef7e5269-d1bc-4775-a2ce-4a349fb33a7e\", \"6fea4d8f-a6aa-43b0-9056-186b8b506556\", \"f10e7db0-3574-48a6-85bf-dc0043b1a6c5\", \"f87978ae-0230-4f6a-a7f3-6357af4a844d\"], \"total_duration\": 832.0, \"total_sessions\": 11, \"mean_week_duration\": 3.665}, \"73915\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-03 19:55:25.000000+00:00\", \"2022-10-18 09:58:42.000000+00:00\"], \"session_ids\": [\"063f4cca-fdb6-4cfe-8835-f5b8bc92b592\", \"1804f58b-f8b8-46bb-9bb2-6e8fc763a697\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 101.0}, \"98707\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-26 12:00:59.000000+00:00\", \"2019-06-01 08:00:39.000000+00:00\"], \"session_ids\": [\"2bb3085c-f664-4e09-81e1-0442f675878c\", \"2411a0a0-ac1d-432d-b9d5-932f71d4f753\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 57.75}, \"15286\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-16 21:23:58.000000+00:00\", \"2022-01-08 06:15:34.000000+00:00\", \"2023-01-08 23:59:33.000000+00:00\", \"2022-08-25 10:05:19.000000+00:00\", \"2019-06-17 23:45:46.000000+00:00\", \"2019-10-12 03:54:46.000000+00:00\", \"2019-02-12 09:12:08.000000+00:00\"], \"session_ids\": [\"008f9bc6-af79-494c-a9b7-b2fda99f53ae\", \"84274dae-d843-4de1-a6ce-e89c83f35eae\", \"c095067a-74ed-4d50-93cb-692b014fc4d1\", \"b14ca051-ca4c-4d23-bed3-380173de291b\", \"b2dfb839-d87f-45ce-a7f0-c922c6afb8df\", \"41a9d9b5-cf87-4809-ad16-e738e9995d99\", \"576d4b57-3295-4b54-a46c-152997fcfd2b\"], \"total_duration\": 10867.0, \"total_sessions\": 7, \"mean_week_duration\": 49.849}}\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[{\"71312\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-23 17:20:18.000000+00:00\", \"2022-03-02 01:21:09.000000+00:00\"], \"session_ids\": [\"0026cb6c-4e02-4671-88db-1d2ebe91098d\", \"df0674c9-05f5-40a1-ad5d-47778128476a\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}}, {\"73977\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-12 17:56:05.000000+00:00\", \"2021-12-03 23:21:06.000000+00:00\"], \"session_ids\": [\"bba25012-be36-4f00-9cb1-2bffe0e51546\", \"8f5a77df-eae1-4973-b939-34133c5a6c6a\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 0.756}}, {\"73915\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2022-10-03 19:55:25.000000+00:00\", \"2022-10-18 09:58:42.000000+00:00\"], \"session_ids\": [\"063f4cca-fdb6-4cfe-8835-f5b8bc92b592\", \"1804f58b-f8b8-46bb-9bb2-6e8fc763a697\"], \"total_duration\": 202.0, \"total_sessions\": 2, \"mean_week_duration\": 101.0}}, {\"66358\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 1}, \"city_name\": \"San Jose\", \"datetimes\": [\"2020-06-26 19:29:39.000000+00:00\", \"2022-06-11 06:09:06.000000+00:00\"], \"session_ids\": [\"40e03fbc-48ac-484c-ba64-64f30ba8b509\", \"5cc07a81-ebef-4230-956c-c7ad2b7d3e58\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 3.353}}, {\"98707\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 5}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2019-07-26 12:00:59.000000+00:00\", \"2019-06-01 08:00:39.000000+00:00\"], \"session_ids\": [\"2bb3085c-f664-4e09-81e1-0442f675878c\", \"2411a0a0-ac1d-432d-b9d5-932f71d4f753\"], \"total_duration\": 462.0, \"total_sessions\": 2, \"mean_week_duration\": 57.75}}, {\"37188\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2020-10-16 04:57:34.000000+00:00\", \"2019-06-09 19:42:12.000000+00:00\", \"2019-01-23 16:51:21.000000+00:00\", \"2021-12-15 20:44:30.000000+00:00\", \"2019-03-16 21:43:11.000000+00:00\", \"2020-03-07 05:32:24.000000+00:00\", \"2021-04-07 08:39:45.000000+00:00\", \"2019-06-02 11:39:58.000000+00:00\", \"2023-05-29 01:58:08.000000+00:00\", \"2020-09-21 17:24:18.000000+00:00\", \"2019-07-04 16:06:29.000000+00:00\"], \"session_ids\": [\"93a7ecad-9887-45db-8151-09345fb34d5e\", \"be44b9e8-96ee-4c48-86b7-8fafca179a39\", \"b426d43b-44cc-41df-8344-7792fa28a4b5\", \"cf6bb4e8-1627-464b-a1af-6e097d5d7b81\", \"989a362c-9fa7-4f33-b928-44169f1683e6\", \"d386800b-6ae2-4560-ad60-9babe39a547c\", \"1827e263-d1bf-4ba0-8533-e7f5ac6039e1\", \"ef7e5269-d1bc-4775-a2ce-4a349fb33a7e\", \"6fea4d8f-a6aa-43b0-9056-186b8b506556\", \"f10e7db0-3574-48a6-85bf-dc0043b1a6c5\", \"f87978ae-0230-4f6a-a7f3-6357af4a844d\"], \"total_duration\": 832.0, \"total_sessions\": 11, \"mean_week_duration\": 3.665}}, {\"15286\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2023-04-16 21:23:58.000000+00:00\", \"2022-01-08 06:15:34.000000+00:00\", \"2023-01-08 23:59:33.000000+00:00\", \"2022-08-25 10:05:19.000000+00:00\", \"2019-06-17 23:45:46.000000+00:00\", \"2019-10-12 03:54:46.000000+00:00\", \"2019-02-12 09:12:08.000000+00:00\"], \"session_ids\": [\"008f9bc6-af79-494c-a9b7-b2fda99f53ae\", \"84274dae-d843-4de1-a6ce-e89c83f35eae\", \"c095067a-74ed-4d50-93cb-692b014fc4d1\", \"b14ca051-ca4c-4d23-bed3-380173de291b\", \"b2dfb839-d87f-45ce-a7f0-c922c6afb8df\", \"41a9d9b5-cf87-4809-ad16-e738e9995d99\", \"576d4b57-3295-4b54-a46c-152997fcfd2b\"], \"total_duration\": 10867.0, \"total_sessions\": 7, \"mean_week_duration\": 49.849}}]\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[{\"71312\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-23 17:20:18.000000+00:00\", \"2022-03-02 01:21:09.000000+00:00\"], \"session_ids\": [\"0026cb6c-4e02-4671-88db-1d2ebe91098d\", \"df0674c9-05f5-40a1-ad5d-47778128476a\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}}, {\"73977\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-12 17:56:05.000000+00:00\", \"2021-12-03 23:21:06.000000+00:00\"], \"session_ids\": [\"bba25012-be36-4f00-9cb1-2bffe0e51546\", \"8f5a77df-eae1-4973-b939-34133c5a6c6a\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 0.756}}]\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[{\"71312\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 2}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2019-04-23 17:20:18.000000+00:00\", \"2022-03-02 01:21:09.000000+00:00\"], \"session_ids\": [\"0026cb6c-4e02-4671-88db-1d2ebe91098d\", \"df0674c9-05f5-40a1-ad5d-47778128476a\"], \"total_duration\": 48.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}}, {\"73977\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2}, \"city_name\": \"Caracas\", \"datetimes\": [\"2020-04-12 17:56:05.000000+00:00\", \"2021-12-03 23:21:06.000000+00:00\"], \"session_ids\": [\"bba25012-be36-4f00-9cb1-2bffe0e51546\", \"8f5a77df-eae1-4973-b939-34133c5a6c6a\"], \"total_duration\": 65.0, \"total_sessions\": 2, \"mean_week_duration\": 0.756}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 8 users who have duration total is bigger than 696 and strictly smaller than 4899 + implement sorting by all sessions quantity asc." }, { "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{\"70292\": {\"keyflows\": {\"Sign In Flow\": 3}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2020-03-25 07:54:12.000000+00:00\", \"2019-09-13 21:23:06.000000+00:00\", \"2023-06-27 00:49:00.000000+00:00\", \"2019-06-03 19:26:28.000000+00:00\"], \"session_ids\": [\"b2f03bfa-20f8-4480-86ad-8f2c940ac722\", \"9eeab3ec-e3f1-454f-bc4e-267bbf7955e6\", \"873aaacc-dfd4-4840-bc5a-0640e28cf98f\", \"4d9c8754-8471-4577-b7f1-c1175967ffef\"], \"total_duration\": 302.0, \"total_sessions\": 4, \"mean_week_duration\": 1.425}, \"54947\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-07-17 15:27:32.000000+00:00\", \"2022-01-07 17:26:23.000000+00:00\"], \"session_ids\": [\"65b6c82c-3b74-4bda-bf3d-7d07679badc2\", \"8051b586-9112-40e9-82cc-831742c21466\"], \"total_duration\": 145.0, \"total_sessions\": 2, \"mean_week_duration\": 1.115}, \"27984\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2020-10-25 15:15:28.000000+00:00\", \"2020-08-29 10:18:57.000000+00:00\", \"2019-07-05 16:31:18.000000+00:00\", \"2020-08-26 02:18:58.000000+00:00\", \"2020-03-20 12:24:05.000000+00:00\", \"2022-09-16 14:53:58.000000+00:00\"], \"session_ids\": [\"f3b625f4-0dcb-47b5-8532-fdbeec236095\", \"ddc3203c-62be-458a-852e-1d3bf3107ee0\", \"7848a60b-4c42-4651-bb34-5deac98021f2\", \"f437a7c6-0337-4138-b8e5-f5982f40a40d\", \"ea619bee-f4ab-4c61-8397-3146cc09d0ea\", \"8f332912-0d9a-4331-8c2f-384a2f77415c\"], \"total_duration\": 5430.0, \"total_sessions\": 6, \"mean_week_duration\": 32.515}, \"30233\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2021-05-25 01:29:19.000000+00:00\", \"2021-11-05 23:04:22.000000+00:00\", \"2022-08-09 08:21:34.000000+00:00\", \"2020-03-05 13:31:40.000000+00:00\", \"2021-06-15 00:30:40.000000+00:00\", \"2019-03-12 23:49:32.000000+00:00\", \"2020-10-27 08:55:05.000000+00:00\", \"2023-03-29 14:36:03.000000+00:00\", \"2022-07-13 03:30:13.000000+00:00\", \"2021-02-14 15:05:23.000000+00:00\", \"2019-12-28 09:02:17.000000+00:00\"], \"session_ids\": [\"c1b527f4-7b8d-421d-9187-aa28f098a88a\", \"7a40a4a5-2f1e-4abb-a699-e0a821f7226d\", \"7eb358b7-4d01-4777-ad5e-980bc6bee464\", \"c23c758f-c251-470e-bae3-9ce290cf3c31\", \"984f2ffb-ce92-4965-b61d-4d4d8ca2f4a5\", \"4ca9a8b3-7b26-4829-83e6-e8dde4adf7ee\", \"bb68f4d4-405d-4fe7-a9b8-7f56a33426bd\", \"e7768211-215a-4f13-bfaf-0142f4a38b50\", \"0847261b-27e4-485c-ba7b-656eb0b6a0e9\", \"5aded880-2bf0-4ac5-a33c-b5f147b8c59a\", \"08f502dc-bf37-496a-8029-8f0b5c29881e\"], \"total_duration\": 43312.0, \"total_sessions\": 11, \"mean_week_duration\": 205.27}, \"66115\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 5, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-05-05 02:31:19.000000+00:00\", \"2020-06-03 08:55:51.000000+00:00\", \"2021-07-15 22:02:37.000000+00:00\", \"2021-10-18 21:31:19.000000+00:00\"], \"session_ids\": [\"155aaca5-82fe-4f75-bc28-0468ac17b843\", \"438e662e-bd12-4bae-8df4-326316ef6da3\", \"a94e9cac-df01-4df7-8ca5-96a44a024e79\", \"a83cc3bd-eb88-41a6-84b2-129a846e17b0\"], \"total_duration\": 145.0, \"total_sessions\": 4, \"mean_week_duration\": 1.124}, \"31599\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2020-09-14 15:59:41.000000+00:00\", \"2021-11-02 01:09:29.000000+00:00\"], \"session_ids\": [\"58885f8c-a935-4b79-b801-eecb0cfb66a8\", \"ca2f5ac6-095b-4573-9b43-393e9667a37c\"], \"total_duration\": 17.0, \"total_sessions\": 2, \"mean_week_duration\": 0.288}, \"3580\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Panama City\", \"datetimes\": [\"2022-03-22 20:37:58.000000+00:00\", \"2021-03-16 21:27:15.000000+00:00\"], \"session_ids\": [\"d092e178-19e2-4e57-a0eb-331d6923dc3c\", \"287e47b9-d6a9-489d-9909-35f72acea74d\"], \"total_duration\": 216.0, \"total_sessions\": 2, \"mean_week_duration\": 4.075}, \"92336\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Copenhagen\", \"datetimes\": [\"2022-11-10 01:42:49.000000+00:00\", \"2021-11-27 08:03:29.000000+00:00\"], \"session_ids\": [\"81c0d1d1-ee9f-4096-86dc-0fb1762fcd75\", \"a2342b58-0f04-4459-91c0-fd2865c4d26c\"], \"total_duration\": 169.0, \"total_sessions\": 2, \"mean_week_duration\": 3.38}, \"29969\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 1}, \"city_name\": \"San Juan\", \"datetimes\": [\"2021-04-27 16:14:12.000000+00:00\", \"2021-12-02 17:49:28.000000+00:00\"], \"session_ids\": [\"da1848ff-c12f-4902-a49b-9edb3af630a4\", \"e7f248cc-7adc-40fa-bcff-92e0d7ebf793\"], \"total_duration\": 16.0, \"total_sessions\": 2, \"mean_week_duration\": 0.5}, \"48990\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"Stockholm\", \"datetimes\": [\"2021-10-21 20:20:19.000000+00:00\", \"2022-09-27 22:54:25.000000+00:00\", \"2023-02-01 11:13:07.000000+00:00\"], \"session_ids\": [\"0b722a5e-36cd-4bca-9c02-fd4639ac83a1\", \"75b327a1-2aea-4e3b-a99f-325573feca41\", \"4a55501e-d68e-49cd-9a7f-8e5ebd5a9487\"], \"total_duration\": 396.0, \"total_sessions\": 3, \"mean_week_duration\": 5.91}}\n```\n" }, { "role": "message-agent", "value": "Thought: I need to retain the information about users who's total_duration are equal or greater than 696 and are less than 4899" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"total_duration\": [[696, 4899]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" }, { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to finish my work on that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I want to know about 2 users who are bot users based on quantity of sessions in addition implement sorting by total time using the app in asc order , moreover provide me only with 3 pieces of information." }, { "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{\"88126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-11 18:35:05.000000+00:00\", \"2021-10-25 10:04:00.000000+00:00\"], \"session_ids\": [\"d68470de-b5aa-422c-9511-88dc63d57c1f\", \"6630206e-68f5-4798-a215-82d4d41963da\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}, \"62827\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-10 06:11:09.000000+00:00\", \"2023-06-12 21:39:01.000000+00:00\"], \"session_ids\": [\"a001b64c-dd61-403c-a00d-bce59c03dd2c\", \"fe6e6412-02fa-47af-83d5-b3790b7ef544\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 0.531}, \"85666\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-11-07 13:53:54.000000+00:00\", \"2021-03-04 20:33:25.000000+00:00\", \"2023-03-21 14:40:11.000000+00:00\"], \"session_ids\": [\"b25ebb0a-216f-46c8-9843-41ad2aa3e786\", \"d8f2bf7b-783e-44a2-850d-7aa383657a07\", \"a4945eab-9b03-49fc-ba7d-5f472ecb71f6\"], \"total_duration\": 365.0, \"total_sessions\": 3, \"mean_week_duration\": 2.944}, \"93334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-04-11 18:06:57.000000+00:00\", \"2023-02-15 03:46:42.000000+00:00\"], \"session_ids\": [\"6dbe6bf2-52c2-41fc-9ee4-6baf163904ec\", \"932c53b1-f0b7-4881-ad7c-386b43eadbb4\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}, \"50003\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 2}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2021-01-01 22:45:10.000000+00:00\", \"2022-08-05 23:52:34.000000+00:00\"], \"session_ids\": [\"752704bb-4c20-421d-9849-b676f7a72964\", \"e9af30f4-2aeb-4990-b38c-8883e4595aa6\"], \"total_duration\": 205.0, \"total_sessions\": 2, \"mean_week_duration\": 2.47}, \"78211\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Hanoi\", \"datetimes\": [\"2022-01-24 06:53:50.000000+00:00\", \"2021-11-02 10:03:31.000000+00:00\"], \"session_ids\": [\"735a1a7f-da87-4b38-9e9e-69bb7eb2c28f\", \"a6f12542-5305-4783-b2f5-b40cb30256f7\"], \"total_duration\": 85.0, \"total_sessions\": 2, \"mean_week_duration\": 7.083}, \"50033\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Prague\", \"datetimes\": [\"2021-01-26 03:35:30.000000+00:00\", \"2019-09-13 19:03:41.000000+00:00\", \"2019-06-13 01:37:46.000000+00:00\"], \"session_ids\": [\"1ddfa73f-16b6-4a87-9a6e-4fcdae20fad5\", \"8cca90bf-eb41-4ba4-9184-843990b325f7\", \"242e3613-c94a-4f9e-a4d6-2bee199e73ff\"], \"total_duration\": 720.0, \"total_sessions\": 3, \"mean_week_duration\": 8.471}, \"66625\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 4, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Oslo\", \"datetimes\": [\"2021-01-02 22:10:25.000000+00:00\", \"2022-01-02 20:48:01.000000+00:00\"], \"session_ids\": [\"b6f410c2-6a75-45a8-912f-b86f2985eaa9\", \"30a07858-4fcd-4b4f-8346-7a84097062c7\"], \"total_duration\": 326.0, \"total_sessions\": 2, \"mean_week_duration\": 6.269}, \"75116\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 8, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 1}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-04-26 19:53:12.000000+00:00\", \"2021-05-30 08:53:25.000000+00:00\", \"2021-03-25 10:39:58.000000+00:00\", \"2020-08-05 16:06:09.000000+00:00\", \"2021-01-27 11:31:33.000000+00:00\", \"2023-03-27 12:22:54.000000+00:00\", \"2022-09-07 10:24:51.000000+00:00\", \"2020-11-09 01:43:34.000000+00:00\", \"2023-04-28 13:58:36.000000+00:00\"], \"session_ids\": [\"87389ca2-4875-423c-b838-fca2fda132ef\", \"bee24ee3-8f7e-4cd5-9492-d1204eb94a21\", \"2aead9c1-2214-4fc5-a8c4-7bb8bd80f1e7\", \"6a545f51-ce5b-4db3-a7d6-6f5e92d8cff9\", \"2997bb5d-c7c6-4953-9578-e242f1b8d260\", \"a4d53d4b-2726-4911-a1a8-e6e2c0b88ad1\", \"825edab1-702e-4cef-bc50-5b770988bc82\", \"e6dd16bd-26ed-49fe-89f1-222d14facfc9\", \"c4dd9abe-f12e-4fbd-a3c1-c5f809da7e74\"], \"total_duration\": 641.0, \"total_sessions\": 9, \"mean_week_duration\": 3.067}, \"1706\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 4, \"Fallout Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2021-12-26 15:04:37.000000+00:00\", \"2022-08-30 20:53:42.000000+00:00\", \"2020-08-18 13:28:06.000000+00:00\"], \"session_ids\": [\"24a13294-fbd3-4e93-bf03-cca12cdc3e88\", \"df3b6192-fd6e-4260-947d-931bca3f7973\", \"6d5372ce-b04b-404f-825f-316f92653837\"], \"total_duration\": 829.0, \"total_sessions\": 3, \"mean_week_duration\": 7.821}}\n```\n" }, { "role": "message-agent", "value": "Thought: I need to get entries with the lowest 2 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 2}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"88126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-11 18:35:05.000000+00:00\", \"2021-10-25 10:04:00.000000+00:00\"], \"session_ids\": [\"d68470de-b5aa-422c-9511-88dc63d57c1f\", \"6630206e-68f5-4798-a215-82d4d41963da\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}}, {\"62827\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-10 06:11:09.000000+00:00\", \"2023-06-12 21:39:01.000000+00:00\"], \"session_ids\": [\"a001b64c-dd61-403c-a00d-bce59c03dd2c\", \"fe6e6412-02fa-47af-83d5-b3790b7ef544\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 0.531}}, {\"93334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-04-11 18:06:57.000000+00:00\", \"2023-02-15 03:46:42.000000+00:00\"], \"session_ids\": [\"6dbe6bf2-52c2-41fc-9ee4-6baf163904ec\", \"932c53b1-f0b7-4881-ad7c-386b43eadbb4\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}}]\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[{\"88126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-11 18:35:05.000000+00:00\", \"2021-10-25 10:04:00.000000+00:00\"], \"session_ids\": [\"d68470de-b5aa-422c-9511-88dc63d57c1f\", \"6630206e-68f5-4798-a215-82d4d41963da\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}}, {\"62827\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-10 06:11:09.000000+00:00\", \"2023-06-12 21:39:01.000000+00:00\"], \"session_ids\": [\"a001b64c-dd61-403c-a00d-bce59c03dd2c\", \"fe6e6412-02fa-47af-83d5-b3790b7ef544\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 0.531}}, {\"93334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-04-11 18:06:57.000000+00:00\", \"2023-02-15 03:46:42.000000+00:00\"], \"session_ids\": [\"6dbe6bf2-52c2-41fc-9ee4-6baf163904ec\", \"932c53b1-f0b7-4881-ad7c-386b43eadbb4\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}}]\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[{\"88126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-11 18:35:05.000000+00:00\", \"2021-10-25 10:04:00.000000+00:00\"], \"session_ids\": [\"d68470de-b5aa-422c-9511-88dc63d57c1f\", \"6630206e-68f5-4798-a215-82d4d41963da\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}}, {\"62827\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-10 06:11:09.000000+00:00\", \"2023-06-12 21:39:01.000000+00:00\"], \"session_ids\": [\"a001b64c-dd61-403c-a00d-bce59c03dd2c\", \"fe6e6412-02fa-47af-83d5-b3790b7ef544\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 0.531}}, {\"93334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-04-11 18:06:57.000000+00:00\", \"2023-02-15 03:46:42.000000+00:00\"], \"session_ids\": [\"6dbe6bf2-52c2-41fc-9ee4-6baf163904ec\", \"932c53b1-f0b7-4881-ad7c-386b43eadbb4\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}}]\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[{\"88126\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 4, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-12-11 18:35:05.000000+00:00\", \"2021-10-25 10:04:00.000000+00:00\"], \"session_ids\": [\"d68470de-b5aa-422c-9511-88dc63d57c1f\", \"6630206e-68f5-4798-a215-82d4d41963da\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.322}}, {\"62827\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-05-10 06:11:09.000000+00:00\", \"2023-06-12 21:39:01.000000+00:00\"], \"session_ids\": [\"a001b64c-dd61-403c-a00d-bce59c03dd2c\", \"fe6e6412-02fa-47af-83d5-b3790b7ef544\"], \"total_duration\": 86.0, \"total_sessions\": 2, \"mean_week_duration\": 0.531}}, {\"93334\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 1}, \"city_name\": \"Edinburgh\", \"datetimes\": [\"2019-04-11 18:06:57.000000+00:00\", \"2023-02-15 03:46:42.000000+00:00\"], \"session_ids\": [\"6dbe6bf2-52c2-41fc-9ee4-6baf163904ec\", \"932c53b1-f0b7-4881-ad7c-386b43eadbb4\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 0.532}}]\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 whose mean_week_duration exceeds 40 while staying below 10, exclusively 10 , do sorting by time spent on the site per week form the lowest to the highest , remain only 3 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{\"27374\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-11 04:46:33.000000+00:00\", \"2021-03-09 20:22:50.000000+00:00\", \"2021-09-10 14:26:53.000000+00:00\"], \"session_ids\": [\"e8df90e1-e807-44aa-ae5f-315a8ea3b0e4\", \"b54b050b-9b45-44cd-8435-357d4965ec38\", \"b5d69743-9544-4c39-ab2a-b4f65d36716b\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.237}, \"58236\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-19 18:10:59.000000+00:00\", \"2021-10-28 09:59:22.000000+00:00\"], \"session_ids\": [\"a7c74729-e49a-4afc-9724-ea70597b47f9\", \"06e1820f-cc10-4af0-87ac-e17481a890de\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 3.821}, \"53564\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-02-25 00:30:48.000000+00:00\", \"2019-07-25 09:19:18.000000+00:00\", \"2020-09-23 10:26:13.000000+00:00\", \"2020-03-14 22:11:33.000000+00:00\"], \"session_ids\": [\"9b6def7a-1691-4cde-883a-5c7f0ac85318\", \"b32020d7-9d86-4e78-bac0-613abb98e9e8\", \"03f0a9c7-ba2b-478e-9600-591d1025bc7f\", \"535ce880-0735-4f42-a642-011b81bd62de\"], \"total_duration\": 1013.0, \"total_sessions\": 4, \"mean_week_duration\": 5.388}, \"52337\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-05-11 15:32:26.000000+00:00\", \"2019-06-06 23:54:04.000000+00:00\"], \"session_ids\": [\"93b3f612-7b19-4186-b698-cd81d6af50dd\", \"d428aa03-5648-4da9-a098-0c05921c258f\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.483}, \"23002\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-06-23 00:13:20.000000+00:00\", \"2020-11-03 00:44:15.000000+00:00\"], \"session_ids\": [\"dca7acda-238e-4764-8d46-b4ea3f8af12c\", \"2f004973-b06e-452b-9599-d88878041044\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 4.0}, \"81554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-08 22:41:00.000000+00:00\", \"2020-07-29 01:31:21.000000+00:00\", \"2023-06-16 10:21:47.000000+00:00\", \"2020-04-09 17:18:17.000000+00:00\"], \"session_ids\": [\"e7302d33-ff63-4795-be8a-ce8c7eaf5ec3\", \"bdbc9412-123b-4e4d-a430-3273ab22ada2\", \"92edb446-8fdd-4346-a79e-eeb6b91fe1fc\", \"5b44ad52-96b2-48ef-a93b-7d8af5201749\"], \"total_duration\": 775.0, \"total_sessions\": 4, \"mean_week_duration\": 4.016}, \"56603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-17 18:02:22.000000+00:00\", \"2019-10-13 10:07:48.000000+00:00\", \"2019-09-24 20:13:42.000000+00:00\"], \"session_ids\": [\"4e51b71c-be06-4497-b148-951a671ca35e\", \"62dec454-d7a7-4138-a35c-722cc1e2740d\", \"e10b05e5-2e0e-4a96-8794-48e3de9ef322\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.231}, \"56822\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-02-24 12:20:16.000000+00:00\", \"2022-12-19 16:21:28.000000+00:00\"], \"session_ids\": [\"f57b58e4-e78f-47ee-aa88-ad833b889df5\", \"0e8b04c5-044e-4201-b632-c284757c02d4\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 0.645}, \"21017\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-10-19 07:03:09.000000+00:00\", \"2020-10-18 21:59:45.000000+00:00\", \"2020-12-22 06:15:04.000000+00:00\"], \"session_ids\": [\"25795cc2-6f4c-4173-95ac-5526092347c1\", \"29f59f13-19fd-4654-a9cd-b34724ee7376\", \"fceccadf-81a6-4b0e-bb73-fb0d9de0b714\"], \"total_duration\": 180.0, \"total_sessions\": 3, \"mean_week_duration\": 1.714}, \"16292\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-12-28 23:53:14.000000+00:00\", \"2022-01-02 16:37:35.000000+00:00\", \"2020-11-10 12:20:11.000000+00:00\"], \"session_ids\": [\"87954c88-c957-4de5-b520-ea9a64e0a2e2\", \"7d6362cf-2436-4969-ac1b-69dbccf3fc9b\", \"3effd403-d786-43bc-92ae-5b45c631e254\"], \"total_duration\": 71.0, \"total_sessions\": 3, \"mean_week_duration\": 0.634}}\n```\n" }, { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are less than 10 and are equal or greater than 40" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[10, 40]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"27374\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-11 04:46:33.000000+00:00\", \"2021-03-09 20:22:50.000000+00:00\", \"2021-09-10 14:26:53.000000+00:00\"], \"session_ids\": [\"e8df90e1-e807-44aa-ae5f-315a8ea3b0e4\", \"b54b050b-9b45-44cd-8435-357d4965ec38\", \"b5d69743-9544-4c39-ab2a-b4f65d36716b\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.237}, \"58236\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-19 18:10:59.000000+00:00\", \"2021-10-28 09:59:22.000000+00:00\"], \"session_ids\": [\"a7c74729-e49a-4afc-9724-ea70597b47f9\", \"06e1820f-cc10-4af0-87ac-e17481a890de\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 3.821}, \"53564\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-02-25 00:30:48.000000+00:00\", \"2019-07-25 09:19:18.000000+00:00\", \"2020-09-23 10:26:13.000000+00:00\", \"2020-03-14 22:11:33.000000+00:00\"], \"session_ids\": [\"9b6def7a-1691-4cde-883a-5c7f0ac85318\", \"b32020d7-9d86-4e78-bac0-613abb98e9e8\", \"03f0a9c7-ba2b-478e-9600-591d1025bc7f\", \"535ce880-0735-4f42-a642-011b81bd62de\"], \"total_duration\": 1013.0, \"total_sessions\": 4, \"mean_week_duration\": 5.388}, \"52337\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-05-11 15:32:26.000000+00:00\", \"2019-06-06 23:54:04.000000+00:00\"], \"session_ids\": [\"93b3f612-7b19-4186-b698-cd81d6af50dd\", \"d428aa03-5648-4da9-a098-0c05921c258f\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.483}, \"23002\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-06-23 00:13:20.000000+00:00\", \"2020-11-03 00:44:15.000000+00:00\"], \"session_ids\": [\"dca7acda-238e-4764-8d46-b4ea3f8af12c\", \"2f004973-b06e-452b-9599-d88878041044\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 4.0}, \"81554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-08 22:41:00.000000+00:00\", \"2020-07-29 01:31:21.000000+00:00\", \"2023-06-16 10:21:47.000000+00:00\", \"2020-04-09 17:18:17.000000+00:00\"], \"session_ids\": [\"e7302d33-ff63-4795-be8a-ce8c7eaf5ec3\", \"bdbc9412-123b-4e4d-a430-3273ab22ada2\", \"92edb446-8fdd-4346-a79e-eeb6b91fe1fc\", \"5b44ad52-96b2-48ef-a93b-7d8af5201749\"], \"total_duration\": 775.0, \"total_sessions\": 4, \"mean_week_duration\": 4.016}, \"56603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-17 18:02:22.000000+00:00\", \"2019-10-13 10:07:48.000000+00:00\", \"2019-09-24 20:13:42.000000+00:00\"], \"session_ids\": [\"4e51b71c-be06-4497-b148-951a671ca35e\", \"62dec454-d7a7-4138-a35c-722cc1e2740d\", \"e10b05e5-2e0e-4a96-8794-48e3de9ef322\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.231}, \"56822\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-02-24 12:20:16.000000+00:00\", \"2022-12-19 16:21:28.000000+00:00\"], \"session_ids\": [\"f57b58e4-e78f-47ee-aa88-ad833b889df5\", \"0e8b04c5-044e-4201-b632-c284757c02d4\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 0.645}, \"21017\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-10-19 07:03:09.000000+00:00\", \"2020-10-18 21:59:45.000000+00:00\", \"2020-12-22 06:15:04.000000+00:00\"], \"session_ids\": [\"25795cc2-6f4c-4173-95ac-5526092347c1\", \"29f59f13-19fd-4654-a9cd-b34724ee7376\", \"fceccadf-81a6-4b0e-bb73-fb0d9de0b714\"], \"total_duration\": 180.0, \"total_sessions\": 3, \"mean_week_duration\": 1.714}, \"16292\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-12-28 23:53:14.000000+00:00\", \"2022-01-02 16:37:35.000000+00:00\", \"2020-11-10 12:20:11.000000+00:00\"], \"session_ids\": [\"87954c88-c957-4de5-b520-ea9a64e0a2e2\", \"7d6362cf-2436-4969-ac1b-69dbccf3fc9b\", \"3effd403-d786-43bc-92ae-5b45c631e254\"], \"total_duration\": 71.0, \"total_sessions\": 3, \"mean_week_duration\": 0.634}}\n```\n" }, { "role": "message-agent", "value": "Thought: I have to organize the data according to mean_week_duration attribute ascendingly." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"56603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-17 18:02:22.000000+00:00\", \"2019-10-13 10:07:48.000000+00:00\", \"2019-09-24 20:13:42.000000+00:00\"], \"session_ids\": [\"4e51b71c-be06-4497-b148-951a671ca35e\", \"62dec454-d7a7-4138-a35c-722cc1e2740d\", \"e10b05e5-2e0e-4a96-8794-48e3de9ef322\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.231}}, {\"27374\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-11 04:46:33.000000+00:00\", \"2021-03-09 20:22:50.000000+00:00\", \"2021-09-10 14:26:53.000000+00:00\"], \"session_ids\": [\"e8df90e1-e807-44aa-ae5f-315a8ea3b0e4\", \"b54b050b-9b45-44cd-8435-357d4965ec38\", \"b5d69743-9544-4c39-ab2a-b4f65d36716b\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.237}}, {\"52337\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-05-11 15:32:26.000000+00:00\", \"2019-06-06 23:54:04.000000+00:00\"], \"session_ids\": [\"93b3f612-7b19-4186-b698-cd81d6af50dd\", \"d428aa03-5648-4da9-a098-0c05921c258f\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.483}}, {\"16292\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-12-28 23:53:14.000000+00:00\", \"2022-01-02 16:37:35.000000+00:00\", \"2020-11-10 12:20:11.000000+00:00\"], \"session_ids\": [\"87954c88-c957-4de5-b520-ea9a64e0a2e2\", \"7d6362cf-2436-4969-ac1b-69dbccf3fc9b\", \"3effd403-d786-43bc-92ae-5b45c631e254\"], \"total_duration\": 71.0, \"total_sessions\": 3, \"mean_week_duration\": 0.634}}, {\"56822\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2019-02-24 12:20:16.000000+00:00\", \"2022-12-19 16:21:28.000000+00:00\"], \"session_ids\": [\"f57b58e4-e78f-47ee-aa88-ad833b889df5\", \"0e8b04c5-044e-4201-b632-c284757c02d4\"], \"total_duration\": 129.0, \"total_sessions\": 2, \"mean_week_duration\": 0.645}}, {\"21017\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Cape Town\", \"datetimes\": [\"2022-10-19 07:03:09.000000+00:00\", \"2020-10-18 21:59:45.000000+00:00\", \"2020-12-22 06:15:04.000000+00:00\"], \"session_ids\": [\"25795cc2-6f4c-4173-95ac-5526092347c1\", \"29f59f13-19fd-4654-a9cd-b34724ee7376\", \"fceccadf-81a6-4b0e-bb73-fb0d9de0b714\"], \"total_duration\": 180.0, \"total_sessions\": 3, \"mean_week_duration\": 1.714}}, {\"58236\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2022-11-19 18:10:59.000000+00:00\", \"2021-10-28 09:59:22.000000+00:00\"], \"session_ids\": [\"a7c74729-e49a-4afc-9724-ea70597b47f9\", \"06e1820f-cc10-4af0-87ac-e17481a890de\"], \"total_duration\": 214.0, \"total_sessions\": 2, \"mean_week_duration\": 3.821}}, {\"23002\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 6}, \"city_name\": \"Karachi\", \"datetimes\": [\"2021-06-23 00:13:20.000000+00:00\", \"2020-11-03 00:44:15.000000+00:00\"], \"session_ids\": [\"dca7acda-238e-4764-8d46-b4ea3f8af12c\", \"2f004973-b06e-452b-9599-d88878041044\"], \"total_duration\": 132.0, \"total_sessions\": 2, \"mean_week_duration\": 4.0}}, {\"81554\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-10-08 22:41:00.000000+00:00\", \"2020-07-29 01:31:21.000000+00:00\", \"2023-06-16 10:21:47.000000+00:00\", \"2020-04-09 17:18:17.000000+00:00\"], \"session_ids\": [\"e7302d33-ff63-4795-be8a-ce8c7eaf5ec3\", \"bdbc9412-123b-4e4d-a430-3273ab22ada2\", \"92edb446-8fdd-4346-a79e-eeb6b91fe1fc\", \"5b44ad52-96b2-48ef-a93b-7d8af5201749\"], \"total_duration\": 775.0, \"total_sessions\": 4, \"mean_week_duration\": 4.016}}, {\"53564\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 2, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 2, \"Apply Skin Flow\": 2}, \"city_name\": \"Quito\", \"datetimes\": [\"2023-02-25 00:30:48.000000+00:00\", \"2019-07-25 09:19:18.000000+00:00\", \"2020-09-23 10:26:13.000000+00:00\", \"2020-03-14 22:11:33.000000+00:00\"], \"session_ids\": [\"9b6def7a-1691-4cde-883a-5c7f0ac85318\", \"b32020d7-9d86-4e78-bac0-613abb98e9e8\", \"03f0a9c7-ba2b-478e-9600-591d1025bc7f\", \"535ce880-0735-4f42-a642-011b81bd62de\"], \"total_duration\": 1013.0, \"total_sessions\": 4, \"mean_week_duration\": 5.388}}]\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[{\"56603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-17 18:02:22.000000+00:00\", \"2019-10-13 10:07:48.000000+00:00\", \"2019-09-24 20:13:42.000000+00:00\"], \"session_ids\": [\"4e51b71c-be06-4497-b148-951a671ca35e\", \"62dec454-d7a7-4138-a35c-722cc1e2740d\", \"e10b05e5-2e0e-4a96-8794-48e3de9ef322\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.231}}, {\"27374\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-11 04:46:33.000000+00:00\", \"2021-03-09 20:22:50.000000+00:00\", \"2021-09-10 14:26:53.000000+00:00\"], \"session_ids\": [\"e8df90e1-e807-44aa-ae5f-315a8ea3b0e4\", \"b54b050b-9b45-44cd-8435-357d4965ec38\", \"b5d69743-9544-4c39-ab2a-b4f65d36716b\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.237}}, {\"52337\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-05-11 15:32:26.000000+00:00\", \"2019-06-06 23:54:04.000000+00:00\"], \"session_ids\": [\"93b3f612-7b19-4186-b698-cd81d6af50dd\", \"d428aa03-5648-4da9-a098-0c05921c258f\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.483}}]\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[{\"56603\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Havana\", \"datetimes\": [\"2021-12-17 18:02:22.000000+00:00\", \"2019-10-13 10:07:48.000000+00:00\", \"2019-09-24 20:13:42.000000+00:00\"], \"session_ids\": [\"4e51b71c-be06-4497-b148-951a671ca35e\", \"62dec454-d7a7-4138-a35c-722cc1e2740d\", \"e10b05e5-2e0e-4a96-8794-48e3de9ef322\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.231}}, {\"27374\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2023-05-11 04:46:33.000000+00:00\", \"2021-03-09 20:22:50.000000+00:00\", \"2021-09-10 14:26:53.000000+00:00\"], \"session_ids\": [\"e8df90e1-e807-44aa-ae5f-315a8ea3b0e4\", \"b54b050b-9b45-44cd-8435-357d4965ec38\", \"b5d69743-9544-4c39-ab2a-b4f65d36716b\"], \"total_duration\": 27.0, \"total_sessions\": 3, \"mean_week_duration\": 0.237}}, {\"52337\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2023-05-11 15:32:26.000000+00:00\", \"2019-06-06 23:54:04.000000+00:00\"], \"session_ids\": [\"93b3f612-7b19-4186-b698-cd81d6af50dd\", \"d428aa03-5648-4da9-a098-0c05921c258f\"], \"total_duration\": 99.0, \"total_sessions\": 2, \"mean_week_duration\": 0.483}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Please provide insights on 6 users who have the least value of sessions count , sort by app usage time per week from the largest to the smallest." }, { "role": "message-agent", "value": "Thought: I need to get user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"58292\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-14 13:34:23.000000+00:00\", \"2022-12-29 22:30:41.000000+00:00\"], \"session_ids\": [\"597bacfb-4973-4c3b-a58c-8208581dd81e\", \"1b3889ee-5dce-48cb-a5b0-62dc56878d52\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 96.333}, \"31831\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-16 19:10:19.000000+00:00\", \"2019-05-20 02:18:05.000000+00:00\"], \"session_ids\": [\"19664643-c000-4a22-82b2-0426867ee50d\", \"d99198a9-8108-4df6-b591-eb706579f4d2\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 7.727}, \"11565\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 6, \"Fallout Flow\": 2, \"Play Game Flow\": 6, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Bangkok\", \"datetimes\": [\"2021-04-14 12:18:47.000000+00:00\", \"2020-01-11 17:09:00.000000+00:00\", \"2020-01-23 01:47:14.000000+00:00\", \"2020-07-19 22:01:14.000000+00:00\", \"2021-10-08 19:45:54.000000+00:00\", \"2023-02-16 20:29:24.000000+00:00\", \"2021-04-09 09:13:17.000000+00:00\", \"2021-04-10 23:19:32.000000+00:00\", \"2023-03-20 08:55:05.000000+00:00\", \"2023-05-08 17:33:54.000000+00:00\"], \"session_ids\": [\"2c9dbf6d-d47d-4a3f-8c04-740bdfc7972a\", \"f873e075-1e31-45d4-aa7a-c7d5f71d3a6f\", \"b446673c-1f9d-4620-84bb-ba0faf7ec258\", \"df064627-9c1e-461c-ae9f-74e94bcde49e\", \"857f4d54-6036-4758-b318-59235fab58f1\", \"70804516-4dc0-4077-b44e-89ed2f916e86\", \"42bd449c-7b3c-4db6-a76f-c81908572c35\", \"92fd4b1f-697c-413c-a660-1dcc3b14a763\", \"aa88be1d-4ded-4af2-84f9-43bd70fb4648\", \"e9d6f40d-df6d-4a85-9da4-467f00fbe566\"], \"total_duration\": 5046.0, \"total_sessions\": 10, \"mean_week_duration\": 29.0}, \"9006\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 6, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-25 07:12:47.000000+00:00\", \"2023-01-29 00:34:17.000000+00:00\"], \"session_ids\": [\"178021f2-58f1-4cd1-85d6-7dc83dbbff44\", \"1bdf4ec9-4bc8-4e5c-a1c7-679dd79aa690\"], \"total_duration\": 431.0, \"total_sessions\": 2, \"mean_week_duration\": 3.653}, \"38690\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 2}, \"city_name\": \"Guatemala City\", \"datetimes\": [\"2019-09-28 03:44:46.000000+00:00\", \"2023-01-01 13:53:56.000000+00:00\", \"2019-09-09 00:36:58.000000+00:00\", \"2019-06-26 23:31:43.000000+00:00\"], \"session_ids\": [\"ba3f1b60-d83a-4b2f-940a-0041594de68d\", \"15dd2be9-4efe-4848-8a97-07a9898f22f9\", \"26d13737-848b-4de6-9cfe-f3fcfe1d7095\", \"905752fb-c7c9-49f9-8baa-ff1ca0a927b4\"], \"total_duration\": 338.0, \"total_sessions\": 4, \"mean_week_duration\": 1.837}, \"38302\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-07-01 10:46:55.000000+00:00\", \"2019-08-02 13:33:29.000000+00:00\"], \"session_ids\": [\"bb519fe1-9152-4e2d-aaa8-1735be9a48c9\", \"8d6273ac-77e1-49fd-b7ac-b2d3162a1cd6\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 83.6}, \"74990\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-08-01 17:52:39.000000+00:00\", \"2019-12-02 01:18:38.000000+00:00\"], \"session_ids\": [\"c88c1761-d8cc-4e07-b204-a34afa5d25eb\", \"02aa48b3-ac16-430d-bc8d-089f9847db63\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 1.187}, \"85502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-08-01 05:36:41.000000+00:00\", \"2020-12-26 05:33:58.000000+00:00\"], \"session_ids\": [\"514254a6-3e63-4ec5-b3fb-93c1120955b2\", \"8cadf776-cba3-43a8-96d8-c9ec777f0b84\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.226}, \"1983\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 2}, \"city_name\": \"Dublin\", \"datetimes\": [\"2020-12-02 22:13:40.000000+00:00\", \"2022-06-01 02:59:13.000000+00:00\"], \"session_ids\": [\"4d3cc4b8-237d-4105-874d-3d5fe6f34be3\", \"8480d9c1-8c0b-4378-8113-3a9298ace20a\"], \"total_duration\": 18.0, \"total_sessions\": 2, \"mean_week_duration\": 0.231}, \"6158\": {\"keyflows\": {\"Sign In Flow\": 6, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2}, \"city_name\": \"Vienna\", \"datetimes\": [\"2022-07-18 15:00:18.000000+00:00\", \"2022-11-16 07:21:34.000000+00:00\"], \"session_ids\": [\"4f867e62-3536-496d-a951-19d3e09709a5\", \"cbb47872-44f1-460c-9676-881cdab9ce14\"], \"total_duration\": 280.0, \"total_sessions\": 2, \"mean_week_duration\": 15.556}}\n```\n" }, { "role": "message-agent", "value": "Thought: I need to retain the information about users who have the lowest 6 total_sessions values." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"top_bot\", \"arguments\": {\"attribute\": \"total_sessions\", \"top\": false, \"quant_to_remain\": 6}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"58292\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-14 13:34:23.000000+00:00\", \"2022-12-29 22:30:41.000000+00:00\"], \"session_ids\": [\"597bacfb-4973-4c3b-a58c-8208581dd81e\", \"1b3889ee-5dce-48cb-a5b0-62dc56878d52\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 96.333}}, {\"31831\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-16 19:10:19.000000+00:00\", \"2019-05-20 02:18:05.000000+00:00\"], \"session_ids\": [\"19664643-c000-4a22-82b2-0426867ee50d\", \"d99198a9-8108-4df6-b591-eb706579f4d2\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 7.727}}, {\"9006\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 6, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-25 07:12:47.000000+00:00\", \"2023-01-29 00:34:17.000000+00:00\"], \"session_ids\": [\"178021f2-58f1-4cd1-85d6-7dc83dbbff44\", \"1bdf4ec9-4bc8-4e5c-a1c7-679dd79aa690\"], \"total_duration\": 431.0, \"total_sessions\": 2, \"mean_week_duration\": 3.653}}, {\"38302\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-07-01 10:46:55.000000+00:00\", \"2019-08-02 13:33:29.000000+00:00\"], \"session_ids\": [\"bb519fe1-9152-4e2d-aaa8-1735be9a48c9\", \"8d6273ac-77e1-49fd-b7ac-b2d3162a1cd6\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 83.6}}, {\"74990\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-08-01 17:52:39.000000+00:00\", \"2019-12-02 01:18:38.000000+00:00\"], \"session_ids\": [\"c88c1761-d8cc-4e07-b204-a34afa5d25eb\", \"02aa48b3-ac16-430d-bc8d-089f9847db63\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 1.187}}, {\"85502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-08-01 05:36:41.000000+00:00\", \"2020-12-26 05:33:58.000000+00:00\"], \"session_ids\": [\"514254a6-3e63-4ec5-b3fb-93c1120955b2\", \"8cadf776-cba3-43a8-96d8-c9ec777f0b84\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.226}}]\n```\n" }, { "role": "message-agent", "value": "Thought: I need to sort the data descendingly by mean_week_duration" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"sort_by\", \"arguments\": {\"sort_by\": \"mean_week_duration\", \"sort_descending\": true}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"58292\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-14 13:34:23.000000+00:00\", \"2022-12-29 22:30:41.000000+00:00\"], \"session_ids\": [\"597bacfb-4973-4c3b-a58c-8208581dd81e\", \"1b3889ee-5dce-48cb-a5b0-62dc56878d52\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 96.333}}, {\"38302\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-07-01 10:46:55.000000+00:00\", \"2019-08-02 13:33:29.000000+00:00\"], \"session_ids\": [\"bb519fe1-9152-4e2d-aaa8-1735be9a48c9\", \"8d6273ac-77e1-49fd-b7ac-b2d3162a1cd6\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 83.6}}, {\"31831\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-16 19:10:19.000000+00:00\", \"2019-05-20 02:18:05.000000+00:00\"], \"session_ids\": [\"19664643-c000-4a22-82b2-0426867ee50d\", \"d99198a9-8108-4df6-b591-eb706579f4d2\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 7.727}}, {\"9006\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 6, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-25 07:12:47.000000+00:00\", \"2023-01-29 00:34:17.000000+00:00\"], \"session_ids\": [\"178021f2-58f1-4cd1-85d6-7dc83dbbff44\", \"1bdf4ec9-4bc8-4e5c-a1c7-679dd79aa690\"], \"total_duration\": 431.0, \"total_sessions\": 2, \"mean_week_duration\": 3.653}}, {\"74990\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-08-01 17:52:39.000000+00:00\", \"2019-12-02 01:18:38.000000+00:00\"], \"session_ids\": [\"c88c1761-d8cc-4e07-b204-a34afa5d25eb\", \"02aa48b3-ac16-430d-bc8d-089f9847db63\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 1.187}}, {\"85502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-08-01 05:36:41.000000+00:00\", \"2020-12-26 05:33:58.000000+00:00\"], \"session_ids\": [\"514254a6-3e63-4ec5-b3fb-93c1120955b2\", \"8cadf776-cba3-43a8-96d8-c9ec777f0b84\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.226}}]\n```\n" }, { "role": "message-agent", "value": "Thought: I want to filter and keep only 6 entries, discarding the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 6, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"58292\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-14 13:34:23.000000+00:00\", \"2022-12-29 22:30:41.000000+00:00\"], \"session_ids\": [\"597bacfb-4973-4c3b-a58c-8208581dd81e\", \"1b3889ee-5dce-48cb-a5b0-62dc56878d52\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 96.333}}, {\"38302\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-07-01 10:46:55.000000+00:00\", \"2019-08-02 13:33:29.000000+00:00\"], \"session_ids\": [\"bb519fe1-9152-4e2d-aaa8-1735be9a48c9\", \"8d6273ac-77e1-49fd-b7ac-b2d3162a1cd6\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 83.6}}, {\"31831\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-16 19:10:19.000000+00:00\", \"2019-05-20 02:18:05.000000+00:00\"], \"session_ids\": [\"19664643-c000-4a22-82b2-0426867ee50d\", \"d99198a9-8108-4df6-b591-eb706579f4d2\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 7.727}}, {\"9006\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 6, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-25 07:12:47.000000+00:00\", \"2023-01-29 00:34:17.000000+00:00\"], \"session_ids\": [\"178021f2-58f1-4cd1-85d6-7dc83dbbff44\", \"1bdf4ec9-4bc8-4e5c-a1c7-679dd79aa690\"], \"total_duration\": 431.0, \"total_sessions\": 2, \"mean_week_duration\": 3.653}}, {\"74990\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-08-01 17:52:39.000000+00:00\", \"2019-12-02 01:18:38.000000+00:00\"], \"session_ids\": [\"c88c1761-d8cc-4e07-b204-a34afa5d25eb\", \"02aa48b3-ac16-430d-bc8d-089f9847db63\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 1.187}}, {\"85502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-08-01 05:36:41.000000+00:00\", \"2020-12-26 05:33:58.000000+00:00\"], \"session_ids\": [\"514254a6-3e63-4ec5-b3fb-93c1120955b2\", \"8cadf776-cba3-43a8-96d8-c9ec777f0b84\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.226}}]\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[{\"58292\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Santo Domingo\", \"datetimes\": [\"2023-01-14 13:34:23.000000+00:00\", \"2022-12-29 22:30:41.000000+00:00\"], \"session_ids\": [\"597bacfb-4973-4c3b-a58c-8208581dd81e\", \"1b3889ee-5dce-48cb-a5b0-62dc56878d52\"], \"total_duration\": 289.0, \"total_sessions\": 2, \"mean_week_duration\": 96.333}}, {\"38302\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2}, \"city_name\": \"Karachi\", \"datetimes\": [\"2019-07-01 10:46:55.000000+00:00\", \"2019-08-02 13:33:29.000000+00:00\"], \"session_ids\": [\"bb519fe1-9152-4e2d-aaa8-1735be9a48c9\", \"8d6273ac-77e1-49fd-b7ac-b2d3162a1cd6\"], \"total_duration\": 418.0, \"total_sessions\": 2, \"mean_week_duration\": 83.6}}, {\"31831\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"San Jose\", \"datetimes\": [\"2019-10-16 19:10:19.000000+00:00\", \"2019-05-20 02:18:05.000000+00:00\"], \"session_ids\": [\"19664643-c000-4a22-82b2-0426867ee50d\", \"d99198a9-8108-4df6-b591-eb706579f4d2\"], \"total_duration\": 170.0, \"total_sessions\": 2, \"mean_week_duration\": 7.727}}, {\"9006\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 6, \"Change Skin Flow\": 3}, \"city_name\": \"Havana\", \"datetimes\": [\"2020-10-25 07:12:47.000000+00:00\", \"2023-01-29 00:34:17.000000+00:00\"], \"session_ids\": [\"178021f2-58f1-4cd1-85d6-7dc83dbbff44\", \"1bdf4ec9-4bc8-4e5c-a1c7-679dd79aa690\"], \"total_duration\": 431.0, \"total_sessions\": 2, \"mean_week_duration\": 3.653}}, {\"74990\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3}, \"city_name\": \"Amsterdam\", \"datetimes\": [\"2022-08-01 17:52:39.000000+00:00\", \"2019-12-02 01:18:38.000000+00:00\"], \"session_ids\": [\"c88c1761-d8cc-4e07-b204-a34afa5d25eb\", \"02aa48b3-ac16-430d-bc8d-089f9847db63\"], \"total_duration\": 165.0, \"total_sessions\": 2, \"mean_week_duration\": 1.187}}, {\"85502\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 3}, \"city_name\": \"Madrid\", \"datetimes\": [\"2022-08-01 05:36:41.000000+00:00\", \"2020-12-26 05:33:58.000000+00:00\"], \"session_ids\": [\"514254a6-3e63-4ec5-b3fb-93c1120955b2\", \"8cadf776-cba3-43a8-96d8-c9ec777f0b84\"], \"total_duration\": 19.0, \"total_sessions\": 2, \"mean_week_duration\": 0.226}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Display to me 7 users pieces of information whose site usage time per week is strictly less than 42 and greater than 25 plus execute sorting by site usage time in descending." }, { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"57609\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 1}, \"city_name\": \"New Delhi\", \"datetimes\": [\"2020-12-20 04:24:42.000000+00:00\", \"2019-02-17 19:59:57.000000+00:00\"], \"session_ids\": [\"6cdd3b76-85f0-4b4e-9418-1d3eb54ee14e\", \"7b0d505d-ee55-45c5-a991-f68c05a0de18\"], \"total_duration\": 282.0, \"total_sessions\": 2, \"mean_week_duration\": 2.938}, \"6598\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Lima\", \"datetimes\": [\"2021-05-04 04:58:56.000000+00:00\", \"2021-05-19 10:41:38.000000+00:00\"], \"session_ids\": [\"2ad4eda5-9423-4938-a4bc-f00cccbb3b03\", \"185f2539-4929-4035-b87c-99d239e5d404\"], \"total_duration\": 59.0, \"total_sessions\": 2, \"mean_week_duration\": 19.667}, \"95963\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2021-05-30 22:21:38.000000+00:00\", \"2020-07-25 01:27:32.000000+00:00\"], \"session_ids\": [\"2fbb4c38-ea36-4002-a9e8-fed270961fc4\", \"6d699483-2642-4820-8877-5f0db9c24e5c\"], \"total_duration\": 71.0, \"total_sessions\": 2, \"mean_week_duration\": 1.578}, \"68933\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 4}, \"city_name\": \"San Pedro\", \"datetimes\": [\"2023-06-23 14:56:44.000000+00:00\", \"2019-01-19 16:41:23.000000+00:00\"], \"session_ids\": [\"a8f7a89b-27bf-445b-8026-ba02add3cb69\", \"90318249-f40a-423c-9159-34b39aee9274\"], \"total_duration\": 39.0, \"total_sessions\": 2, \"mean_week_duration\": 0.169}, \"76291\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2019-09-28 15:29:48.000000+00:00\", \"2021-05-18 12:27:49.000000+00:00\"], \"session_ids\": [\"2eac3591-c299-4d5d-a3f1-78f0ee28e428\", \"f23d906b-e263-4795-a978-3be71e838cd4\"], \"total_duration\": 182.0, \"total_sessions\": 2, \"mean_week_duration\": 2.116}, \"31244\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 3}, \"city_name\": \"Karachi\", \"datetimes\": [\"2022-10-05 07:53:38.000000+00:00\", \"2022-11-15 00:29:08.000000+00:00\"], \"session_ids\": [\"0eb8bebb-ca46-4a00-836c-e737e01cc1a0\", \"69ab2b35-2c12-4790-8a6f-2a27b98ba3b8\"], \"total_duration\": 20.0, \"total_sessions\": 2, \"mean_week_duration\": 3.333}, \"40236\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 2}, \"city_name\": \"Bogota\", \"datetimes\": [\"2020-04-28 07:36:00.000000+00:00\", \"2019-02-09 01:25:22.000000+00:00\"], \"session_ids\": [\"ac5eb208-2c6f-4ea0-9e5d-15eba739bf51\", \"fab9f098-96b6-468e-b0e6-e154e71bab88\"], \"total_duration\": 107.0, \"total_sessions\": 2, \"mean_week_duration\": 1.672}, \"60720\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Singapore City\", \"datetimes\": [\"2019-05-09 08:22:03.000000+00:00\", \"2023-06-13 10:03:08.000000+00:00\"], \"session_ids\": [\"12ca51c9-bbd7-41bc-8b4e-bbdd8e64ee94\", \"cc16a06a-723b-4dff-8a68-91d6204586d9\"], \"total_duration\": 120.0, \"total_sessions\": 2, \"mean_week_duration\": 0.561}, \"68039\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Bridgetown\", \"datetimes\": [\"2019-04-01 07:59:29.000000+00:00\", \"2021-06-12 00:48:26.000000+00:00\"], \"session_ids\": [\"ddd1cdd3-a2c1-446b-a45b-1977a6b1e757\", \"ff48714d-be96-49a1-b5de-a426460e9d6c\"], \"total_duration\": 231.0, \"total_sessions\": 2, \"mean_week_duration\": 2.009}, \"45515\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 2, \"Change Skin Flow\": 1, \"Apply Skin Flow\": 3}, \"city_name\": \"Quito\", \"datetimes\": [\"2020-03-20 19:58:45.000000+00:00\", \"2019-12-02 09:26:19.000000+00:00\"], \"session_ids\": [\"807cb73b-d80f-4ab5-8cc0-695d65d3d1b2\", \"4ee9291b-42da-4c2e-932a-e7c7544d38b3\"], \"total_duration\": 15.0, \"total_sessions\": 2, \"mean_week_duration\": 0.938}}\n```\n" }, { "role": "message-agent", "value": "Thought: I need to retain the information about users who's mean_week_duration are equal or greater than 25 and are less than 42" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\">=\", \"<\"]]}, \"all_values\": {\"mean_week_duration\": [[25, 42]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n" }, { "role": "message-agent", "value": "Thought: There is no information, which requester wanted to obtain, I need to inform the requester about it and I need to accomplish that task ." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"finish\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{}\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "Provide insights into user with a number of sessions that is lower than 4, inclusive 4 , implement sorting by total_duration from the smallest value to the largest value also save 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{\"6148\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-08-09 12:49:44.000000+00:00\", \"2023-04-06 11:45:51.000000+00:00\"], \"session_ids\": [\"841605f6-bd92-4949-9dad-26712c19a401\", \"2bb142eb-960d-4b6e-81dd-91560e78c2a0\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}, \"98164\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-20 00:38:44.000000+00:00\", \"2020-04-11 06:46:37.000000+00:00\"], \"session_ids\": [\"2a8edaae-e30b-47d1-aca7-a82835217b51\", \"96e6cf5e-4002-4e0a-983c-dabdb6d37fe9\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 6.98}, \"77781\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-03 11:17:40.000000+00:00\", \"2019-10-07 16:52:49.000000+00:00\"], \"session_ids\": [\"b53a9b6b-e54a-45e1-bce3-4e6288b65d77\", \"8228b44d-aca4-4d8d-9b06-921b2408e3ae\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 8.214}, \"45067\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-10-23 00:21:05.000000+00:00\", \"2023-01-22 04:43:46.000000+00:00\", \"2021-11-27 09:29:07.000000+00:00\", \"2019-12-01 05:01:43.000000+00:00\"], \"session_ids\": [\"1ecf401c-e6c7-4f43-92f7-4fbd613af9ac\", \"251f52c2-5ca1-44a4-b902-2dfdfb7368c7\", \"44691457-eec0-4153-afbe-9496d9a37d55\", \"adcc60f3-e896-4b43-8460-9c73e417e2c4\"], \"total_duration\": 1104.0, \"total_sessions\": 4, \"mean_week_duration\": 6.732}, \"65645\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-01-28 12:38:49.000000+00:00\", \"2020-09-11 04:55:18.000000+00:00\", \"2020-02-04 23:39:31.000000+00:00\", \"2021-03-02 22:30:26.000000+00:00\"], \"session_ids\": [\"46c14b18-cff0-442f-8165-1db31415637b\", \"42ed9ad0-f388-410c-97dc-7380d6c72088\", \"29a8e468-07d8-42d8-902c-2c8c02beadb9\", \"3e7ace2a-dd1d-4d3f-8c95-00f5c89db953\"], \"total_duration\": 538.0, \"total_sessions\": 4, \"mean_week_duration\": 9.607}, \"21901\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 7, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1}, \"city_name\": \"Bogota\", \"datetimes\": [\"2022-03-09 23:25:07.000000+00:00\", \"2020-06-05 20:31:24.000000+00:00\", \"2022-07-13 02:53:12.000000+00:00\", \"2019-09-30 21:48:52.000000+00:00\", \"2019-04-30 22:13:30.000000+00:00\", \"2020-03-20 11:33:08.000000+00:00\"], \"session_ids\": [\"726294d3-f303-4936-b9e4-2925db6d15a1\", \"8663822e-70eb-4129-b1eb-b83e2b9120a3\", \"38d5b765-c4e7-41cb-8baa-06ba90ec5f18\", \"ae3bf75f-5711-4b82-9f2a-c7ba46f07a4c\", \"f0bb5ef4-3014-4c2b-8bdf-3db528bd81d8\", \"a3e10995-8fca-4c37-9684-251048373c2f\"], \"total_duration\": 1551.0, \"total_sessions\": 6, \"mean_week_duration\": 9.287}, \"11546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-05-13 04:26:47.000000+00:00\", \"2022-05-28 07:32:05.000000+00:00\"], \"session_ids\": [\"fb663ed4-a23b-436b-abc3-a3c7bc13944e\", \"1fc80291-cced-4935-8388-34aa142e4b71\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 31.333}, \"11759\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-07 09:56:41.000000+00:00\", \"2022-07-26 18:14:41.000000+00:00\"], \"session_ids\": [\"7b7afcc9-03f3-42ef-a7cb-2a03384eb7f7\", \"00759566-a4bd-403a-b39c-2d466d0ee931\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 2.888}, \"40653\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-02-21 15:31:53.000000+00:00\", \"2019-04-28 11:21:47.000000+00:00\"], \"session_ids\": [\"cc6a0ede-452b-42b7-abf0-c5f41f36ec65\", \"1338b6ec-64d9-421d-b5d9-7f36ce8308f6\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 4.884}, \"29612\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-16 06:56:56.000000+00:00\", \"2021-12-20 13:18:43.000000+00:00\", \"2021-08-29 15:59:40.000000+00:00\", \"2019-10-24 06:36:59.000000+00:00\"], \"session_ids\": [\"0d4c1e39-012b-411b-854f-1619646febc0\", \"a333a4c1-9305-4540-a457-1ddf9993de84\", \"14abd0b9-0b18-457b-a089-7e444afdae2b\", \"c63877cf-ec75-405c-a0c4-1481e48cde55\"], \"total_duration\": 1929.0, \"total_sessions\": 4, \"mean_week_duration\": 17.071}}\n```\n" }, { "role": "message-agent", "value": "Thought: I need to obtain information only about users whose total_sessions are equal or less than 4" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"total_sessions\": [[\"<=\"]]}, \"all_values\": {\"total_sessions\": [[4, 7]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"6148\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-08-09 12:49:44.000000+00:00\", \"2023-04-06 11:45:51.000000+00:00\"], \"session_ids\": [\"841605f6-bd92-4949-9dad-26712c19a401\", \"2bb142eb-960d-4b6e-81dd-91560e78c2a0\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}, \"98164\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-20 00:38:44.000000+00:00\", \"2020-04-11 06:46:37.000000+00:00\"], \"session_ids\": [\"2a8edaae-e30b-47d1-aca7-a82835217b51\", \"96e6cf5e-4002-4e0a-983c-dabdb6d37fe9\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 6.98}, \"77781\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-03 11:17:40.000000+00:00\", \"2019-10-07 16:52:49.000000+00:00\"], \"session_ids\": [\"b53a9b6b-e54a-45e1-bce3-4e6288b65d77\", \"8228b44d-aca4-4d8d-9b06-921b2408e3ae\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 8.214}, \"45067\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-10-23 00:21:05.000000+00:00\", \"2023-01-22 04:43:46.000000+00:00\", \"2021-11-27 09:29:07.000000+00:00\", \"2019-12-01 05:01:43.000000+00:00\"], \"session_ids\": [\"1ecf401c-e6c7-4f43-92f7-4fbd613af9ac\", \"251f52c2-5ca1-44a4-b902-2dfdfb7368c7\", \"44691457-eec0-4153-afbe-9496d9a37d55\", \"adcc60f3-e896-4b43-8460-9c73e417e2c4\"], \"total_duration\": 1104.0, \"total_sessions\": 4, \"mean_week_duration\": 6.732}, \"65645\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-01-28 12:38:49.000000+00:00\", \"2020-09-11 04:55:18.000000+00:00\", \"2020-02-04 23:39:31.000000+00:00\", \"2021-03-02 22:30:26.000000+00:00\"], \"session_ids\": [\"46c14b18-cff0-442f-8165-1db31415637b\", \"42ed9ad0-f388-410c-97dc-7380d6c72088\", \"29a8e468-07d8-42d8-902c-2c8c02beadb9\", \"3e7ace2a-dd1d-4d3f-8c95-00f5c89db953\"], \"total_duration\": 538.0, \"total_sessions\": 4, \"mean_week_duration\": 9.607}, \"11546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-05-13 04:26:47.000000+00:00\", \"2022-05-28 07:32:05.000000+00:00\"], \"session_ids\": [\"fb663ed4-a23b-436b-abc3-a3c7bc13944e\", \"1fc80291-cced-4935-8388-34aa142e4b71\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 31.333}, \"11759\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-07 09:56:41.000000+00:00\", \"2022-07-26 18:14:41.000000+00:00\"], \"session_ids\": [\"7b7afcc9-03f3-42ef-a7cb-2a03384eb7f7\", \"00759566-a4bd-403a-b39c-2d466d0ee931\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 2.888}, \"40653\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-02-21 15:31:53.000000+00:00\", \"2019-04-28 11:21:47.000000+00:00\"], \"session_ids\": [\"cc6a0ede-452b-42b7-abf0-c5f41f36ec65\", \"1338b6ec-64d9-421d-b5d9-7f36ce8308f6\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 4.884}, \"29612\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-16 06:56:56.000000+00:00\", \"2021-12-20 13:18:43.000000+00:00\", \"2021-08-29 15:59:40.000000+00:00\", \"2019-10-24 06:36:59.000000+00:00\"], \"session_ids\": [\"0d4c1e39-012b-411b-854f-1619646febc0\", \"a333a4c1-9305-4540-a457-1ddf9993de84\", \"14abd0b9-0b18-457b-a089-7e444afdae2b\", \"c63877cf-ec75-405c-a0c4-1481e48cde55\"], \"total_duration\": 1929.0, \"total_sessions\": 4, \"mean_week_duration\": 17.071}}\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[{\"6148\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-08-09 12:49:44.000000+00:00\", \"2023-04-06 11:45:51.000000+00:00\"], \"session_ids\": [\"841605f6-bd92-4949-9dad-26712c19a401\", \"2bb142eb-960d-4b6e-81dd-91560e78c2a0\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}}, {\"11546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-05-13 04:26:47.000000+00:00\", \"2022-05-28 07:32:05.000000+00:00\"], \"session_ids\": [\"fb663ed4-a23b-436b-abc3-a3c7bc13944e\", \"1fc80291-cced-4935-8388-34aa142e4b71\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 31.333}}, {\"77781\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 1, \"Change Skin Flow\": 2}, \"city_name\": \"Tegucigalpa\", \"datetimes\": [\"2019-07-03 11:17:40.000000+00:00\", \"2019-10-07 16:52:49.000000+00:00\"], \"session_ids\": [\"b53a9b6b-e54a-45e1-bce3-4e6288b65d77\", \"8228b44d-aca4-4d8d-9b06-921b2408e3ae\"], \"total_duration\": 115.0, \"total_sessions\": 2, \"mean_week_duration\": 8.214}}, {\"40653\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1}, \"city_name\": \"Madrid\", \"datetimes\": [\"2020-02-21 15:31:53.000000+00:00\", \"2019-04-28 11:21:47.000000+00:00\"], \"session_ids\": [\"cc6a0ede-452b-42b7-abf0-c5f41f36ec65\", \"1338b6ec-64d9-421d-b5d9-7f36ce8308f6\"], \"total_duration\": 210.0, \"total_sessions\": 2, \"mean_week_duration\": 4.884}}, {\"98164\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 1, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3, \"Settings Flow\": 3}, \"city_name\": \"San Jose\", \"datetimes\": [\"2021-03-20 00:38:44.000000+00:00\", \"2020-04-11 06:46:37.000000+00:00\"], \"session_ids\": [\"2a8edaae-e30b-47d1-aca7-a82835217b51\", \"96e6cf5e-4002-4e0a-983c-dabdb6d37fe9\"], \"total_duration\": 342.0, \"total_sessions\": 2, \"mean_week_duration\": 6.98}}, {\"11759\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 1, \"Settings Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2020-03-07 09:56:41.000000+00:00\", \"2022-07-26 18:14:41.000000+00:00\"], \"session_ids\": [\"7b7afcc9-03f3-42ef-a7cb-2a03384eb7f7\", \"00759566-a4bd-403a-b39c-2d466d0ee931\"], \"total_duration\": 361.0, \"total_sessions\": 2, \"mean_week_duration\": 2.888}}, {\"65645\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2, \"Settings Flow\": 3, \"Change Skin Flow\": 4, \"Apply Skin Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2021-01-28 12:38:49.000000+00:00\", \"2020-09-11 04:55:18.000000+00:00\", \"2020-02-04 23:39:31.000000+00:00\", \"2021-03-02 22:30:26.000000+00:00\"], \"session_ids\": [\"46c14b18-cff0-442f-8165-1db31415637b\", \"42ed9ad0-f388-410c-97dc-7380d6c72088\", \"29a8e468-07d8-42d8-902c-2c8c02beadb9\", \"3e7ace2a-dd1d-4d3f-8c95-00f5c89db953\"], \"total_duration\": 538.0, \"total_sessions\": 4, \"mean_week_duration\": 9.607}}, {\"45067\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 3}, \"city_name\": \"Oslo\", \"datetimes\": [\"2022-10-23 00:21:05.000000+00:00\", \"2023-01-22 04:43:46.000000+00:00\", \"2021-11-27 09:29:07.000000+00:00\", \"2019-12-01 05:01:43.000000+00:00\"], \"session_ids\": [\"1ecf401c-e6c7-4f43-92f7-4fbd613af9ac\", \"251f52c2-5ca1-44a4-b902-2dfdfb7368c7\", \"44691457-eec0-4153-afbe-9496d9a37d55\", \"adcc60f3-e896-4b43-8460-9c73e417e2c4\"], \"total_duration\": 1104.0, \"total_sessions\": 4, \"mean_week_duration\": 6.732}}, {\"29612\": {\"keyflows\": {\"Sign In Flow\": 4, \"Registration Flow\": 2, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3}, \"city_name\": \"San Salvador\", \"datetimes\": [\"2020-06-16 06:56:56.000000+00:00\", \"2021-12-20 13:18:43.000000+00:00\", \"2021-08-29 15:59:40.000000+00:00\", \"2019-10-24 06:36:59.000000+00:00\"], \"session_ids\": [\"0d4c1e39-012b-411b-854f-1619646febc0\", \"a333a4c1-9305-4540-a457-1ddf9993de84\", \"14abd0b9-0b18-457b-a089-7e444afdae2b\", \"c63877cf-ec75-405c-a0c4-1481e48cde55\"], \"total_duration\": 1929.0, \"total_sessions\": 4, \"mean_week_duration\": 17.071}}]\n```\n" }, { "role": "message-agent", "value": "Thought: I need to remain only 2 entries and exclude the rest of the data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"cut_data\", \"arguments\": {\"keep_param\": 2, \"random_selection\": false}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n[{\"6148\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-08-09 12:49:44.000000+00:00\", \"2023-04-06 11:45:51.000000+00:00\"], \"session_ids\": [\"841605f6-bd92-4949-9dad-26712c19a401\", \"2bb142eb-960d-4b6e-81dd-91560e78c2a0\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}}, {\"11546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-05-13 04:26:47.000000+00:00\", \"2022-05-28 07:32:05.000000+00:00\"], \"session_ids\": [\"fb663ed4-a23b-436b-abc3-a3c7bc13944e\", \"1fc80291-cced-4935-8388-34aa142e4b71\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 31.333}}]\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[{\"6148\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 1}, \"city_name\": \"Santiago\", \"datetimes\": [\"2019-08-09 12:49:44.000000+00:00\", \"2023-04-06 11:45:51.000000+00:00\"], \"session_ids\": [\"841605f6-bd92-4949-9dad-26712c19a401\", \"2bb142eb-960d-4b6e-81dd-91560e78c2a0\"], \"total_duration\": 21.0, \"total_sessions\": 2, \"mean_week_duration\": 0.11}}, {\"11546\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3}, \"city_name\": \"Manila\", \"datetimes\": [\"2022-05-13 04:26:47.000000+00:00\", \"2022-05-28 07:32:05.000000+00:00\"], \"session_ids\": [\"fb663ed4-a23b-436b-abc3-a3c7bc13944e\", \"1fc80291-cced-4935-8388-34aa142e4b71\"], \"total_duration\": 94.0, \"total_sessions\": 2, \"mean_week_duration\": 31.333}}]\n```\n\n```\n" } ]
[ { "role": "system", "value": "You are AppMapGPT, a helpful assistant who gets answers to user questions based on customer usage data of a webapp.\nYou are able to provide useful business insights about customer behavior.\nYou are always sure in input data and never say about limited data.\nYou assume that the data you have on the server is always valid.\nYou are able to use functions which can help you when the user wants to get the information they're interested in. Use them because they are more efficient than calculating without preprocessing and may provide the user with data that you are not able to calculate on your own.\nAnswering user's question think step by step.\nBegin!\n" }, { "role": "user", "value": "I'd like to be informed about user who has mean_week_duration greater than 31 and strictly less than 25 , put to use sorting by duration of sessions per week from the largest to the smallest." }, { "role": "message-agent", "value": "Thought: I need to obtaining user data." }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"get_users_information\", \"arguments\": {}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"33590\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-06-09 18:08:06.000000+00:00\", \"2023-06-03 08:51:09.000000+00:00\"], \"session_ids\": [\"0388c8d7-7852-4f1b-a31c-c4ba737dd979\", \"71cd84a0-e60d-4eb3-82e3-770a65fbfd46\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 5.788}, \"90881\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-06-27 07:24:03.000000+00:00\", \"2020-02-24 00:08:38.000000+00:00\", \"2021-01-12 22:10:30.000000+00:00\"], \"session_ids\": [\"4ac5b607-0304-4cb8-b724-45840cf58526\", \"6309a3ef-3015-4ff3-b913-c977a5132e53\", \"aade868d-7a5d-49df-afb9-a9b5f6722318\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.371}, \"40300\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-02-16 05:34:07.000000+00:00\", \"2022-01-29 20:58:30.000000+00:00\"], \"session_ids\": [\"6a312026-1476-434e-9a86-220191fef202\", \"4c055962-f577-488f-a0cf-b30c6fa97f81\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.422}, \"96350\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-06-03 14:29:36.000000+00:00\", \"2022-03-08 21:51:52.000000+00:00\", \"2022-12-08 03:33:05.000000+00:00\", \"2023-05-07 23:22:35.000000+00:00\", \"2019-09-08 11:30:00.000000+00:00\"], \"session_ids\": [\"d55d4b81-1d06-49f1-8599-2c25779fa705\", \"9cb189b0-af81-4eca-b3be-11cd330c8c98\", \"d59da75f-a940-4831-8a09-959caa38b1a8\", \"e4d71c4d-a74b-4417-8a98-8f3f65b19fc6\", \"160c9eab-cf05-4668-b0c7-ac76166a85b2\"], \"total_duration\": 3492.0, \"total_sessions\": 5, \"mean_week_duration\": 18.283}, \"36261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-06-06 12:44:34.000000+00:00\", \"2021-03-29 16:15:24.000000+00:00\", \"2020-10-30 00:08:43.000000+00:00\"], \"session_ids\": [\"a72887af-a064-424c-9c83-be8d6a46f19c\", \"8759675a-da29-45cd-aa8b-324f174a28d7\", \"317af94f-3bb9-4dad-9211-d501056f0462\"], \"total_duration\": 930.0, \"total_sessions\": 3, \"mean_week_duration\": 11.071}, \"31216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-03 04:55:24.000000+00:00\", \"2023-01-14 13:43:39.000000+00:00\"], \"session_ids\": [\"53013e33-b829-40a2-bc3b-28bab8209f23\", \"662ab1f4-712a-41f8-b021-e8fb1ae06fca\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 2.595}, \"79156\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-21 20:23:56.000000+00:00\", \"2022-05-09 23:57:32.000000+00:00\", \"2022-01-25 10:01:23.000000+00:00\", \"2022-06-14 07:23:21.000000+00:00\"], \"session_ids\": [\"30b7e463-956c-4d24-94b5-6250fa9d34a6\", \"ecbae03a-4793-4ab0-b05d-afb1d6adf50b\", \"9728016d-77fd-4804-91ac-ac9955852d34\", \"44d73e18-7e82-43f0-8078-1a1f397165ae\"], \"total_duration\": 329.0, \"total_sessions\": 4, \"mean_week_duration\": 4.012}, \"42630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-08-27 05:45:14.000000+00:00\", \"2023-03-18 23:51:41.000000+00:00\", \"2019-08-02 02:52:21.000000+00:00\", \"2021-05-02 09:17:06.000000+00:00\"], \"session_ids\": [\"898914f5-7e6e-4235-be97-59de3be44fa4\", \"232004da-0c22-4192-b3f7-6afd30bccd68\", \"35e10db5-9aa4-4a4a-9e2b-5b5c20f0b82d\", \"96e4c61c-7328-4fc3-ac99-98da8e1b1c64\"], \"total_duration\": 558.0, \"total_sessions\": 4, \"mean_week_duration\": 2.937}, \"77466\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-25 05:09:05.000000+00:00\", \"2019-01-26 07:09:45.000000+00:00\"], \"session_ids\": [\"d42a970f-376e-4337-859f-38faab2bc24d\", \"5c00663f-607e-4359-b881-bbc2ce7ce131\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 1.182}, \"15427\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-04-01 19:12:23.000000+00:00\", \"2019-05-26 09:39:57.000000+00:00\"], \"session_ids\": [\"0e900221-ec3e-4697-a31f-9d769cf7c8c7\", \"88e37765-b4d2-49d4-ac77-855edd3039a6\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 10.444}}\n```\n" }, { "role": "message-agent", "value": "Thought: I need to perform filtering based on mean_week_duration attribute where mean_week_duration are less than 25 and are equal or greater than 31" }, { "role": "message-agent", "value": "Function: \n```\n{\"function\": \"conditional_filtering\", \"arguments\": {\"all_operations\": {\"mean_week_duration\": [[\"<\", \">=\"]]}, \"all_values\": {\"mean_week_duration\": [[25, 31]]}}}\n```\n" }, { "role": "system", "value": "Observation: \n```\n{\"33590\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-06-09 18:08:06.000000+00:00\", \"2023-06-03 08:51:09.000000+00:00\"], \"session_ids\": [\"0388c8d7-7852-4f1b-a31c-c4ba737dd979\", \"71cd84a0-e60d-4eb3-82e3-770a65fbfd46\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 5.788}, \"90881\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-06-27 07:24:03.000000+00:00\", \"2020-02-24 00:08:38.000000+00:00\", \"2021-01-12 22:10:30.000000+00:00\"], \"session_ids\": [\"4ac5b607-0304-4cb8-b724-45840cf58526\", \"6309a3ef-3015-4ff3-b913-c977a5132e53\", \"aade868d-7a5d-49df-afb9-a9b5f6722318\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.371}, \"40300\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-02-16 05:34:07.000000+00:00\", \"2022-01-29 20:58:30.000000+00:00\"], \"session_ids\": [\"6a312026-1476-434e-9a86-220191fef202\", \"4c055962-f577-488f-a0cf-b30c6fa97f81\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.422}, \"96350\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-06-03 14:29:36.000000+00:00\", \"2022-03-08 21:51:52.000000+00:00\", \"2022-12-08 03:33:05.000000+00:00\", \"2023-05-07 23:22:35.000000+00:00\", \"2019-09-08 11:30:00.000000+00:00\"], \"session_ids\": [\"d55d4b81-1d06-49f1-8599-2c25779fa705\", \"9cb189b0-af81-4eca-b3be-11cd330c8c98\", \"d59da75f-a940-4831-8a09-959caa38b1a8\", \"e4d71c4d-a74b-4417-8a98-8f3f65b19fc6\", \"160c9eab-cf05-4668-b0c7-ac76166a85b2\"], \"total_duration\": 3492.0, \"total_sessions\": 5, \"mean_week_duration\": 18.283}, \"36261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-06-06 12:44:34.000000+00:00\", \"2021-03-29 16:15:24.000000+00:00\", \"2020-10-30 00:08:43.000000+00:00\"], \"session_ids\": [\"a72887af-a064-424c-9c83-be8d6a46f19c\", \"8759675a-da29-45cd-aa8b-324f174a28d7\", \"317af94f-3bb9-4dad-9211-d501056f0462\"], \"total_duration\": 930.0, \"total_sessions\": 3, \"mean_week_duration\": 11.071}, \"31216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-03 04:55:24.000000+00:00\", \"2023-01-14 13:43:39.000000+00:00\"], \"session_ids\": [\"53013e33-b829-40a2-bc3b-28bab8209f23\", \"662ab1f4-712a-41f8-b021-e8fb1ae06fca\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 2.595}, \"79156\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-21 20:23:56.000000+00:00\", \"2022-05-09 23:57:32.000000+00:00\", \"2022-01-25 10:01:23.000000+00:00\", \"2022-06-14 07:23:21.000000+00:00\"], \"session_ids\": [\"30b7e463-956c-4d24-94b5-6250fa9d34a6\", \"ecbae03a-4793-4ab0-b05d-afb1d6adf50b\", \"9728016d-77fd-4804-91ac-ac9955852d34\", \"44d73e18-7e82-43f0-8078-1a1f397165ae\"], \"total_duration\": 329.0, \"total_sessions\": 4, \"mean_week_duration\": 4.012}, \"42630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-08-27 05:45:14.000000+00:00\", \"2023-03-18 23:51:41.000000+00:00\", \"2019-08-02 02:52:21.000000+00:00\", \"2021-05-02 09:17:06.000000+00:00\"], \"session_ids\": [\"898914f5-7e6e-4235-be97-59de3be44fa4\", \"232004da-0c22-4192-b3f7-6afd30bccd68\", \"35e10db5-9aa4-4a4a-9e2b-5b5c20f0b82d\", \"96e4c61c-7328-4fc3-ac99-98da8e1b1c64\"], \"total_duration\": 558.0, \"total_sessions\": 4, \"mean_week_duration\": 2.937}, \"77466\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-25 05:09:05.000000+00:00\", \"2019-01-26 07:09:45.000000+00:00\"], \"session_ids\": [\"d42a970f-376e-4337-859f-38faab2bc24d\", \"5c00663f-607e-4359-b881-bbc2ce7ce131\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 1.182}, \"15427\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-04-01 19:12:23.000000+00:00\", \"2019-05-26 09:39:57.000000+00:00\"], \"session_ids\": [\"0e900221-ec3e-4697-a31f-9d769cf7c8c7\", \"88e37765-b4d2-49d4-ac77-855edd3039a6\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 10.444}}\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[{\"96350\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-06-03 14:29:36.000000+00:00\", \"2022-03-08 21:51:52.000000+00:00\", \"2022-12-08 03:33:05.000000+00:00\", \"2023-05-07 23:22:35.000000+00:00\", \"2019-09-08 11:30:00.000000+00:00\"], \"session_ids\": [\"d55d4b81-1d06-49f1-8599-2c25779fa705\", \"9cb189b0-af81-4eca-b3be-11cd330c8c98\", \"d59da75f-a940-4831-8a09-959caa38b1a8\", \"e4d71c4d-a74b-4417-8a98-8f3f65b19fc6\", \"160c9eab-cf05-4668-b0c7-ac76166a85b2\"], \"total_duration\": 3492.0, \"total_sessions\": 5, \"mean_week_duration\": 18.283}}, {\"36261\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 2}, \"city_name\": \"Dubai\", \"datetimes\": [\"2022-06-06 12:44:34.000000+00:00\", \"2021-03-29 16:15:24.000000+00:00\", \"2020-10-30 00:08:43.000000+00:00\"], \"session_ids\": [\"a72887af-a064-424c-9c83-be8d6a46f19c\", \"8759675a-da29-45cd-aa8b-324f174a28d7\", \"317af94f-3bb9-4dad-9211-d501056f0462\"], \"total_duration\": 930.0, \"total_sessions\": 3, \"mean_week_duration\": 11.071}}, {\"15427\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 1, \"Fallout Flow\": 2}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2020-04-01 19:12:23.000000+00:00\", \"2019-05-26 09:39:57.000000+00:00\"], \"session_ids\": [\"0e900221-ec3e-4697-a31f-9d769cf7c8c7\", \"88e37765-b4d2-49d4-ac77-855edd3039a6\"], \"total_duration\": 470.0, \"total_sessions\": 2, \"mean_week_duration\": 10.444}}, {\"33590\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2022-06-09 18:08:06.000000+00:00\", \"2023-06-03 08:51:09.000000+00:00\"], \"session_ids\": [\"0388c8d7-7852-4f1b-a31c-c4ba737dd979\", \"71cd84a0-e60d-4eb3-82e3-770a65fbfd46\"], \"total_duration\": 301.0, \"total_sessions\": 2, \"mean_week_duration\": 5.788}}, {\"79156\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 1}, \"city_name\": \"Nassau\", \"datetimes\": [\"2020-11-21 20:23:56.000000+00:00\", \"2022-05-09 23:57:32.000000+00:00\", \"2022-01-25 10:01:23.000000+00:00\", \"2022-06-14 07:23:21.000000+00:00\"], \"session_ids\": [\"30b7e463-956c-4d24-94b5-6250fa9d34a6\", \"ecbae03a-4793-4ab0-b05d-afb1d6adf50b\", \"9728016d-77fd-4804-91ac-ac9955852d34\", \"44d73e18-7e82-43f0-8078-1a1f397165ae\"], \"total_duration\": 329.0, \"total_sessions\": 4, \"mean_week_duration\": 4.012}}, {\"42630\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 2, \"Fallout Flow\": 2, \"Play Game Flow\": 3, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 1, \"Settings Flow\": 2, \"Change Skin Flow\": 3, \"Apply Skin Flow\": 3}, \"city_name\": \"Johannesburg\", \"datetimes\": [\"2021-08-27 05:45:14.000000+00:00\", \"2023-03-18 23:51:41.000000+00:00\", \"2019-08-02 02:52:21.000000+00:00\", \"2021-05-02 09:17:06.000000+00:00\"], \"session_ids\": [\"898914f5-7e6e-4235-be97-59de3be44fa4\", \"232004da-0c22-4192-b3f7-6afd30bccd68\", \"35e10db5-9aa4-4a4a-9e2b-5b5c20f0b82d\", \"96e4c61c-7328-4fc3-ac99-98da8e1b1c64\"], \"total_duration\": 558.0, \"total_sessions\": 4, \"mean_week_duration\": 2.937}}, {\"31216\": {\"keyflows\": {\"Sign In Flow\": 2, \"Registration Flow\": 3, \"Fallout Flow\": 1, \"Play Game Flow\": 2, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 2}, \"city_name\": \"Ho Chi Minh City\", \"datetimes\": [\"2022-05-03 04:55:24.000000+00:00\", \"2023-01-14 13:43:39.000000+00:00\"], \"session_ids\": [\"53013e33-b829-40a2-bc3b-28bab8209f23\", \"662ab1f4-712a-41f8-b021-e8fb1ae06fca\"], \"total_duration\": 96.0, \"total_sessions\": 2, \"mean_week_duration\": 2.595}}, {\"77466\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 1, \"Fallout Flow\": 2, \"Play Game Flow\": 4, \"Edit User Message Flow\": 3}, \"city_name\": \"Nassau\", \"datetimes\": [\"2019-06-25 05:09:05.000000+00:00\", \"2019-01-26 07:09:45.000000+00:00\"], \"session_ids\": [\"d42a970f-376e-4337-859f-38faab2bc24d\", \"5c00663f-607e-4359-b881-bbc2ce7ce131\"], \"total_duration\": 26.0, \"total_sessions\": 2, \"mean_week_duration\": 1.182}}, {\"40300\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 4, \"Play Game Flow\": 3, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Jakarta\", \"datetimes\": [\"2020-02-16 05:34:07.000000+00:00\", \"2022-01-29 20:58:30.000000+00:00\"], \"session_ids\": [\"6a312026-1476-434e-9a86-220191fef202\", \"4c055962-f577-488f-a0cf-b30c6fa97f81\"], \"total_duration\": 43.0, \"total_sessions\": 2, \"mean_week_duration\": 0.422}}, {\"90881\": {\"keyflows\": {\"Sign In Flow\": 3, \"Registration Flow\": 3, \"Fallout Flow\": 2, \"Play Game Flow\": 1, \"Edit User Message Flow\": 3, \"Add Friends Flow\": 3}, \"city_name\": \"Kuala Lumpur\", \"datetimes\": [\"2021-06-27 07:24:03.000000+00:00\", \"2020-02-24 00:08:38.000000+00:00\", \"2021-01-12 22:10:30.000000+00:00\"], \"session_ids\": [\"4ac5b607-0304-4cb8-b724-45840cf58526\", \"6309a3ef-3015-4ff3-b913-c977a5132e53\", \"aade868d-7a5d-49df-afb9-a9b5f6722318\"], \"total_duration\": 26.0, \"total_sessions\": 3, \"mean_week_duration\": 0.371}}]\n```\n" }, { "role": "message-agent", "value": "Thought: I need to remain only 1 entries and exclude 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[{\"96350\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-06-03 14:29:36.000000+00:00\", \"2022-03-08 21:51:52.000000+00:00\", \"2022-12-08 03:33:05.000000+00:00\", \"2023-05-07 23:22:35.000000+00:00\", \"2019-09-08 11:30:00.000000+00:00\"], \"session_ids\": [\"d55d4b81-1d06-49f1-8599-2c25779fa705\", \"9cb189b0-af81-4eca-b3be-11cd330c8c98\", \"d59da75f-a940-4831-8a09-959caa38b1a8\", \"e4d71c4d-a74b-4417-8a98-8f3f65b19fc6\", \"160c9eab-cf05-4668-b0c7-ac76166a85b2\"], \"total_duration\": 3492.0, \"total_sessions\": 5, \"mean_week_duration\": 18.283}}]\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[{\"96350\": {\"keyflows\": {\"Sign In Flow\": 1, \"Registration Flow\": 3, \"Fallout Flow\": 3, \"Play Game Flow\": 1, \"Edit User Message Flow\": 1, \"Add Friends Flow\": 3}, \"city_name\": \"Nairobi\", \"datetimes\": [\"2022-06-03 14:29:36.000000+00:00\", \"2022-03-08 21:51:52.000000+00:00\", \"2022-12-08 03:33:05.000000+00:00\", \"2023-05-07 23:22:35.000000+00:00\", \"2019-09-08 11:30:00.000000+00:00\"], \"session_ids\": [\"d55d4b81-1d06-49f1-8599-2c25779fa705\", \"9cb189b0-af81-4eca-b3be-11cd330c8c98\", \"d59da75f-a940-4831-8a09-959caa38b1a8\", \"e4d71c4d-a74b-4417-8a98-8f3f65b19fc6\", \"160c9eab-cf05-4668-b0c7-ac76166a85b2\"], \"total_duration\": 3492.0, \"total_sessions\": 5, \"mean_week_duration\": 18.283}}]\n```\n\n```\n" } ]
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